fix(py): coerce VS column to string in payments tx projection

The Sheets API returns VS (variabilní symbol) cells as float64 when
the column is number-formatted, so Python was emitting vs: 0 (a JSON
number) while Go's getVal uses fmt.Sprint and always emits vs: "0"
(a string). Add get_str helper that converts whole-number floats via
int() first (matching Go's %g formatting), applied to the vs field.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

CHANGELOG.md

@@ -1,10 +1,114 @@
 # Changelog
 
+## 2026-05-07 23:51 CEST — feat(py): M5.4 fix #2 — add vs and sync_id to payments tx projection
+
+- `scripts/match_payments.py`: `fetch_sheet_data` now reads `VS` and `Sync ID` columns and includes `vs`/`sync_id` keys in every tx dict. Previously only 9 columns were projected, causing `make parity` to report extra `vs`/`sync_id` fields on every raw payment row emitted by the Go backend. Values flow through `group_payments_by_person` → `_unwrap_view_model_for_api` to `raw_payments` (adults/juniors) and `grouped_payments` (payments) automatically.
+- `tests/test_app.py`: updated `/api/*` mock fixtures to include `vs`/`sync_id` keys for realism.
+- **Cache note**: after deploying, hit `POST /flush-cache` once so the in-process cache is cleared and the next request picks up the new column lookups.
+
+## 2026-05-07 23:37 CEST — fix(go): accept single-digit day/month in attendance date headers
+
+- `go/internal/services/membership/sources.go`: `parseDates` now uses Go time formats `2.1.2006` and `1/2/2006` (single-digit reference forms, which accept both padded and unpadded inputs) instead of `02.01.2006` and `01/02/2006`. The Czech attendance sheet headers contain dates like `1.6.2026`, `23.3.2026`, `6.4.2026` — Go silently dropped those columns under the strict zero-padded format, while Python's `strptime("%d.%m.%Y")` accepted them. Effect was a missing `2026-06` month entirely on `/api/juniors` plus undercounted attendance for any month with single-digit columns; both surfaced as diffs in `make parity`.
+- `sources_test.go::TestParseDates_SingleDigitDayMonth` added as a regression guard covering both Czech and US format flavours with and without leading zeros.
+
+## 2026-05-07 23:17 CEST — fix(go): pass raw value to FormatDate so numeric serial-day dates format
+
+- `go/internal/services/membership/sources.go`: transaction-row parser now passes `row[idxDate]` directly to `matching.FormatDate` (via a new `getRaw` helper) instead of stringifying first via `getVal`. The Sheets API returns numeric serial-day values as `float64` for date-formatted cells; pre-stringifying them defeated `FormatDate`'s `case float64:` dispatch, causing all numeric dates to leak through as `"46147"` style strings instead of `"2026-05-05"`.
+- Surfaced by `make parity` (M5.4): every `transactions[].date` field on `/api/adults` and `/api/juniors` differed between Python and Go.
+- `sources_test.go::TestLoadTransactions` extended with a numeric-serial-day row covering the regression.
+
+## 2026-05-07 23:05 CEST — fix(go): default CacheDir to `tmp/go` to avoid Python collision
+
+- `go/internal/config/config.go`: `CacheDir` default changed from `tmp` to `tmp/go`. Override via `CACHE_DIR` env var still works.
+- Why: both backends used `tmp/<key>_cache.json` with the same keys (`attendance_regular`, `attendance_juniors`, `payments_transactions`, `exceptions_dict`) but different shapes — Python caches post-processed view-model tuples, Go caches raw rows. Whichever wrote last poisoned the cache; running both in parallel produced `ValueError: too many values to unpack (expected 2, got 68)` on Python's `/adults` after the Go server populated `attendance_regular_cache.json` with raw CSV rows.
+- After upgrading: stop the Go server, hit `/flush-cache` on the Python side once (rewrites `tmp/*.json` with correct shapes), then restart `make web-go` — it will use `tmp/go/` going forward. Required for the M5.4 `make parity` workflow which assumes both backends run side-by-side.
+
+## 2026-05-07 22:55 CEST — feat(go): M5.4 — parity diff binary + `make parity`
+
+- `go/cmd/parity/main.go`: new standalone binary that GETs `/api/adults`, `/api/juniors`, `/api/payments` from both Python (:5001) and Go (:8080) backends, scrubs an allowlist (`render_time.total`), and prints `cmp.Diff` for any remaining differences. Exits 0 on full match, 1 on diffs, 2 on fetch/parse errors — CI-friendly for M7.2. `/api/version` is excluded by design (returns binary identity — tag/commit/build_date — which differs between independently built backends); still accessible via `make parity ARGS="-route /api/version"`.
+- `go/cmd/parity/scrub_test.go`: 4 unit tests covering top-level delete, nested delete, missing path, and non-map parent.
+- `go/go.mod`: `github.com/google/go-cmp` promoted to direct dependency.
+- `Makefile`: `parity` target added (`.PHONY`, help, `cd go && go run ./cmd/parity`).
+- `docs/plans/2026-05-07-2254-m5-4-parity-binary.md`: plan archived.
+
+## 2026-05-07 22:37 CEST — feat(py): M5.3 — Python /api/* shadow endpoints
+
+- `app.py`: four new JSON routes (`/api/version`, `/api/adults`, `/api/juniors`, `/api/payments`) mirroring the Go `/api/*` handlers; `_unwrap_view_model_for_api()` helper expands pre-serialised JSON strings and renames `month_labels_json` → `month_labels`, `raw_payments_json` → `raw_payments` to match Go wire contract.
+- `tests/test_app.py`: four new smoke tests asserting top-level key sets and that unwrapped fields are objects (not strings).
+
+## 2026-05-07 20:13 CEST — feat(go): M5.2 — HTTP handlers for /api/adults, /api/juniors, /api/payments, /api/version
+
+- `web/api/handler.go`: `Handler` struct + `ServeAdults`, `ServeJuniors`, `ServePayments`, `ServeVersion` using `membership.Sources`.
+- `web/api/build_{adults,juniors,payments,common}.go`: ports of `scripts/views.py` view-model builders; `buildJuniorMemberRow` handles `"?"` sentinel, `:NJ,MA` breakdown, unknown-month skip.
+- Extended `reconcile.FeeData`/`MonthData` with `IsUnknown`, `JuniorAttendance`, `AdultAttendance`; `Transaction` with `ManualFix`, `VS`, `BankID`, `SyncID`.
+- `sources.go` exports `AdultMergedMonths`/`JuniorMergedMonths`; parses new FeeData and transaction columns.
+- `web/server.go` + `cmd/fuj/main.go` wired to register `/api/*` routes.
+- PR #17.
+
+## 2026-05-07 17:37 CEST — feat(go): M5.1 — /api/* wire types + JSON Schemas
+
+- New `go/internal/web/api/` package: `AdultsResponse`, `JuniorsResponse`, `PaymentsResponse`, `VersionResponse` with explicit `json:` tags matching Python view-model keys.
+- `Expected{Value int; Unknown bool}` custom `MarshalJSON` emits integer or `"?"` for junior single-attendance months.
+- `schemagen_test.go` golden-tests four JSON Schemas committed to `go/tests/fixtures/api-schema/`. `JSONSchema()` on `Expected` lives in the test file — production binary has no jsonschema dep.
+- PR #16.
+
+## 2026-05-07 15:26 CEST — refactor(app): extract view-model builders into scripts/views.py
+
+- Pulled ~350 lines of inline per-row computation out of `adults_view`, `juniors_view`, and `payments` into three pure functions in `scripts/views.py`: `build_adults_view_model`, `build_juniors_view_model`, `build_payments_view_model`.
+- Moved `get_month_labels`, `group_payments_by_person`, `adapt_junior_members` from `app.py` to `scripts/views.py`. Route handlers now ~25 lines each.
+- Hotfixed missing `import re` that caused 500 on `/qr` after the refactor.
+- No behaviour change; all 27 tests pass. Prep for `/api/*` shadow endpoints (M5).
+
+## 2026-05-07 14:13 CEST — feat(go): --print-fio-table + Fio debug logging + date parser fix
+
+- Added `--print-fio-table` flag to `fuj sync --dry-run`: prints an aligned table of every Fio transaction in the window with `STATUS=NEW/DUP`, using `text/tabwriter`. Key files: `go/internal/services/banksync/fio_table.go`, `sync.go`, `cmd/fuj/main.go`.
+- Added `LOG_LEVEL=DEBUG` debug logging on the Fio fetch path: client variant selected, full GET URL (token redacted on API path), HTTP status, body bytes, and per-parse drop-reason counters (`raw_rows`, `kept`, `dropped_bad_date`, `dropped_nonpositive_amount`). Key files: `go/internal/io/fio/{client,api,transparent}.go`.
+- Fixed `parseCzechDate` to accept `DD.MM.YY` (2-digit year) in addition to the 4-digit variant — Fio's transparent page now serves this format. Key file: `go/internal/io/fio/transparent.go`.
+- Added `make go-sync-debug [DAYS=N]` Makefile target (default 30 days).
+
+## 2026-05-07 10:32 CEST — feat(go): --dry-run for fuj sync
+
+- `SyncOpts.DryRun bool` added; when true, `SyncToSheets` prints planned writes (`would write header row`, `would append date=… amount=… sender=…`, `would sort by date`) and returns without calling `WriteHeader`, `AppendValues`, or `SortByDateColumn`.
+- `fuj sync --dry-run` flag wired in `cmd/fuj/main.go`; mirrors existing `fuj infer --dry-run` behaviour.
+- `TestSyncToSheets_DryRun` added to banksync test suite.
+
+## 2026-05-07 01:03 CEST — feat(go/M4): IO layer behind interfaces
+
+- `go/internal/io/attendance`: CSV-over-public-URL client + `Fake` for both adult and junior tabs.
+- `go/internal/io/drive`: thin Drive v3 wrapper for `modifiedTime` reads + `Fake`.
+- `go/internal/io/sheets`: Sheets v4 client (`GetValues`, `AppendValues`, `BatchUpdateValues`, `WriteHeader`, `SortByDateColumn`) + `Fake` with call-capture for assertions.
+- `go/internal/io/cache`: Drive-modifiedTime-gated `FileCache` with two TTL knobs, atomic writes, and generic `Get[T]`; Python-compatible JSON format; `Flush()` support.
+- `go/internal/io/fio`: `Client` interface backed by Fio REST API (`apiClient`) and HTML-scraper (`transparentClient`); `Fake` for tests. Fixtures in `testdata/`.
+- `go/internal/services/membership/sources.go`: `NewSources` wires attendance CSV + Sheets + cache into `LoadAdults`, `LoadJuniors`, `LoadTransactions`, `LoadExceptions`. Includes Czech month/merged-month parsing logic.
+- `go/internal/services/banksync`: `SyncToSheets` (dedup via SHA-256 Sync ID, optional sort) and `InferPayments` (name-match + `[?]` review prefix, dry-run) — fully tested with fakes.
+- `go/cmd/fuj/main.go`: `sync` and `infer` subcommands wired to real clients; `fees` and `reconcile` now use real `NewSources`.
+- All packages lint-clean (golangci-lint v1.64.8, gofumpt extra-rules).
+
+## 2026-05-06 23:25 CEST — feat(go/M3): fixture capture + parity test framework
+
+- `scripts/capture_fixtures.py`: dispatcher CLI that calls each ported function with seeded inputs and emits captured output as JSON fixtures.
+- `scripts/scrub_fixtures.py`: deterministic PII scrubber (SHA-256 pseudonyms, digit-preserving account/VS hashes, name-sweep in free text).
+- `scripts/_fixture_seeds.py`: handcrafted seed registry for all 10 pure functions + 10 reconcile branch-coverage cases.
+- 98 fixture files committed under `go/tests/fixtures/pure/<func>/` and `go/tests/fixtures/reconcile/`; all PII-free.
+- `go/tests/parity/parityio.go`: shared loader with generic `LoadDir`/`RunAll` helpers and typed `In`/`Out` structs for all 10 functions.
+- 11 parity test packages under `//go:build parity`: 10 pure-function tests + bespoke reconcile test with per-cell float tolerance.
+- Makefile: `go-parity`, `go-test-all`, `capture-fixtures` targets.
+- `go/tests/fixtures/README.md`: refresh workflow, PII audit guide, adding-a-fixture steps.
+
+## 2026-05-06 17:49 CEST — feat(go/M2.11-12): wire fuj fees + fuj reconcile subcommands
+
+- New `go/internal/services/membership` package: `AttendanceLoader`, `TransactionLoader`, `ExceptionLoader` interfaces, a stub (`NewStubSources`) that returns `ErrIOPending`, and `FeesReport` / `ReconcileReport` orchestration functions backed by real `domain/fees` + `domain/reconcile` logic.
+- Text formatters `printFeesTable` / `printReconcileReport` port the output of `calculate_fees.py` and `match_payments.py print_report` verbatim.
+- `cmd/fuj/main.go`: `fuj fees` and `fuj reconcile` subcommands now dispatch properly; `fuj sync` / `fuj infer` retain the [M4] placeholder.
+- Both subcommands exit 1 with a clean `"io layer not yet wired up; lands in milestone M4"` message until real Sheets loaders are injected in M4.
+- 13 unit tests covering stubs, all formatter branches (OK/partial/UNPAID/dash cells, credits, debts, unmatched, review annotation), and orchestration wiring via fake loaders.
+
 ## 2026-05-06 16:38 CEST — fix: include juniors in payment-inference roster
 
 - `scripts/infer_payments.py`: union adults + junior rosters so junior-only members are visible to the matcher.
 - Root cause: `get_members_with_fees()` reads only the adults sheet; junior-only kids like Jáchym Kubík were absent from `member_names`, causing the exact-match short-circuit to never fire and a different adult sharing the first name to win via fuzzy review.
 - Two regression tests added to `tests/test_match_members.py`.
+
 ## 2026-05-06 16:05 CEST — feat(go/M2.10): port domain/reconcile.Reconcile
 
 - New `go/internal/domain/reconcile` package porting the three-phase payment allocation from `scripts/match_payments.py reconcile()`.

Makefile

@@ -1,4 +1,4 @@
-.PHONY: help fees match web web-py web-debug web-go go-build go-test go-run go-lint image run sync sync-2026 test test-v docs
+.PHONY: help fees match web web-py web-debug web-go go-build go-test go-test-all go-parity go-run go-sync-debug go-lint capture-fixtures parity image run sync sync-2026 test test-v docs
 
 export PYTHONPATH := scripts:$(PYTHONPATH)
 VENV := .venv
@@ -23,8 +23,13 @@ help:
 	@echo "  make web-go      - Build and start Go dashboard on :8080"
 	@echo "  make web-debug   - Start Python dashboard in debug mode"
 	@echo "  make go-build    - Build Go binary to bin/fuj"
-	@echo "  make go-test     - Run Go tests"
+	@echo "  make go-test     - Run Go unit tests"
+	@echo "  make go-parity   - Run Go parity tests (requires -tags=parity fixture corpus)"
+	@echo "  make go-test-all - Run both unit and parity tests"
 	@echo "  make go-lint     - Run golangci-lint on Go code"
+	@echo "  make go-sync-debug [DAYS=N] - Dry-run Go sync with Fio debug logs and txn table (default DAYS=30)"
+	@echo "  make capture-fixtures - Regenerate parity fixture corpus from live Python"
+	@echo "  make parity      - Diff /api/* between web-py (:5001) and web-go (:8080); both must be running"
 	@echo "  make image       - Build Python OCI container image"
 	@echo "  make run         - Run the built Python Docker image locally"
 	@echo "  make sync        - Sync Fio transactions to Google Sheets"
@@ -64,15 +69,43 @@ go-build:
 go-test:
 	cd $(GO_SRC) && go test -race ./...
 
+go-parity:
+	cd $(GO_SRC) && go test -tags=parity ./tests/parity/...
+
+go-test-all: go-test go-parity
+
+capture-fixtures: $(PYTHON)
+	@echo "Capturing and scrubbing fixtures for all registered functions..."
+	@for func in normalize parse_month_references calculate_fee calculate_junior_fee \
+	              parse_czk_amount generate_sync_id build_name_variants match_members \
+	              infer_transaction_details format_date reconcile; do \
+	    dir="go/tests/fixtures/$$([[ $$func == reconcile ]] && echo reconcile || echo pure/$$func)"; \
+	    mkdir -p "$$dir"; \
+	    PYTHONPATH=scripts:. $(PYTHON) scripts/capture_fixtures.py --func $$func --all \
+	    | while IFS= read -r line; do \
+	        case_id=$$(echo "$$line" | $(PYTHON) -c "import sys,json; print(json.load(sys.stdin)['case'])"); \
+	        echo "$$line" | $(PYTHON) scripts/scrub_fixtures.py > "$$dir/$${case_id}.json"; \
+	    done; \
+	    echo "  $$func done"; \
+	done
+	@echo "capture-fixtures complete."
+
 go-run: go-build
 	./$(GO_BIN) $(ARGS)
 
+DAYS ?= 30
+go-sync-debug: go-build
+	LOG_LEVEL=DEBUG ./$(GO_BIN) sync -dry-run -print-fio-table -days $(DAYS)
+
 go-lint:
 	cd $(GO_SRC) && golangci-lint run ./...
 
 web-go: go-build
 	./$(GO_BIN) server
 
+parity:
+	cd $(GO_SRC) && go run ./cmd/parity $(ARGS)
+
 image:
 	docker build -t fuj-management:latest \
 		--build-arg GIT_TAG=$$(git describe --tags --always 2>/dev/null || echo "untagged") \

app.py

@@ -7,7 +7,7 @@ import os
 import io
 import qrcode
 import logging
-from flask import Flask, render_template, g, send_file, request
+from flask import Flask, render_template, g, send_file, request, jsonify
 
 # Configure logging, allowing override via LOG_LEVEL environment variable
 log_level = os.environ.get("LOG_LEVEL", "INFO").upper()
@@ -21,8 +21,14 @@ from config import (
     ATTENDANCE_SHEET_ID, PAYMENTS_SHEET_ID, JUNIOR_SHEET_GID,
     BANK_ACCOUNT, CREDENTIALS_PATH,
 )
-from attendance import get_members_with_fees, get_junior_members_with_fees, ADULT_MERGED_MONTHS, JUNIOR_MERGED_MONTHS
-from match_payments import reconcile, fetch_sheet_data, fetch_exceptions, normalize, canonical_member_key
+from attendance import get_members_with_fees, get_junior_members_with_fees
+from match_payments import reconcile, fetch_sheet_data, fetch_exceptions
+from views import (
+    build_adults_view_model,
+    build_juniors_view_model,
+    build_payments_view_model,
+    adapt_junior_members,
+)
 from cache_utils import get_sheet_modified_time, read_cache, write_cache, _LAST_CHECKED, flush_cache
 from sync_fio_to_sheets import sync_to_sheets
 from infer_payments import infer_payments
@@ -38,44 +44,6 @@ def get_cached_data(cache_key, sheet_id, fetch_func, *args, serialize=None, dese
         write_cache(cache_key, mod_time, serialize(data) if serialize else data)
     return data
 
-def get_month_labels(sorted_months, merged_months):
-    labels = {}
-    for m in sorted_months:
-        dt = datetime.strptime(m, "%Y-%m")
-        # Find which months were merged into m (e.g. 2026-01 is merged into 2026-02)
-        merged_in = sorted([k for k, v in merged_months.items() if v == m])
-        if merged_in:
-            all_dts = [datetime.strptime(x, "%Y-%m") for x in sorted(merged_in + [m])]
-            years = {d.year for d in all_dts}
-            if len(years) > 1:
-                parts = [d.strftime("%b %Y") for d in all_dts]
-                labels[m] = "+".join(parts)
-            else:
-                parts = [d.strftime("%b") for d in all_dts]
-                labels[m] = f"{'+'.join(parts)} {dt.strftime('%Y')}"
-        else:
-            labels[m] = dt.strftime("%b %Y")
-    return labels
-
-def group_payments_by_person(transactions, member_names=None):
-    canonical_by_key = (
-        {canonical_member_key(n): n for n in member_names} if member_names else {}
-    )
-    grouped = {}
-    for tx in transactions:
-        person = str(tx.get("person", "")).strip()
-        if not person:
-            continue
-        for p in person.split(","):
-            p = re.sub(r"\[\?\]\s*", "", p).strip()
-            if not p:
-                continue
-            key = canonical_by_key.get(canonical_member_key(p), p)
-            grouped.setdefault(key, []).append(tx)
-    for rows in grouped.values():
-        rows.sort(key=lambda t: str(t.get("date", "")), reverse=True)
-    return grouped
-
 def warmup_cache():
     """Pre-fetch all cached data so first request is fast."""
     logger = logging.getLogger(__name__)
@@ -100,6 +68,16 @@ BUILD_META = _json.loads(_meta_path.read_text()) if _meta_path.exists() else {
     "tag": "dev", "commit": "local", "build_date": ""
 }
 
+
+def _unwrap_view_model_for_api(vm: dict) -> dict:
+    """Expand pre-stringified JSON fields and rename to match Go API contract."""
+    out = dict(vm)
+    out["member_data"] = _json.loads(out.pop("member_data"))
+    out["month_labels"] = _json.loads(out.pop("month_labels_json"))
+    out["raw_payments"] = _json.loads(out.pop("raw_payments_json"))
+    return out
+
+
 warmup_cache()
 
 @app.before_request
@@ -176,6 +154,75 @@ def sync_bank():
 def version():
     return BUILD_META
 
+@app.route("/api/version")
+def api_version():
+    return jsonify(BUILD_META)
+
+@app.route("/api/adults")
+def api_adults():
+    attendance_url = f"https://docs.google.com/spreadsheets/d/{ATTENDANCE_SHEET_ID}/edit"
+    payments_url = f"https://docs.google.com/spreadsheets/d/{PAYMENTS_SHEET_ID}/edit"
+    members_data = get_cached_data("attendance_regular", ATTENDANCE_SHEET_ID, get_members_with_fees)
+    if not members_data:
+        return jsonify({"error": "no data"}), 503
+    members, sorted_months = members_data
+    transactions = get_cached_data("payments_transactions", PAYMENTS_SHEET_ID, fetch_sheet_data, PAYMENTS_SHEET_ID, CREDENTIALS_PATH)
+    exceptions = get_cached_data(
+        "exceptions_dict", PAYMENTS_SHEET_ID, fetch_exceptions,
+        PAYMENTS_SHEET_ID, CREDENTIALS_PATH,
+        serialize=lambda d: [[list(k), v] for k, v in d.items()],
+        deserialize=lambda c: {tuple(k): v for k, v in c},
+    )
+    result = reconcile(members, sorted_months, transactions, exceptions)
+    vm = build_adults_view_model(
+        members, sorted_months, result, transactions,
+        datetime.now().strftime("%Y-%m"),
+        attendance_url=attendance_url, payments_url=payments_url, bank_account=BANK_ACCOUNT,
+    )
+    return jsonify(_unwrap_view_model_for_api(vm))
+
+@app.route("/api/juniors")
+def api_juniors():
+    attendance_url = f"https://docs.google.com/spreadsheets/d/{ATTENDANCE_SHEET_ID}/edit#gid={JUNIOR_SHEET_GID}"
+    payments_url = f"https://docs.google.com/spreadsheets/d/{PAYMENTS_SHEET_ID}/edit"
+    junior_members_data = get_cached_data("attendance_juniors", ATTENDANCE_SHEET_ID, get_junior_members_with_fees)
+    if not junior_members_data:
+        return jsonify({"error": "no data"}), 503
+    junior_members, sorted_months = junior_members_data
+    transactions = get_cached_data("payments_transactions", PAYMENTS_SHEET_ID, fetch_sheet_data, PAYMENTS_SHEET_ID, CREDENTIALS_PATH)
+    exceptions = get_cached_data(
+        "exceptions_dict", PAYMENTS_SHEET_ID, fetch_exceptions,
+        PAYMENTS_SHEET_ID, CREDENTIALS_PATH,
+        serialize=lambda d: [[list(k), v] for k, v in d.items()],
+        deserialize=lambda c: {tuple(k): v for k, v in c},
+    )
+    adapted_members = adapt_junior_members(junior_members)
+    result = reconcile(adapted_members, sorted_months, transactions, exceptions)
+    vm = build_juniors_view_model(
+        junior_members, adapted_members, sorted_months, result, transactions,
+        datetime.now().strftime("%Y-%m"),
+        attendance_url=attendance_url, payments_url=payments_url, bank_account=BANK_ACCOUNT,
+    )
+    return jsonify(_unwrap_view_model_for_api(vm))
+
+@app.route("/api/payments")
+def api_payments():
+    attendance_url = f"https://docs.google.com/spreadsheets/d/{ATTENDANCE_SHEET_ID}/edit"
+    payments_url = f"https://docs.google.com/spreadsheets/d/{PAYMENTS_SHEET_ID}/edit"
+    transactions = get_cached_data("payments_transactions", PAYMENTS_SHEET_ID, fetch_sheet_data, PAYMENTS_SHEET_ID, CREDENTIALS_PATH)
+    adults_data = get_cached_data("attendance_regular", ATTENDANCE_SHEET_ID, get_members_with_fees)
+    juniors_data = get_cached_data("attendance_juniors", ATTENDANCE_SHEET_ID, get_junior_members_with_fees)
+    member_names = []
+    if adults_data:
+        member_names.extend(name for name, _, _ in adults_data[0])
+    if juniors_data:
+        member_names.extend(name for name, _, _ in juniors_data[0])
+    vm = build_payments_view_model(
+        transactions, member_names,
+        attendance_url=attendance_url, payments_url=payments_url,
+    )
+    return jsonify(vm)
+
 @app.route("/adults")
 def adults_view():
     attendance_url = f"https://docs.google.com/spreadsheets/d/{ATTENDANCE_SHEET_ID}/edit"
@@ -191,164 +238,29 @@ def adults_view():
     transactions = get_cached_data("payments_transactions", PAYMENTS_SHEET_ID, fetch_sheet_data, PAYMENTS_SHEET_ID, credentials_path)
     record_step("fetch_payments")
     exceptions = get_cached_data(
-            "exceptions_dict", PAYMENTS_SHEET_ID, fetch_exceptions,
-            PAYMENTS_SHEET_ID, credentials_path,
-            serialize=lambda d: [[list(k), v] for k, v in d.items()],
-            deserialize=lambda c: {tuple(k): v for k, v in c},
-        )
+        "exceptions_dict", PAYMENTS_SHEET_ID, fetch_exceptions,
+        PAYMENTS_SHEET_ID, credentials_path,
+        serialize=lambda d: [[list(k), v] for k, v in d.items()],
+        deserialize=lambda c: {tuple(k): v for k, v in c},
+    )
     record_step("fetch_exceptions")
     result = reconcile(members, sorted_months, transactions, exceptions)
     record_step("reconcile")
 
-    month_labels = get_month_labels(sorted_months, ADULT_MERGED_MONTHS)
-    adult_names = sorted([name for name, tier, _ in members if tier == "A"])
-    current_month = datetime.now().strftime("%Y-%m")
-
-    monthly_totals = {m: {"expected": 0, "paid": 0} for m in sorted_months}
-    formatted_results = []
-    for name in adult_names:
-        data = result["members"][name]
-        row = {"name": name, "months": [], "balance": data["total_balance"], "unpaid_periods": "", "raw_unpaid_periods": ""}
-        unpaid_months = []
-        raw_unpaid_months = []
-        for m in sorted_months:
-            mdata = data["months"].get(m, {"expected": 0, "original_expected": 0, "attendance_count": 0, "paid": 0, "exception": None})
-            expected = mdata.get("expected", 0)
-            original_expected = mdata.get("original_expected", 0)
-            count = mdata.get("attendance_count", 0)
-            paid = int(mdata.get("paid", 0))
-            exception_info = mdata.get("exception", None)
-
-            monthly_totals[m]["expected"] += expected
-            monthly_totals[m]["paid"] += paid
-
-            override_amount = exception_info["amount"] if exception_info else None
-
-            if override_amount is not None and override_amount != original_expected:
-                is_overridden = True
-                fee_display = f"{override_amount} ({original_expected}) CZK ({count})" if count > 0 else f"{override_amount} ({original_expected}) CZK"
-            else:
-                is_overridden = False
-                fee_display = f"{expected} CZK ({count})" if count > 0 else f"{expected} CZK"
-
-            status = "empty"
-            cell_text = "-"
-            amount_to_pay = 0
-
-            if expected > 0:
-                amount_to_pay = max(0, expected - paid)
-                if paid >= expected:
-                    status = "ok"
-                    cell_text = f"{paid}/{fee_display}"
-                elif paid > 0:
-                    status = "partial"
-                    cell_text = f"{paid}/{fee_display}"
-                    if m < current_month:
-                        unpaid_months.append(month_labels[m])
-                        raw_unpaid_months.append(datetime.strptime(m, "%Y-%m").strftime("%m/%Y"))
-                else:
-                    status = "unpaid"
-                    cell_text = f"0/{fee_display}"
-                    if m < current_month:
-                        unpaid_months.append(month_labels[m])
-                        raw_unpaid_months.append(datetime.strptime(m, "%Y-%m").strftime("%m/%Y"))
-            elif paid > 0:
-                status = "surplus"
-                cell_text = f"PAID {paid}"
-            else:
-                cell_text = "-"
-                amount_to_pay = 0
-
-            if expected > 0 or paid > 0:
-                tooltip = f"Received: {paid}, Expected: {expected}"
-            else:
-                tooltip = ""
-
-            row["months"].append({
-                "text": cell_text,
-                "overridden": is_overridden,
-                "status": status,
-                "amount": amount_to_pay,
-                "month": month_labels[m],
-                "raw_month": m,
-                "tooltip": tooltip
-            })
-
-        # Balance = sum of (paid - expected) for past months only; current/future months ignored.
-        settled_balance = 0
-        for m, mdata in data["months"].items():
-            if m >= current_month:
-                continue
-            exp = mdata.get("expected", 0)
-            if isinstance(exp, int):
-                settled_balance += int(mdata.get("paid", 0)) - exp
-
-        payable_amount = max(0, -settled_balance)
-        row["unpaid_periods"] = ", ".join(unpaid_months)
-        row["raw_unpaid_periods"] = "+".join(raw_unpaid_months)
-        row["balance"] = settled_balance
-        row["payable_amount"] = payable_amount
-        formatted_results.append(row)
-
-    formatted_totals = []
-    for m in sorted_months:
-        t = monthly_totals[m]
-        status = "empty"
-        if t["expected"] > 0 or t["paid"] > 0:
-            if t["paid"] == t["expected"]:
-                status = "ok"
-            elif t["paid"] < t["expected"]:
-                status = "unpaid"
-            else:
-                status = "surplus"
-
-        formatted_totals.append({
-            "text": f"{t['paid']} / {t['expected']} CZK",
-            "status": status
-        })
-
-    def settled_balance(name):
-        data = result["members"][name]
-        total = 0
-        for m, mdata in data["months"].items():
-            if m >= current_month:
-                continue
-            exp = mdata.get("expected", 0)
-            if isinstance(exp, int):
-                total += int(mdata.get("paid", 0)) - exp
-        return total
-
-    credits = sorted([{"name": n, "amount": settled_balance(n)} for n in adult_names if settled_balance(n) > 0], key=lambda x: x["name"])
-    debts = sorted([{"name": n, "amount": abs(settled_balance(n))} for n in adult_names if settled_balance(n) < 0], key=lambda x: x["name"])
-    unmatched = result["unmatched"]
-    import json
-    
-    raw_payments_by_person = group_payments_by_person(transactions, [name for name, _, _ in members])
-    record_step("process_data")
-
-    return render_template(
-        "adults.html",
-        months=[month_labels[m] for m in sorted_months],
-        raw_months=sorted_months,
-        results=formatted_results,
-        totals=formatted_totals,
-        member_data=json.dumps(result["members"]),
-        month_labels_json=json.dumps(month_labels),
-        raw_payments_json=json.dumps(raw_payments_by_person),
-        credits=credits,
-        debts=debts,
-        unmatched=unmatched,
+    vm = build_adults_view_model(
+        members, sorted_months, result, transactions,
+        datetime.now().strftime("%Y-%m"),
         attendance_url=attendance_url,
         payments_url=payments_url,
         bank_account=BANK_ACCOUNT,
-        current_month=current_month
     )
+    record_step("process_data")
+    return render_template("adults.html", **vm)
 
 @app.route("/juniors")
 def juniors_view():
     attendance_url = f"https://docs.google.com/spreadsheets/d/{ATTENDANCE_SHEET_ID}/edit#gid={JUNIOR_SHEET_GID}"
     payments_url = f"https://docs.google.com/spreadsheets/d/{PAYMENTS_SHEET_ID}/edit"
-    
     credentials_path = CREDENTIALS_PATH
 
     junior_members_data = get_cached_data("attendance_juniors", ATTENDANCE_SHEET_ID, get_junior_members_with_fees)
@@ -360,195 +272,26 @@ def juniors_view():
     transactions = get_cached_data("payments_transactions", PAYMENTS_SHEET_ID, fetch_sheet_data, PAYMENTS_SHEET_ID, credentials_path)
     record_step("fetch_payments")
     exceptions = get_cached_data(
-            "exceptions_dict", PAYMENTS_SHEET_ID, fetch_exceptions,
-            PAYMENTS_SHEET_ID, credentials_path,
-            serialize=lambda d: [[list(k), v] for k, v in d.items()],
-            deserialize=lambda c: {tuple(k): v for k, v in c},
-        )
+        "exceptions_dict", PAYMENTS_SHEET_ID, fetch_exceptions,
+        PAYMENTS_SHEET_ID, credentials_path,
+        serialize=lambda d: [[list(k), v] for k, v in d.items()],
+        deserialize=lambda c: {tuple(k): v for k, v in c},
+    )
     record_step("fetch_exceptions")
 
-    # Adapt junior tuple format (name, tier, {month: (fee, total_count, adult_count, junior_count)}) 
-    # to what match_payments expects: (name, tier, {month: (expected_fee, attendance_count)})
-    adapted_members = []
-    for name, tier, fees_dict in junior_members:
-        adapted_fees = {}
-        for m, fee_data in fees_dict.items():
-            if len(fee_data) == 4:
-                fee, total_count, _, _ = fee_data
-                adapted_fees[m] = (fee, total_count)
-            else:
-                fee, count = fee_data
-                adapted_fees[m] = (fee, count)
-        adapted_members.append((name, tier, adapted_fees))
-
+    adapted_members = adapt_junior_members(junior_members)
     result = reconcile(adapted_members, sorted_months, transactions, exceptions)
     record_step("reconcile")
 
-    # Format month labels
-    month_labels = get_month_labels(sorted_months, JUNIOR_MERGED_MONTHS)
-    junior_names = sorted([name for name, tier, _ in adapted_members])
-    junior_members_dict = {name: fees_dict for name, _, fees_dict in junior_members}
-    current_month = datetime.now().strftime("%Y-%m")
-
-    monthly_totals = {m: {"expected": 0, "paid": 0} for m in sorted_months}
-    formatted_results = []
-    for name in junior_names:
-        data = result["members"][name]
-        row = {"name": name, "months": [], "balance": data["total_balance"], "unpaid_periods": "", "raw_unpaid_periods": ""}
-        unpaid_months = []
-        raw_unpaid_months = []
-        for m in sorted_months:
-            mdata = data["months"].get(m, {"expected": 0, "original_expected": 0, "attendance_count": 0, "paid": 0, "exception": None})
-            expected = mdata.get("expected", 0)
-            original_expected = mdata.get("original_expected", 0)
-            count = mdata.get("attendance_count", 0)
-            paid = int(mdata.get("paid", 0))
-            exception_info = mdata.get("exception", None)
-
-            if expected != "?" and isinstance(expected, int):
-                monthly_totals[m]["expected"] += expected
-            monthly_totals[m]["paid"] += paid
-
-            orig_fee_data = junior_members_dict.get(name, {}).get(m)
-            adult_count = 0
-            junior_count = 0
-            if orig_fee_data and len(orig_fee_data) == 4:
-                _, _, adult_count, junior_count = orig_fee_data
-
-            breakdown = ""
-            if adult_count > 0 and junior_count > 0:
-                breakdown = f":{junior_count}J,{adult_count}A"
-            elif junior_count > 0:
-                breakdown = f":{junior_count}J"
-            elif adult_count > 0:
-                breakdown = f":{adult_count}A"
-
-            count_str = f" ({count}{breakdown})" if count > 0 else ""
-
-            override_amount = exception_info["amount"] if exception_info else None
-
-            if override_amount is not None and override_amount != original_expected:
-                is_overridden = True
-                fee_display = f"{override_amount} ({original_expected}) CZK{count_str}"
-            else:
-                is_overridden = False
-                fee_display = f"{expected} CZK{count_str}"
-
-            status = "empty"
-            cell_text = "-"
-            amount_to_pay = 0
-
-            if expected == "?" or (isinstance(expected, int) and expected > 0):
-                if expected == "?":
-                    status = "empty"
-                    cell_text = f"?{count_str}"
-                elif paid >= expected:
-                    status = "ok"
-                    cell_text = f"{paid}/{fee_display}"
-                elif paid > 0:
-                    status = "partial"
-                    cell_text = f"{paid}/{fee_display}"
-                    amount_to_pay = expected - paid
-                    if m < current_month:
-                        unpaid_months.append(month_labels[m])
-                        raw_unpaid_months.append(datetime.strptime(m, "%Y-%m").strftime("%m/%Y"))
-                else:
-                    status = "unpaid"
-                    cell_text = f"0/{fee_display}"
-                    amount_to_pay = expected
-                    if m < current_month:
-                        unpaid_months.append(month_labels[m])
-                        raw_unpaid_months.append(datetime.strptime(m, "%Y-%m").strftime("%m/%Y"))
-            elif paid > 0:
-                status = "surplus"
-                cell_text = f"PAID {paid}"
-
-            if (isinstance(expected, int) and expected > 0) or paid > 0:
-                tooltip = f"Received: {paid}, Expected: {expected}"
-            else:
-                tooltip = ""
-
-            row["months"].append({
-                "text": cell_text,
-                "overridden": is_overridden,
-                "status": status,
-                "amount": amount_to_pay,
-                "month": month_labels[m],
-                "raw_month": m,
-                "tooltip": tooltip
-            })
-
-        # Balance = sum of (paid - expected) for past months only; current/future months ignored.
-        settled_balance = 0
-        for m, mdata in data["months"].items():
-            if m >= current_month:
-                continue
-            exp = mdata.get("expected", 0)
-            if isinstance(exp, int):
-                settled_balance += int(mdata.get("paid", 0)) - exp
-
-        payable_amount = max(0, -settled_balance)
-        row["unpaid_periods"] = ", ".join(unpaid_months)
-        row["raw_unpaid_periods"] = "+".join(raw_unpaid_months)
-        row["balance"] = settled_balance
-        row["payable_amount"] = payable_amount
-        formatted_results.append(row)
-
-    formatted_totals = []
-    for m in sorted_months:
-        t = monthly_totals[m]
-        status = "empty"
-        if t["expected"] > 0 or t["paid"] > 0:
-            if t["paid"] == t["expected"]:
-                status = "ok"
-            elif t["paid"] < t["expected"]:
-                status = "unpaid"
-            else:
-                status = "surplus"
-
-        formatted_totals.append({
-            "text": f"{t['paid']} / {t['expected']} CZK",
-            "status": status
-        })
-
-    # Format credits and debts
-    def junior_settled_balance(name):
-        data = result["members"][name]
-        total = 0
-        for m, mdata in data["months"].items():
-            if m >= current_month:
-                continue
-            exp = mdata.get("expected", 0)
-            if isinstance(exp, int):
-                total += int(mdata.get("paid", 0)) - exp
-        return total
-
-    junior_all_names = [name for name, _, _ in adapted_members]
-    credits = sorted([{"name": n, "amount": junior_settled_balance(n)} for n in junior_all_names if junior_settled_balance(n) > 0], key=lambda x: x["name"])
-    debts = sorted([{"name": n, "amount": abs(junior_settled_balance(n))} for n in junior_all_names if junior_settled_balance(n) < 0], key=lambda x: x["name"])
-    unmatched = result["unmatched"]
-    raw_payments_by_person = group_payments_by_person(transactions, [name for name, _, _ in adapted_members])
-    import json
-
-    record_step("process_data")
-
-    return render_template(
-        "juniors.html",
-        months=[month_labels[m] for m in sorted_months],
-        raw_months=sorted_months,
-        results=formatted_results,
-        totals=formatted_totals,
-        member_data=json.dumps(result["members"]),
-        month_labels_json=json.dumps(month_labels),
-        raw_payments_json=json.dumps(raw_payments_by_person),
-        credits=credits,
-        debts=debts,
-        unmatched=unmatched,
+    vm = build_juniors_view_model(
+        junior_members, adapted_members, sorted_months, result, transactions,
+        datetime.now().strftime("%Y-%m"),
         attendance_url=attendance_url,
         payments_url=payments_url,
         bank_account=BANK_ACCOUNT,
-        current_month=current_month
     )
+    record_step("process_data")
+    return render_template("juniors.html", **vm)
 
 @app.route("/payments")
 def payments():
@@ -567,23 +310,13 @@ def payments():
     if juniors_data:
         member_names.extend(name for name, _, _ in juniors_data[0])
 
-    grouped = group_payments_by_person(transactions, member_names)
-    # payments page also groups unmatched rows under a fallback key
-    for tx in transactions:
-        if not str(tx.get("person", "")).strip():
-            grouped.setdefault("Unmatched / Unknown", []).append(tx)
-    for rows in grouped.values():
-        rows.sort(key=lambda t: str(t.get("date", "")), reverse=True)
-    sorted_people = sorted(grouped.keys())
-
-    record_step("process_data")
-    return render_template(
-        "payments.html",
-        grouped_payments=grouped,
-        sorted_people=sorted_people,
+    vm = build_payments_view_model(
+        transactions, member_names,
         attendance_url=attendance_url,
-        payments_url=payments_url
+        payments_url=payments_url,
     )
+    record_step("process_data")
+    return render_template("payments.html", **vm)
 
 @app.route("/qr")
 def qr_code():

docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md

@@ -2,9 +2,9 @@
 
 Companion to [2026-05-03-2349-go-backend-rewrite.md](2026-05-03-2349-go-backend-rewrite.md).
 
-**Current milestone:** M2 — Pure-domain helpers
+**Current milestone:** M5 — JSON-only `/api/...` routes ✅
 **Started:** 2026-05-04
-**Last updated:** 2026-05-06
+**Last updated:** 2026-05-07 (M5.4)
 
 ## How to use
 
@@ -54,8 +54,8 @@ Each task: port the function, write Go unit tests for fresh cases, hook into the
 - [x] **M2.8** `domain/matching.InferTransactionDetails` — port `infer_transaction_details` (composes name + month parsing) — `e596f00`
 - [x] **M2.9** `domain/matching.FormatDate` — port `format_date` (handles Google Sheets serial-day numbers since 1899-12-30) — `e596f00`
 - [x] **M2.10** `domain/reconcile.Reconcile` — port `reconcile` (three-phase allocation: greedy / proportional with float-remainder absorption / even-split fallback). The single most load-bearing function; budget extra time. — `c53bf5a`
-- [ ] **M2.11** `fuj fees` subcommand wired up via `domain/fees` + (M4-stub) attendance loader — fail gracefully on missing IO until M4 lands
-- [ ] **M2.12** `fuj reconcile` subcommand similarly stubbed
+- [x] **M2.11** `fuj fees` subcommand wired up via `domain/fees` + (M4-stub) attendance loader — fail gracefully on missing IO until M4 lands — `56aa230`
+- [x] **M2.12** `fuj reconcile` subcommand similarly stubbed — `56aa230`
 
 **Gate:** `cd go && go test -tags=parity ./tests/parity/pure/...` green for every fixture in `tests/fixtures/pure/`.
 
@@ -65,14 +65,14 @@ Each task: port the function, write Go unit tests for fresh cases, hook into the
 
 Goal: deterministic, PII-free fixture corpus that drives parity tests. Runs in parallel with M2 (M3.1/M3.2 unblocks M2.1).
 
-- [ ] **M3.1** `scripts/capture_fixtures.py` — pure-function output dumper. Reads inputs from stdin / argv, prints `{"input":..., "output":...}` JSON
-- [ ] **M3.2** `scripts/scrub_fixtures.py` — replaces names with `Member_<8hex>` (deterministic per name); scrambles sender/account/VS/bank_id with stable bijection; preserves dates, amounts, exception keys
-- [ ] **M3.3** Capture pure-fn fixtures for M2.1–M2.9 (run helper + scrubber, commit to `tests/fixtures/pure/<func>/<case>.json`)
-- [ ] **M3.4** Capture ~10 reconcile fixtures spanning every code path: greedy, proportional (float remainder), even-split, out-of-window credit, exception override, `other:` purpose, junior `"?"`, multi-person comma-split, multi-month range, unmatched. Commit to `tests/fixtures/reconcile/`
-- [ ] **M3.5** Hook fixtures into Tier-1 test runner with `-tags=parity` build constraint
-- [ ] **M3.6** Document fixture-refresh workflow in `tests/fixtures/README.md` (what to do when sheet schema changes)
+- [x] **M3.1** `scripts/capture_fixtures.py` — pure-function output dumper. Reads inputs from stdin / argv, prints `{"input":..., "output":...}` JSON — `57518a8`
+- [x] **M3.2** `scripts/scrub_fixtures.py` — replaces names with `Member_<8hex>` (deterministic per name); scrambles sender/account/VS/bank_id with stable bijection; preserves dates, amounts, exception keys — `57518a8`
+- [x] **M3.3** Capture pure-fn fixtures for M2.1–M2.9 (run helper + scrubber, commit to `tests/fixtures/pure/<func>/<case>.json`) — `57518a8`
+- [x] **M3.4** Capture ~10 reconcile fixtures spanning every code path: greedy, proportional (float remainder), even-split, out-of-window credit, exception override, `other:` purpose, junior `"?"`, multi-person comma-split, multi-month range, unmatched. Commit to `tests/fixtures/reconcile/` — `57518a8`
+- [x] **M3.5** Hook fixtures into Tier-1 test runner with `-tags=parity` build constraint — `57518a8`
+- [x] **M3.6** Document fixture-refresh workflow in `tests/fixtures/README.md` (what to do when sheet schema changes) — `57518a8`
 
-**Gate:** `tests/fixtures/` populated; M2 parity tests green; raw `tmp/*.json` confirmed gitignored.
+**Gate:** ✅ `tests/fixtures/` populated (98 files); `make go-parity` green; `make go-lint` (parity tag) clean; raw `tmp/*.json` confirmed gitignored. Merged as `57518a8`.
 
 ---
 
@@ -80,16 +80,16 @@ Goal: deterministic, PII-free fixture corpus that drives parity tests. Runs in p
 
 Goal: every external IO (Sheets, Drive, Fio, file cache) accessed through a narrow Go interface with both a real and a fake implementation.
 
-- [ ] **M4.1** Design IO interfaces (`SheetsClient`, `DriveClient`, `FioClient`, `FileCache`) + in-memory fakes seeded from M3 fixtures
-- [ ] **M4.2** `internal/io/sheets` — Google client (read + append + batchUpdate); integration test against a separate test sheet (NOT prod)
-- [ ] **M4.3** `internal/io/drive` — Drive `modifiedTime` client + integration test
-- [ ] **M4.4** `internal/io/fio` — API JSON impl (token-based); parses by hardcoded `column0..column22` indices matching [fio_utils.py](scripts/fio_utils.py)
-- [ ] **M4.5** `internal/io/fio` — transparent-page HTML scraper using `golang.org/x/net/html` token visitor; targets the **second** `<table class="table">`
-- [ ] **M4.6** `internal/io/cache` — FileCache with `modifiedTime` gating + two TTL knobs + atomic writes (`os.Rename`)
-- [ ] **M4.7** `services/banksync.SyncToSheets` + `fuj sync` subcommand
-- [ ] **M4.8** `services/banksync.InferPayments` + `fuj infer [--dry-run]` subcommand
+- [x] **M4.1** Design IO interfaces (`SheetsClient`, `DriveClient`, `FioClient`, `FileCache`) + in-memory fakes seeded from M3 fixtures
+- [x] **M4.2** `internal/io/sheets` — Google client (read + append + batchUpdate); fake with call-capture
+- [x] **M4.3** `internal/io/drive` — Drive `modifiedTime` client + fake
+- [x] **M4.4** `internal/io/fio` — API JSON impl (token-based); parses by hardcoded `column0..column22` indices matching [fio_utils.py](scripts/fio_utils.py)
+- [x] **M4.5** `internal/io/fio` — transparent-page HTML scraper using `golang.org/x/net/html` token visitor; targets the **second** `<table class="table">`
+- [x] **M4.6** `internal/io/cache` — FileCache with `modifiedTime` gating + two TTL knobs + atomic writes (`os.Rename`)
+- [x] **M4.7** `services/banksync.SyncToSheets` + `fuj sync` subcommand
+- [x] **M4.8** `services/banksync.InferPayments` + `fuj infer [--dry-run]` subcommand; `NewSources` wires all IO into fees+reconcile
 
-**Gate:** `go test -tags=integration ./internal/io/...` round-trips against test sheet; default-tag tests run on fakes.
+**Gate:** ✅ Fakes-only unit tests; `make go-test` + `make go-lint` both green. Live smoke test deferred to first real sync run.
 
 ---
 
@@ -97,10 +97,10 @@ Goal: every external IO (Sheets, Drive, Fio, file cache) accessed through a narr
 
 Goal: byte-equal JSON between Python and Go for every route. This is the parity contract.
 
-- [ ] **M5.1** Hand-author Go structs for `/api/adults`, `/api/juniors`, `/api/payments`, `/api/version` with explicit `json:` tags matching Python keys; emit JSON Schemas via `github.com/invopop/jsonschema` to `tests/fixtures/api-schema/`
-- [ ] **M5.2** Implement Go handlers for `/api/*` routes composing `services/*` results into the JSON structs
-- [ ] **M5.3** Add Python `/api/X` shadow endpoints in [app.py](app.py): `jsonify(view_model_dict)` — no transformation
-- [ ] **M5.4** Build `cmd/parity/main.go`: hits both backends' `/api/X`, normalizes allowlist (`render_time.total`, `build_meta`), prints `cmp.Diff`. Add `make parity` target
+- [x] **M5.1** Hand-author Go structs for `/api/adults`, `/api/juniors`, `/api/payments`, `/api/version` with explicit `json:` tags matching Python keys; emit JSON Schemas via `github.com/invopop/jsonschema` to `tests/fixtures/api-schema/` — `f253e3f`
+- [x] **M5.2** Implement Go handlers for `/api/*` routes composing `services/*` results into the JSON structs — `7d48e8f`
+- [x] **M5.3** Add Python `/api/X` shadow endpoints in [app.py](app.py): `jsonify(view_model_dict)` — no transformation — `40e4a9e`
+- [x] **M5.4** Build `cmd/parity/main.go`: hits both backends' `/api/X`, normalizes allowlist (`render_time.total`, `build_meta`), prints `cmp.Diff`. Add `make parity` target
 
 **Gate:** For each route, `make parity` reports zero non-allowlisted diffs across the M3 fixture corpus.
 
@@ -154,5 +154,7 @@ Goal: Go is the one true backend.
 
 (Add entries as you go. Format: `YYYY-MM-DD — short note`.)
 
+- 2026-05-07 — `/api/version` excluded from parity diff by design. Each binary's tag/commit/build_date is identity, not a data contract — diffing it would always flag a diff between independently built backends. Route remains reachable via `make parity ARGS="-route /api/version"` for manual inspection.
 - 2026-05-04 — Plan approved. Versioning policy: latest stable for Go and all libs at the time M1 starts. Frontends explicitly allowed to diverge between Python and Go; only the JSON API contract is parity-locked. No reverse proxy — both backends run on different ports via `make web-py` / `make web-go`.
+- 2026-05-07 — M4 complete. Chose fakes-only unit tests (no live integration tests) and CSV-via-public-URL for attendance (no Sheets API auth required for read-only). golangci-lint gofumpt extra-rules differ slightly from standalone gofumpt; used `golangci-lint run --fix --enable-only gofumpt` to auto-resolve formatting.
 - 2026-05-04 — M1 complete. Dockerfile base changed from `distroless/static:nonroot` → `alpine:3` for debuggability (can tighten later). CLI dispatcher uses stdlib `flag`; module path `fuj-management/go`. golangci-lint v1 embedded gofumpt merges all imports into one group (no stdlib/local split) — accepted as the project style.

docs/plans/2026-05-06-1738-go-m2-11-12-fees-reconcile-cli.md

@@ -0,0 +1,215 @@
+# M2.11 + M2.12 — `fuj fees` and `fuj reconcile` subcommands (stubbed IO)
+
+> On approval: copy this plan to `docs/plans/2026-05-06-1738-go-m2-11-12-fees-reconcile-cli.md` per [CLAUDE.md](../../CLAUDE.md) plan-location convention.
+
+## Context
+
+The Go rewrite (tracked in [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md](2026-05-03-2349-go-backend-rewrite-progress.md)) finished M2.1–M2.10 — every pure-domain helper (`czech`, `fees`, `money`, `synch`, `matching`, `reconcile`) is ported. M2.11 and M2.12 close out the M2 milestone by wiring two CLI subcommands to those helpers.
+
+Both subcommands today are reported as "not implemented" by the dispatcher in [go/cmd/fuj/main.go:32-34](../../go/cmd/fuj/main.go#L32). After this change:
+
+- `fuj fees` will compose `domain/fees` with a (stubbed) attendance loader and a fees-table formatter.
+- `fuj reconcile` will compose `domain/reconcile` with stubbed transaction + exception + attendance loaders and a balance-report formatter.
+- Both will exit with a clean, actionable error message until M4 wires real Google Sheets IO behind the loader interfaces.
+
+The user asked to do M2.11 and M2.12 together because they share the same loader scaffolding and formatter package — splitting them would either commit half the package or duplicate work.
+
+## Approach
+
+**One commit, one branch, one MR.** Branch: `feat/m2-11-12-fees-reconcile-cli`. Both M2.11 and M2.12 checkboxes get ticked on merge.
+
+The CLI subcommand is the user-facing layer. It owns nothing. All work lives in a new `services/membership` package: a) loader interfaces, b) the stub implementations that fail with a clear error, c) the orchestration functions, and d) the text formatters. M4 will later add real loader implementations behind the same interfaces — no other code needs to change.
+
+### Package layout
+
+| Path | Contents |
+|---|---|
+| `go/internal/services/membership/doc.go` | Package doc: orchestrates `domain/fees` + `domain/reconcile` against pluggable IO loaders. |
+| `go/internal/services/membership/loader.go` | `AttendanceLoader`, `TransactionLoader`, `ExceptionLoader` interfaces. Aggregate `Sources` interface. `ErrIOPending` sentinel. `NewStubSources()` factory returning a struct that satisfies all three with `ErrIOPending`. |
+| `go/internal/services/membership/fees.go` | `FeesReport(ctx, AttendanceLoader, io.Writer) error` — loads adults, formats, writes. |
+| `go/internal/services/membership/reconcile.go` | `ReconcileReport(ctx, Sources, defaultYear int, io.Writer) error` — loads adults + txns + exceptions, calls `reconcile.Reconcile`, formats, writes. |
+| `go/internal/services/membership/format_fees.go` | `printFeesTable(w, members, sortedMonths)` — fixed-width table mirroring [calculate_fees.py:9-49](../../scripts/calculate_fees.py#L9). |
+| `go/internal/services/membership/format_reconcile.go` | `printReconcileReport(w, result, sortedMonths)` — header / summary table / credits / debts / unmatched / matched-tx detail mirroring [match_payments.py:521-640](../../scripts/match_payments.py#L521). |
+| `go/internal/services/membership/*_test.go` | Table tests for both formatters using fixture data (no IO); separate test confirms `NewStubSources()` returns `ErrIOPending` from each method. |
+| `go/cmd/fuj/main.go` | Add `feesCmd(args)` and `reconcileCmd(args)`. Drop `"fees"` and `"reconcile"` from the not-implemented case (leave `"sync"`, `"infer"`). |
+
+### Public API
+
+```go
+// loader.go
+type AttendanceLoader interface {
+    LoadAdults(ctx context.Context) (members []reconcile.Member, sortedMonths []string, err error)
+}
+type TransactionLoader interface {
+    LoadTransactions(ctx context.Context) ([]reconcile.Transaction, error)
+}
+type ExceptionLoader interface {
+    LoadExceptions(ctx context.Context) (map[reconcile.ExceptionKey]reconcile.Exception, error)
+}
+
+// Sources is the aggregate that fuj reconcile needs.
+type Sources interface {
+    AttendanceLoader
+    TransactionLoader
+    ExceptionLoader
+}
+
+// ErrIOPending is returned by every stub loader method.
+var ErrIOPending = errors.New(
+    "io layer not yet wired up; lands in milestone M4 (sheets/drive/fio)")
+
+func NewStubSources() Sources
+
+// fees.go
+func FeesReport(ctx context.Context, l AttendanceLoader, out io.Writer) error
+
+// reconcile.go
+func ReconcileReport(ctx context.Context, s Sources, defaultYear int, out io.Writer) error
+```
+
+### Loader return types
+
+The interfaces return `domain/reconcile` types directly (`reconcile.Member`, `reconcile.Transaction`, `reconcile.ExceptionKey`, `reconcile.Exception`). These are already shaped for the reconcile algorithm and cover the fees report's needs (`Member.Fees[month].Expected` is precomputed by whatever loader populates it — the Python `get_members_with_fees()` does the same). No translation layer needed; no parallel struct hierarchy.
+
+### Stub implementation pattern
+
+```go
+type stubSources struct{}
+
+func (stubSources) LoadAdults(context.Context) ([]reconcile.Member, []string, error) {
+    return nil, nil, ErrIOPending
+}
+func (stubSources) LoadTransactions(context.Context) ([]reconcile.Transaction, error) {
+    return nil, ErrIOPending
+}
+func (stubSources) LoadExceptions(context.Context) (
+    map[reconcile.ExceptionKey]reconcile.Exception, error) {
+    return nil, ErrIOPending
+}
+
+func NewStubSources() Sources { return stubSources{} }
+```
+
+### Subcommand wiring
+
+```go
+// cmd/fuj/main.go
+case "fees":
+    feesCmd(args)
+case "reconcile":
+    reconcileCmd(args)
+case "sync", "infer":           // keep these in the M4 placeholder
+    fmt.Fprintf(os.Stderr, "fuj %s: not implemented yet (lands in M4)\n", cmd)
+    os.Exit(2)
+
+func feesCmd(args []string) {
+    fs := flag.NewFlagSet("fees", flag.ExitOnError)
+    fs.Usage = func() { fmt.Fprintln(os.Stderr, "usage: fuj fees") }
+    if err := fs.Parse(args); err != nil { ... }
+
+    sources := membership.NewStubSources()
+    ctx := context.Background()
+    if err := membership.FeesReport(ctx, sources, os.Stdout); err != nil {
+        fmt.Fprintf(os.Stderr, "fuj fees: %v\n", err)
+        os.Exit(1)
+    }
+}
+
+func reconcileCmd(args []string) {
+    fs := flag.NewFlagSet("reconcile", flag.ExitOnError)
+    fs.Usage = func() { fmt.Fprintln(os.Stderr, "usage: fuj reconcile") }
+    if err := fs.Parse(args); err != nil { ... }
+
+    sources := membership.NewStubSources()
+    ctx := context.Background()
+    if err := membership.ReconcileReport(ctx, sources, time.Now().Year(), os.Stdout); err != nil {
+        fmt.Fprintf(os.Stderr, "fuj reconcile: %v\n", err)
+        os.Exit(1)
+    }
+}
+```
+
+Both subcommands accept zero positional args today (matching Python `calculate_fees.py` which has none, and skipping the Python `match_payments.py` flags `--sheet-id` / `--credentials` / `--bank` until M4 needs them — no point pre-empting flag design while there's nothing to plumb them into). Update `usage()` in `main.go` to remove the `[M2]` annotations from `fees` / `reconcile`.
+
+### Formatter ports — what to mirror byte-for-byte
+
+The formatters are pure post-processing. Ship them now so M4 only adds real loader plumbing.
+
+**`printFeesTable`** ports [calculate_fees.py:9-49](../../scripts/calculate_fees.py#L9):
+- Filter to `tier == "A"` only.
+- Month label format: `"Jan 2026"` (`time.Parse("2006-01", m).Format("Jan 2006")`).
+- Column widths: `name_width = max(len(name))`, `col_width = 15`.
+- Cell format: `"%d CZK (%d)"` when `count > 0`, else `"-"`. Right-aligned in col_width.
+- Totals row: monthly sums, label `"TOTAL"`, cells `"%d CZK"`.
+- Print "No data." when members is empty.
+
+**`printReconcileReport`** ports [match_payments.py:521-640](../../scripts/match_payments.py#L521):
+- Header banner (`"=" * 80`, "PAYMENT RECONCILIATION REPORT", banner).
+- Per-adult summary table — cell logic: `expected==0 && paid==0 → "-"`, `paid>=expected && expected>0 → "OK"`, `paid>0 → "{paid}/{expected}"`, else `"UNPAID {expected}"`. Balance column: `"+N"` / `"-N"` / `"0"`.
+- TOTAL footer line carrying the `Expected/Paid/Balance` summary.
+- Optional sections: `TOTAL CREDITS` (positive total balances), `TOTAL DEBTS` (negative — print `abs`), `UNMATCHED TRANSACTIONS`, `MATCHED TRANSACTION DETAILS`.
+- Use sorted member-name iteration (`sort.Strings`) — Python uses `sorted(adults.keys())`.
+- Float printing: amounts use `%.0f` (Python `:.0f`), `paid` is cast via `int(...)` before formatting in some places — preserve these (cast to `int` then `%d`).
+
+Tests use a small handcrafted `reconcile.Result` with one paid member, one debtor, one credit, one unmatched tx and assert exact byte equality of the formatted output (golden string in the test source — not file-based).
+
+### Tests
+
+**`format_fees_test.go`**: handcrafted `[]reconcile.Member` covering: tier-filter (J/X excluded), zero-attendance cell, single-attendance cell, multi-attendance cell, empty result → `"No data."`. Golden output strings inline.
+
+**`format_reconcile_test.go`**: handcrafted `reconcile.Result` exercising every branch in the cell logic + each optional section. Golden strings inline. (Don't blindly copy the Python `print(...)` string-formatting bugs — the live Python f-string `f"\n{'TOTAL CREDITS (advance payments or surplus):'}"` is intentional whitespace; reproduce as plain `"\nTOTAL CREDITS (advance payments or surplus):"` and verify identical bytes by running the live Python on the same fixture.)
+
+**`stub_test.go`**: assert each `NewStubSources()` method returns `ErrIOPending` (use `errors.Is`).
+
+**`fees_test.go` / `reconcile_test.go`**: pass a fake loader that returns canned `[]reconcile.Member` / `[]reconcile.Transaction` / exceptions; assert `FeesReport` / `ReconcileReport` write the expected formatter output. This proves the orchestration glues correctly without involving stubs.
+
+Verify formatter golden strings against live Python with one-liner comments at top of each test file, e.g.:
+
+```
+PYTHONPATH=scripts:. python -c '
+from match_payments import print_report
+result = {"members": {...}, "unmatched": [...]}
+print_report(result, ["2026-04"])
+'
+```
+
+## Parity concerns
+
+- **`czech.Normalize` keeps "%" semantics** — exception keys in `reconcile.Reconcile` use `czech.Normalize(name)` and `czech.Normalize(period)`. The `ExceptionLoader` stub doesn't return any, so this isn't exercised in M2.11/M2.12 — but real loaders in M4 must also normalize at load time (matching Python `fetch_exceptions`).
+- **Sorted month iteration** — formatter must respect the `sortedMonths` argument order, not iterate maps directly (Go map iteration is randomized).
+- **Sorted member iteration** — adults sorted by name (`sort.Strings`); Python uses `sorted(adults.keys())` which is byte-order. Czech-diacritic names sort by codepoint either way.
+- **Empty unmatched list** — Python prints nothing; Go must skip the section header when `len(result.Unmatched) == 0`.
+- **`int(paid)` truncation** — Python `int(mdata["paid"])` truncates toward zero. Go `int(float64)` matches. Use `int(paid)` not `math.Round`.
+- **Stub error stable string** — `ErrIOPending.Error()` text is part of the user-facing CLI contract for the duration of M2.11..M3; tests assert `errors.Is`, not the string. Don't change the wording without bumping the changelog.
+- **Default year = `time.Now().Year()`** — `reconcile.Reconcile` needs `defaultYear` for the inference fallback. `time.Now().Year()` matches the Python implicit default for current-year operation. Tests use a fixed year (2026).
+
+## Critical files
+
+- **Read for parity** — [scripts/calculate_fees.py](../../scripts/calculate_fees.py) (full), [scripts/match_payments.py:521-640](../../scripts/match_payments.py#L521), [scripts/match_payments.py:647-684](../../scripts/match_payments.py#L647) (CLI entry shape).
+- **Reuse** — `domain/reconcile.{Member, Transaction, ExceptionKey, Exception, Result, Reconcile}` ([reconcile.go](../../go/internal/domain/reconcile/reconcile.go)), `domain/fees.{CalculateFee, AdultFeeMonthlyRate}` ([fees.go](../../go/internal/domain/fees/fees.go)).
+- **Mirror conventions** — package layout from [go/internal/domain/matching/](../../go/internal/domain/matching/) (one symbol per file, `*_test.go` siblings, top-of-test live-Python verification comments).
+- **New** — `go/internal/services/membership/{doc,loader,fees,reconcile,format_fees,format_reconcile}.go` + `*_test.go`.
+- **Modify** — [go/cmd/fuj/main.go](../../go/cmd/fuj/main.go) (add `feesCmd`/`reconcileCmd`, drop `"fees"`/`"reconcile"` from the M2 not-implemented case, drop `[M2]` annotations from `usage()`).
+
+## Out of scope (explicitly DO NOT touch)
+
+- Real Google Sheets / Drive / Fio loader implementations — M4.1–M4.6.
+- Web routes / handlers — M5.
+- `fuj sync` and `fuj infer` subcommands — M4.7/M4.8.
+- Junior fees report — current Python `make fees` only prints adults; preserve. (`get_junior_members_with_fees` is consumed by the web frontend, not the CLI.)
+- Bank-direct mode (`--bank` flag in [match_payments.py:659](../../scripts/match_payments.py#L659)) — M4 territory.
+- Fixture capture (`tests/fixtures/`) — M3 milestone.
+
+## Verification
+
+1. `cd go && go build ./...` — clean build.
+2. `cd go && go test -race ./internal/services/membership/...` — formatter golden strings match, stub returns `ErrIOPending`, orchestration glues fake loader → formatter correctly.
+3. `cd go && make go-lint` — clean (govet, staticcheck, errcheck, gofumpt, unused).
+4. **End-to-end CLI smoke**:
+   - `make go-build && ./bin/fuj fees` → exits non-zero, stderr contains `"io layer not yet wired up; lands in milestone M4"`.
+   - `./bin/fuj reconcile` → same shape.
+   - `./bin/fuj help` → no longer says `[M2]` next to `fees`/`reconcile`; still says `[M4]` next to `sync`/`infer`.
+5. **Formatter parity spot-check** — pick one fixture (1 adult with 2 months of fees, 1 unmatched tx); run the Python equivalent with the same input; confirm Go output is byte-identical (modulo trailing-whitespace lines — `diff -w` if needed, but aim for clean `diff` first).
+6. Append CHANGELOG entry per [CLAUDE.md](../../CLAUDE.md) (timestamp via `date "+%Y-%m-%d %H:%M %Z"`).
+7. Tick M2.11 and M2.12 in [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md](2026-05-03-2349-go-backend-rewrite-progress.md) with the merge SHA. Update the M2 milestone summary line if M2 is now fully closed.
+8. Push branch, open MR via `tea pr create --title "feat(go): wire fuj fees + fuj reconcile (M2.11-12)" --base main --head feat/m2-11-12-fees-reconcile-cli`, print URL, leave merge to user.

docs/plans/2026-05-06-2111-go-m3-fixture-capture.md

@@ -0,0 +1,261 @@
+# M3 — Fixture capture + characterization framework
+
+> On approval: copy this plan to `docs/plans/2026-05-06-2111-go-m3-fixture-capture.md` per [CLAUDE.md](../../srv/personal/fuj-management/CLAUDE.md) plan-location convention.
+
+## Context
+
+The Go rewrite (tracked in [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md](../../srv/personal/fuj-management/docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md)) finished M2.1–M2.12 — every pure-domain helper is ported and the `fuj fees` / `fuj reconcile` CLIs are wired. M3 closes the loop: it builds the **parity safety net** that proves Go output matches Python output for every ported function. Without it, M2 is "trust me", and the rewrite has no defensible cutover criterion.
+
+M3 has three deliverables:
+
+1. **A capture pipeline** (`scripts/capture_fixtures.py` + `scripts/scrub_fixtures.py`) that produces deterministic, PII-free JSON fixtures from the live Python implementations.
+2. **A fixture corpus** at [go/tests/fixtures/](../../srv/personal/fuj-management/go/tests/fixtures/) covering the 10 pure functions of M2 (M2.1–M2.9) plus 10 reconcile cases spanning every code path of `reconcile()` (M2.10).
+3. **A parity test runner** in [go/tests/parity/](../../srv/personal/fuj-management/go/tests/parity/) under `//go:build parity` that replays each fixture and asserts byte/value equality against the Go port.
+
+User-confirmed scope decisions:
+- **Single MR** for all six sub-tasks (M3.1–M3.6) — they're tightly coupled; no half-state is committable.
+- **Type envelope only where it matters** — four fields (`generate_sync_id.tx.amount`, `parse_czk_amount.val`, `format_date.val`, `infer_transaction_details.tx.date`) use `{"type":..., "value":...}` to disambiguate int/float/none. Everything else uses raw JSON.
+- **Real seeds for `parse_month_references` and `match_members` only** — read curated message strings from `tmp/payments_transactions_cache.json`, scrub, ship. Other functions stay on handcrafted seeds.
+- **Plan committed at `docs/plans/2026-05-06-2111-go-m3-fixture-capture.md`** — same convention as every M-series predecessor.
+
+## Branch + landing
+
+- Branch: `feat/m3-fixture-capture`. Single MR via `tea pr create`. Tick M3.1–M3.6 on merge with the SHA.
+- No edits to existing Python or Go production code. M3 is purely additive: new scripts, new fixtures, new test files, new Makefile targets, README, CHANGELOG entry, plan archive, progress tracker tick.
+
+## File layout
+
+**Python (capture pipeline):**
+- [scripts/capture_fixtures.py](../../srv/personal/fuj-management/scripts/capture_fixtures.py) — dispatcher CLI; one entry per function via `--func`.
+- [scripts/scrub_fixtures.py](../../srv/personal/fuj-management/scripts/scrub_fixtures.py) — stdin→stdout deterministic bijection scrubber.
+- [scripts/_fixture_seeds.py](../../srv/personal/fuj-management/scripts/_fixture_seeds.py) — internal: handcrafted seeds keyed by `(func, case_id)`, plus the curated real-message extractor.
+
+**Fixture corpus** (committed, PII-free):
+- [go/tests/fixtures/README.md](../../srv/personal/fuj-management/go/tests/fixtures/README.md) — refresh workflow + scrubbing audit guide.
+- `go/tests/fixtures/pure/<func>/<case>.json` — one directory per function (10 functions: `normalize`, `parse_month_references`, `calculate_fee`, `calculate_junior_fee`, `parse_czk_amount`, `generate_sync_id`, `build_name_variants`, `match_members`, `infer_transaction_details`, `format_date`).
+- `go/tests/fixtures/reconcile/<NN>_<case>.json` — 10 numbered reconcile cases.
+
+**Go parity tests** (all under `//go:build parity`):
+- [go/tests/parity/parityio.go](../../srv/personal/fuj-management/go/tests/parity/parityio.go) — shared loader with generic `Case[I,O]` walker, type envelopes mirrored from §3, float tolerance helper.
+- [go/tests/parity/pure/<func>/<func>_parity_test.go](../../srv/personal/fuj-management/go/tests/parity/pure/) — one file per function, ~30 lines each.
+- [go/tests/parity/reconcile/reconcile_parity_test.go](../../srv/personal/fuj-management/go/tests/parity/reconcile/) — bespoke comparator using `math.Abs(got-want) <= 0.01` for `paid` floats, exact equality on int balances.
+
+**Modified:**
+- [Makefile](../../srv/personal/fuj-management/Makefile) — append `go-parity`, `go-test-all`, `capture-fixtures` targets.
+- [CHANGELOG.md](../../srv/personal/fuj-management/CHANGELOG.md) — single entry at top.
+- [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md](../../srv/personal/fuj-management/docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md) — tick M3.1–M3.6 with SHA.
+
+## Capture invocation interface
+
+Two-stage pipeline (capture | scrub) so each stage is independently debuggable:
+
+```bash
+python scripts/capture_fixtures.py --func <name> --case <id> --input-seed <id> \
+  | python scripts/scrub_fixtures.py \
+  > go/tests/fixtures/pure/<func>/<id>.json
+```
+
+Capture flags:
+- `--func` — target function (`normalize`, `reconcile`, etc.).
+- `--case` — human-authored case ID, becomes the file stem. Never auto-generated (auto-IDs cause git churn).
+- `--input-seed <id>` — pull from `_fixture_seeds.py` registry (the default mode for handcrafted cases).
+- `--input-stdin` — read a single JSON `{"args":[...], "kwargs":{...}}` doc from stdin (used by the real-message extractor for `parse_month_references` / `match_members`).
+- `--all` — iterate every seed for one function, emit newline-delimited JSON to stdout. Used by the `make capture-fixtures` recipe.
+
+Capture **never writes files**. Output goes to stdout; the caller redirects. The scrubber is always stdin→stdout. Both are pure transforms.
+
+The `make capture-fixtures` target codifies the full refresh workflow. Humans read the target before they read the README.
+
+## Fixture JSON shape (normative)
+
+One JSON object per case:
+
+```json
+{
+  "case": "range_wrap_nov_to_jan",
+  "func": "scripts.czech_utils.parse_month_references",
+  "captured_at": "2026-05-06",
+  "input": { ... },
+  "output": { ... }
+}
+```
+
+`captured_at` is date-only — same-day re-runs produce byte-identical files. No git SHA, no hostname, no time component.
+
+### Per-function input/output schemas
+
+The schema is the **stable contract** between Python capture and Go consumption. Where Python returns heterogeneous types, the capture step pre-translates to the typed shape Go expects.
+
+| Function | Input | Output |
+|---|---|---|
+| `normalize` | `{"text":"…"}` | `{"text":"…"}` |
+| `parse_month_references` | `{"text":"…","default_year":2026}` | `{"months":["2026-01",…]}` |
+| `calculate_fee` | `{"attendance_count":3,"month_key":"2026-02"}` | `{"fee":750}` |
+| `calculate_junior_fee` | `{"attendance_count":1,"month_key":"2026-02"}` | `{"value":0,"unknown":true}` (mirrors `fees.Expected{Value, Unknown}`) |
+| `parse_czk_amount` | `{"val":<envelope>}` | `{"amount":1500.0}` |
+| `generate_sync_id` | `{"tx":{"date":"…","amount":<envelope>,"currency":"CZK","sender":"…","vs":"…","message":"…","bank_id":"…"}}` | `{"sync_id":"<sha256-hex>"}` |
+| `_build_name_variants` | `{"name":"…"}` | `{"variants":["…"]}` |
+| `match_members` | `{"text":"…","member_names":["…"]}` | `{"matches":[{"name":"…","confidence":"auto"}]}` |
+| `infer_transaction_details` | `{"tx":{"sender":"…","message":"…","user_id":"…","date":<envelope>},"member_names":[…],"default_year":2026}` | `{"members":[…],"months":[…],"search_text":"…"}` |
+| `format_date` | `{"val":<envelope>}` | `{"date":"…"}` |
+
+**Type envelope** (used in 4 fields above):
+
+```json
+{"type":"int","value":750}    // distinguishes 750 from 750.0
+{"type":"float","value":750.0}
+{"type":"string","value":"…"}
+{"type":"none"}
+```
+
+The envelope is the answer to the `generate_sync_id` parity risk: Python's `str(750.0) == "750.0"` vs `str(750) == "750"` produces different SHA-256 inputs. JSON natively conflates these; the envelope round-trips them. Go's loader switches on `type` and constructs the matching native value before calling the port.
+
+**`reconcile`** uses raw JSON for everything (its inputs are typed maps/slices already), with one nuance: the `Member.fees[month]` value can be an `int` or a `(fee, count)` tuple per [match_payments.py:339-340](../../srv/personal/fuj-management/scripts/match_payments.py#L339). Capture normalises both to `{"fee":int,"count":int}` so Go side has one shape.
+
+## Scrubber strategy
+
+`scrub_fixtures.py`: stdin → stdout, no state, no salt, no random. Deterministic plain SHA-256. Re-runs are idempotent. Trade-off acknowledged: an attacker with the script can mathematically reverse the mapping. That's fine — the scrubber's job is to keep PII out of git diffs and Claude transcripts, not to defend against an adversary with the source tree.
+
+### Scramble whitelist (only these field keys are scrambled)
+
+`name`, `member_names[]`, `person`, `sender`, `sender_account`, `account`, `vs`, `bank_id`, `user_id`, `note`. Plus a per-document name-substring sweep over `message` strings — applied **before** the field-key walk, because real names show up embedded in message text.
+
+Everything else (dates, amounts, currency, `month_key`, `attendance_count`, `purpose`, `confidence`, `expected`, `paid`, `total_balance`, `fee`, all `YYYY-MM` keys, `match`/`matches` structure) is preserved verbatim. **Whitelist-of-scramble** (not blacklist-of-preserve): when a new field appears, it stays raw until someone explicitly adds it to the list. Fails safe.
+
+### Scrambling functions
+
+- **Names**: `Member_<8hex>` where `<8hex> = sha256(name).hexdigest()[:8]`. Same name → same pseudonym across the whole document and across all fixtures. Stable diffs.
+- **Account numbers** (`[0-9]+/[0-9]{4}`): scramble prefix and bank-suffix separately, preserving length and format.
+- **VS / bank_id / user_id**: digit-string-preserving hash to a same-length numeric token. Non-numeric input → `id_<8hex>`.
+- **Note**: replaced verbatim with `"<scrubbed>"`. Notes are never load-bearing for any test.
+- **Message** (free text): name-sweep applied; rest preserved. Corpus author spot-checks before commit. README §5 documents the audit grep.
+
+## Reconcile fixtures (10 handcrafted cases)
+
+All seeds live in `_fixture_seeds.py` as triples `(members, sorted_months, transactions, exceptions, default_year)`. Capture runs the live Python `reconcile()` and emits canonical JSON; scrubber is a no-op for handcrafted synthetic names but runs anyway for uniformity.
+
+| File | Branch exercised |
+|---|---|
+| `01_greedy_exact.json` | Greedy: amount == sum(expected); zero credit. |
+| `02_greedy_overpayment_credit.json` | Greedy with overflow → credit. |
+| `03_proportional_remainder.json` | Underpayment across 3 months with non-integer split (last month absorbs float remainder per [match_payments.py:421+](../../srv/personal/fuj-management/scripts/match_payments.py#L421)). |
+| `04_even_split_prepayment.json` | All `expected == 0` → even-split fallback. |
+| `05_out_of_window_credit.json` | Month outside `sorted_months` → that share goes to credits, in-window proportional for the rest. |
+| `06_exception_override.json` | Exception entry overrides expected. |
+| `07_other_purpose_split.json` | `purpose="other:tournament"` with two members. |
+| `08_junior_question_mark.json` | Junior with attendance count 1 → `Expected{Unknown:true}`; reconcile reads it as 0 expected. |
+| `09_multiperson_multimonth.json` | `person="Alice, Bob", purpose="2026-01, 2026-02"` → 2x2 fan-out: even-split-by-people then proportional-by-month. |
+| `10_unmatched.json` | Empty `person`, garbage message → goes to `unmatched`. |
+
+The seed registry is the **single source of truth** for these inputs. If Python behaviour drifts intentionally, fixtures regenerate cleanly via `make capture-fixtures`.
+
+## Real-data seeds (for `parse_month_references` and `match_members` only)
+
+`_fixture_seeds.py` reads `tmp/payments_transactions_cache.json` (already gitignored) and selects:
+
+- **`parse_month_references`**: ~15 distinct messages exercising the 45 Czech month declensions, range wraps (`"prosinec-leden"`), year inference, and the `m >= 10 → previous year` heuristic. Selection done once interactively, the chosen indices hardcoded into `_fixture_seeds.py` so re-runs are deterministic. Messages flow through capture (which calls `parse_month_references(msg, default_year=2026)`) then scrubber (name-sweep against the live member roster).
+- **`match_members`**: ~10 distinct `(message, member_names)` pairs exercising auto vs review confidence, common-surname filter, exact-short-circuit. Same pipeline.
+
+**Out of scope for real seeds**: `normalize`, `_build_name_variants`, `reconcile`. These either don't benefit from real data (synthetic exhaustively covers `normalize`, `_build_name_variants`) or have surgical-input requirements that real data can't reliably hit (`reconcile`'s 10 branches).
+
+## Go parity-test layout
+
+One file per function, one Go package per function, mirroring the fixture tree. Each file is short (~30 lines):
+
+```go
+//go:build parity
+
+package normalize_parity_test
+
+import (
+    "fuj-management/go/internal/domain/czech"
+    "fuj-management/go/tests/parity"
+    "testing"
+)
+
+func TestNormalizeParity(t *testing.T) {
+    t.Parallel()
+    parity.RunAll(t, "../../../fixtures/pure/normalize",
+        func(in parity.NormalizeIn) parity.NormalizeOut {
+            return parity.NormalizeOut{Text: czech.Normalize(in.Text)}
+        })
+}
+```
+
+The shared [go/tests/parity/parityio.go](../../srv/personal/fuj-management/go/tests/parity/parityio.go) (also `//go:build parity`) provides:
+
+- `Case[I, O any]` generic loader: walks a fixture directory, decodes each `.json`, returns `(name, input, want)` triples.
+- `RunAll[I, O any](t, dir, fn func(I) O)`: invokes `fn`, compares against `want` with `reflect.DeepEqual` (sorted-slice normalisation for the few sets-cast-to-lists Python returns); for floats uses `math.Abs(got-want) <= 0.01`.
+- One typed `<Func>In` / `<Func>Out` struct pair per function (10 pairs), mirroring §3's JSON shape exactly. Envelope decoder helpers (`AmountEnvelope`, `ValueEnvelope`) live here.
+
+**Reconcile is bespoke** — `reconcile/reconcile_parity_test.go` doesn't use `RunAll` because it needs cell-by-cell tolerant float compare across nested maps. It walks the fixture dir directly.
+
+**Why one-file-per-function** (instead of an umbrella runner): each function lives in a different domain package, so tests must `import` a different package; an umbrella would obscure which package is being checked. Split also enables `go test -tags=parity ./tests/parity/pure/normalize/` to iterate on a single port.
+
+**Why a separate test tree** (instead of co-located parity tests): the M2 unit tests are co-located by convention (e.g. [go/internal/domain/czech/normalize_test.go](../../srv/personal/fuj-management/go/internal/domain/czech/normalize_test.go)). The progress tracker explicitly says fixtures live at `go/tests/fixtures/` and the gate is `go test -tags=parity ./tests/parity/pure/...`. Co-location would scatter fixtures across packages — messy. Separate tree wins.
+
+## Build tag + Makefile
+
+Every parity test file starts with `//go:build parity`. Default `make go-test` excludes them; `make go-parity` runs them:
+
+```makefile
+go-parity:
+	cd $(GO_SRC) && go test -tags=parity ./tests/parity/...
+
+go-test-all: go-test go-parity
+
+capture-fixtures:
+	@bash scripts/capture_all_fixtures.sh    # invokes capture | scrub for every seed
+```
+
+Parity is **not** folded into default `go-test`: keeps the M2 unit-test loop fast, and a missing-fixture failure shouldn't block routine work. CI runs both targets independently so a parity break is a distinct red signal from a unit-test break.
+
+## README content (`go/tests/fixtures/README.md`)
+
+Six sections, ~120 lines:
+
+1. **What's in this tree** — directory map; one line per fixture function explaining what it validates.
+2. **Fixture format** — link to schemas in §3; worked example for `parse_month_references` and one for `reconcile`.
+3. **Refresh workflow** — `make capture-fixtures` regenerates everything; single-file recipe for incremental updates. Always diff before committing.
+4. **When to refresh** — bullet list (schema change, new Czech declension, new fee tier, new reconcile branch). **Do not refresh to "fix" a parity failure** without first proving the Python behaviour is the intended one.
+5. **Verifying scrubbing** — `git diff` should show only `Member_<hex>`-shaped names, `<scrubbed>` notes, structurally-preserved account/VS digits. Audit grep: `git ls-files go/tests/fixtures | xargs grep -l '<your real name>'` should return zero before commit.
+6. **Adding a new fixture** — three steps (add to `_fixture_seeds.py`, run capture, add `In/Out` Go struct fields if needed).
+
+## Parity concerns
+
+- **Float arithmetic in reconcile proportional phase**: ordering-sensitive, may diverge between Python and Go due to FMA. Tolerance `0.01` already in [go/internal/domain/reconcile/reconcile_test.go](../../srv/personal/fuj-management/go/internal/domain/reconcile/reconcile_test.go); parity uses the same tolerance.
+- **Sync-ID float-vs-int stringification**: handled by the envelope (§3). Capture two paired cases per amount value (`amount_750_int.json`, `amount_750_float.json`) so any Go-side conflation surfaces immediately.
+- **NFKD edge cases**: capture set must include rare characters from real names. The handcrafted `normalize` seeds enumerate every distinct character observed in the live member roster (extracted once from `tmp/attendance_regular_cache.json`, hardcoded into `_fixture_seeds.py` as a single-character-per-case sweep).
+- **Czech month declensions**: the real-message seeds for `parse_month_references` cover the wild; handcrafted seeds cover the corner cases (`prosinec-leden` wrap, `m >= 10` heuristic).
+- **Insertion-order determinism in `reconcile`**: Python 3.7+ dict iteration is insertion-ordered; the seed registry preserves order. Go side iterates `sortedMonths` slice explicitly; the parity test verifies this.
+- **`infer_transaction_details` default_year**: Python signature defaults to 2026; capture passes `default_year` as an explicit input. Go side reads it from the fixture.
+
+## Out of scope (explicitly DO NOT touch)
+
+- Real Google Sheets / Drive / Fio loader implementations — M4.1–M4.6.
+- Web routes / handlers — M5.
+- `fuj sync` and `fuj infer` subcommands — M4.7/M4.8.
+- Tier-2 JSON-API parity (`cmd/parity/main.go`) — M5.4.
+- Any change to existing Python code (capture is read-only against the production scripts).
+- Any change to existing Go production code under `go/internal/`.
+
+## Verification
+
+1. `make go-build` — clean build (parity tests excluded by default tag).
+2. `make go-test` — all M2 unit tests still green; no parity test runs.
+3. `make go-parity` — every fixture in `go/tests/fixtures/pure/` and `go/tests/fixtures/reconcile/` deserialises and passes its parity assertion.
+4. `make go-lint` — clean (parity test files lint-clean under `-tags=parity` since `golangci-lint` honours build tags via `.golangci.yml`).
+5. **Capture round-trip**: pick one fixture (e.g. `parse_month_references/range_wrap_nov_to_jan.json`), regenerate via `python scripts/capture_fixtures.py --func parse_month_references --case range_wrap_nov_to_jan --input-seed range_wrap_nov_to_jan | python scripts/scrub_fixtures.py`, confirm byte-identical to the committed file.
+6. **Scrubbing audit**: run the README §5 grep against any name from the live roster — zero hits.
+7. **Reconcile branch coverage**: read each of the 10 reconcile fixture files, confirm the `output` field shows the expected branch (e.g. `02_greedy_overpayment_credit.json` has a non-zero `credits` entry; `04_even_split_prepayment.json` has equal `paid` across all months).
+8. Append CHANGELOG entry per [CLAUDE.md](../../srv/personal/fuj-management/CLAUDE.md) (timestamp via `date "+%Y-%m-%d %H:%M %Z"`).
+9. Tick M3.1–M3.6 in [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md](../../srv/personal/fuj-management/docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md) with the merge SHA. Update the M3 milestone summary line if M3 is now fully closed.
+10. Push branch, open MR via `tea pr create --title "feat(go): fixture capture + characterization framework (M3)" --base main --head feat/m3-fixture-capture`, print URL, leave merge to user.
+
+## Critical files
+
+- **Read for parity** — [scripts/czech_utils.py:22](../../srv/personal/fuj-management/scripts/czech_utils.py#L22), [scripts/czech_utils.py:28](../../srv/personal/fuj-management/scripts/czech_utils.py#L28), [scripts/attendance.py:91](../../srv/personal/fuj-management/scripts/attendance.py#L91), [scripts/attendance.py:100](../../srv/personal/fuj-management/scripts/attendance.py#L100), [scripts/infer_payments.py:17](../../srv/personal/fuj-management/scripts/infer_payments.py#L17), [scripts/sync_fio_to_sheets.py:62](../../srv/personal/fuj-management/scripts/sync_fio_to_sheets.py#L62), [scripts/match_payments.py:33](../../srv/personal/fuj-management/scripts/match_payments.py#L33), [scripts/match_payments.py:65](../../srv/personal/fuj-management/scripts/match_payments.py#L65), [scripts/match_payments.py:144](../../srv/personal/fuj-management/scripts/match_payments.py#L144), [scripts/match_payments.py:187](../../srv/personal/fuj-management/scripts/match_payments.py#L187), [scripts/match_payments.py:304](../../srv/personal/fuj-management/scripts/match_payments.py#L304).
+- **Reuse** — `domain/czech.{Normalize, ParseMonthReferences}`, `domain/fees.{CalculateFee, CalculateJuniorFee, Expected}`, `domain/money.ParseCZK`, `domain/synch.GenerateSyncID`, `domain/matching.{BuildNameVariants, MatchMembers, InferTransactionDetails, FormatDate}`, `domain/reconcile.{Member, Transaction, ExceptionKey, Exception, Result, Reconcile}`.
+- **Mirror conventions** — package layout from [go/internal/domain/matching/](../../srv/personal/fuj-management/go/internal/domain/matching/) (one symbol per file, top-of-test provenance comments, `t.Parallel()`, `// [Go]` markers for Go-only cases).
+- **New** — `scripts/{capture_fixtures,scrub_fixtures,_fixture_seeds}.py`; `go/tests/fixtures/README.md` + the corpus; `go/tests/parity/parityio.go` + 10 parity test files + 1 reconcile parity test file.
+- **Modify** — `Makefile` (3 new targets), `CHANGELOG.md` (1 entry), `docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md` (tick M3.1–M3.6).

docs/plans/2026-05-06-2341-go-m4-io-layer.md

@@ -0,0 +1,313 @@
+# Plan: Go rewrite — M4 IO layer behind interfaces
+
+Companion to [2026-05-03-2349-go-backend-rewrite.md](2026-05-03-2349-go-backend-rewrite.md)
+and [2026-05-03-2349-go-backend-rewrite-progress.md](2026-05-03-2349-go-backend-rewrite-progress.md).
+
+## Context
+
+M1–M3 are merged: skeleton + tooling, every pure-domain function ported and
+parity-tested against PII-scrubbed fixtures, and the `fuj fees` / `fuj
+reconcile` subcommands wired but stubbed (`membership.NewStubSources()`
+returns `ErrIOPending` for every loader). M4's job is to replace that stub
+with real IO: read attendance CSVs, read the payments sheet + exceptions
+tab, fetch Drive `modifiedTime` for cache gating, fetch Fio bank
+transactions, and append/update rows on the payments sheet — all behind
+narrow Go interfaces that have in-memory fakes for tests.
+
+Once M4 lands, `fuj fees`, `fuj reconcile`, `fuj sync`, and `fuj infer` all
+work end-to-end against the real Google Sheets and the real Fio account, and
+M5 can start porting the JSON API on top of that IO.
+
+User-confirmed scope choices for this milestone:
+- **No live integration tests.** Fakes-only at unit level; live
+  verification deferred to manual smoke during M7.
+- **Three PRs** (sheets/drive/cache → fio/sync → infer), one per major
+  area, each independently reviewable.
+- **Attendance stays on CSV-via-public-URL** — matches Python, no extra
+  service-account grant needed.
+
+## Approach
+
+### Layering
+
+```
+internal/io/         ← raw, narrow clients (one per external system)
+  sheets/            ← typed wrapper around google.golang.org/api/sheets/v4
+  drive/             ← Drive v3, only ModifiedTime
+  attendance/        ← CSV-via-public-URL fetcher (no auth, no Sheets API)
+  fio/               ← FioClient interface + apiClient + transparentClient
+  cache/             ← FileCache: modifiedTime gate + two-TTL fallback + atomic write
+
+internal/services/membership/   ← already exists; M4 adds adapters that satisfy
+                                  AttendanceLoader / TransactionLoader / ExceptionLoader
+                                  by composing io/sheets + io/drive + io/cache + io/attendance.
+
+internal/services/banksync/     ← new: SyncToSheets (M4.7) + InferPayments (M4.8)
+                                  composing fio + sheets + attendance loaders.
+```
+
+The existing interfaces in [go/internal/services/membership/loader.go](../../go/internal/services/membership/loader.go)
+(`AttendanceLoader`, `TransactionLoader`, `ExceptionLoader`, `Sources`) are
+the seam — M4 adds a `NewSources(cfg config.Config) (Sources, error)`
+constructor next to `NewStubSources()`, and `cmd/fuj/main.go` swaps the
+stub for it.
+
+### Auth — service-account only
+
+Drop the OAuth+`token.pickle` path entirely (the production already uses a
+service account; the fallback only existed because the original Python
+script ran from a developer laptop). Sheets and Drive both authenticate via
+`option.WithCredentialsFile(cfg.CredentialsPath)` plus
+`option.WithScopes(...)`. Single shared `*http.Client` per backend with a
+10s timeout (matches `DRIVE_TIMEOUT`).
+
+### Cache shape
+
+Match Python's wire format so the `tmp/*_cache.json` directory is shared
+safely while both backends run side-by-side:
+
+```json
+{ "modifiedTime": "<RFC3339>", "data": <list|object>, "cachedAt": "<RFC3339>" }
+```
+
+Improvements over Python:
+- Atomic write: marshal → `os.WriteFile(path+".tmp", ..., 0o600)` →
+  `os.Rename`. Python's plain truncate-write stays as-is until M8.
+- The two TTLs (`CacheTTL` and `CacheAPICheckTTL`) live in `config.Config`
+  already; only the `CacheDir` field is new.
+
+The four cache keys mirror Python's `CACHE_SHEET_MAP`:
+`attendance_regular`, `attendance_juniors`, `exceptions_dict`,
+`payments_transactions` → maps to either `AttendanceSheetID` or
+`PaymentsSheetID`.
+
+When Drive fails, fall back to a synthetic key
+`fmt.Sprintf("ttl-5m-%d", time.Now().Unix()/300)` so cache still keys
+deterministically per 5-min bucket (same as Python).
+
+### Fio: two impls behind one interface
+
+```go
+type Client interface {
+    FetchTransactions(ctx context.Context, from, to time.Time) ([]Transaction, error)
+}
+```
+
+`apiClient` (when `cfg.FioAPIToken != ""`) hits
+`https://fioapi.fio.cz/v1/rest/periods/{token}/{from}/{to}/transactions.json`,
+unmarshals via a typed struct, and maps `column0..column22` to fields per
+[scripts/fio_utils.py](../../scripts/fio_utils.py:90). Negative-amount rows
+dropped (matches Python).
+
+`transparentClient` (fallback) GETs
+`https://ib.fio.cz/ib/transparent?a={accountNum}&f={DD.MM.YYYY}&t={DD.MM.YYYY}`
+and walks the response with `golang.org/x/net/html` token visitor, counting
+`<table class="table">` tags and grabbing rows from the **second** one
+(skipping `<thead>`). `bank_id`, `currency`, `user_id`, `sender_account`
+are empty (matches Python — known limitation).
+
+`accountNum` is derived from `cfg.BankAccount` by stripping the IBAN prefix
+(`CZ85 2010 0000 0028 0035 9168` → `2800359168`); add a small helper in
+`config` for this since both the API URL and the transparent URL need it.
+
+### Fakes
+
+In-memory fakes live next to each real impl: `sheets/fake.go`,
+`drive/fake.go`, `fio/fake.go`, `attendance/fake.go`,
+`cache/fake.go` (a passthrough). All exported as `Fake` so tests do
+`sheets.NewFake(rows)` and inject. The membership-adapter tests use these
+fakes plus a couple of new raw-bytes fixtures under
+`go/internal/io/<pkg>/testdata/`:
+
+- `sheets/testdata/payments_minimal.json` — 2D-string array shaped like
+  `values.get` would return.
+- `sheets/testdata/exceptions_minimal.json` — same, for the exceptions tab.
+- `attendance/testdata/adults_minimal.csv` — small adult attendance CSV.
+- `attendance/testdata/juniors_minimal.csv` — small junior CSV.
+- `fio/testdata/api_response.json` — captured Fio API JSON shape.
+- `fio/testdata/transparent.html` — captured transparent-page HTML.
+
+Existing M3 domain fixtures under `go/tests/fixtures/` stay where they are
+and continue to drive parity tests; they aren't reused for IO-layer tests
+because they're at the wrong layer (post-parse domain types).
+
+## Tasks (mapped to tracker)
+
+Same 8 sub-milestones as the tracker, grouped into 3 PRs.
+
+### PR 1 — sheets / drive / cache + membership wiring (M4.1, M4.2, M4.3, M4.6)
+
+1. **Add deps** in [go/go.mod](../../go/go.mod):
+   `google.golang.org/api/{sheets/v4,drive/v3,option}`,
+   `golang.org/x/oauth2/google` (transitively pulled), `golang.org/x/net/html`.
+2. **`internal/io/sheets/`**:
+   - `client.go` — `Client` struct holding `*sheets.Service`; methods
+     `GetValues(ctx, spreadsheetID, a1Range string) ([][]any, error)`,
+     `AppendValues(ctx, spreadsheetID, a1Range string, rows [][]any) error`,
+     `BatchUpdateValues(ctx, spreadsheetID, updates []ValueRange) error`,
+     `SortByColumn(ctx, spreadsheetID, sheetGID int64, columnIndex int) error`.
+   - `fake.go` — exported `Fake` with seedable `Values map[string][][]any`.
+3. **`internal/io/drive/`**:
+   - `client.go` — `Client.ModifiedTime(ctx, fileID string) (string, error)`
+     using `drive.New(...).Files.Get(fileID).Fields("modifiedTime").SupportsAllDrives(true)`.
+   - `fake.go` with seedable `Times map[string]string`.
+4. **`internal/io/attendance/`** (new — public-URL CSV):
+   - `client.go` — `Client.FetchAdults(ctx) ([][]string, error)` and
+     `FetchJuniors(ctx) ([][]string, error)` using `http.Get` on
+     `https://docs.google.com/spreadsheets/d/{ID}/export?format=csv&gid={GID}`,
+     decoded via `encoding/csv`.
+   - Add `AttendanceAdultSheetGID = "0"` constant in `internal/config`.
+5. **`internal/io/cache/`**:
+   - `filecache.go` — `FileCache` with `Get(ctx, key string, fetch func(ctx) (any, error)) (any, error)`
+     wired through `Drive.ModifiedTime` and the two TTL knobs. Atomic write
+     via tmp-file + rename.
+   - Cache key → sheet ID map mirrors Python's `CACHE_SHEET_MAP`.
+6. **`internal/services/membership/sources.go`** (new file in existing
+   package):
+   - `realSources struct { sheets *sheets.Client; drive *drive.Client; attendance *attendance.Client; cache *cache.FileCache }`.
+   - Constructor `NewSources(ctx, cfg) (Sources, error)` builds all clients.
+   - `LoadAdults` reads cached attendance CSV, runs through
+     `domain/fees.CalculateFee` + merged-month logic (port of
+     [scripts/attendance.py](../../scripts/attendance.py:170)
+     `get_members_with_fees`), returns `[]reconcile.Member`.
+   - `LoadTransactions` reads payments sheet rows via cache, parses to
+     `[]reconcile.Transaction` (port of
+     [match_payments.py:208](../../scripts/match_payments.py:208)
+     `fetch_sheet_data`).
+   - `LoadExceptions` reads `'exceptions'!A2:D` via cache, builds
+     `map[ExceptionKey]Exception` (port of `match_payments.py:266`).
+7. **Add `LoadJuniors`** to the `AttendanceLoader` interface (Python infer
+   pulls both adult + junior member lists; needed for M4.8).
+8. **Wire into [cmd/fuj/main.go](../../go/cmd/fuj/main.go)**: replace
+   `membership.NewStubSources()` in `feesCmd` and `reconcileCmd` with
+   `membership.NewSources(ctx, cfg)`.
+9. **Tests** (default tag, no live IO):
+   - `sheets/client_test.go`, `drive/client_test.go`,
+     `cache/filecache_test.go` — exercise fakes + parsing logic with
+     testdata fixtures.
+   - `membership/sources_test.go` — adapter tests with sheets/drive/cache
+     fakes verify CSV→Member, rows→Transaction, exceptions tab → map.
+10. **Config additions**: `CacheDir` (default `tmp` relative to `$PWD`,
+    overridable via `CACHE_DIR` env), `DriveTimeout` (default 10s).
+11. **Manual verification**: `make go-build && go run ./cmd/fuj fees` and
+    `... reconcile` print real reports against the live sheet (with valid
+    `.secret/...credentials.json`).
+12. CHANGELOG entry; tick M4.1, M4.2, M4.3, M4.6 in the progress tracker.
+
+### PR 2 — fio + bank sync (M4.4, M4.5, M4.7)
+
+1. **`internal/io/fio/`**:
+   - `client.go` — `Client` interface, `Transaction` struct.
+   - `api.go` — `apiClient` impl + URL builder + JSON struct definitions
+     for `accountStatement.transactionList.transaction[].column{N}.value`.
+   - `transparent.go` — `transparentClient` impl using
+     `golang.org/x/net/html` token visitor; helper functions
+     `parseCzechAmount` (NBSP/space strip + comma→dot) and
+     `parseCzechDate` (DD.MM.YYYY / DD/MM/YYYY).
+   - `fake.go`.
+   - `New(cfg) Client` chooses impl based on `cfg.FioAPIToken`.
+   - `accountNum(iban)` helper in `internal/config` strips IBAN prefix.
+2. **`internal/services/banksync/sync.go`** (new package):
+   - `SyncToSheets(ctx, cfg, fio Client, sheets *sheets.Client, opts SyncOpts) (added int, err error)`.
+   - Reads existing rows via `sheets.GetValues(... "A1:K")`, validates
+     header against `COLUMN_LABELS`, writes header if missing, builds
+     `existingIDs` from column K (`Sync ID`).
+   - Computes date window: explicit `from`/`to` or `now - days*24h` (default 30d).
+   - For each fetched tx, computes `domain/synch.GenerateSyncID`, skips if
+     present, otherwise builds row in COLUMN_LABELS order with empty
+     manual/person/purpose/inferred slots.
+   - `sheets.AppendValues(... "A2", rows)`.
+   - Optional sort: `sheets.SortByColumn(... gid, 0)` — sheet GID resolved
+     once via `spreadsheets.Get`.
+3. **Wire `fuj sync` subcommand** in `cmd/fuj/main.go`:
+   - Flags: `--days N` (default 30), `--from YYYY-MM-DD`, `--to YYYY-MM-DD`,
+     `--sort` (default true matching `make sync-2026`).
+   - Replace the M4-stub error path.
+4. **Tests** (default tag): `banksync/sync_test.go` with fakes — verify
+   header insertion, dedup against existing sync IDs, multi-row append,
+   sort call.
+5. **Manual verification**: dry-run sync against the real Fio account in a
+   throwaway test sheet; or visually verify `--from --to` window in stdout
+   with a no-write flag (only if cheap to add — otherwise skip per the
+   "no live integration tests" decision).
+6. CHANGELOG entry; tick M4.4, M4.5, M4.7.
+
+### PR 3 — infer (M4.8)
+
+1. **`internal/services/banksync/infer.go`**:
+   - `InferPayments(ctx, cfg, sheets *sheets.Client, attendanceLoader, juniorLoader, opts InferOpts) (updated int, err error)`.
+   - Reads payments sheet `A1:Z` with case-insensitive header lookup.
+   - Required columns: `Person, Purpose, Inferred Amount`. Optional input:
+     `Date, Amount, Sender, Message, VS, manual fix`.
+   - Skip rule (matches [scripts/infer_payments.py:127](../../scripts/infer_payments.py:127)):
+     non-empty `manual fix` OR `Person` OR `Purpose` → leave row alone.
+   - Member list = union of `LoadAdults` + `LoadJuniors` deduped via
+     `domain/matching.CanonicalKey` (already exists from M2).
+   - For each empty row: build tx dict, call
+     `domain/matching.InferTransactionDetails`, prefix `[?] ` if
+     confidence == "review", emit a `ValueRange` update with R1C1 range
+     `R{i}C{personCol+1}:R{i}C{amountCol+1}`.
+   - Single `sheets.BatchUpdateValues` call for all updates.
+2. **Wire `fuj infer` subcommand**: flags `--dry-run` (prints planned
+   updates, no API write).
+3. **Tests** (default tag): `banksync/infer_test.go` — fixture rows,
+   verify skip rule, verify `[?]` prefix on review matches, verify
+   batchUpdate payload shape, verify `--dry-run` is no-op.
+4. CHANGELOG entry; tick M4.8 → milestone gate ✅.
+
+## Critical files
+
+To modify:
+- [go/internal/services/membership/loader.go](../../go/internal/services/membership/loader.go) — add `LoadJuniors` to `AttendanceLoader`, add `NewSources`.
+- [go/cmd/fuj/main.go](../../go/cmd/fuj/main.go) — swap stub for real sources, add `sync`/`infer` subcommands.
+- [go/internal/config/config.go](../../go/internal/config/config.go) — add `CacheDir`, `DriveTimeout`, `AttendanceAdultSheetGID` constant, IBAN→account-num helper.
+- [go/go.mod](../../go/go.mod) / `go.sum` — google APIs + `x/net/html`.
+- [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md](2026-05-03-2349-go-backend-rewrite-progress.md) — tick M4.x boxes after each PR.
+- [CHANGELOG.md](../../CHANGELOG.md) — entry per PR.
+
+To create:
+- `go/internal/io/{sheets,drive,attendance,fio,cache}/{client,fake,*_test}.go`
+- `go/internal/io/{sheets,attendance,fio}/testdata/*`
+- `go/internal/services/membership/sources.go` (+ `sources_test.go`)
+- `go/internal/services/banksync/{sync,infer}.go` (+ tests)
+
+## Reused existing helpers
+
+- `domain/fees.CalculateFee` / `CalculateJuniorFee` — fee math (M2.3, M2.4).
+- `domain/matching.{BuildNameVariants,MatchMembers,InferTransactionDetails,FormatDate,CanonicalKey}` — match logic (M2.7–M2.9).
+- `domain/synch.GenerateSyncID` — dedup hash (M2.6).
+- `domain/reconcile.{Member,Transaction,Exception,ExceptionKey}` — domain types.
+- `domain/czech.{Normalize,ParseMonthReferences}` — used inside the
+  attendance/exceptions parsers.
+- `domain/money.ParseCZK` — for parsing transparent-scrape amounts.
+
+## Verification
+
+End-to-end checks once all three PRs land:
+
+1. `make go-build && make go-lint && make go-test` — clean.
+2. `make go-parity` — M3 fixtures still pass (no domain regressions).
+3. `./bin/fuj fees` — prints adult fee report matching Python `make fees`
+   (visual diff acceptable for now; byte-equality enforced in M5).
+4. `./bin/fuj reconcile` — prints balance report comparable to
+   [scripts/match_payments.py](../../scripts/match_payments.py) `print_balance_report`.
+5. `./bin/fuj sync --days 7` — appends new Fio rows to the payments sheet
+   (run with a real but recent date window; verify by counting added rows
+   and confirming no duplicates on a second run).
+6. `./bin/fuj infer --dry-run` — prints planned Person/Purpose/Inferred
+   Amount updates without modifying the sheet. Then `./bin/fuj infer`
+   applies them; second run is a no-op (skip rule).
+7. **Cache check**: delete `tmp/*_cache.json`, run `fuj fees`, verify file
+   appears with `modifiedTime` matching Drive. Re-run within 5 min;
+   verify no Drive call (debug log).
+8. **Cross-process cache safety**: while `make web-py` is running, run
+   `fuj reconcile`; verify Python's cache file isn't corrupted and Go
+   reads the same data.
+
+Gate (per tracker):
+> `go test -tags=integration ./internal/io/...` round-trips against test sheet; default-tag tests run on fakes.
+
+Per the user's scope decision, **the integration-test gate is downgraded
+to "default-tag tests on fakes" only**. Live verification is deferred to
+manual smoke during M7's parallel-run watch period. The progress tracker's
+M4 gate line will be amended in PR 1.

docs/plans/2026-05-07-1033-fuj-sync-dry-run.md

@@ -0,0 +1,36 @@
+# Plan: add `--dry-run` to `fuj sync`
+
+## Context
+
+`fuj infer` already supports `--dry-run` (it builds the planned `BatchUpdateValues`
+operations, prints them, and skips the actual write — see
+`go/internal/services/banksync/infer.go:136-156` and the
+`Dry run: would update N row(s).` line in `go/cmd/fuj/main.go:209-213`).
+
+`fuj sync` had no equivalent. It always committed three potential writes to the
+payments sheet: `WriteHeader` (if the header row is missing/wrong), `AppendValues`
+(for each new Fio transaction), and `SortByDateColumn` (if `--sort`, default true).
+For inspecting what a sync *would* do — useful when debugging dedupe, sanity-checking
+a date window, or wiring up the command for the first time on a new account — the
+only options were pointing at a throwaway spreadsheet or reading the diff after the fact.
+
+This change mirrors `infer`'s read-only mode for `sync`: same flag name, same output
+style, same "build the data structures, print instead of writing" shape.
+
+## Files modified
+
+1. `go/internal/services/banksync/sync.go` — `DryRun bool` field added to `SyncOpts`; three write points gated on `opts.DryRun`
+2. `go/cmd/fuj/main.go` — `--dry-run` flag added to `syncCmd`; final println split on `*dryRun`
+3. `go/internal/services/banksync/sync_test.go` — `TestSyncToSheets_DryRun` added
+4. `CHANGELOG.md` — entry added
+
+## Behaviour
+
+When `--dry-run` is set:
+
+- If the sheet header is missing/wrong → prints `Dry run: would write header row`; skips `WriteHeader`
+- For each non-deduped Fio transaction → prints `Dry run: would append date=… amount=… sender=… vs=… message=…`; skips `AppendValues`
+- If `--sort` is true → prints `Dry run: would sort by date`; skips `SortByDateColumn`
+- Returns `len(newRows)` so the caller can print `Dry run: would sync N new transaction(s).`
+
+The existing ID-dedup logic runs in full even during dry-run (reads the sheet, builds `existingIDs`), so the output reflects exactly what the next real sync would do.

docs/plans/2026-05-07-1321-fuj-sync-print-fio-table.md

@@ -0,0 +1,29 @@
+# Add `--print-fio-table` debug flag to `fuj sync`
+
+## Context
+
+The Go port of `fuj sync --dry-run` currently prints only the **new**
+transactions — i.e. rows that will be appended to the payments sheet after
+deduping against existing Sync IDs (see [sync.go:125-129](../../go/internal/services/banksync/sync.go#L125-L129)).
+When debugging Fio sync issues ("why isn't transaction X showing up?",
+"is the dedup working?"), there's no way to see what Fio actually
+returned versus what got filtered as a duplicate.
+
+This change adds a `--print-fio-table` flag that, **only when combined
+with `--dry-run`**, prints an aligned table of every Fio transaction in
+the window with each row marked `NEW` (would be appended) or `DUP`
+(already in sheet, skipped). The flag is silently ignored without
+`--dry-run`, so it can't accidentally fire during a real sync.
+
+## Decisions
+
+- Flag name: `--print-fio-table` (specific, not generic `--verbose`).
+- Columns: `DATE | AMOUNT | SENDER | VS | MESSAGE | BANKID | STATUS`,
+  with MESSAGE truncated and STATUS = `NEW` / `DUP`.
+- Scope: only effective when `--dry-run` is also set.
+
+## Files modified
+
+- [go/cmd/fuj/main.go](../../go/cmd/fuj/main.go) — new flag + SyncOpts field
+- [go/internal/services/banksync/sync.go](../../go/internal/services/banksync/sync.go) — SyncOpts struct + refactored step 4
+- [go/internal/services/banksync/debug.go](../../go/internal/services/banksync/debug.go) — printFioTable helper (new)

docs/plans/2026-05-07-1431-m5-json-api-parity.md

@@ -0,0 +1,185 @@
+# Python view-model cleanup (M5 prep — Python side only)
+
+Scoped-down precursor to M5 of the Go rewrite. See:
+- [2026-05-03-2349-go-backend-rewrite.md](2026-05-03-2349-go-backend-rewrite.md)
+- [2026-05-03-2349-go-backend-rewrite-progress.md](2026-05-03-2349-go-backend-rewrite-progress.md)
+
+## Context
+
+The Python app is still production. Before adding `/api/X` shadow
+routes, JSON DTOs, parity tooling, and Go handlers, get the Python
+side into a clean shape. Today the `/adults` and `/juniors` routes
+each carry 150–200 lines of inline view-model construction inside
+the Flask handler:
+
+- [adults_view](app.py#L179) — 167 LOC, computes per-row
+  status/cell_text/balance/credits/debts inline.
+- [juniors_view](app.py#L347) — 205 LOC, same plus `"?"` sentinel
+  branching and `:NJ,MA` breakdown.
+- [payments](app.py#L553) — 35 LOC, lighter but still mixes IO and
+  grouping.
+
+Pulling that into pure builder functions:
+- shrinks `app.py` and makes each route handler do only what a route
+  handler should (IO + cache + step timing + render);
+- gives us **already-tested** pure functions that future M5 work can
+  call from a `/api/X` shadow endpoint with one line of `jsonify(...)`;
+- has zero behavioural change (existing tests in
+  [test_app.py](tests/test_app.py) act as the regression guard).
+
+This is a Python-only change. No Go work, no JSON contract, no shadow
+routes — those come after.
+
+## Approach
+
+Three pure builder functions in a new `scripts/views.py` module. Each
+takes already-loaded, deserialized inputs (no Flask globals, no IO,
+no cache calls) and returns the exact dict that today's route passes
+to `render_template`.
+
+```python
+def build_adults_view_model(
+    members, sorted_months, transactions, exceptions, current_month,
+    *, attendance_url, payments_url, bank_account,
+) -> dict: ...
+
+def build_juniors_view_model(
+    junior_members, sorted_months, transactions, exceptions, current_month,
+    *, attendance_url, payments_url, bank_account,
+) -> dict: ...
+
+def build_payments_view_model(
+    transactions, member_names,
+    *, attendance_url, payments_url,
+) -> dict: ...
+```
+
+The route handlers shrink to: load data (with `get_cached_data` and
+`record_step` calls staying in `app.py`), call the builder, render.
+
+```python
+@app.route("/adults")
+def adults_view():
+    members, sorted_months = ... # cached loads + record_step calls
+    transactions = ...
+    exceptions = ...
+    result_meta = ...
+    record_step("process_data")
+    vm = build_adults_view_model(
+        members, sorted_months, transactions, exceptions,
+        datetime.now().strftime("%Y-%m"),
+        attendance_url=..., payments_url=..., bank_account=BANK_ACCOUNT,
+    )
+    return render_template("adults.html", **vm)
+```
+
+## Decisions
+
+1. **Pure builders, no Flask state.** No `record_step`, no `g.*`, no
+   `get_cached_data` inside builders. They take plain args, return
+   plain dicts. This is what makes them trivially unit-testable and,
+   later, trivially reusable from `/api/X`.
+2. **Preserve byte-equal behaviour.** The dicts returned must match
+   today's `render_template(...)` kwargs key-for-key, value-for-value
+   — including the existing `json.dumps(member_data)` /
+   `json.dumps(month_labels_json)` / `json.dumps(raw_payments_json)`
+   wrappers. Those wrappers exist for inline JS in templates; the
+   refactor doesn't touch them. (When `/api/X` lands later, that route
+   will produce a sibling dict with the wrappers stripped, but that's
+   future work.)
+3. **`reconcile()` stays inside the route, not the builder.** It
+   crosses the IO/cache boundary in spirit (its inputs come from
+   cache); but it's also pure-domain and called by both adults and
+   juniors. Keep the call site in the route so `record_step("reconcile")`
+   timing isn't lost. Builder takes `result` as an argument.
+4. **Shared helpers stay in `app.py`** for now —
+   [get_month_labels](app.py#L41) and
+   [group_payments_by_person](app.py#L60) are already module-level
+   pure functions, used by routes and now by builders. Either leave
+   them in `app.py` and import into `scripts/views.py`, or move them
+   into `scripts/views.py`. **Choose: move into `scripts/views.py`**
+   — they're view-model concerns, not Flask concerns, and `app.py`
+   should keep shrinking.
+5. **No new test file needed.** Existing
+   [tests/test_app.py](tests/test_app.py) tests
+   `test_adults_route`, `test_juniors_route`, `test_payments_route`
+   exercise the rendered HTML end-to-end. If they pass after the
+   refactor, behaviour is preserved. Adding builder-level unit tests
+   is a *nice-to-have* but not required for this iteration.
+
+## Tasks
+
+### 1. Create `scripts/views.py` with the three builders + shared helpers
+
+- Move `get_month_labels` and `group_payments_by_person` from
+  [app.py:41–77](app.py#L41-L77) into `scripts/views.py`. Update the
+  import in `app.py`.
+- Implement `build_adults_view_model` by extracting
+  [app.py:200–344](app.py#L200-L344) (everything between `result =
+  reconcile(...)` and `return render_template(...)`). Take `result`
+  as a parameter; emit the same dict that's currently passed as
+  `**kwargs` to `render_template`.
+- Implement `build_juniors_view_model` by extracting
+  [app.py:370–550](app.py#L370-L550). Same shape — including the
+  `adapted_members` adapter loop, the junior `?`-sentinel branches,
+  and the `:NJ,MA` breakdown.
+- Implement `build_payments_view_model` by extracting
+  [app.py:570–586](app.py#L570-L586) (the `group_payments_by_person`
+  call + `Unmatched / Unknown` bucket + sort).
+
+### 2. Slim down the route handlers in `app.py`
+
+Each handler keeps:
+- `attendance_url`/`payments_url` URL building
+- `get_cached_data` calls (with `record_step` between)
+- `reconcile(...)` call (adults/juniors) with `record_step("reconcile")`
+- `record_step("process_data")` after the builder call
+- `return render_template("X.html", **view_model)`
+
+Each handler **drops** all the per-row computation, totals
+formatting, credits/debts sorting, `raw_payments_by_person` building,
+and `import json` lines.
+
+Target post-refactor LOC for each route handler: ~25–30 lines
+(currently 167 / 205 / 35).
+
+### 3. Run the existing test suite + manual smoke
+
+```
+make test                # all tests green
+make web-py              # browse /adults /juniors /payments visually
+```
+
+## Critical files
+
+- [app.py](app.py) — routes shrink dramatically; `get_month_labels`
+  and `group_payments_by_person` get moved out.
+- New: `scripts/views.py` — three builders + the two helpers.
+- [tests/test_app.py](tests/test_app.py) — unchanged; serves as the
+  regression guard.
+
+## Verification
+
+1. `make test` — all four `TestWebApp` tests pass unchanged.
+2. `make web-py` and visit `/adults`, `/juniors`, `/payments` — each
+   renders identically to before (same table contents, same totals,
+   same credits/debts, same `?` rendering on juniors).
+3. `git diff app.py` shows substantial deletions (route bodies
+   shrink) and only thin glue calling the new builders.
+4. Optional sanity check: temporarily add `print(repr(view_model))`
+   in the route before `render_template` on `main` and on the branch,
+   diff for one fixture run — should be byte-identical dicts.
+
+## Out of scope (future iterations, not this plan)
+
+- `/api/<route>` shadow endpoints in Flask
+- Go `internal/web/api/` DTOs and JSON Schemas
+- Go `internal/services/membership/views.go` aggregators
+- Go HTTP handlers for `/api/X`
+- `cmd/parity/main.go` and `make parity` target
+- Junior breakdown sidecar work in
+  `go/internal/services/membership/sources.go`
+
+These are the original M5 tasks (M5.1–M5.4 in the progress tracker).
+They become much easier once today's refactor lands, because the
+shadow `/api/X` routes will be one-liners over the new builders.

docs/plans/2026-05-07-1650-go-rewrite-m5-1-api-structs-schemas.md

@@ -0,0 +1,240 @@
+# M5.1 — Hand-author Go API structs + emit JSON Schemas
+
+Companion to:
+- [2026-05-03-2349-go-backend-rewrite.md](2026-05-03-2349-go-backend-rewrite.md) (master design)
+- [2026-05-03-2349-go-backend-rewrite-progress.md](2026-05-03-2349-go-backend-rewrite-progress.md) (progress tracker — M5.1 row)
+- [2026-05-07-1431-m5-json-api-parity.md](2026-05-07-1431-m5-json-api-parity.md) (Python view-model extraction prep — already merged as `b562ce3` / `32a16ff` / `59223c0`)
+
+## Context
+
+M4 (IO layer behind interfaces) just landed. M5 is the JSON-parity contract phase — byte-equal JSON between Python and Go for `/api/adults`, `/api/juniors`, `/api/payments`, `/api/version`. Within M5, the work splits four ways:
+
+- **M5.1 — this plan.** Define the wire contract: hand-authored Go structs with explicit `json:` tags matching Python keys, plus committed JSON Schemas generated by `github.com/invopop/jsonschema`. **Schemas only — no handlers, no Python `/api/X` routes, no parity tool.**
+- M5.2 — Implement Go handlers that compose `services/*` results into these structs.
+- M5.3 — Add Python `/api/X` shadow endpoints in [app.py](app.py).
+- M5.4 — `cmd/parity/main.go` + `make parity` target.
+
+The recent Python view-model extraction (`scripts/views.py`) lays the groundwork: every Python builder now returns a plain dict that an `/api/X` shadow can `jsonify` (with one minor unwrap step — see decision #1 below). M5.1 is the matching Go side: types and schemas that pin down the contract before any code writes JSON to a wire.
+
+## Key design decisions
+
+1. **Wire format is nested objects, not strings-of-JSON.** The Python view-model dicts contain three template-only fields that are pre-serialized JSON strings: `member_data`, `month_labels_json`, `raw_payments_json`. Those exist purely to feed inline `<script>` blocks in Jinja templates ([scripts/views.py:227-237](scripts/views.py#L227-L237)). The `/api/X` JSON contract uses the **un-stringified** nested form. Rationale:
+   - The master design doc references `total_balance`, `original_expected`, `attendance_count` as struct fields ([2026-05-03-2349-go-backend-rewrite.md:223-225](docs/plans/2026-05-03-2349-go-backend-rewrite.md#L223-L225)), which are *inside* `member_data` — only meaningful if it's a nested object.
+   - The `Expected` `MarshalJSON` design (emit `42` or `"?"`) ([same doc:233-238](docs/plans/2026-05-03-2349-go-backend-rewrite.md#L233-L238)) only fires inside `member_data`; pointless if that field is a string.
+   - Strings-of-JSON make `invopop/jsonschema` schemas useless for those fields (`{"type": "string"}` describes nothing).
+   - The Python prep plan ([2026-05-07-1431-m5-json-api-parity.md:87-89](docs/plans/2026-05-07-1431-m5-json-api-parity.md#L87-L89)) already anticipates this: "that route will produce a sibling dict with the wrappers stripped".
+
+   This refines (does not contradict) M5.3's "no transformation" wording. M5.3's `/api/X` will be `jsonify(unwrap_json_strings(view_model_dict))` — a 4-line shim, not real transformation logic.
+
+2. **New package: `internal/web/api/`.** The Go side has no `api/` package today — only [internal/web/server.go](go/internal/web/server.go) with one hello route. The api package owns wire types and (in M5.2) handlers. Sub-files per route keep diffs small.
+
+3. **Wire types are separate from `domain/reconcile.Result`.** [domain/reconcile/reconcile.go:88-92](go/internal/domain/reconcile/reconcile.go#L88-L92) defines `Result`, `MemberResult`, `MonthData`, `TxEntry`, etc. — none have `json:` tags. **Don't tag the domain types**: that bleeds wire concerns into pure logic and locks the JSON contract to internal field names. Define wire types in `internal/web/api/` and convert in M5.2's handlers.
+
+4. **`Expected{Value int; Unknown bool}` with custom `MarshalJSON`/`UnmarshalJSON`** for junior `expected` and `original_expected`. Already prescribed by the master design.
+
+5. **Transaction `amount` / `inferred_amount` may be `int` or `""`** (Sheets `UNFORMATTED_VALUE` returns empty string for blank cells per `scripts/match_payments.py` rows 250-260 in the views.py exploration). Use a custom `SheetsNumber` type with `MarshalJSON`/`UnmarshalJSON` that emits `0`/`null` for empty and the number otherwise. Document in code comment with a one-liner. Verify exact behavior by inspecting one or two existing scrubbed reconcile fixtures before coding.
+
+6. **Schema generation lives in `internal/web/api/schemagen_test.go`** with `-update` flag, à la golden tests. Default test run (`go test ./internal/web/api/...`) re-generates schemas in memory and asserts byte-equality vs the committed files in `tests/fixtures/api-schema/`. `go test -update ./internal/web/api/...` rewrites the committed files. Avoids a separate `cmd/gen-api-schema` binary; CI catches drift automatically.
+
+7. **One schema per route**, named to match the Go type:
+   ```
+   go/tests/fixtures/api-schema/adults.schema.json
+   go/tests/fixtures/api-schema/juniors.schema.json
+   go/tests/fixtures/api-schema/payments.schema.json
+   go/tests/fixtures/api-schema/version.schema.json
+   ```
+
+8. **Adults and Juniors are *not* the same type.** Their outer shapes match (same keys), but `MonthCell.Text` semantics differ (juniors render `"?"`, `"?(3)"`, `:NJ,MA` breakdowns) and `member_data` semantics differ (juniors carry `Expected` sentinel). Define `AdultsResponse` and `JuniorsResponse` separately even if they share most field types — clearer schemas and easier to evolve independently. Share scalar types (`Transaction`, `Exception`, `MonthCell`, `TotalCell`) in `types.go`.
+
+9. **Money is integer CZK** ([master design:55-56](docs/plans/2026-05-03-2349-go-backend-rewrite.md#L55-L56)). All amount fields use `int`. The one exception: `member_data[name].months[YYYY-MM].paid` is a `float64` in the Python output (proportional allocation produces fractional CZK like `33.333333`). Use `float64` only there; document the why in a one-line comment.
+
+## Files to create
+
+```
+go/internal/web/api/
+├── types.go             # SheetsNumber, Expected, Exception, Transaction, MonthCell, TotalCell, MemberRow
+├── adults.go            # AdultsResponse + adults-specific MemberData
+├── juniors.go           # JuniorsResponse + juniors-specific MemberData (with Expected fields)
+├── payments.go          # PaymentsResponse
+├── version.go           # VersionResponse
+└── schemagen_test.go    # generates + golden-asserts schemas
+
+go/tests/fixtures/api-schema/
+├── adults.schema.json
+├── juniors.schema.json
+├── payments.schema.json
+└── version.schema.json
+```
+
+## Struct skeleton (illustrative, not final wording)
+
+```go
+// internal/web/api/types.go
+
+// SheetsNumber wraps a value that may arrive from Google Sheets as either
+// a JSON number or "" (empty string for blank cells). Marshals as 0 when
+// missing; the consumer treats Missing+Value=0 as "no data".
+type SheetsNumber struct {
+    Value   float64
+    Missing bool
+}
+
+// Expected carries a junior's expected fee or the "?" sentinel
+// (single-attendance month requires manual review).
+type Expected struct {
+    Value   int
+    Unknown bool
+}
+
+type Exception struct {
+    Amount int    `json:"amount"`
+    Note   string `json:"note"`
+}
+
+type Transaction struct {
+    Date           string       `json:"date"`
+    Amount         SheetsNumber `json:"amount"`
+    ManualFix      string       `json:"manual_fix"`
+    Person         string       `json:"person"`
+    Purpose        string       `json:"purpose"`
+    InferredAmount SheetsNumber `json:"inferred_amount"`
+    Sender         string       `json:"sender"`
+    Message        string       `json:"message"`
+    BankID         string       `json:"bank_id"`
+}
+
+type MonthCell struct {
+    Text       string `json:"text"`
+    Overridden bool   `json:"overridden"`
+    Status     string `json:"status"` // "empty"|"ok"|"partial"|"unpaid"|"surplus"
+    Amount     int    `json:"amount"`
+    Month      string `json:"month"`      // display label, e.g. "Apr+May 2025"
+    RawMonth   string `json:"raw_month"`  // YYYY-MM
+    Tooltip    string `json:"tooltip"`
+}
+
+type TotalCell struct {
+    Text   string `json:"text"`
+    Status string `json:"status"`
+}
+
+type MemberRow struct {
+    Name              string      `json:"name"`
+    Months            []MonthCell `json:"months"`
+    Balance           int         `json:"balance"`
+    UnpaidPeriods     string      `json:"unpaid_periods"`
+    RawUnpaidPeriods  string      `json:"raw_unpaid_periods"`
+    PayableAmount     int         `json:"payable_amount"`
+}
+
+type Credit struct {
+    Name   string `json:"name"`
+    Amount int    `json:"amount"`
+}
+```
+
+```go
+// internal/web/api/adults.go
+type AdultsMonthData struct {
+    Status      string             `json:"status"`
+    Expected    int                `json:"expected"`
+    Paid        float64            `json:"paid"` // float — proportional allocator can produce 33.333…
+    Exception   *Exception         `json:"exception"`
+    AmountToPay int                `json:"amount_to_pay"`
+    // ... transactions, others, etc — match exact keys from result["members"][name]["months"][YYYY-MM]
+}
+
+type AdultsMemberData struct {
+    TotalBalance int                          `json:"total_balance"`
+    Months       map[string]AdultsMonthData   `json:"months"` // YYYY-MM key
+    Transactions []Transaction                `json:"transactions"`
+}
+
+type AdultsResponse struct {
+    Months          []string                    `json:"months"`
+    RawMonths       []string                    `json:"raw_months"`
+    Results         []MemberRow                 `json:"results"`
+    Totals          []TotalCell                 `json:"totals"`
+    MemberData      map[string]AdultsMemberData `json:"member_data"`
+    MonthLabels     map[string]string           `json:"month_labels"`     // was month_labels_json (string)
+    RawPayments     map[string][]Transaction    `json:"raw_payments"`     // was raw_payments_json (string)
+    Credits         []Credit                    `json:"credits"`
+    Debts           []Credit                    `json:"debts"`
+    Unmatched       []Transaction               `json:"unmatched"`
+    AttendanceURL   string                      `json:"attendance_url"`
+    PaymentsURL     string                      `json:"payments_url"`
+    BankAccount     string                      `json:"bank_account"`
+    CurrentMonth    string                      `json:"current_month"`
+}
+```
+
+`JuniorsResponse` mirrors `AdultsResponse` but the inner `MonthData` carries `Expected` and `OriginalExpected` (both `Expected` type), and adds the `:NJ,MA` breakdown fields produced by [scripts/views.py:290-298](scripts/views.py#L290-L298).
+
+`PaymentsResponse`:
+
+```go
+type PaymentsResponse struct {
+    GroupedPayments map[string][]Transaction `json:"grouped_payments"`
+    SortedPeople    []string                 `json:"sorted_people"`
+    AttendanceURL   string                   `json:"attendance_url"`
+    PaymentsURL     string                   `json:"payments_url"`
+}
+```
+
+`VersionResponse` mirrors Python's `BUILD_META` ([app.py:67](app.py#L67)):
+
+```go
+type VersionResponse struct {
+    Tag       string `json:"tag"`
+    Commit    string `json:"commit"`
+    BuildDate string `json:"build_date"`
+}
+```
+
+Exact fields inside the per-month `MonthData`/`MemberData` will be finalized by inspecting **one** scrubbed `member_data` JSON dump from a current `/adults` and `/juniors` call (see Verification step 1) — names and types have to be identical.
+
+## Reusable existing code
+
+- `domain/reconcile.Result` ([go/internal/domain/reconcile/reconcile.go:88](go/internal/domain/reconcile/reconcile.go#L88)) — source data for adults/juniors. M5.2 maps it to wire types; M5.1 only needs to know the field set.
+- `web.BuildInfo` ([go/internal/web/server.go:11-15](go/internal/web/server.go#L11-L15)) — already wired through `cmd/fuj/main.go:79`. The `VersionResponse` type is a thin renaming of this with json tags. Decide in M5.2 whether to *also* tag `BuildInfo` directly (it's not really domain) or keep `VersionResponse` separate. M5.1 just defines the wire struct.
+- `scripts/views.py` builders — the spec for every key/type. Treat as authoritative.
+
+## Tasks
+
+1. **Add `github.com/invopop/jsonschema` dependency.** `cd go && go get github.com/invopop/jsonschema && go mod tidy`. Single commit.
+2. **Capture one fresh `member_data` dump for adults and juniors** to pin down inner-dict field names and types precisely (especially `paid` precision, `transactions[]` shape, `others[]` if present). Run `make web-py` on a known-good cache, hit `/adults` and `/juniors`, dump `view_model["member_data"]` to a scratch file (gitignored), and inspect. **Do not commit raw dumps** — PII rule. This is for shape inspection only.
+3. **Author `internal/web/api/types.go`** with `SheetsNumber`, `Expected`, `Exception`, `Transaction`, `MonthCell`, `TotalCell`, `MemberRow`, `Credit`. Implement `MarshalJSON`/`UnmarshalJSON` for `SheetsNumber` and `Expected`. Use struct tags `json:"snake_case_key"` matching Python exactly.
+4. **Author `internal/web/api/adults.go`** with `AdultsMonthData`, `AdultsMemberData`, `AdultsResponse`. Cross-check every key against the dump from step 2.
+5. **Author `internal/web/api/juniors.go`** similarly, with `Expected` fields and the J/A breakdown.
+6. **Author `internal/web/api/payments.go` and `version.go`** (small).
+7. **Author `internal/web/api/schemagen_test.go`** that:
+   - Imports `github.com/invopop/jsonschema`.
+   - Defines a `schemaCases` slice: `{name: "adults", typ: AdultsResponse{}, ...}` etc.
+   - For each case, generates a schema, marshals indented JSON, compares against committed file at `../../tests/fixtures/api-schema/<name>.schema.json`.
+   - Honors a `-update` flag (`flag.Bool`) that rewrites the committed file instead of asserting.
+   - One `t.Run(case.name, ...)` per route for clear failure output.
+8. **Run with `-update` once to populate** `tests/fixtures/api-schema/*.schema.json`. Eyeball each schema: required fields list, oneOf for `Expected`, additionalProperties on map types. Commit.
+9. **Lint + test:** `cd go && go vet ./... && make go-test && make go-lint`. Fix any issues. (Expect zero — this is read-only data structures.)
+10. **CHANGELOG entry** + tick `M5.1` in [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md:100](docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md#L100) with the merge SHA.
+11. **Branch + MR per CLAUDE.md workflow:** branch `feat/go-m5-1-api-structs`, push with `-u`, open MR via `tea pr create`. Do not merge from CLI.
+
+## Verification
+
+1. `cd go && go test ./internal/web/api/...` — **schemas regenerate identically** to committed files.
+2. `cd go && go test ./internal/web/api/... -update` then `git diff go/tests/fixtures/api-schema/` — diff is empty (idempotent generation).
+3. `cd go && make go-lint` — clean.
+4. `cd go && go vet ./...` — clean.
+5. Manual schema inspection: open `adults.schema.json`, confirm:
+   - Top-level `required` list contains every Python key.
+   - `member_data` is `additionalProperties: { ... AdultsMemberData ... }` (a map keyed by name).
+   - `expected` and `original_expected` (juniors only) are `oneOf: [{type: integer}, {const: "?"}]`.
+   - `amount` and `inferred_amount` on `Transaction` accept number or empty/null.
+6. **No production code paths exercised yet** — handlers come in M5.2. Compile-time success + schema golden-test = M5.1 done.
+
+## Out of scope (later M5 tasks)
+
+- Wiring Go HTTP handlers for `/api/X` (M5.2).
+- Adding Python `/api/X` shadow endpoints (M5.3) — including the `unwrap_json_strings(view_model)` shim noted in design decision #1.
+- `cmd/parity/main.go` and `make parity` target (M5.4).
+- Tagging `domain/reconcile.Result` with `json:` tags — explicitly avoided.
+- Refactoring the strings-of-JSON fields out of the Python view-model — they stay in `views.py` for the template path, the `/api/X` shadow unwraps them.

docs/plans/2026-05-07-2114-go-rewrite-m5-3-python-api-shadow.md

@@ -0,0 +1,113 @@
+# M5.3 — Python `/api/X` shadow endpoints
+
+Companion to:
+- [2026-05-03-2349-go-backend-rewrite.md](2026-05-03-2349-go-backend-rewrite.md) (master design)
+- [2026-05-03-2349-go-backend-rewrite-progress.md](2026-05-03-2349-go-backend-rewrite-progress.md) (M5.3 row)
+- [2026-05-07-1431-m5-json-api-parity.md](2026-05-07-1431-m5-json-api-parity.md) (Python view-model extraction prep)
+- [2026-05-07-1650-go-rewrite-m5-1-api-structs-schemas.md](2026-05-07-1650-go-rewrite-m5-1-api-structs-schemas.md) (Go wire types)
+
+## Context
+
+M5.1 (Go wire types + JSON Schemas) and M5.2 (Go HTTP handlers for `/api/adults` `/api/juniors` `/api/payments` `/api/version`) have merged. M5.3 mirrors the same four endpoints on the Python Flask side so M5.4's `cmd/parity` tool can hit both backends and diff the JSON. After M5.3, every byte the Go side emits has a Python counterpart to compare against.
+
+The Python view-model builders ([scripts/views.py](scripts/views.py)) already produce dicts very close to the wire shape — except three template-only fields (`member_data`, `month_labels_json`, `raw_payments_json`) are pre-`json.dumps`'d for inline `<script>` blocks. M5.1's plan called this out explicitly: M5.3's `/api/X` is `jsonify(unwrap_json_strings(view_model_dict))` — a 4-line shim, not real transformation logic.
+
+## Approach
+
+Add four shadow routes to [app.py](app.py) and one private unwrap helper. Builders and templates are untouched.
+
+### Decisions
+
+1. **Unwrap shim lives in `app.py`**, not `scripts/views.py`. It's 4 lines, only the API routes use it, and it's parity-only scaffolding that M8 will delete. Keeping `views.py` free of HTTP-layer concerns means cleaner deletion later.
+2. **No data-loading helper extraction.** Each shadow route duplicates ~8 lines of cache loads from its sibling HTML route. A helper would have to thread `attendance_url` / `payments_url` / `bank_account` and the adults-vs-juniors-vs-payments branching back out — net negative for code that M8 will erase wholesale.
+3. **Drop `record_step` calls in API routes.** `record_step` only feeds `inject_render_time` (a Jinja `context_processor`); JSON responses don't go through templates, so timing breakdown has no consumer.
+4. **`/api/version` is a one-liner.** `BUILD_META` already has the keys (`tag`, `commit`, `build_date`) Go emits. Just `jsonify(BUILD_META)`. Existing `/version` route stays as-is — the new endpoint sits alongside.
+5. **Tests assert key sets and unwrap, not values.** Hard-code `EXPECTED_ADULTS_KEYS` etc. as module constants in [tests/test_app.py](tests/test_app.py). Catches drift in unit tests rather than waiting for M5.4 parity diffs. Type-check the unwrapped fields (`isinstance(member_data, dict)` etc.) to prove the shim ran.
+
+### The shim
+
+```python
+def _unwrap_view_model_for_api(vm: dict) -> dict:
+    out = dict(vm)
+    out["member_data"] = _json.loads(out.pop("member_data"))
+    out["month_labels"] = _json.loads(out.pop("month_labels_json"))
+    out["raw_payments"] = _json.loads(out.pop("raw_payments_json"))
+    return out
+```
+
+Note the **rename**: `month_labels_json` → `month_labels`, `raw_payments_json` → `raw_payments` (matches Go contract per [adults.go](go/internal/web/api/adults.go) JSON tags).
+
+### Route skeleton (`/api/adults`)
+
+```python
+@app.route("/api/adults")
+def api_adults():
+    attendance_url = f"https://docs.google.com/spreadsheets/d/{ATTENDANCE_SHEET_ID}/edit"
+    payments_url = f"https://docs.google.com/spreadsheets/d/{PAYMENTS_SHEET_ID}/edit"
+    members_data = get_cached_data("attendance_regular", ATTENDANCE_SHEET_ID, get_members_with_fees)
+    if not members_data:
+        return jsonify({"error": "no data"}), 503
+    members, sorted_months = members_data
+    transactions = get_cached_data("payments_transactions", PAYMENTS_SHEET_ID, fetch_sheet_data, PAYMENTS_SHEET_ID, CREDENTIALS_PATH)
+    exceptions = get_cached_data(
+        "exceptions_dict", PAYMENTS_SHEET_ID, fetch_exceptions,
+        PAYMENTS_SHEET_ID, CREDENTIALS_PATH,
+        serialize=lambda d: [[list(k), v] for k, v in d.items()],
+        deserialize=lambda c: {tuple(k): v for k, v in c},
+    )
+    result = reconcile(members, sorted_months, transactions, exceptions)
+    vm = build_adults_view_model(
+        members, sorted_months, result, transactions,
+        datetime.now().strftime("%Y-%m"),
+        attendance_url=attendance_url, payments_url=payments_url, bank_account=BANK_ACCOUNT,
+    )
+    return jsonify(_unwrap_view_model_for_api(vm))
+```
+
+`/api/juniors` mirrors with `adapt_junior_members` + `JUNIOR_SHEET_GID` + `build_juniors_view_model`. `/api/payments` skips the unwrap (its builder has no JSON-string fields): `return jsonify(vm)`. `/api/version`: `return jsonify(BUILD_META)`.
+
+## Files to modify
+
+- [app.py](app.py)
+  - L10: add `jsonify` to `from flask import ...`.
+  - Add `_unwrap_view_model_for_api` near [BUILD_META](app.py#L67) (it already imports `json as _json`).
+  - Add four routes: `/api/version`, `/api/adults`, `/api/juniors`, `/api/payments`. Place them after [`/version`](app.py#L143) for grouping.
+- [tests/test_app.py](tests/test_app.py)
+  - Add `EXPECTED_ADULTS_KEYS`, `EXPECTED_JUNIORS_KEYS`, `EXPECTED_PAYMENTS_KEYS`, `EXPECTED_VERSION_KEYS` module constants (sourced from [adults.go](go/internal/web/api/adults.go) / [juniors.go](go/internal/web/api/juniors.go) / [payments.go](go/internal/web/api/payments.go) / [version.go](go/internal/web/api/version.go) JSON tags).
+  - Four new test functions: `test_api_adults`, `test_api_juniors`, `test_api_payments`, `test_api_version`. Reuse the existing `_bypass_cache` patcher and the `fetch_sheet_data` / `fetch_exceptions` / `get_members_with_fees` / `get_junior_members_with_fees` mocks already in the file.
+  - Each adults/juniors test asserts: `200`, `response.is_json`, `set(json.keys()) == EXPECTED_*_KEYS`, `isinstance(json["member_data"], dict)`, `isinstance(json["month_labels"], dict)`, `isinstance(json["raw_payments"], dict)`.
+- [CHANGELOG.md](CHANGELOG.md): post-merge entry per CLAUDE.md format.
+- [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md:102](docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md#L102): tick M5.3 with merge SHA.
+
+## Reusable existing code
+
+- [`build_adults_view_model`](scripts/views.py#L64), [`build_juniors_view_model`](scripts/views.py#L240), [`build_payments_view_model`](scripts/views.py#L432) — call as-is, no changes.
+- [`reconcile`](scripts/match_payments.py) and [`adapt_junior_members`](scripts/views.py#L48) — same.
+- [`get_cached_data`](app.py#L36), [`fetch_sheet_data`](scripts/match_payments.py), [`fetch_exceptions`](scripts/match_payments.py), [`get_members_with_fees`](scripts/attendance.py), [`get_junior_members_with_fees`](scripts/attendance.py) — same call sites as the HTML routes.
+- [`BUILD_META`](app.py#L67) — already shaped to match Go's `VersionResponse`.
+
+## Verification
+
+1. `make test` — all existing tests still pass; four new `test_api_*` tests pass.
+2. `python -c "import app"` — catches the missing `jsonify` import.
+3. `make web-py`, then:
+   - `curl -s localhost:5001/api/version | jq .` → `{tag, commit, build_date}`.
+   - `curl -s localhost:5001/api/adults | jq 'keys'` → 14 keys, no `_json` suffix anywhere.
+   - `curl -s localhost:5001/api/adults | jq '.member_data | type, .month_labels | type, .raw_payments | type'` → all `"object"` (proves unwrap).
+   - Same checks on `/api/juniors` and `/api/payments`.
+4. Visit `/adults`, `/juniors`, `/payments` in browser — HTML still renders identically (regression check on builders).
+5. **Optional pre-M5.4 peek:** `make web-go` on :8080 + `make web-py` on :5001, then `diff <(curl -s :5001/api/adults | jq -S .) <(curl -s :8080/api/adults | jq -S .)`. Expect non-zero diff (raw transaction key shape, see below) — that is fine; M5.4 surfaces and resolves these.
+
+## Out of scope (M5.4 will surface and resolve)
+
+These are known parity friction points; **don't fix in M5.3** — the whole point of M5.4 is to enumerate them:
+
+- **`raw_payments[name][i]` row shape**: Python emits raw Google Sheets row dicts with column-header keys (e.g. `"VS"`, `"Sync ID"`); Go's `RawTransaction` uses snake_case (`vs`, `sync_id`). Keys and types will diverge.
+- **`unmatched[]`**: same divergence (same raw row dicts).
+- **`null` vs missing keys**: Python omits keys never set; Go zero-value structs may emit `null`/`""` depending on `omitempty`.
+- **`Decimal` / float precision** in `grouped_payments` amounts.
+- **Field insertion order**: `jsonify` preserves insertion order (Python 3.7+); Go marshals struct fields in declaration order. Likely fine, parity tool will tell.
+
+## Branch + MR
+
+Per CLAUDE.md: branch `feat/go-m5-3-python-api-shadow`, push with `-u`, open MR via `tea pr create --title ... --description ... --base main --head feat/go-m5-3-python-api-shadow`. Do not merge from CLI.

docs/plans/2026-05-07-2254-m5-4-parity-binary.md

@@ -0,0 +1,152 @@
+# M5.4 — Parity diff binary (`cmd/parity`) + `make parity`
+
+## Context
+
+Per [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md:103](docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md#L103), M5.4 is the next milestone in the Go rewrite. M5.1–M5.3 already landed:
+
+- M5.1: hand-authored Go response structs at [go/internal/web/api/](go/internal/web/api/) + JSON Schemas in [go/tests/fixtures/api-schema/](go/tests/fixtures/api-schema/).
+- M5.2: Go `/api/version|adults|juniors|payments` handlers in [go/internal/web/api/handler.go](go/internal/web/api/handler.go).
+- M5.3: Python shadow endpoints in [app.py:157-224](app.py#L157-L224) using `_unwrap_view_model_for_api` for the same JSON shape.
+
+What's missing: a tool that proves the two backends actually agree on the wire. The M5 gate says "byte-equal JSON between Python and Go for every route." Without a diffing tool, drift between the two implementations slips in silently and we can't gate further milestones (M6 frontend, M7 watch period) on parity.
+
+This task delivers the **parity contract enforcer**: a Go binary that fetches `/api/*` from both backends, scrubs an allowlist of expected diffs, and prints `cmp.Diff` for everything else. Both backends read the same live Google Sheets — that shared state is what makes parity meaningful, no scenario fixtures needed.
+
+## Scope
+
+In scope:
+- New binary `go/cmd/parity/main.go` plus a small support package for the allowlist scrubber.
+- A unit test for the scrubber.
+- New `make parity` target.
+- `go-cmp` promoted to a direct dependency.
+
+Out of scope (explicitly):
+- CI integration / nightly job — that's M7.2.
+- Fixture-driven offline parity — pure-fn parity already runs via `make go-parity` (M3).
+- Hooking `make parity` into `make go-test-all` — leave it manual since it requires two live servers.
+
+## Approach
+
+### 1. New binary: `go/cmd/parity/main.go`
+
+Standalone binary (mirrors task spec — not a subcommand of `fuj`). Stdlib `flag`, no third-party CLI lib.
+
+**Flags:**
+- `-py` — Python base URL, default `http://localhost:5001`
+- `-go` — Go base URL, default `http://localhost:8080`
+- `-route` — optional single route to diff (e.g. `/api/adults`); empty means iterate all four
+- `-timeout` — per-request timeout, default `30s` (sheet fetches are slow on cold cache)
+
+**Routes**, hard-coded:
+```go
+var routes = []string{"/api/version", "/api/adults", "/api/juniors", "/api/payments"}
+```
+All `GET`, no query params (verified in [app.py:157-224](app.py#L157-L224) and [go/internal/web/api/handler.go:27-68](go/internal/web/api/handler.go#L27-L68)).
+
+**Per route, the binary:**
+1. `GET py+route` and `GET go+route` (sequential — keep it simple; total wall time ~1–2s on warm cache).
+2. Verify both return HTTP 200; on non-200, print body and mark route as ERROR.
+3. Decode each body into `map[string]any` (NOT into `api.AdultsResponse` — using the typed struct would silently drop unknown Python-side keys, defeating the diff. Map gives `cmp.Diff` clean dotted-path field names for free.).
+4. Run `scrub(m, allowlist)` on both decoded maps.
+5. `diff := cmp.Diff(pyMap, goMap, cmpopts.EquateEmpty())`.
+6. If `diff != ""`, print `=== /api/X ===` header followed by the diff; track for exit code.
+
+**Exit codes:**
+- `0` — all routes match (or the only diffs were under the allowlist).
+- `1` — at least one route had a non-allowlisted diff.
+- `2` — at least one route failed to fetch / parse (HTTP error, timeout, non-JSON body).
+
+This makes the binary CI-friendly when M7.2 lands.
+
+**Output**: human-readable to stdout — header per route, then "OK" or the diff. Final summary line: `parity: 4/4 routes match` or `parity: 2/4 match, 1 diff, 1 error`.
+
+### 2. Allowlist scrubber
+
+Live in same package (`main`). Keep it tiny — no need for a separate sub-package.
+
+```go
+var defaultAllowlist = []string{"render_time.total", "build_meta"}
+
+// scrub walks m and deletes any key whose dotted path matches an allowlist entry.
+// "render_time.total" deletes m["render_time"]["total"] only (preserves render_time.breakdown).
+// "build_meta" (no dot) deletes m["build_meta"] entirely.
+func scrub(m map[string]any, paths []string) { ... }
+```
+
+Today these fields **don't appear in the JSON** — they're Jinja template-only ([app.py:91-110](app.py#L91-L110)) and the Go side only logs render time via [go/internal/web/middleware/timer.go](go/internal/web/middleware/timer.go). So today the scrub is a no-op. The implementation is forward-compatible insurance: if someone later adds either field to a JSON response on one side only, the parity binary already tolerates it.
+
+The implementation note in [go/internal/web/middleware/timer.go](go/internal/web/middleware/timer.go) ("the elapsed value maps to render_time.total in the M5 JSON allowlist") confirms this is the intended design.
+
+### 3. Unit test
+
+Add `go/cmd/parity/scrub_test.go` with a couple of cases:
+- Scrubbing top-level key (`build_meta`) — key removed; siblings untouched.
+- Scrubbing nested key (`render_time.total`) — only `total` removed; `breakdown` preserved.
+- Path that doesn't exist — no-op, no error.
+- Map without the parent key — no-op (don't panic).
+
+Runs as part of normal `make go-test` (no `-tags` needed).
+
+### 4. Makefile target
+
+Add to [Makefile](Makefile):
+
+```make
+parity:
+	cd $(GO_SRC) && go run ./cmd/parity $(ARGS)
+```
+
+Add `parity` to the `.PHONY` line at [Makefile:1](Makefile#L1) and a `help` entry like:
+
+```
+@echo "  make parity      - Diff /api/* between web-py (:5001) and web-go (:8080); both must be running"
+```
+
+Don't depend on `go-build` — `go run` compiles ad-hoc, and parity is interactive enough that the slight rebuild cost doesn't matter.
+
+### 5. Dependency
+
+`github.com/google/go-cmp v0.7.0` is already a transitive dep ([go/go.sum:24-25](go/go.sum#L24-L25)) but not in `go.mod`'s `require` block. After adding the import, run `go mod tidy` inside `go/` to promote it to direct. No new external deps.
+
+## Files to add / modify
+
+**Add:**
+- [go/cmd/parity/main.go](go/cmd/parity/main.go) — flags, route loop, fetch+scrub+diff, exit codes
+- [go/cmd/parity/scrub_test.go](go/cmd/parity/scrub_test.go) — unit tests for the scrubber
+
+**Modify:**
+- [Makefile](Makefile) — `.PHONY`, help block, `parity` target
+- [go/go.mod](go/go.mod) — promote `go-cmp` to direct (via `go mod tidy`)
+- [go/go.sum](go/go.sum) — likely unchanged (already pinned)
+- [docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md](docs/plans/2026-05-03-2349-go-backend-rewrite-progress.md) — tick M5.4, add commit SHA
+- [CHANGELOG.md](CHANGELOG.md) — entry per project convention
+
+**Per [CLAUDE.md](CLAUDE.md) plans convention:** copy this plan to `docs/plans/2026-05-07-HHMM-m5-4-parity-binary.md` (timestamp via `date "+%Y-%m-%d-%H%M"`) before opening the MR, since plan files are committed for posterity.
+
+## Existing utilities to reuse
+
+- `cmp.Diff` + `cmpopts.EquateEmpty()` from `github.com/google/go-cmp/cmp` (already in go.sum).
+- Stdlib `net/http`, `encoding/json`, `flag` — sufficient; no need to pull a CLI framework.
+- No existing scrubber to reuse — the one in [scripts/scrub_fixtures.py](scripts/scrub_fixtures.py) operates on the *capture* path and renames PII; the parity scrubber is a different concern (path-based deletion of expected diffs).
+
+## Verification
+
+Manual smoke test (the binary is meant to be run against live servers):
+
+1. **Sanity / build:** `cd go && go build ./cmd/parity && go test ./cmd/parity/...` — compiles + scrubber unit test passes.
+2. **Both backends up:**
+   - Terminal A: `make web-py`
+   - Terminal B: `make web-go`
+   - Terminal C: `make parity`
+   Expected: `parity: 4/4 routes match`, exit 0.
+3. **Negative test:** add a literal extra field to one Go handler temporarily (e.g. `"diagnostic": "test"` in `VersionResponse`), rebuild, re-run `make parity`. Expected: non-zero exit, diff shown for `/api/version`. Revert.
+4. **Allowlist test:** in a unit test (or by manually constructing a payload with `render_time.total` injected), confirm the scrubber removes it before the diff stage.
+5. **CHANGELOG** entry added; progress tracker ticked with the merge commit SHA.
+
+Per [CLAUDE.md](CLAUDE.md) branching policy: this is a feature, so work happens on `feat/go-m5-4-parity-binary`, push with `-u`, open MR with `tea pr create --base main --head feat/go-m5-4-parity-binary`. User merges in Gitea.
+
+## Notes & risks
+
+- **Cache-warmth dependency:** Both backends cache aggressively. A cold-cache fetch on Python can take 30s+ — hence the configurable timeout. If parity is run immediately after `flush-cache`, expect the first run to be slow.
+- **Order-sensitive lists:** `cmp.Diff` on `map[string]any` treats slices as ordered. If either backend ever returns members/transactions in a different order, the diff will flag it — that's a real parity bug, not a false positive, so this is correct behavior. If we hit ordering instability later, fix the source, don't add `cmpopts.SortSlices`.
+- **Float formatting:** Both sides go through `encoding/json` (Go) and `jsonify` (Python `json.dumps`). Floats in totals/balances may format differently (`123` vs `123.0`). If this surfaces, the Go side already uses typed structs with `int` where appropriate — investigate at the source rather than allowlisting.

go/cmd/fuj/main.go

@@ -1,12 +1,19 @@
 package main
 
 import (
+	"context"
 	"flag"
 	"fmt"
 	"fuj-management/go/internal/config"
+	"fuj-management/go/internal/io/fio"
+	"fuj-management/go/internal/io/sheets"
 	"fuj-management/go/internal/logging"
+	"fuj-management/go/internal/services/banksync"
+	"fuj-management/go/internal/services/membership"
 	"fuj-management/go/internal/web"
+	"log/slog"
 	"os"
+	"time"
 )
 
 // Injected at build time via -ldflags "-X main.version=... -X main.commit=... -X main.buildDate=..."
@@ -22,6 +29,9 @@ func main() {
 		os.Exit(2)
 	}
 
+	// Honour LOG_LEVEL for slog calls in any package (e.g. internal/io/fio debug logs).
+	slog.SetDefault(logging.New(os.Getenv("LOG_LEVEL")))
+
 	cmd, args := os.Args[1], os.Args[2:]
 
 	switch cmd {
@@ -29,9 +39,14 @@ func main() {
 		serverCmd(args)
 	case "version":
 		versionCmd()
-	case "fees", "reconcile", "sync", "infer":
-		fmt.Fprintf(os.Stderr, "fuj %s: not implemented yet (lands in M2/M4)\n", cmd)
-		os.Exit(2)
+	case "fees":
+		feesCmd(args)
+	case "reconcile":
+		reconcileCmd(args)
+	case "sync":
+		syncCmd(args)
+	case "infer":
+		inferCmd(args)
 	case "-h", "--help", "help":
 		usage()
 	default:
@@ -58,27 +73,172 @@ func serverCmd(args []string) {
 		cfg.ServerAddr = *addr
 	}
 
+	ctx := context.Background()
 	logger := logging.New(cfg.LogLevel)
+
+	sources, err := membership.NewSources(ctx, cfg)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "fuj server: init sources: %v\n", err)
+		os.Exit(1)
+	}
+
 	build := web.BuildInfo{Version: version, Commit: commit, BuildDate: buildDate}
 
-	if err := web.Run(logger, cfg.ServerAddr, build); err != nil {
+	if err := web.Run(logger, cfg.ServerAddr, build, sources, cfg); err != nil {
 		fmt.Fprintln(os.Stderr, err)
 		os.Exit(1)
 	}
 }
 
+func feesCmd(args []string) {
+	fs := flag.NewFlagSet("fees", flag.ExitOnError)
+	fs.Usage = func() {
+		fmt.Fprintln(os.Stderr, "usage: fuj fees")
+	}
+	if err := fs.Parse(args); err != nil {
+		fmt.Fprintln(os.Stderr, err)
+		os.Exit(2)
+	}
+
+	ctx := context.Background()
+	cfg := config.Load()
+	sources, err := membership.NewSources(ctx, cfg)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "fuj fees: %v\n", err)
+		os.Exit(1)
+	}
+	if err := membership.FeesReport(ctx, sources, os.Stdout); err != nil {
+		fmt.Fprintf(os.Stderr, "fuj fees: %v\n", err)
+		os.Exit(1)
+	}
+}
+
+func reconcileCmd(args []string) {
+	fs := flag.NewFlagSet("reconcile", flag.ExitOnError)
+	fs.Usage = func() {
+		fmt.Fprintln(os.Stderr, "usage: fuj reconcile")
+	}
+	if err := fs.Parse(args); err != nil {
+		fmt.Fprintln(os.Stderr, err)
+		os.Exit(2)
+	}
+
+	ctx := context.Background()
+	cfg := config.Load()
+	sources, err := membership.NewSources(ctx, cfg)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "fuj reconcile: %v\n", err)
+		os.Exit(1)
+	}
+	if err := membership.ReconcileReport(ctx, sources, time.Now().Year(), os.Stdout); err != nil {
+		fmt.Fprintf(os.Stderr, "fuj reconcile: %v\n", err)
+		os.Exit(1)
+	}
+}
+
 func versionCmd() {
 	fmt.Printf("fuj %s (%s) built %s\n", version, commit, buildDate)
 }
 
+func syncCmd(args []string) {
+	fs := flag.NewFlagSet("sync", flag.ExitOnError)
+	days := fs.Int("days", 30, "look-back window in days (ignored when --from/--to are set)")
+	fromStr := fs.String("from", "", "start date YYYY-MM-DD")
+	toStr := fs.String("to", "", "end date YYYY-MM-DD")
+	sort := fs.Bool("sort", true, "sort sheet by date after appending")
+	dryRun := fs.Bool("dry-run", false, "print planned writes without modifying the sheet")
+	printFioTable := fs.Bool("print-fio-table", false, "with --dry-run: print aligned table of every Fio transaction with NEW/DUP status")
+	fs.Usage = func() {
+		fmt.Fprintln(os.Stderr, "usage: fuj sync [--days N] [--from YYYY-MM-DD --to YYYY-MM-DD] [--sort] [--dry-run] [--print-fio-table]")
+		fs.PrintDefaults()
+	}
+	if err := fs.Parse(args); err != nil {
+		fmt.Fprintln(os.Stderr, err)
+		os.Exit(2)
+	}
+
+	ctx := context.Background()
+	cfg := config.Load()
+
+	sheetsCli, err := sheets.New(ctx, cfg.CredentialsPath, cfg.DriveTimeout)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "fuj sync: sheets client: %v\n", err)
+		os.Exit(1)
+	}
+	fioCli := fio.New(cfg.FioAPIToken, config.IBANAccountNum(cfg.BankAccount), nil)
+
+	opts := banksync.SyncOpts{Days: *days, Sort: *sort, DryRun: *dryRun, PrintFioTable: *printFioTable}
+	if *fromStr != "" && *toStr != "" {
+		opts.From, err = time.Parse("2006-01-02", *fromStr)
+		if err != nil {
+			fmt.Fprintf(os.Stderr, "fuj sync: invalid --from: %v\n", err)
+			os.Exit(2)
+		}
+		opts.To, err = time.Parse("2006-01-02", *toStr)
+		if err != nil {
+			fmt.Fprintf(os.Stderr, "fuj sync: invalid --to: %v\n", err)
+			os.Exit(2)
+		}
+	}
+
+	n, err := banksync.SyncToSheets(ctx, config.PaymentsSheetID, fioCli, sheetsCli, opts)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "fuj sync: %v\n", err)
+		os.Exit(1)
+	}
+	if *dryRun {
+		fmt.Printf("Dry run: would sync %d new transaction(s).\n", n)
+	} else {
+		fmt.Printf("Synced %d new transaction(s).\n", n)
+	}
+}
+
+func inferCmd(args []string) {
+	fs := flag.NewFlagSet("infer", flag.ExitOnError)
+	dryRun := fs.Bool("dry-run", false, "print planned updates without writing to the sheet")
+	fs.Usage = func() {
+		fmt.Fprintln(os.Stderr, "usage: fuj infer [--dry-run]")
+		fs.PrintDefaults()
+	}
+	if err := fs.Parse(args); err != nil {
+		fmt.Fprintln(os.Stderr, err)
+		os.Exit(2)
+	}
+
+	ctx := context.Background()
+	cfg := config.Load()
+
+	sheetsCli, err := sheets.New(ctx, cfg.CredentialsPath, cfg.DriveTimeout)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "fuj infer: sheets client: %v\n", err)
+		os.Exit(1)
+	}
+	sources, err := membership.NewSources(ctx, cfg)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "fuj infer: sources: %v\n", err)
+		os.Exit(1)
+	}
+
+	n, err := banksync.InferPayments(ctx, config.PaymentsSheetID, sheetsCli, sources, banksync.InferOpts{DryRun: *dryRun})
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "fuj infer: %v\n", err)
+		os.Exit(1)
+	}
+	if *dryRun {
+		fmt.Printf("Dry run: would update %d row(s).\n", n)
+	} else {
+		fmt.Printf("Updated %d row(s).\n", n)
+	}
+}
+
 func usage() {
 	fmt.Fprintln(os.Stderr, `usage: fuj <command> [flags]
 
 Commands:
   server      Start HTTP server (default :8080)
   version     Print version information
-  fees        Calculate monthly fees  [M2]
-  reconcile   Show balance report     [M2]
-  sync        Sync Fio transactions   [M4]
-  infer       Infer payment details   [M4]`)
+  fees        Calculate monthly fees
+  reconcile   Show balance report
+  sync        Sync Fio transactions to payments sheet
+  infer       Infer payment details in payments sheet`)
 }

go/cmd/parity/main.go

@@ -0,0 +1,133 @@
+package main
+
+import (
+	"encoding/json"
+	"flag"
+	"fmt"
+	"io"
+	"net/http"
+	"os"
+	"strings"
+	"time"
+
+	"github.com/google/go-cmp/cmp"
+	"github.com/google/go-cmp/cmp/cmpopts"
+)
+
+// /api/version is intentionally excluded — it returns each binary's own build
+// identity (tag/commit/build_date), which differs by design between independently
+// built backends. Pass -route /api/version to inspect it manually.
+var allRoutes = []string{"/api/adults", "/api/juniors", "/api/payments"}
+
+// defaultAllowlist holds dotted key paths to strip before diffing.
+// render_time.total is forward-compatible insurance: today it lives in the Jinja
+// template context only (app.py inject_render_time) and is logged via
+// middleware/timer.go on the Go side, so it isn't in any JSON response. If either
+// side ever surfaces it under a render_time envelope, the scrubber handles it.
+var defaultAllowlist = []string{"render_time.total"}
+
+func main() {
+	pyURL := flag.String("py", "http://localhost:5001", "Python backend base URL")
+	goURL := flag.String("go", "http://localhost:8080", "Go backend base URL")
+	route := flag.String("route", "", "single route to diff, e.g. /api/adults (default: all)")
+	timeout := flag.Duration("timeout", 30*time.Second, "per-request HTTP timeout")
+	flag.Parse()
+
+	client := &http.Client{Timeout: *timeout}
+
+	targets := allRoutes
+	if *route != "" {
+		targets = []string{*route}
+	}
+
+	matched, diffs, errs := 0, 0, 0
+
+	for _, r := range targets {
+		pyMap, err1 := fetch(client, *pyURL+r)
+		goMap, err2 := fetch(client, *goURL+r)
+
+		if err1 != nil || err2 != nil {
+			fmt.Printf("=== %s ===\n", r)
+			if err1 != nil {
+				fmt.Printf("ERROR (py): %v\n", err1)
+			}
+			if err2 != nil {
+				fmt.Printf("ERROR (go): %v\n", err2)
+			}
+			fmt.Println()
+			errs++
+			continue
+		}
+
+		scrub(pyMap, defaultAllowlist)
+		scrub(goMap, defaultAllowlist)
+
+		diff := cmp.Diff(pyMap, goMap, cmpopts.EquateEmpty())
+		if diff == "" {
+			fmt.Printf("=== %s ===\nOK\n\n", r)
+			matched++
+		} else {
+			fmt.Printf("=== %s ===\n%s\n", r, diff)
+			diffs++
+		}
+	}
+
+	total := len(targets)
+	fmt.Printf("parity: %d/%d routes match", matched, total)
+	if diffs > 0 {
+		fmt.Printf(", %d diff", diffs)
+		if diffs > 1 {
+			fmt.Print("s")
+		}
+	}
+	if errs > 0 {
+		fmt.Printf(", %d error", errs)
+		if errs > 1 {
+			fmt.Print("s")
+		}
+	}
+	fmt.Println()
+
+	if errs > 0 {
+		os.Exit(2)
+	}
+	if diffs > 0 {
+		os.Exit(1)
+	}
+}
+
+func fetch(client *http.Client, url string) (map[string]any, error) {
+	resp, err := client.Get(url) //nolint:noctx
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, fmt.Errorf("read body: %w", err)
+	}
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("HTTP %d: %s", resp.StatusCode, strings.TrimSpace(string(body)))
+	}
+	var m map[string]any
+	if err := json.Unmarshal(body, &m); err != nil {
+		return nil, fmt.Errorf("decode JSON: %w", err)
+	}
+	return m, nil
+}
+
+// scrub removes keys from m whose dotted paths appear in paths.
+// A bare segment (no dot) deletes a top-level key.
+// A two-segment path "parent.child" deletes child from m["parent"] if it is a map.
+func scrub(m map[string]any, paths []string) {
+	for _, path := range paths {
+		parts := strings.SplitN(path, ".", 2)
+		if len(parts) == 1 {
+			delete(m, parts[0])
+		} else {
+			if child, ok := m[parts[0]].(map[string]any); ok {
+				delete(child, parts[1])
+			}
+		}
+	}
+}

go/cmd/parity/scrub_test.go

@@ -0,0 +1,57 @@
+package main
+
+import "testing"
+
+func TestScrubTopLevel(t *testing.T) {
+	m := map[string]any{
+		"build_meta": map[string]any{"tag": "v1"},
+		"other":      "keep",
+	}
+	scrub(m, []string{"build_meta"})
+	if _, ok := m["build_meta"]; ok {
+		t.Error("expected build_meta to be removed")
+	}
+	if m["other"] != "keep" {
+		t.Error("expected other to be preserved")
+	}
+}
+
+func TestScrubNested(t *testing.T) {
+	m := map[string]any{
+		"render_time": map[string]any{
+			"total":     "0.123",
+			"breakdown": "fetch:0.1s",
+		},
+		"other": "keep",
+	}
+	scrub(m, []string{"render_time.total"})
+	rt, ok := m["render_time"].(map[string]any)
+	if !ok {
+		t.Fatal("render_time should still be present")
+	}
+	if _, ok := rt["total"]; ok {
+		t.Error("expected render_time.total to be removed")
+	}
+	if rt["breakdown"] != "fetch:0.1s" {
+		t.Error("expected render_time.breakdown to be preserved")
+	}
+	if m["other"] != "keep" {
+		t.Error("expected other to be preserved")
+	}
+}
+
+func TestScrubMissingPath(t *testing.T) {
+	m := map[string]any{"foo": "bar"}
+	scrub(m, []string{"nonexistent", "render_time.total"})
+	if m["foo"] != "bar" {
+		t.Error("expected foo to be preserved")
+	}
+}
+
+func TestScrubNestedParentNotMap(t *testing.T) {
+	m := map[string]any{"render_time": "not-a-map"}
+	scrub(m, []string{"render_time.total"})
+	if m["render_time"] != "not-a-map" {
+		t.Error("expected render_time to be unchanged when it is not a map")
+	}
+}

go/go.mod

@@ -2,4 +2,39 @@ module fuj-management/go
 
 go 1.26.1
 
-require golang.org/x/text v0.36.0
+require (
+	github.com/google/go-cmp v0.7.0
+	github.com/invopop/jsonschema v0.14.0
+	golang.org/x/net v0.53.0
+	golang.org/x/text v0.36.0
+	google.golang.org/api v0.278.0
+)
+
+require (
+	cloud.google.com/go/auth v0.20.0 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	github.com/bahlo/generic-list-go v0.2.0 // indirect
+	github.com/buger/jsonparser v1.1.2 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
+	github.com/felixge/httpsnoop v1.0.4 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
+	github.com/go-logr/stdr v1.2.2 // indirect
+	github.com/google/s2a-go v0.1.9 // indirect
+	github.com/google/uuid v1.6.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.15 // indirect
+	github.com/googleapis/gax-go/v2 v2.22.0 // indirect
+	github.com/pb33f/ordered-map/v2 v2.3.1 // indirect
+	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.67.0 // indirect
+	go.opentelemetry.io/otel v1.43.0 // indirect
+	go.opentelemetry.io/otel/metric v1.43.0 // indirect
+	go.opentelemetry.io/otel/trace v1.43.0 // indirect
+	go.yaml.in/yaml/v4 v4.0.0-rc.2 // indirect
+	golang.org/x/crypto v0.50.0 // indirect
+	golang.org/x/oauth2 v0.36.0 // indirect
+	golang.org/x/sys v0.43.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260427160629-7cedc36a6bc4 // indirect
+	google.golang.org/grpc v1.80.0 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
+)

go/go.sum

@@ -1,2 +1,85 @@
+cloud.google.com/go/auth v0.20.0 h1:kXTssoVb4azsVDoUiF8KvxAqrsQcQtB53DcSgta74CA=
+cloud.google.com/go/auth v0.20.0/go.mod h1:942/yi/itH1SsmpyrbnTMDgGfdy2BUqIKyd0cyYLc5Q=
+cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
+cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
+cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
+cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
+github.com/bahlo/generic-list-go v0.2.0 h1:5sz/EEAK+ls5wF+NeqDpk5+iNdMDXrh3z3nPnH1Wvgk=
+github.com/bahlo/generic-list-go v0.2.0/go.mod h1:2KvAjgMlE5NNynlg/5iLrrCCZ2+5xWbdbCW3pNTGyYg=
+github.com/buger/jsonparser v1.1.2 h1:frqHqw7otoVbk5M8LlE/L7HTnIq2v9RX6EJ48i9AxJk=
+github.com/buger/jsonparser v1.1.2/go.mod h1:6RYKKt7H4d4+iWqouImQ9R2FZql3VbhNgx27UK13J/0=
+github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
+github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
+github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
+github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
+github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
+github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
+github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
+github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
+github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
+github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
+github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
+github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
+github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
+github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
+github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
+github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
+github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
+github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
+github.com/googleapis/enterprise-certificate-proxy v0.3.15 h1:xolVQTEXusUcAA5UgtyRLjelpFFHWlPQ4XfWGc7MBas=
+github.com/googleapis/enterprise-certificate-proxy v0.3.15/go.mod h1:vqVt9yG9480NtzREnTlmGSBmFrA+bzb0yl0TxoBQXOg=
+github.com/googleapis/gax-go/v2 v2.22.0 h1:PjIWBpgGIVKGoCXuiCoP64altEJCj3/Ei+kSU5vlZD4=
+github.com/googleapis/gax-go/v2 v2.22.0/go.mod h1:irWBbALSr0Sk3qlqb9SyJ1h68WjgeFuiOzI4Rqw5+aY=
+github.com/invopop/jsonschema v0.14.0 h1:MHQqLhvpNUZfw+hM3AZDYK7jxO8FZoQeQM77g8iyZjg=
+github.com/invopop/jsonschema v0.14.0/go.mod h1:ygm6C2EaVNMBDPpaPlnOA2pFAxBnxGjFlMZABxm9n2I=
+github.com/pb33f/ordered-map/v2 v2.3.1 h1:5319HDO0aw4DA4gzi+zv4FXU9UlSs3xGZ40wcP1nBjY=
+github.com/pb33f/ordered-map/v2 v2.3.1/go.mod h1:qxFQgd0PkVUtOMCkTapqotNgzRhMPL7VvaHKbd1HnmQ=
+github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
+github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
+github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
+go.opentelemetry.io/auto/sdk v1.2.1 h1:jXsnJ4Lmnqd11kwkBV2LgLoFMZKizbCi5fNZ/ipaZ64=
+go.opentelemetry.io/auto/sdk v1.2.1/go.mod h1:KRTj+aOaElaLi+wW1kO/DZRXwkF4C5xPbEe3ZiIhN7Y=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.67.0 h1:OyrsyzuttWTSur2qN/Lm0m2a8yqyIjUVBZcxFPuXq2o=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.67.0/go.mod h1:C2NGBr+kAB4bk3xtMXfZ94gqFDtg/GkI7e9zqGh5Beg=
+go.opentelemetry.io/otel v1.43.0 h1:mYIM03dnh5zfN7HautFE4ieIig9amkNANT+xcVxAj9I=
+go.opentelemetry.io/otel v1.43.0/go.mod h1:JuG+u74mvjvcm8vj8pI5XiHy1zDeoCS2LB1spIq7Ay0=
+go.opentelemetry.io/otel/metric v1.43.0 h1:d7638QeInOnuwOONPp4JAOGfbCEpYb+K6DVWvdxGzgM=
+go.opentelemetry.io/otel/metric v1.43.0/go.mod h1:RDnPtIxvqlgO8GRW18W6Z/4P462ldprJtfxHxyKd2PY=
+go.opentelemetry.io/otel/sdk v1.43.0 h1:pi5mE86i5rTeLXqoF/hhiBtUNcrAGHLKQdhg4h4V9Dg=
+go.opentelemetry.io/otel/sdk v1.43.0/go.mod h1:P+IkVU3iWukmiit/Yf9AWvpyRDlUeBaRg6Y+C58QHzg=
+go.opentelemetry.io/otel/sdk/metric v1.43.0 h1:S88dyqXjJkuBNLeMcVPRFXpRw2fuwdvfCGLEo89fDkw=
+go.opentelemetry.io/otel/sdk/metric v1.43.0/go.mod h1:C/RJtwSEJ5hzTiUz5pXF1kILHStzb9zFlIEe85bhj6A=
+go.opentelemetry.io/otel/trace v1.43.0 h1:BkNrHpup+4k4w+ZZ86CZoHHEkohws8AY+WTX09nk+3A=
+go.opentelemetry.io/otel/trace v1.43.0/go.mod h1:/QJhyVBUUswCphDVxq+8mld+AvhXZLhe+8WVFxiFff0=
+go.yaml.in/yaml/v4 v4.0.0-rc.2 h1:/FrI8D64VSr4HtGIlUtlFMGsm7H7pWTbj6vOLVZcA6s=
+go.yaml.in/yaml/v4 v4.0.0-rc.2/go.mod h1:aZqd9kCMsGL7AuUv/m/PvWLdg5sjJsZ4oHDEnfPPfY0=
+golang.org/x/crypto v0.50.0 h1:zO47/JPrL6vsNkINmLoo/PH1gcxpls50DNogFvB5ZGI=
+golang.org/x/crypto v0.50.0/go.mod h1:3muZ7vA7PBCE6xgPX7nkzzjiUq87kRItoJQM1Yo8S+Q=
+golang.org/x/net v0.53.0 h1:d+qAbo5L0orcWAr0a9JweQpjXF19LMXJE8Ey7hwOdUA=
+golang.org/x/net v0.53.0/go.mod h1:JvMuJH7rrdiCfbeHoo3fCQU24Lf5JJwT9W3sJFulfgs=
+golang.org/x/oauth2 v0.36.0 h1:peZ/1z27fi9hUOFCAZaHyrpWG5lwe0RJEEEeH0ThlIs=
+golang.org/x/oauth2 v0.36.0/go.mod h1:YDBUJMTkDnJS+A4BP4eZBjCqtokkg1hODuPjwiGPO7Q=
+golang.org/x/sync v0.20.0 h1:e0PTpb7pjO8GAtTs2dQ6jYa5BWYlMuX047Dco/pItO4=
+golang.org/x/sync v0.20.0/go.mod h1:9xrNwdLfx4jkKbNva9FpL6vEN7evnE43NNNJQ2LF3+0=
+golang.org/x/sys v0.43.0 h1:Rlag2XtaFTxp19wS8MXlJwTvoh8ArU6ezoyFsMyCTNI=
+golang.org/x/sys v0.43.0/go.mod h1:4GL1E5IUh+htKOUEOaiffhrAeqysfVGipDYzABqnCmw=
 golang.org/x/text v0.36.0 h1:JfKh3XmcRPqZPKevfXVpI1wXPTqbkE5f7JA92a55Yxg=
 golang.org/x/text v0.36.0/go.mod h1:NIdBknypM8iqVmPiuco0Dh6P5Jcdk8lJL0CUebqK164=
+gonum.org/v1/gonum v0.17.0 h1:VbpOemQlsSMrYmn7T2OUvQ4dqxQXU+ouZFQsZOx50z4=
+gonum.org/v1/gonum v0.17.0/go.mod h1:El3tOrEuMpv2UdMrbNlKEh9vd86bmQ6vqIcDwxEOc1E=
+google.golang.org/api v0.278.0 h1:W7jiRvRi53VYFfZ/HoZjQBtJk7gOFbHD8ot1RzVZU6E=
+google.golang.org/api v0.278.0/go.mod h1:B9TqLBwJqVjp1mtt7WeoQwWRwvu/400y5lETOql+giQ=
+google.golang.org/genproto v0.0.0-20260319201613-d00831a3d3e7 h1:XzmzkmB14QhVhgnawEVsOn6OFsnpyxNPRY9QV01dNB0=
+google.golang.org/genproto v0.0.0-20260319201613-d00831a3d3e7/go.mod h1:L43LFes82YgSonw6iTXTxXUX1OlULt4AQtkik4ULL/I=
+google.golang.org/genproto/googleapis/api v0.0.0-20260319201613-d00831a3d3e7 h1:41r6JMbpzBMen0R/4TZeeAmGXSJC7DftGINUodzTkPI=
+google.golang.org/genproto/googleapis/api v0.0.0-20260319201613-d00831a3d3e7/go.mod h1:EIQZ5bFCfRQDV4MhRle7+OgjNtZ6P1PiZBgAKuxXu/Y=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260427160629-7cedc36a6bc4 h1:tEkOQcXgF6dH1G+MVKZrfpYvozGrzb91k6ha7jireSM=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260427160629-7cedc36a6bc4/go.mod h1:4Hqkh8ycfw05ld/3BWL7rJOSfebL2Q+DVDeRgYgxUU8=
+google.golang.org/grpc v1.80.0 h1:Xr6m2WmWZLETvUNvIUmeD5OAagMw3FiKmMlTdViWsHM=
+google.golang.org/grpc v1.80.0/go.mod h1:ho/dLnxwi3EDJA4Zghp7k2Ec1+c2jqup0bFkw07bwF4=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
+gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=

go/internal/config/config.go

@@ -3,6 +3,7 @@ package config
 import (
 	"os"
 	"strconv"
+	"strings"
 	"time"
 )
 
@@ -10,16 +11,34 @@ import (
 const (
 	AttendanceSheetID = "1E2e_gT_K5AwSRCDLDTa2UetZTkHmBOcz0kFbBUNUNBA"
 	PaymentsSheetID   = "1Om0YPoDVCH5cV8BrNz5LG5eR5MMU05ypQC7UMN1xn_Y"
-	JuniorSheetGID    = "1213318614"
+
+	// Both attendance tabs live in the same Google Spreadsheet (AttendanceSheetID).
+	// The original adult and junior attendance data lives in separate source spreadsheets,
+	// but is collected into this one sheet via IMPORTRANGE — one tab per group.
+	// Tabs are identified by the gid= query param in the CSV export URL.
+	AttendanceAdultSheetGID = "0"          // gid=0 — adult practices tab (IMPORTRANGE'd)
+	JuniorSheetGID          = "1213318614" // gid=1213318614 — junior practices tab (IMPORTRANGE'd)
 )
 
+// CacheSheetMap mirrors scripts/config.py CACHE_SHEET_MAP.
+// Maps a cache key to the Google Sheet ID whose Drive modifiedTime gates it.
+// Both attendance keys map to the same spreadsheet — different tabs, one Drive file.
+var CacheSheetMap = map[string]string{
+	"attendance_regular":    AttendanceSheetID,
+	"attendance_juniors":    AttendanceSheetID,
+	"exceptions_dict":       PaymentsSheetID,
+	"payments_transactions": PaymentsSheetID,
+}
+
 // Config holds all runtime configuration loaded from environment variables.
 // Mirrors scripts/config.py.
 type Config struct {
 	CredentialsPath  string
 	BankAccount      string
+	CacheDir         string
 	CacheTTL         time.Duration
 	CacheAPICheckTTL time.Duration
+	DriveTimeout     time.Duration
 	LogLevel         string
 	FioAPIToken      string
 	ServerAddr       string
@@ -31,14 +50,32 @@ func Load() Config {
 	return Config{
 		CredentialsPath:  env("CREDENTIALS_PATH", ".secret/fuj-management-bot-credentials.json"),
 		BankAccount:      env("BANK_ACCOUNT", "CZ8520100000002800359168"),
+		CacheDir:         env("CACHE_DIR", "tmp/go"),
 		CacheTTL:         envDuration("CACHE_TTL_SECONDS", 300),
 		CacheAPICheckTTL: envDuration("CACHE_API_CHECK_TTL_SECONDS", 300),
+		DriveTimeout:     envDuration("DRIVE_TIMEOUT_SECONDS", 10),
 		LogLevel:         env("LOG_LEVEL", "INFO"),
 		FioAPIToken:      env("FIO_API_TOKEN", ""),
 		ServerAddr:       env("SERVER_ADDR", ":8080"),
 	}
 }
 
+// IBANAccountNum extracts the bare account number from a Czech IBAN.
+// "CZ8520100000002800359168" → "2800359168"
+// Structure: CZ(2 check)(4 bank code)(16 zero-padded account).
+func IBANAccountNum(iban string) string {
+	s := strings.ReplaceAll(iban, " ", "")
+	if len(s) < 8 {
+		return iban
+	}
+	raw := s[8:] // 16-digit zero-padded account portion
+	n := strings.TrimLeft(raw, "0")
+	if n == "" {
+		return "0"
+	}
+	return n
+}
+
 func env(key, fallback string) string {
 	if v := os.Getenv(key); v != "" {
 		return v

go/internal/domain/reconcile/reconcile.go

@@ -20,10 +20,13 @@ type Exception struct {
 	Note   string
 }
 
-// FeeData holds the expected fee and attendance count for one member in one month.
+// FeeData holds the expected fee and attendance data for one member in one month.
 type FeeData struct {
-	Expected   int
-	Attendance int
+	Expected         int
+	IsUnknown        bool // true when junior has exactly 1 session (manual review; Python sentinel "?")
+	Attendance       int
+	JuniorAttendance int // junior-tab sessions; used for the :NJ,MA breakdown in the juniors view
+	AdultAttendance  int // adult-tab sessions for J-tier members; used for the :NJ,MA breakdown
 }
 
 // Member is one row from the attendance sheet.
@@ -39,11 +42,15 @@ type Member struct {
 type Transaction struct {
 	Date           string
 	Amount         float64
+	ManualFix      string   // "manual fix" column; non-empty disables re-inference
 	Person         string   // comma-separated canonical names (empty → use inference)
 	Purpose        string   // comma-separated "YYYY-MM" or "other:…" (empty → use inference)
 	InferredAmount *float64 // nil → fall back to Amount
 	Sender         string
+	VS             string // Variabilní symbol (Czech variable payment symbol)
 	Message        string
+	BankID         string
+	SyncID         string
 	UserID         string
 }
 
@@ -69,8 +76,11 @@ type OtherEntry struct {
 // MonthData is the ledger state for one member in one month.
 type MonthData struct {
 	Expected         int
+	IsUnknown        bool // mirrors FeeData.IsUnknown; not overridden by exceptions
 	OriginalExpected int
 	AttendanceCount  int
+	JuniorAttendance int // junior-tab sessions; for :NJ,MA breakdown in juniors view
+	AdultAttendance  int // adult-tab sessions; for :NJ,MA breakdown
 	Exception        *Exception
 	Paid             float64
 	Transactions     []TxEntry
@@ -173,8 +183,11 @@ func Reconcile(
 
 			ledger[name][m] = MonthData{
 				Expected:         expected,
+				IsUnknown:        fd.IsUnknown,
 				OriginalExpected: originalExpected,
 				AttendanceCount:  attendanceCount,
+				JuniorAttendance: fd.JuniorAttendance,
+				AdultAttendance:  fd.AdultAttendance,
 				Exception:        exInfo,
 				Paid:             0,
 				Transactions:     []TxEntry{},

go/internal/domain/reconcile/reconcile_test.go

@@ -29,7 +29,7 @@ func tx(person, purpose string, amount float64) Transaction {
 
 func TestReconcileExceptionOverride(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 4}}}}
+	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 4}}}}
 	exceptions := map[ExceptionKey]Exception{
 		{Name: "alice", Period: "2026-01"}: {Amount: 400, Note: "Test exception"},
 	}
@@ -54,7 +54,7 @@ func TestReconcileExceptionOverride(t *testing.T) {
 
 func TestReconcileFallbackToAttendance(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 4}}}}
+	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 4}}}}
 
 	result := Reconcile(members, []string{"2026-01"}, nil, nil, defaultYear)
 
@@ -68,9 +68,9 @@ func TestReconcileGreedyExactMatch(t *testing.T) {
 	members := []Member{{
 		Name: "Alice", Tier: "A",
 		Fees: map[string]FeeData{
-			"2026-02": {750, 3},
-			"2026-03": {350, 3},
-			"2026-04": {150, 2},
+			"2026-02": {Expected: 750, Attendance: 3},
+			"2026-03": {Expected: 350, Attendance: 3},
+			"2026-04": {Expected: 150, Attendance: 2},
 		},
 	}}
 	sortedMonths := []string{"2026-02", "2026-03", "2026-04"}
@@ -93,7 +93,7 @@ func TestReconcileGreedyOverpaymentGoesToCredit(t *testing.T) {
 	t.Parallel()
 	members := []Member{{
 		Name: "Alice", Tier: "A",
-		Fees: map[string]FeeData{"2026-01": {750, 3}, "2026-02": {750, 3}},
+		Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 3}, "2026-02": {Expected: 750, Attendance: 3}},
 	}}
 	sortedMonths := []string{"2026-01", "2026-02"}
 
@@ -115,7 +115,7 @@ func TestReconcileProportionalUnderpayment(t *testing.T) {
 	t.Parallel()
 	members := []Member{{
 		Name: "Alice", Tier: "A",
-		Fees: map[string]FeeData{"2026-02": {750, 3}, "2026-03": {350, 3}, "2026-04": {750, 3}},
+		Fees: map[string]FeeData{"2026-02": {Expected: 750, Attendance: 3}, "2026-03": {Expected: 350, Attendance: 3}, "2026-04": {Expected: 750, Attendance: 3}},
 	}}
 	sortedMonths := []string{"2026-02", "2026-03", "2026-04"}
 	amount := 1250.0
@@ -146,7 +146,7 @@ func TestReconcileProportionalUnderpayment(t *testing.T) {
 
 func TestReconcileSingleMonthUnchanged(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 3}}}}
+	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 3}}}}
 
 	result := Reconcile(members, []string{"2026-01"}, []Transaction{tx("Alice", "2026-01", 750)}, nil, defaultYear)
 
@@ -158,8 +158,8 @@ func TestReconcileSingleMonthUnchanged(t *testing.T) {
 func TestReconcileTwoMembersMultiMonth(t *testing.T) {
 	t.Parallel()
 	members := []Member{
-		{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 3}, "2026-02": {350, 3}}},
-		{Name: "Bob", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 3}, "2026-02": {350, 3}}},
+		{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 3}, "2026-02": {Expected: 350, Attendance: 3}}},
+		{Name: "Bob", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 3}, "2026-02": {Expected: 350, Attendance: 3}}},
 	}
 	sortedMonths := []string{"2026-01", "2026-02"}
 
@@ -180,7 +180,7 @@ func TestReconcileEvenSplitFallbackWhenNoExpected(t *testing.T) {
 	t.Parallel()
 	members := []Member{{
 		Name: "Alice", Tier: "A",
-		Fees: map[string]FeeData{"2026-01": {0, 0}, "2026-02": {0, 0}},
+		Fees: map[string]FeeData{"2026-01": {Expected: 0, Attendance: 0}, "2026-02": {Expected: 0, Attendance: 0}},
 	}}
 	sortedMonths := []string{"2026-01", "2026-02"}
 
@@ -197,7 +197,7 @@ func TestReconcileEvenSplitFallbackWhenNoExpected(t *testing.T) {
 
 func TestReconcileDiacriticsTolerantPersonMatching(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Mária Maco", Tier: "A", Fees: map[string]FeeData{"2026-04": {750, 4}}}}
+	members := []Member{{Name: "Mária Maco", Tier: "A", Fees: map[string]FeeData{"2026-04": {Expected: 750, Attendance: 4}}}}
 	txFn := func(person string) Transaction {
 		return Transaction{
 			Date: "2026-04-15", Amount: 750, Person: person, Purpose: "2026-04",
@@ -232,7 +232,7 @@ func TestReconcileDiacriticsTolerantPersonMatching(t *testing.T) {
 
 func TestReconcileTrulyUnknownPersonIsUnmatched(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Mária Maco", Tier: "A", Fees: map[string]FeeData{"2026-04": {750, 4}}}}
+	members := []Member{{Name: "Mária Maco", Tier: "A", Fees: map[string]FeeData{"2026-04": {Expected: 750, Attendance: 4}}}}
 	txs := []Transaction{{
 		Date: "2026-04-15", Amount: 750,
 		Person: "Někdo Neznámý", Purpose: "2026-04",
@@ -252,7 +252,7 @@ func TestReconcileTrulyUnknownPersonIsUnmatched(t *testing.T) {
 // [Go] Test that [?] markers are stripped from the Person field before lookup.
 func TestReconcileQuestionMarkMarkerStripped(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 3}}}}
+	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 3}}}}
 	txs := []Transaction{{
 		Date: "2026-01-01", Amount: 750,
 		Person: "[?] Alice", Purpose: "2026-01",
@@ -269,7 +269,7 @@ func TestReconcileQuestionMarkMarkerStripped(t *testing.T) {
 // [Go] Purpose "other:shirt" puts payment in OtherTransactions, not in month ledger.
 func TestReconcileOtherPurpose(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 3}}}}
+	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 3}}}}
 	txs := []Transaction{{
 		Date: "2026-01-01", Amount: 300,
 		Person: "Alice", Purpose: "other:shirt",
@@ -297,7 +297,7 @@ func TestReconcileOtherPurpose(t *testing.T) {
 func TestReconcileOutOfWindowGoesToCredit(t *testing.T) {
 	t.Parallel()
 	// Window shows only 2026-01. Transaction references 2026-01 (in) and 2026-02 (out).
-	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {600, 3}}}}
+	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 600, Attendance: 3}}}}
 	txs := []Transaction{{
 		Date: "2026-01-01", Amount: 1200,
 		Person: "Alice", Purpose: "2026-01, 2026-02",
@@ -322,7 +322,7 @@ func TestReconcileOutOfWindowGoesToCredit(t *testing.T) {
 // [Go] No person/purpose → inference fallback resolves sender name and date month.
 func TestReconcileInferenceFallback(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Tomáš Němeček", Tier: "A", Fees: map[string]FeeData{"2026-04": {750, 3}}}}
+	members := []Member{{Name: "Tomáš Němeček", Tier: "A", Fees: map[string]FeeData{"2026-04": {Expected: 750, Attendance: 3}}}}
 	txs := []Transaction{{
 		Date: "2026-04-15", Amount: 750,
 		// Person and Purpose are empty → inference path
@@ -340,7 +340,7 @@ func TestReconcileInferenceFallback(t *testing.T) {
 // [Go] Transaction with no match at all ends up in Unmatched; ledger unchanged.
 func TestReconcileNoMatchGoesToUnmatched(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 3}}}}
+	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 3}}}}
 	txs := []Transaction{{
 		Date: "2026-01-01", Amount: 500,
 		// empty person+purpose and sender name not matching any member
@@ -360,7 +360,7 @@ func TestReconcileNoMatchGoesToUnmatched(t *testing.T) {
 // [Go] Empty transaction list leaves every month at paid=0 and balance=–expected.
 func TestReconcileNoTransactionsAllUnpaid(t *testing.T) {
 	t.Parallel()
-	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {750, 3}}}}
+	members := []Member{{Name: "Alice", Tier: "A", Fees: map[string]FeeData{"2026-01": {Expected: 750, Attendance: 3}}}}
 
 	result := Reconcile(members, []string{"2026-01"}, nil, nil, defaultYear)
 

go/internal/io/attendance/client.go

@@ -0,0 +1,64 @@
+// Package attendance fetches attendance CSV exports from Google Sheets.
+// No auth required — the sheet must be publicly readable.
+package attendance
+
+import (
+	"context"
+	"encoding/csv"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+)
+
+const exportBase = "https://docs.google.com/spreadsheets/d"
+
+// Client fetches attendance CSV exports from a public Google Spreadsheet.
+type Client struct {
+	http      *http.Client
+	sheetID   string
+	adultGID  string
+	juniorGID string
+}
+
+// New returns a Client for the given spreadsheet.
+// adultGID is typically "0"; juniorGID is the GID of the junior tab.
+func New(httpClient *http.Client, sheetID, adultGID, juniorGID string) *Client {
+	if httpClient == nil {
+		httpClient = http.DefaultClient
+	}
+	return &Client{http: httpClient, sheetID: sheetID, adultGID: adultGID, juniorGID: juniorGID}
+}
+
+// FetchAdults returns the adult attendance tab as raw CSV rows.
+func (c *Client) FetchAdults(ctx context.Context) ([][]string, error) {
+	return c.fetch(ctx, c.adultGID)
+}
+
+// FetchJuniors returns the junior attendance tab as raw CSV rows.
+func (c *Client) FetchJuniors(ctx context.Context) ([][]string, error) {
+	return c.fetch(ctx, c.juniorGID)
+}
+
+func (c *Client) fetch(ctx context.Context, gid string) ([][]string, error) {
+	url := fmt.Sprintf("%s/%s/export?format=csv&gid=%s", exportBase, c.sheetID, gid)
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
+	if err != nil {
+		return nil, err
+	}
+	resp, err := c.http.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("attendance fetch: HTTP %d for gid=%s", resp.StatusCode, gid)
+	}
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, err
+	}
+	r := csv.NewReader(strings.NewReader(string(body)))
+	r.FieldsPerRecord = -1 // rows may have different lengths
+	return r.ReadAll()
+}

go/internal/io/attendance/client_test.go

@@ -0,0 +1,93 @@
+package attendance
+
+import (
+	"context"
+	"encoding/csv"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"strings"
+	"testing"
+)
+
+func TestClientFetchAdults(t *testing.T) {
+	data, err := os.ReadFile("testdata/adults_minimal.csv")
+	if err != nil {
+		t.Fatal(err)
+	}
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		_, _ = w.Write(data)
+	}))
+	defer srv.Close()
+
+	// Point the client at our test server by re-implementing fetch against its URL.
+	rows, err := fetchURL(context.Background(), srv.Client(), srv.URL)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(rows) < 2 {
+		t.Fatalf("want ≥2 rows, got %d", len(rows))
+	}
+	if rows[0][0] != "Jméno" {
+		t.Errorf("unexpected header: %q", rows[0][0])
+	}
+}
+
+func TestFake(t *testing.T) {
+	adultRows := parseCSV(t, "testdata/adults_minimal.csv")
+	juniorRows := parseCSV(t, "testdata/juniors_minimal.csv")
+
+	f := &Fake{Adults: adultRows, Juniors: juniorRows}
+
+	got, err := f.FetchAdults(context.Background())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if got[0][0] != "Jméno" {
+		t.Errorf("adults header: %q", got[0][0])
+	}
+
+	got, err = f.FetchJuniors(context.Background())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if got[1][0] != "Junior One" {
+		t.Errorf("juniors first member: %q", got[1][0])
+	}
+}
+
+func parseCSV(t *testing.T, path string) [][]string {
+	t.Helper()
+	b, err := os.ReadFile(path)
+	if err != nil {
+		t.Fatal(err)
+	}
+	r := csv.NewReader(strings.NewReader(string(b)))
+	r.FieldsPerRecord = -1
+	rows, err := r.ReadAll()
+	if err != nil {
+		t.Fatal(err)
+	}
+	return rows
+}
+
+// fetchURL is a test helper that exercises the shared fetch logic against an arbitrary URL.
+func fetchURL(ctx context.Context, hc *http.Client, url string) ([][]string, error) {
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
+	if err != nil {
+		return nil, err
+	}
+	resp, err := hc.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+	b, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, err
+	}
+	r := csv.NewReader(strings.NewReader(string(b)))
+	r.FieldsPerRecord = -1
+	return r.ReadAll()
+}

go/internal/io/attendance/fake.go

@@ -0,0 +1,12 @@
+package attendance
+
+import "context"
+
+// Fake is an in-memory replacement for Client, used in tests.
+type Fake struct {
+	Adults  [][]string
+	Juniors [][]string
+}
+
+func (f *Fake) FetchAdults(_ context.Context) ([][]string, error)  { return f.Adults, nil }
+func (f *Fake) FetchJuniors(_ context.Context) ([][]string, error) { return f.Juniors, nil }

go/internal/io/attendance/testdata/adults_minimal.csv

@@ -0,0 +1,4 @@
+Jméno,Tier,,,01.09.2025,08.09.2025,15.09.2025
+Member One,A,,,TRUE,TRUE,FALSE
+Member Two,A,,,TRUE,FALSE,FALSE
+# last line,,,,,

go/internal/io/attendance/testdata/juniors_minimal.csv

@@ -0,0 +1,4 @@
+Jméno,Tier,,,01.09.2025,08.09.2025,15.09.2025
+Junior One,J,,,TRUE,TRUE,TRUE
+# Trenéři,,,,,
+Coach One,X,,,FALSE,FALSE,FALSE

go/internal/io/cache/filecache.go

@@ -0,0 +1,209 @@
+// Package cache implements a Drive-modifiedTime-gated JSON file cache,
+// mirroring scripts/cache_utils.py.
+package cache
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"fuj-management/go/internal/io/drive"
+	"os"
+	"path/filepath"
+	"sync"
+	"time"
+)
+
+// DriveClient is the subset of drive.Client used by FileCache.
+type DriveClient interface {
+	ModifiedTime(ctx context.Context, fileID string) (string, error)
+}
+
+type cacheFile struct {
+	ModifiedTime string          `json:"modifiedTime"`
+	Data         json.RawMessage `json:"data"`
+	CachedAt     string          `json:"cachedAt"`
+}
+
+// FileCache wraps a Drive client to gate JSON file caching on sheet modifiedTime.
+//
+// Two TTL knobs mirror scripts/cache_utils.py:
+//   - ttl: if the cache file on disk is younger than this, skip the Drive check entirely.
+//   - apiCheckTTL: debounces in-memory Drive API calls per sheet ID.
+//
+// Atomic writes: data is marshaled to a .tmp file then os.Rename'd.
+// Cache files are compatible with Python's format:
+//
+//	{"modifiedTime":"…","data":…,"cachedAt":"…"}
+type FileCache struct {
+	drive       DriveClient
+	dir         string
+	sheetMap    map[string]string // cache key → Drive file ID
+	ttl         time.Duration
+	apiCheckTTL time.Duration
+	mu          sync.Mutex
+	lastChecked map[string]time.Time
+}
+
+// New creates a FileCache.
+// sheetMap maps cache keys to Google Sheets/Drive file IDs (mirrors CACHE_SHEET_MAP in config).
+func New(d DriveClient, dir string, sheetMap map[string]string, ttl, apiCheckTTL time.Duration) *FileCache {
+	return &FileCache{
+		drive:       d,
+		dir:         dir,
+		sheetMap:    sheetMap,
+		ttl:         ttl,
+		apiCheckTTL: apiCheckTTL,
+		lastChecked: make(map[string]time.Time),
+	}
+}
+
+// Get returns the cached value for cacheKey, calling fetch if the cache is stale.
+// T must be JSON-marshalable.
+func Get[T any](ctx context.Context, fc *FileCache, cacheKey string, fetch func(context.Context) (T, error)) (T, error) {
+	sheetID := fc.sheetMap[cacheKey]
+	if sheetID == "" {
+		sheetID = cacheKey
+	}
+	cacheFilePath := filepath.Join(fc.dir, cacheKey+"_cache.json")
+
+	currentModTime, err := fc.currentModifiedTime(ctx, sheetID, cacheFilePath)
+	if err != nil {
+		return *new(T), fmt.Errorf("cache: modifiedTime for %s: %w", cacheKey, err)
+	}
+
+	// Try cache hit
+	if data, ok := readCache[T](cacheFilePath, currentModTime); ok {
+		return data, nil
+	}
+
+	// Cache miss — fetch fresh data
+	fresh, err := fetch(ctx)
+	if err != nil {
+		return *new(T), err
+	}
+	if err := writeCache(cacheFilePath, currentModTime, fresh); err != nil {
+		// Non-fatal: log but don't fail the request
+		_, _ = fmt.Fprintf(os.Stderr, "cache: write %s: %v\n", cacheKey, err)
+	}
+	return fresh, nil
+}
+
+// Flush deletes all *_cache.json files in the cache dir and resets in-memory state.
+func (fc *FileCache) Flush() (int, error) {
+	fc.mu.Lock()
+	fc.lastChecked = make(map[string]time.Time)
+	fc.mu.Unlock()
+
+	pattern := filepath.Join(fc.dir, "*_cache.json")
+	matches, err := filepath.Glob(pattern)
+	if err != nil {
+		return 0, err
+	}
+	for _, f := range matches {
+		_ = os.Remove(f)
+	}
+	return len(matches), nil
+}
+
+// currentModifiedTime returns a stable string representing the current version
+// of the sheet, using the in-memory + file-mtime TTL guards before hitting Drive.
+// On Drive failure, falls back to a 5-minute bucket string (matching Python).
+func (fc *FileCache) currentModifiedTime(ctx context.Context, sheetID, cacheFilePath string) (string, error) {
+	now := time.Now()
+
+	fc.mu.Lock()
+	lastCheck := fc.lastChecked[sheetID]
+	fc.mu.Unlock()
+
+	// Guard 1: in-memory debounce — skip Drive if checked recently
+	if fc.apiCheckTTL > 0 && now.Sub(lastCheck) < fc.apiCheckTTL {
+		if mt, ok := readModifiedTime(cacheFilePath); ok {
+			return mt, nil
+		}
+	}
+
+	// Guard 2: cache file is young enough — trust the stored modifiedTime
+	if fc.ttl > 0 {
+		if info, err := os.Stat(cacheFilePath); err == nil {
+			if now.Sub(info.ModTime()) < fc.ttl {
+				if mt, ok := readModifiedTime(cacheFilePath); ok {
+					fc.mu.Lock()
+					fc.lastChecked[sheetID] = now
+					fc.mu.Unlock()
+					return mt, nil
+				}
+			}
+		}
+	}
+
+	// Hit Drive API
+	mt, err := fc.drive.ModifiedTime(ctx, sheetID)
+	if err != nil {
+		// Fallback: 5-minute bucket string, matches Python _fallback_ttl()
+		bucket := time.Now().Unix() / 300
+		return fmt.Sprintf("ttl-5m-%d", bucket), nil
+	}
+	fc.mu.Lock()
+	fc.lastChecked[sheetID] = now
+	fc.mu.Unlock()
+	return mt, nil
+}
+
+func readModifiedTime(path string) (string, bool) {
+	cf, ok := readCacheFile(path)
+	if !ok {
+		return "", false
+	}
+	return cf.ModifiedTime, cf.ModifiedTime != ""
+}
+
+func readCacheFile(path string) (cacheFile, bool) {
+	b, err := os.ReadFile(path)
+	if err != nil {
+		return cacheFile{}, false
+	}
+	var cf cacheFile
+	if err := json.Unmarshal(b, &cf); err != nil {
+		return cacheFile{}, false
+	}
+	return cf, true
+}
+
+func readCache[T any](path, currentModTime string) (T, bool) {
+	cf, ok := readCacheFile(path)
+	if !ok || cf.ModifiedTime != currentModTime {
+		return *new(T), false
+	}
+	var v T
+	if err := json.Unmarshal(cf.Data, &v); err != nil {
+		return *new(T), false
+	}
+	return v, true
+}
+
+func writeCache(path, modTime string, data any) error {
+	raw, err := json.Marshal(data)
+	if err != nil {
+		return err
+	}
+	cf := cacheFile{
+		ModifiedTime: modTime,
+		Data:         json.RawMessage(raw),
+		CachedAt:     time.Now().Format(time.RFC3339),
+	}
+	b, err := json.Marshal(cf)
+	if err != nil {
+		return err
+	}
+	if err := os.MkdirAll(filepath.Dir(path), 0o755); err != nil {
+		return err
+	}
+	tmp := path + ".tmp"
+	if err := os.WriteFile(tmp, b, 0o600); err != nil {
+		return err
+	}
+	return os.Rename(tmp, path)
+}
+
+// Ensure *drive.Client satisfies DriveClient at compile time.
+var _ DriveClient = (*drive.Client)(nil)

go/internal/io/cache/filecache_test.go

@@ -0,0 +1,125 @@
+package cache
+
+import (
+	"context"
+	"errors"
+	"fuj-management/go/internal/io/drive"
+	"os"
+	"testing"
+	"time"
+)
+
+func TestGet_FreshFetch(t *testing.T) {
+	dir := t.TempDir()
+	d := &drive.Fake{Times: map[string]string{"sheet1": "2026-01-01T00:00:00Z"}}
+	fc := New(d, dir, map[string]string{"mykey": "sheet1"}, time.Minute, time.Minute)
+
+	calls := 0
+	got, err := Get(context.Background(), fc, "mykey", func(_ context.Context) ([]string, error) {
+		calls++
+		return []string{"a", "b"}, nil
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(got) != 2 || got[0] != "a" {
+		t.Errorf("unexpected: %v", got)
+	}
+	if calls != 1 {
+		t.Errorf("want 1 fetch call, got %d", calls)
+	}
+}
+
+func TestGet_CacheHit(t *testing.T) {
+	dir := t.TempDir()
+	d := &drive.Fake{Times: map[string]string{"sheet1": "2026-01-01T00:00:00Z"}}
+	fc := New(d, dir, map[string]string{"mykey": "sheet1"}, time.Minute, time.Minute)
+
+	fetch := func(_ context.Context) ([]string, error) { return []string{"a"}, nil }
+	if _, err := Get(context.Background(), fc, "mykey", fetch); err != nil {
+		t.Fatal(err)
+	}
+
+	// Second call — modifiedTime unchanged, should hit cache
+	calls := 0
+	got, err := Get(context.Background(), fc, "mykey", func(_ context.Context) ([]string, error) {
+		calls++
+		return []string{"SHOULD_NOT_CALL"}, nil
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if got[0] != "a" {
+		t.Errorf("want cache hit with 'a', got %q", got[0])
+	}
+	if calls != 0 {
+		t.Errorf("want 0 fetch calls on hit, got %d", calls)
+	}
+}
+
+func TestGet_CacheMiss_OnModifiedTimeChange(t *testing.T) {
+	dir := t.TempDir()
+	d := &drive.Fake{Times: map[string]string{"sheet1": "2026-01-01T00:00:00Z"}}
+	// No TTL guards so we always hit Drive
+	fc := New(d, dir, map[string]string{"mykey": "sheet1"}, 0, 0)
+
+	fetch := func(_ context.Context) ([]string, error) { return []string{"v1"}, nil }
+	if _, err := Get(context.Background(), fc, "mykey", fetch); err != nil {
+		t.Fatal(err)
+	}
+
+	// Sheet updated — change modifiedTime
+	d.Times["sheet1"] = "2026-02-01T00:00:00Z"
+	got, err := Get(context.Background(), fc, "mykey", func(_ context.Context) ([]string, error) {
+		return []string{"v2"}, nil
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if got[0] != "v2" {
+		t.Errorf("want v2 after sheet update, got %q", got[0])
+	}
+}
+
+func TestGet_DriveFailureFallback(t *testing.T) {
+	dir := t.TempDir()
+	d := &drive.Fake{Err: errors.New("drive down")}
+	fc := New(d, dir, nil, 0, 0)
+
+	calls := 0
+	_, err := Get(context.Background(), fc, "mykey", func(_ context.Context) ([]string, error) {
+		calls++
+		return []string{"fallback"}, nil
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if calls != 1 {
+		t.Errorf("want 1 fetch call, got %d", calls)
+	}
+}
+
+func TestFlush(t *testing.T) {
+	dir := t.TempDir()
+	d := &drive.Fake{Times: map[string]string{"sheet1": "t1"}}
+	fc := New(d, dir, map[string]string{"k": "sheet1"}, 0, 0)
+
+	if _, err := Get(context.Background(), fc, "k", func(_ context.Context) (int, error) { return 42, nil }); err != nil {
+		t.Fatal(err)
+	}
+
+	n, err := fc.Flush()
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 1 {
+		t.Errorf("want 1 deleted file, got %d", n)
+	}
+	// Cache dir should be empty of _cache.json files
+	entries, _ := os.ReadDir(dir)
+	for _, e := range entries {
+		if e.Name() != "" {
+			t.Errorf("expected empty dir after flush, found %s", e.Name())
+		}
+	}
+}

go/internal/io/drive/client.go

@@ -0,0 +1,46 @@
+// Package drive provides a thin wrapper around the Google Drive v3 API,
+// used only to read modifiedTime for cache invalidation.
+package drive
+
+import (
+	"context"
+	"net/http"
+	"time"
+
+	"google.golang.org/api/drive/v3"
+	"google.golang.org/api/option"
+)
+
+// Client wraps the Drive v3 API, scoped to read-only modifiedTime checks.
+type Client struct {
+	svc *drive.Service
+}
+
+// New builds a Client using a service-account credentials file.
+// timeout applies to each Drive API call.
+func New(ctx context.Context, credentialsPath string, timeout time.Duration) (*Client, error) {
+	hc := &http.Client{Timeout: timeout}
+	svc, err := drive.NewService(ctx,
+		option.WithCredentialsFile(credentialsPath), //nolint:staticcheck
+		option.WithScopes(drive.DriveReadonlyScope),
+		option.WithHTTPClient(hc),
+	)
+	if err != nil {
+		return nil, err
+	}
+	return &Client{svc: svc}, nil
+}
+
+// ModifiedTime returns the RFC3339 modifiedTime for the given Drive file ID.
+// Returns ("", err) if the Drive API call fails.
+func (c *Client) ModifiedTime(ctx context.Context, fileID string) (string, error) {
+	meta, err := c.svc.Files.Get(fileID).
+		Fields("modifiedTime").
+		SupportsAllDrives(true).
+		Context(ctx).
+		Do()
+	if err != nil {
+		return "", err
+	}
+	return meta.ModifiedTime, nil
+}

go/internal/io/drive/fake.go

@@ -0,0 +1,18 @@
+package drive
+
+import "context"
+
+// Fake is an in-memory replacement for Client used in tests.
+type Fake struct {
+	// Times maps file ID → modifiedTime string returned by ModifiedTime.
+	Times map[string]string
+	// Err, if non-nil, is returned instead of looking up Times.
+	Err error
+}
+
+func (f *Fake) ModifiedTime(_ context.Context, fileID string) (string, error) {
+	if f.Err != nil {
+		return "", f.Err
+	}
+	return f.Times[fileID], nil
+}

go/internal/io/fio/api.go

@@ -0,0 +1,136 @@
+package fio
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log/slog"
+	"net/http"
+	"strings"
+	"time"
+)
+
+// httpDoer is the subset of *http.Client used by both Fio impls.
+type httpDoer interface {
+	Do(*http.Request) (*http.Response, error)
+}
+
+// apiClient fetches transactions from the Fio REST API (JSON).
+// Ports scripts/fio_utils.py fetch_transactions_api.
+type apiClient struct {
+	token string
+	hc    httpDoer
+}
+
+func (c *apiClient) FetchTransactions(ctx context.Context, from, to time.Time) ([]Transaction, error) {
+	const layout = "2006-01-02"
+	url := fmt.Sprintf("https://fioapi.fio.cz/v1/rest/periods/%s/%s/%s/transactions.json",
+		c.token, from.Format(layout), to.Format(layout))
+	slog.Debug("fio api: GET",
+		"url", strings.Replace(url, c.token, "****", 1),
+		"from", from.Format(layout), "to", to.Format(layout))
+
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
+	if err != nil {
+		return nil, err
+	}
+	resp, err := c.hc.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+	slog.Debug("fio api: response", "status", resp.StatusCode)
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("fio api: HTTP %d", resp.StatusCode)
+	}
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, err
+	}
+	txns, err := parseAPIResponse(body)
+	slog.Debug("fio api: parsed", "body_bytes", len(body), "parsed_count", len(txns))
+	return txns, err
+}
+
+// fioAPIResponse is the top-level envelope from the Fio JSON API.
+type fioAPIResponse struct {
+	AccountStatement struct {
+		TransactionList struct {
+			Transaction []map[string]json.RawMessage `json:"transaction"`
+		} `json:"transactionList"`
+	} `json:"accountStatement"`
+}
+
+func parseAPIResponse(body []byte) ([]Transaction, error) {
+	var resp fioAPIResponse
+	if err := json.Unmarshal(body, &resp); err != nil {
+		return nil, fmt.Errorf("fio api: parse JSON: %w", err)
+	}
+
+	var txns []Transaction
+	for _, raw := range resp.AccountStatement.TransactionList.Transaction {
+		amount := colFloat(raw, "column1")
+		if amount <= 0 {
+			continue // skip outgoing
+		}
+		dateRaw := colString(raw, "column0")
+		dateStr := ""
+		if len(dateRaw) >= 10 {
+			dateStr = dateRaw[:10]
+		}
+		txns = append(txns, Transaction{
+			Date:          dateStr,
+			Amount:        amount,
+			Sender:        colString(raw, "column10"),
+			Message:       colString(raw, "column16"),
+			VS:            colString(raw, "column5"),
+			KS:            colString(raw, "column4"),
+			SS:            colString(raw, "column6"),
+			UserID:        colString(raw, "column7"),
+			SenderAccount: colString(raw, "column2"),
+			BankID:        colString(raw, "column22"),
+			Currency:      colStringOr(raw, "column14", "CZK"),
+		})
+	}
+	return txns, nil
+}
+
+// colString extracts {"value":…} as a string from a column map.
+func colString(m map[string]json.RawMessage, col string) string {
+	raw, ok := m[col]
+	if !ok {
+		return ""
+	}
+	var cell struct {
+		Value *string `json:"value"`
+	}
+	if json.Unmarshal(raw, &cell) != nil || cell.Value == nil {
+		return ""
+	}
+	return *cell.Value
+}
+
+// colStringOr is colString with a fallback value.
+func colStringOr(m map[string]json.RawMessage, col, fallback string) string {
+	if v := colString(m, col); v != "" {
+		return v
+	}
+	return fallback
+}
+
+// colFloat extracts {"value":…} as a float64 from a column map.
+// Returns 0 on any error (null column, non-numeric value).
+func colFloat(m map[string]json.RawMessage, col string) float64 {
+	raw, ok := m[col]
+	if !ok {
+		return 0
+	}
+	var cell struct {
+		Value *float64 `json:"value"`
+	}
+	if json.Unmarshal(raw, &cell) != nil || cell.Value == nil {
+		return 0
+	}
+	return *cell.Value
+}

go/internal/io/fio/client.go

@@ -0,0 +1,45 @@
+// Package fio fetches Fio bank transactions via the JSON API or the
+// transparent-page HTML scraper, behind a common Client interface.
+package fio
+
+import (
+	"context"
+	"log/slog"
+	"net/http"
+	"time"
+)
+
+// Transaction is one incoming bank payment. Fields absent from the HTML scraper
+// (BankID, Currency, UserID, SenderAccount) are empty strings on that path.
+type Transaction struct {
+	Date          string
+	Amount        float64
+	Sender        string
+	Message       string
+	VS            string
+	KS            string
+	SS            string
+	UserID        string // column7; empty on HTML path
+	SenderAccount string // column2; empty on HTML path
+	BankID        string // column22; empty on HTML path
+	Currency      string // column14; empty on HTML path (assume CZK)
+}
+
+// Client fetches transactions for a date window.
+type Client interface {
+	FetchTransactions(ctx context.Context, from, to time.Time) ([]Transaction, error)
+}
+
+// New returns an apiClient when token is non-empty, otherwise a transparentClient.
+// hc may be nil, in which case http.DefaultClient is used.
+func New(token, accountNum string, hc httpDoer) Client {
+	if hc == nil {
+		hc = http.DefaultClient
+	}
+	if token != "" {
+		slog.Debug("fio: client selected", "type", "api")
+		return &apiClient{token: token, hc: hc}
+	}
+	slog.Debug("fio: client selected", "type", "transparent", "account_num", accountNum)
+	return &transparentClient{accountNum: accountNum, hc: hc}
+}

go/internal/io/fio/fake.go

@@ -0,0 +1,19 @@
+package fio
+
+import (
+	"context"
+	"time"
+)
+
+// Fake is an in-memory replacement for Client, used in tests.
+type Fake struct {
+	Transactions []Transaction
+	Err          error
+}
+
+func (f *Fake) FetchTransactions(_ context.Context, _, _ time.Time) ([]Transaction, error) {
+	if f.Err != nil {
+		return nil, f.Err
+	}
+	return f.Transactions, nil
+}

go/internal/io/fio/fio_test.go

@@ -0,0 +1,178 @@
+package fio
+
+import (
+	"context"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"testing"
+	"time"
+)
+
+func TestAPIClient_ParseResponse(t *testing.T) {
+	body, err := os.ReadFile("testdata/api_response.json")
+	if err != nil {
+		t.Fatal(err)
+	}
+	txns, err := parseAPIResponse(body)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(txns) != 1 {
+		t.Fatalf("want 1 txn (outgoing filtered), got %d", len(txns))
+	}
+	tx := txns[0]
+	if tx.Date != "2026-04-10" {
+		t.Errorf("date: want '2026-04-10', got %q", tx.Date)
+	}
+	if tx.Amount != 750 {
+		t.Errorf("amount: want 750, got %v", tx.Amount)
+	}
+	if tx.Sender != "Jana Novakova" {
+		t.Errorf("sender: want 'Jana Novakova', got %q", tx.Sender)
+	}
+	if tx.Message != "duben 2026" {
+		t.Errorf("message: want 'duben 2026', got %q", tx.Message)
+	}
+	if tx.VS != "123" {
+		t.Errorf("vs: want '123', got %q", tx.VS)
+	}
+	if tx.BankID != "12345678901" {
+		t.Errorf("bank_id: want '12345678901', got %q", tx.BankID)
+	}
+}
+
+func TestAPIClient_HTTPRoundTrip(t *testing.T) {
+	body, _ := os.ReadFile("testdata/api_response.json")
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		_, _ = w.Write(body)
+	}))
+	defer srv.Close()
+
+	c := &apiClient{token: "TESTTOKEN", hc: &overrideClient{base: srv.Client(), baseURL: srv.URL}}
+	txns, err := c.FetchTransactions(context.Background(), time.Now().AddDate(0, -1, 0), time.Now())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(txns) != 1 {
+		t.Fatalf("want 1 txn, got %d", len(txns))
+	}
+}
+
+func TestTransparentClient_ParseHTML(t *testing.T) {
+	body, err := os.ReadFile("testdata/transparent.html")
+	if err != nil {
+		t.Fatal(err)
+	}
+	txns, err := parseTransparentHTML(body)
+	if err != nil {
+		t.Fatal(err)
+	}
+	// Only the incoming row (750 CZK) should be kept; -200 is outgoing
+	if len(txns) != 1 {
+		t.Fatalf("want 1 txn (outgoing filtered), got %d", len(txns))
+	}
+	tx := txns[0]
+	if tx.Date != "2026-04-10" {
+		t.Errorf("date: want '2026-04-10', got %q", tx.Date)
+	}
+	if tx.Amount != 750 {
+		t.Errorf("amount: want 750, got %v", tx.Amount)
+	}
+	if tx.Sender != "Jana Novakova" {
+		t.Errorf("sender: want 'Jana Novakova', got %q", tx.Sender)
+	}
+	if tx.VS != "123" {
+		t.Errorf("vs: want '123', got %q", tx.VS)
+	}
+	if tx.BankID != "" {
+		t.Errorf("bank_id: want empty on HTML path, got %q", tx.BankID)
+	}
+}
+
+func TestParseCzechDate(t *testing.T) {
+	cases := []struct{ in, want string }{
+		{"10.04.2026", "2026-04-10"},
+		{"10/04/2026", "2026-04-10"},
+		{"7.5.2026", "2026-05-07"},  // non-padded — real Fio transparent page format
+		{"3.12.2025", "2025-12-03"}, // non-padded single-digit day, double-digit month
+		{"07.05.26", "2026-05-07"},  // padded 2-digit year — current Fio transparent page format
+		{"7.5.26", "2026-05-07"},    // non-padded 2-digit year
+		{"07/05/26", "2026-05-07"},  // slash variant
+		{"", ""},
+		{"invalid", ""},
+	}
+	for _, c := range cases {
+		if got := parseCzechDate(c.in); got != c.want {
+			t.Errorf("parseCzechDate(%q) = %q, want %q", c.in, got, c.want)
+		}
+	}
+}
+
+func TestExtractSecondTableRows_NestedTable(t *testing.T) {
+	// Regression: a nested <table> inside the target must not cause early exit.
+	html := `<table class="table"><tr><td>nav</td></tr></table>
+<table class="table">
+  <thead><tr><th>Date</th></tr></thead>
+  <tbody>
+    <tr><td>7.5.2026</td><td><table><tr><td>nested</td></tr></table></td></tr>
+    <tr><td>6.5.2026</td><td></td></tr>
+  </tbody>
+</table>`
+	rows := extractSecondTableRows([]byte(html))
+	if len(rows) != 2 {
+		t.Errorf("want 2 data rows, got %d: %v", len(rows), rows)
+	}
+}
+
+func TestParseCzechAmount(t *testing.T) {
+	cases := []struct {
+		in   string
+		want float64
+	}{
+		{"750,00 CZK", 750},
+		{"1.500,00", 1500},
+		{"1500.00", 1500},
+		{"-200,00 CZK", -200},
+	}
+	for _, c := range cases {
+		if got := parseCzechAmount(c.in); got != c.want {
+			t.Errorf("parseCzechAmount(%q) = %v, want %v", c.in, got, c.want)
+		}
+	}
+}
+
+func TestFake(t *testing.T) {
+	f := &Fake{Transactions: []Transaction{{Date: "2026-04-01", Amount: 500}}}
+	txns, err := f.FetchTransactions(context.Background(), time.Now(), time.Now())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(txns) != 1 || txns[0].Date != "2026-04-01" {
+		t.Errorf("unexpected: %v", txns)
+	}
+}
+
+// overrideClient replaces the URL in requests so we can hit a local test server
+// instead of the real Fio URL.
+type overrideClient struct {
+	base    *http.Client
+	baseURL string
+}
+
+func (o *overrideClient) Do(req *http.Request) (*http.Response, error) {
+	r2, _ := http.NewRequestWithContext(req.Context(), req.Method, o.baseURL+req.URL.Path, nil)
+	resp, err := o.base.Do(r2)
+	if err != nil {
+		return nil, err
+	}
+	// The api client reads the body, so re-serve whatever the test server returned.
+	return resp, nil
+}
+
+// verify Fake satisfies Client
+var _ Client = (*Fake)(nil)
+
+// ensure io.ReadAll isn't called at top level (compile-time reference suppressor)
+var _ = io.ReadAll

go/internal/io/fio/testdata/api_response.json

@@ -0,0 +1,29 @@
+{
+  "accountStatement": {
+    "transactionList": {
+      "transaction": [
+        {
+          "column0": {"value": "2026-04-10+0200", "name": "Datum", "id": 0},
+          "column1": {"value": 750.0, "name": "Objem", "id": 1},
+          "column2": {"value": "123456789/0300", "name": "Protiúčet", "id": 2},
+          "column4": {"value": "0308", "name": "KS", "id": 4},
+          "column5": {"value": "123", "name": "VS", "id": 5},
+          "column6": {"value": "", "name": "SS", "id": 6},
+          "column7": {"value": "Jana Nováková", "name": "Uživatelská identifikace", "id": 7},
+          "column10": {"value": "Jana Novakova", "name": "Název protiúčtu", "id": 10},
+          "column14": {"value": "CZK", "name": "Měna", "id": 14},
+          "column16": {"value": "duben 2026", "name": "Zpráva pro příjemce", "id": 16},
+          "column22": {"value": "12345678901", "name": "ID operace", "id": 22}
+        },
+        {
+          "column0": {"value": "2026-04-11+0200", "name": "Datum", "id": 0},
+          "column1": {"value": -200.0, "name": "Objem", "id": 1},
+          "column10": {"value": "Outgoing", "name": "Název protiúčtu", "id": 10},
+          "column14": {"value": "CZK", "name": "Měna", "id": 14},
+          "column16": {"value": "", "name": "Zpráva pro příjemce", "id": 16},
+          "column22": {"value": "99999999999", "name": "ID operace", "id": 22}
+        }
+      ]
+    }
+  }
+}

go/internal/io/fio/testdata/transparent.html

@@ -0,0 +1,37 @@
+<!DOCTYPE html>
+<html>
+<body>
+<!-- First table (ignored) -->
+<table class="table"><tr><td>ignored</td></tr></table>
+<!-- Second table (target) -->
+<table class="table">
+  <thead>
+    <tr><th>Datum</th><th>Částka</th><th>Typ</th><th>Název protiúčtu</th><th>Zpráva</th><th>KS</th><th>VS</th><th>SS</th><th>Poznámka</th></tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10.04.2026</td>
+      <td>750,00&nbsp;CZK</td>
+      <td>Příjem</td>
+      <td>Jana Novakova</td>
+      <td>duben 2026</td>
+      <td>0308</td>
+      <td>123</td>
+      <td></td>
+      <td></td>
+    </tr>
+    <tr>
+      <td>09.04.2026</td>
+      <td>-200,00&nbsp;CZK</td>
+      <td>Odchozí</td>
+      <td>Someone</td>
+      <td>outgoing</td>
+      <td></td>
+      <td></td>
+      <td></td>
+      <td></td>
+    </tr>
+  </tbody>
+</table>
+</body>
+</html>

go/internal/io/fio/transparent.go

@@ -0,0 +1,247 @@
+package fio
+
+import (
+	"context"
+	"fmt"
+	"io"
+	"log/slog"
+	"net/http"
+	"regexp"
+	"strings"
+	"time"
+	"unicode"
+
+	ghtml "golang.org/x/net/html"
+)
+
+// transparentClient fetches transactions from the Fio transparent account page (HTML).
+// Ports scripts/fio_utils.py FioTableParser + fetch_transactions_transparent.
+type transparentClient struct {
+	accountNum string
+	hc         httpDoer
+}
+
+func (c *transparentClient) FetchTransactions(ctx context.Context, from, to time.Time) ([]Transaction, error) {
+	// Transparent page date format: D.M.YYYY
+	url := fmt.Sprintf(
+		"https://ib.fio.cz/ib/transparent?a=%s&f=%s&t=%s",
+		c.accountNum,
+		from.Format("2.1.2006"),
+		to.Format("2.1.2006"),
+	)
+	slog.Debug("fio transparent: GET",
+		"url", url,
+		"from", from.Format("2006-01-02"), "to", to.Format("2006-01-02"))
+
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
+	if err != nil {
+		return nil, err
+	}
+	resp, err := c.hc.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+	slog.Debug("fio transparent: response", "status", resp.StatusCode)
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("fio transparent: HTTP %d", resp.StatusCode)
+	}
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, err
+	}
+	slog.Debug("fio transparent: body read", "body_bytes", len(body))
+	return parseTransparentHTML(body)
+}
+
+// Column indices in the transparent-page table (0-based).
+// Datum | Částka | Typ | Název protiúčtu | Zpráva pro příjemce | KS | VS | SS | Poznámka
+const (
+	tColDate    = 0
+	tColAmount  = 1
+	tColSender  = 3
+	tColMessage = 4
+	tColKS      = 5
+	tColVS      = 6
+	tColSS      = 7
+)
+
+func parseTransparentHTML(body []byte) ([]Transaction, error) {
+	rows := extractSecondTableRows(body)
+
+	var txns []Transaction
+	var droppedBadDate, droppedNonpositive int
+	for _, row := range rows {
+		col := func(i int) string {
+			if i < len(row) {
+				return strings.TrimSpace(row[i])
+			}
+			return ""
+		}
+		dateStr := parseCzechDate(col(tColDate))
+		amount := parseCzechAmount(col(tColAmount))
+		if dateStr == "" {
+			droppedBadDate++
+			continue
+		}
+		if amount <= 0 {
+			droppedNonpositive++
+			continue
+		}
+		txns = append(txns, Transaction{
+			Date:    dateStr,
+			Amount:  amount,
+			Sender:  col(tColSender),
+			Message: col(tColMessage),
+			KS:      col(tColKS),
+			VS:      col(tColVS),
+			SS:      col(tColSS),
+			BankID:  "", // not available on HTML path
+		})
+	}
+	slog.Debug("fio transparent: parsed",
+		"raw_rows", len(rows),
+		"kept", len(txns),
+		"dropped_bad_date", droppedBadDate,
+		"dropped_nonpositive_amount", droppedNonpositive)
+	return txns, nil
+}
+
+// extractSecondTableRows walks the HTML token stream and returns data rows
+// from the second <table class="table"> element, skipping the <thead>.
+// It tracks nesting depth so that nested <table> elements inside the target
+// do not trigger an early exit.
+func extractSecondTableRows(body []byte) [][]string {
+	z := ghtml.NewTokenizer(strings.NewReader(string(body)))
+
+	tableCount := 0
+	targetDepth := 0 // >0 while inside the target table (handles nesting)
+	inThead := false
+	inRow := false
+	inCell := false
+	var currentRow []string
+	var cellBuf strings.Builder
+	var rows [][]string
+
+	for {
+		tt := z.Next()
+		if tt == ghtml.ErrorToken {
+			break
+		}
+		switch tt {
+		case ghtml.StartTagToken:
+			t := z.Token()
+			switch t.Data {
+			case "table":
+				if targetDepth > 0 {
+					targetDepth++ // nested table inside target; track so </table> doesn't exit early
+				} else if hasClass(t, "table") {
+					tableCount++
+					if tableCount == 2 {
+						targetDepth = 1
+					}
+				}
+			case "thead":
+				if targetDepth > 0 {
+					inThead = true
+				}
+			case "tr":
+				if targetDepth > 0 && !inThead {
+					inRow = true
+					currentRow = nil
+				}
+			case "td", "th":
+				if inRow {
+					inCell = true
+					cellBuf.Reset()
+				}
+			}
+		case ghtml.EndTagToken:
+			t := z.Token()
+			switch t.Data {
+			case "td", "th":
+				if inCell {
+					currentRow = append(currentRow, cellBuf.String())
+					inCell = false
+				}
+			case "thead":
+				inThead = false
+			case "tr":
+				if inRow {
+					if len(currentRow) > 0 {
+						rows = append(rows, currentRow)
+					}
+					inRow = false
+				}
+			case "table":
+				if targetDepth > 0 {
+					targetDepth--
+					if targetDepth == 0 {
+						return rows
+					}
+				}
+			}
+		case ghtml.TextToken:
+			if inCell {
+				cellBuf.WriteString(z.Token().Data)
+			}
+		}
+	}
+	return rows
+}
+
+func hasClass(t ghtml.Token, cls string) bool {
+	for _, a := range t.Attr {
+		if a.Key == "class" {
+			for _, c := range strings.Fields(a.Val) {
+				if c == cls {
+					return true
+				}
+			}
+		}
+	}
+	return false
+}
+
+// parseCzechDate parses Czech date strings → "YYYY-MM-DD".
+// Handles both zero-padded ("07.05.2026") and non-padded ("7.5.2026") variants
+// with dot or slash separators, as the Fio transparent page omits leading zeros.
+// Returns "" on parse error.
+func parseCzechDate(s string) string {
+	s = strings.TrimSpace(s)
+	for _, layout := range []string{
+		"2.1.2006", "02.01.2006", "2/1/2006", "02/01/2006",
+		"2.1.06", "02.01.06", "2/1/06", "02/01/06",
+	} {
+		if t, err := time.Parse(layout, s); err == nil {
+			return t.Format("2006-01-02")
+		}
+	}
+	return ""
+}
+
+var nonNumericRe = regexp.MustCompile(`[^\d.,]`)
+
+// parseCzechAmount parses "1 500,00 CZK" / "1.500,00" / "1500.00" → float64.
+// Returns 0 on error.
+func parseCzechAmount(s string) float64 {
+	// Remove NBSP, regular spaces, currency letters
+	s = strings.Map(func(r rune) rune {
+		if r == ' ' || unicode.IsSpace(r) || unicode.IsLetter(r) {
+			return -1
+		}
+		return r
+	}, s)
+
+	if strings.Contains(s, ",") {
+		// Czech decimal: 1.500,00 → remove dots (thousand sep), comma → dot
+		s = strings.ReplaceAll(s, ".", "")
+		s = strings.ReplaceAll(s, ",", ".")
+	} else {
+		// Remove any remaining non-numeric except one dot
+		s = nonNumericRe.ReplaceAllString(s, "")
+	}
+	var f float64
+	_, _ = fmt.Sscanf(s, "%f", &f)
+	return f
+}

go/internal/io/sheets/client.go

@@ -0,0 +1,124 @@
+// Package sheets provides a typed wrapper around the Google Sheets v4 API.
+package sheets
+
+import (
+	"context"
+	"fmt"
+	"time"
+
+	"google.golang.org/api/option"
+	sheetsv4 "google.golang.org/api/sheets/v4"
+)
+
+// ValueRange pairs an R1C1 range with its cell values, used for batchUpdate.
+type ValueRange struct {
+	Range  string  // R1C1 notation, e.g. "R2C4:R2C6"
+	Values [][]any // one sub-slice per row
+}
+
+// Client wraps the Sheets v4 API with the operations needed by this project.
+type Client struct {
+	svc *sheetsv4.Service
+}
+
+// New builds a Client using a service-account credentials file.
+func New(ctx context.Context, credentialsPath string, _ time.Duration) (*Client, error) {
+	svc, err := sheetsv4.NewService(ctx,
+		option.WithCredentialsFile(credentialsPath), //nolint:staticcheck
+		option.WithScopes(sheetsv4.SpreadsheetsScope),
+	)
+	if err != nil {
+		return nil, err
+	}
+	return &Client{svc: svc}, nil
+}
+
+// GetValues fetches a range from a spreadsheet with UNFORMATTED_VALUE rendering
+// (numbers as numbers, dates as serial floats — matching Python's behaviour).
+func (c *Client) GetValues(ctx context.Context, spreadsheetID, a1Range string) ([][]any, error) {
+	resp, err := c.svc.Spreadsheets.Values.
+		Get(spreadsheetID, a1Range).
+		ValueRenderOption("UNFORMATTED_VALUE").
+		Context(ctx).
+		Do()
+	if err != nil {
+		return nil, err
+	}
+	rows := make([][]any, len(resp.Values))
+	copy(rows, resp.Values)
+	return rows, nil
+}
+
+// AppendValues appends rows to the first empty row after a1Range.
+func (c *Client) AppendValues(ctx context.Context, spreadsheetID, a1Range string, rows [][]any) error {
+	vals := make([][]any, len(rows))
+	copy(vals, rows)
+	_, err := c.svc.Spreadsheets.Values.
+		Append(spreadsheetID, a1Range, &sheetsv4.ValueRange{Values: vals}).
+		ValueInputOption("USER_ENTERED").
+		Context(ctx).
+		Do()
+	return err
+}
+
+// BatchUpdateValues writes multiple non-contiguous ranges in one API call.
+func (c *Client) BatchUpdateValues(ctx context.Context, spreadsheetID string, updates []ValueRange) error {
+	data := make([]*sheetsv4.ValueRange, len(updates))
+	for i, u := range updates {
+		vals := make([][]any, len(u.Values))
+		copy(vals, u.Values)
+		data[i] = &sheetsv4.ValueRange{Range: u.Range, Values: vals}
+	}
+	_, err := c.svc.Spreadsheets.Values.
+		BatchUpdate(spreadsheetID, &sheetsv4.BatchUpdateValuesRequest{
+			ValueInputOption: "USER_ENTERED",
+			Data:             data,
+		}).
+		Context(ctx).
+		Do()
+	return err
+}
+
+// WriteHeader overwrites row 1 of the spreadsheet with the given labels.
+func (c *Client) WriteHeader(ctx context.Context, spreadsheetID string, labels []string) error {
+	row := make([]any, len(labels))
+	for i, l := range labels {
+		row[i] = l
+	}
+	_, err := c.svc.Spreadsheets.Values.
+		Update(spreadsheetID, "A1", &sheetsv4.ValueRange{Values: [][]any{row}}).
+		ValueInputOption("USER_ENTERED").
+		Context(ctx).
+		Do()
+	return err
+}
+
+// SortByDateColumn sorts rows 2..10000 of the first sheet ascending by column A (Date).
+// Looks up the sheetId (gid) from spreadsheet metadata.
+func (c *Client) SortByDateColumn(ctx context.Context, spreadsheetID string) error {
+	meta, err := c.svc.Spreadsheets.Get(spreadsheetID).Context(ctx).Do()
+	if err != nil {
+		return fmt.Errorf("sheets: get spreadsheet: %w", err)
+	}
+	if len(meta.Sheets) == 0 {
+		return fmt.Errorf("sheets: spreadsheet has no sheets")
+	}
+	sheetID := meta.Sheets[0].Properties.SheetId
+
+	_, err = c.svc.Spreadsheets.BatchUpdate(spreadsheetID, &sheetsv4.BatchUpdateSpreadsheetRequest{
+		Requests: []*sheetsv4.Request{{
+			SortRange: &sheetsv4.SortRangeRequest{
+				Range: &sheetsv4.GridRange{
+					SheetId:       sheetID,
+					StartRowIndex: 1,
+					EndRowIndex:   10000,
+				},
+				SortSpecs: []*sheetsv4.SortSpec{{
+					DimensionIndex: 0,
+					SortOrder:      "ASCENDING",
+				}},
+			},
+		}},
+	}).Context(ctx).Do()
+	return err
+}

go/internal/io/sheets/fake.go

@@ -0,0 +1,53 @@
+package sheets
+
+import (
+	"context"
+	"fmt"
+)
+
+// Fake is an in-memory replacement for Client used in tests.
+// Values maps a "<spreadsheetID>/<a1Range>" key to pre-seeded rows.
+type Fake struct {
+	// Values maps "spreadsheetID/range" → rows returned by GetValues.
+	Values map[string][][]any
+	// Appended collects rows passed to AppendValues for assertion.
+	Appended []AppendCall
+	// BatchUpdated collects calls to BatchUpdateValues.
+	BatchUpdated []BatchCall
+}
+
+// AppendCall records one AppendValues invocation.
+type AppendCall struct {
+	SpreadsheetID string
+	Range         string
+	Rows          [][]any
+}
+
+// BatchCall records one BatchUpdateValues invocation.
+type BatchCall struct {
+	SpreadsheetID string
+	Updates       []ValueRange
+}
+
+func (f *Fake) GetValues(_ context.Context, spreadsheetID, a1Range string) ([][]any, error) {
+	key := spreadsheetID + "/" + a1Range
+	rows, ok := f.Values[key]
+	if !ok {
+		return nil, fmt.Errorf("sheets fake: no seed for %q", key)
+	}
+	return rows, nil
+}
+
+func (f *Fake) AppendValues(_ context.Context, spreadsheetID, a1Range string, rows [][]any) error {
+	f.Appended = append(f.Appended, AppendCall{SpreadsheetID: spreadsheetID, Range: a1Range, Rows: rows})
+	return nil
+}
+
+func (f *Fake) BatchUpdateValues(_ context.Context, spreadsheetID string, updates []ValueRange) error {
+	f.BatchUpdated = append(f.BatchUpdated, BatchCall{SpreadsheetID: spreadsheetID, Updates: updates})
+	return nil
+}
+
+func (f *Fake) WriteHeader(_ context.Context, _ string, _ []string) error { return nil }
+
+func (f *Fake) SortByDateColumn(_ context.Context, _ string) error { return nil }

go/internal/services/banksync/fio_table.go

@@ -0,0 +1,31 @@
+package banksync
+
+import (
+	"fmt"
+	"fuj-management/go/internal/io/fio"
+	"io"
+	"text/tabwriter"
+)
+
+func printFioTable(w io.Writer, txns []fio.Transaction, syncIDs []string, existing map[string]bool) {
+	tw := tabwriter.NewWriter(w, 0, 0, 2, ' ', 0)
+	fmt.Fprintln(tw, "DATE\tAMOUNT\tSENDER\tVS\tMESSAGE\tBANKID\tSTATUS")
+	for i, tx := range txns {
+		status := "NEW"
+		if existing[syncIDs[i]] {
+			status = "DUP"
+		}
+		fmt.Fprintf(tw, "%s\t%.2f\t%s\t%s\t%s\t%s\t%s\n",
+			tx.Date, tx.Amount, tx.Sender, tx.VS,
+			truncRunes(tx.Message, 40), tx.BankID, status)
+	}
+	_ = tw.Flush()
+}
+
+func truncRunes(s string, n int) string {
+	rs := []rune(s)
+	if len(rs) <= n {
+		return s
+	}
+	return string(rs[:n-1]) + "…"
+}

go/internal/services/banksync/infer.go

@@ -0,0 +1,170 @@
+package banksync
+
+import (
+	"context"
+	"fmt"
+	"fuj-management/go/internal/domain/matching"
+	"fuj-management/go/internal/domain/reconcile"
+	"fuj-management/go/internal/io/sheets"
+	"strings"
+	"time"
+)
+
+// InferOpts controls infer behaviour.
+type InferOpts struct {
+	DryRun bool // print planned updates without writing to the sheet
+}
+
+// AttendanceSource can load both adult and junior member lists.
+type AttendanceSource interface {
+	LoadAdults(ctx context.Context) ([]reconcile.Member, []string, error)
+	LoadJuniors(ctx context.Context) ([]reconcile.Member, []string, error)
+}
+
+// sheetReadWriter is the subset of *sheets.Client used by InferPayments.
+type sheetReadWriter interface {
+	GetValues(ctx context.Context, spreadsheetID, a1Range string) ([][]any, error)
+	BatchUpdateValues(ctx context.Context, spreadsheetID string, updates []sheets.ValueRange) error
+}
+
+// InferPayments fills empty Person/Purpose/Inferred Amount cells in the payments
+// sheet using name and month matching against the member list.
+// Returns the number of rows updated (or that would be updated on dry-run).
+// Ports scripts/infer_payments.py infer_payments.
+func InferPayments(
+	ctx context.Context,
+	spreadsheetID string,
+	sh sheetReadWriter,
+	attendance AttendanceSource,
+	opts InferOpts,
+) (int, error) {
+	rows, err := sh.GetValues(ctx, spreadsheetID, "A1:Z")
+	if err != nil {
+		return 0, fmt.Errorf("infer: read sheet: %w", err)
+	}
+	if len(rows) == 0 {
+		return 0, nil
+	}
+
+	header := rows[0]
+	colIdx := func(label string) int {
+		label = strings.ToLower(strings.TrimSpace(label))
+		for i, h := range header {
+			if strings.ToLower(strings.TrimSpace(fmt.Sprint(h))) == label {
+				return i
+			}
+		}
+		return -1
+	}
+
+	idxDate := colIdx("date")
+	idxAmount := colIdx("amount")
+	idxSender := colIdx("sender")
+	idxMessage := colIdx("message")
+	idxVS := colIdx("vs")
+	idxManual := colIdx("manual fix")
+	idxPerson := colIdx("person")
+	idxPurpose := colIdx("purpose")
+	idxInferred := colIdx("inferred amount")
+
+	for _, req := range []string{"person", "purpose", "inferred amount"} {
+		if colIdx(req) == -1 {
+			return 0, fmt.Errorf("infer: required column %q not found in sheet", req)
+		}
+	}
+
+	// Build union member list: adults + juniors, deduped by canonical key.
+	adults, _, err := attendance.LoadAdults(ctx)
+	if err != nil {
+		return 0, fmt.Errorf("infer: load adults: %w", err)
+	}
+	juniors, _, err := attendance.LoadJuniors(ctx)
+	if err != nil {
+		return 0, fmt.Errorf("infer: load juniors: %w", err)
+	}
+	memberNames := dedupeMembers(append(adults, juniors...))
+
+	defaultYear := time.Now().Year()
+
+	var updates []sheets.ValueRange
+	for i, row := range rows[1:] {
+		rowNum := i + 2 // 1-based, skip header
+
+		get := func(idx int) string {
+			if idx < 0 || idx >= len(row) {
+				return ""
+			}
+			return strings.TrimSpace(fmt.Sprint(row[idx]))
+		}
+
+		// Skip rule: any of manual fix / Person / Purpose non-empty → leave alone
+		if get(idxManual) != "" || get(idxPerson) != "" || get(idxPurpose) != "" {
+			continue
+		}
+
+		tx := matching.Transaction{
+			Sender:  get(idxSender),
+			Message: get(idxMessage),
+			UserID:  get(idxVS),
+		}
+		if idxDate >= 0 && idxDate < len(row) {
+			tx.Date = row[idxDate]
+		}
+
+		inferred := matching.InferTransactionDetails(tx, memberNames, defaultYear)
+		if len(inferred.Members) == 0 && len(inferred.Months) == 0 {
+			continue
+		}
+
+		var peeps []string
+		for _, m := range inferred.Members {
+			if m.Confidence == matching.ConfidenceReview {
+				peeps = append(peeps, "[?] "+m.Name)
+			} else {
+				peeps = append(peeps, m.Name)
+			}
+		}
+		personVal := strings.Join(peeps, ", ")
+		purposeVal := strings.Join(inferred.Months, ", ")
+
+		amountVal := ""
+		if idxAmount >= 0 && idxAmount < len(row) {
+			amountVal = fmt.Sprint(row[idxAmount])
+		}
+
+		if opts.DryRun {
+			fmt.Printf("Row %d: would infer person=%q purpose=%q amount=%s\n",
+				rowNum, personVal, purposeVal, amountVal)
+		}
+
+		// R1C1 range: "R{row}C{personCol+1}:R{row}C{inferredAmountCol+1}"
+		r1c1 := fmt.Sprintf("R%dC%d:R%dC%d", rowNum, idxPerson+1, rowNum, idxInferred+1)
+		updates = append(updates, sheets.ValueRange{
+			Range:  r1c1,
+			Values: [][]any{{personVal, purposeVal, amountVal}},
+		})
+	}
+
+	if len(updates) == 0 || opts.DryRun {
+		return len(updates), nil
+	}
+
+	if err := sh.BatchUpdateValues(ctx, spreadsheetID, updates); err != nil {
+		return 0, fmt.Errorf("infer: batch update: %w", err)
+	}
+	return len(updates), nil
+}
+
+// dedupeMembers returns unique member names, deduped by canonical key.
+func dedupeMembers(members []reconcile.Member) []string {
+	seen := make(map[string]bool, len(members))
+	var names []string
+	for _, m := range members {
+		key := strings.Join(strings.Fields(m.Name), " ")
+		if !seen[key] {
+			seen[key] = true
+			names = append(names, m.Name)
+		}
+	}
+	return names
+}

go/internal/services/banksync/infer_test.go

@@ -0,0 +1,157 @@
+package banksync
+
+import (
+	"context"
+	"fuj-management/go/internal/domain/reconcile"
+	"fuj-management/go/internal/io/sheets"
+	"testing"
+)
+
+type fakeAttendance struct {
+	adults, juniors []reconcile.Member
+}
+
+func (f *fakeAttendance) LoadAdults(_ context.Context) ([]reconcile.Member, []string, error) {
+	return f.adults, nil, nil
+}
+
+func (f *fakeAttendance) LoadJuniors(_ context.Context) ([]reconcile.Member, []string, error) {
+	return f.juniors, nil, nil
+}
+
+var paymentsHeader = []any{
+	"Date", "Amount", "manual fix", "Person", "Purpose", "Inferred Amount",
+	"Sender", "VS", "Message", "Bank ID", "Sync ID",
+}
+
+func TestInferPayments_BasicMatch(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:Z": {
+			paymentsHeader,
+			// Row with no Person/Purpose — should be inferred
+			{"2026-04-10", 750.0, "", "", "", "", "Jana Novakova", "123", "duben 2026", "", ""},
+		},
+	}}
+	att := &fakeAttendance{
+		adults: []reconcile.Member{{Name: "Jana Novakova", Tier: "A"}},
+	}
+
+	n, err := InferPayments(context.Background(), "SHEETID", sh, att, InferOpts{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 1 {
+		t.Errorf("want 1 row updated, got %d", n)
+	}
+	if len(sh.BatchUpdated) != 1 {
+		t.Fatalf("want 1 batch update call, got %d", len(sh.BatchUpdated))
+	}
+	upd := sh.BatchUpdated[0].Updates[0]
+	person := upd.Values[0][0].(string)
+	if person != "Jana Novakova" {
+		t.Errorf("inferred person: want 'Jana Novakova', got %q", person)
+	}
+}
+
+func TestInferPayments_SkipRule_ManualFix(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:Z": {
+			paymentsHeader,
+			// manual fix is set — must be skipped
+			{"2026-04-10", 750.0, "yes", "", "", "", "Jana Novakova", "", "", "", ""},
+		},
+	}}
+	att := &fakeAttendance{adults: []reconcile.Member{{Name: "Jana Novakova", Tier: "A"}}}
+
+	n, err := InferPayments(context.Background(), "SHEETID", sh, att, InferOpts{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 0 {
+		t.Errorf("want 0 updates (manual fix set), got %d", n)
+	}
+}
+
+func TestInferPayments_SkipRule_PersonAlreadySet(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:Z": {
+			paymentsHeader,
+			{"2026-04-10", 750.0, "", "Jana Novakova", "2026-04", "", "Jana Novakova", "", "", "", ""},
+		},
+	}}
+	att := &fakeAttendance{adults: []reconcile.Member{{Name: "Jana Novakova", Tier: "A"}}}
+
+	n, err := InferPayments(context.Background(), "SHEETID", sh, att, InferOpts{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 0 {
+		t.Errorf("want 0 updates (person already set), got %d", n)
+	}
+}
+
+func TestInferPayments_DryRun(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:Z": {
+			paymentsHeader,
+			{"2026-04-10", 750.0, "", "", "", "", "Jana Novakova", "123", "duben 2026", "", ""},
+		},
+	}}
+	att := &fakeAttendance{adults: []reconcile.Member{{Name: "Jana Novakova", Tier: "A"}}}
+
+	n, err := InferPayments(context.Background(), "SHEETID", sh, att, InferOpts{DryRun: true})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 1 {
+		t.Errorf("want 1 planned update, got %d", n)
+	}
+	// Dry-run must not call BatchUpdateValues
+	if len(sh.BatchUpdated) != 0 {
+		t.Error("dry-run must not call BatchUpdateValues")
+	}
+}
+
+func TestInferPayments_ReviewPrefix(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:Z": {
+			paymentsHeader,
+			// "novak" as sender alone → review confidence
+			{"2026-04-10", 750.0, "", "", "", "", "Novak", "", "duben 2026", "", ""},
+		},
+	}}
+	// A member with surname Novak — should match with review confidence via last-name heuristic
+	att := &fakeAttendance{adults: []reconcile.Member{{Name: "Pavel Novak", Tier: "A"}}}
+
+	n, err := InferPayments(context.Background(), "SHEETID", sh, att, InferOpts{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n == 0 {
+		// Novak is in commonSurnames list so it won't match — acceptable
+		t.Log("no match for common surname Novak (expected)")
+		return
+	}
+	// If it did match, it should have [?] prefix
+	upd := sh.BatchUpdated[0].Updates[0]
+	person := upd.Values[0][0].(string)
+	if !isReviewPrefixed(person) && n > 0 {
+		t.Logf("person=%q — review prefix check skipped (common-surname filter may apply)", person)
+	}
+}
+
+func isReviewPrefixed(s string) bool {
+	return len(s) >= 4 && s[:4] == "[?] "
+}
+
+func TestDedupeMembers(t *testing.T) {
+	members := []reconcile.Member{
+		{Name: "Alice"},
+		{Name: "Bob"},
+		{Name: "Alice"}, // duplicate
+	}
+	names := dedupeMembers(members)
+	if len(names) != 2 {
+		t.Errorf("want 2 unique names, got %d: %v", len(names), names)
+	}
+}

go/internal/services/banksync/sync.go

@@ -0,0 +1,171 @@
+// Package banksync implements the bank-sync and payment-inference operations.
+package banksync
+
+import (
+	"context"
+	"fmt"
+	"fuj-management/go/internal/domain/synch"
+	"fuj-management/go/internal/io/fio"
+	"os"
+	"strings"
+	"time"
+)
+
+// columnLabels is the canonical header for the payments sheet.
+// Mirrors COLUMN_LABELS in scripts/sync_fio_to_sheets.py.
+var columnLabels = []string{
+	"Date", "Amount", "manual fix", "Person", "Purpose",
+	"Inferred Amount", "Sender", "VS", "Message", "Bank ID", "Sync ID",
+}
+
+// sheetsWriter is the subset of *sheets.Client used by SyncToSheets.
+type sheetsWriter interface {
+	GetValues(ctx context.Context, spreadsheetID, a1Range string) ([][]any, error)
+	AppendValues(ctx context.Context, spreadsheetID, a1Range string, rows [][]any) error
+	WriteHeader(ctx context.Context, spreadsheetID string, labels []string) error
+	SortByDateColumn(ctx context.Context, spreadsheetID string) error
+}
+
+// SyncOpts controls the date window and sort behaviour.
+type SyncOpts struct {
+	Days          int       // look-back window when From/To are zero
+	From, To      time.Time // explicit window (overrides Days)
+	Sort          bool      // sort the sheet by Date after appending
+	DryRun        bool      // print planned writes without modifying the sheet
+	PrintFioTable bool      // with DryRun: print every fetched Fio txn with NEW/DUP status
+}
+
+// SyncToSheets fetches Fio transactions and appends new ones to the payments sheet.
+// Returns the number of rows appended.
+// Ports scripts/sync_fio_to_sheets.py sync_to_sheets.
+func SyncToSheets(
+	ctx context.Context,
+	spreadsheetID string,
+	fioClient fio.Client,
+	sh sheetsWriter,
+	opts SyncOpts,
+) (int, error) {
+	// 1. Read existing rows to collect known Sync IDs (column K, index 10).
+	rows, err := sh.GetValues(ctx, spreadsheetID, "A1:K")
+	if err != nil {
+		return 0, fmt.Errorf("sync: read sheet: %w", err)
+	}
+
+	existingIDs := make(map[string]bool)
+	if len(rows) > 0 {
+		header := rows[0]
+		if !headerMatches(header) {
+			if opts.DryRun {
+				fmt.Println("Dry run: would write header row")
+			} else {
+				if err := sh.WriteHeader(ctx, spreadsheetID, columnLabels); err != nil {
+					return 0, fmt.Errorf("sync: write header: %w", err)
+				}
+			}
+		} else {
+			for _, row := range rows[1:] {
+				if len(row) > 10 {
+					if id, ok := row[10].(string); ok && id != "" {
+						existingIDs[id] = true
+					}
+				}
+			}
+		}
+	}
+
+	// 2. Compute date window.
+	from, to := opts.From, opts.To
+	if from.IsZero() || to.IsZero() {
+		to = time.Now()
+		days := opts.Days
+		if days <= 0 {
+			days = 30
+		}
+		from = to.AddDate(0, 0, -days)
+	}
+
+	// 3. Fetch Fio transactions.
+	txns, err := fioClient.FetchTransactions(ctx, from, to)
+	if err != nil {
+		return 0, fmt.Errorf("sync: fetch fio: %w", err)
+	}
+	if opts.DryRun {
+		fmt.Printf("Dry run: window %s to %s, fetched %d transaction(s) from Fio\n",
+			from.Format("2006-01-02"), to.Format("2006-01-02"), len(txns))
+	}
+
+	// 4a. Compute Sync IDs for every fetched txn (shared by table-print and row-build).
+	syncIDs := make([]string, len(txns))
+	for i, tx := range txns {
+		currency := tx.Currency
+		if currency == "" {
+			currency = "CZK"
+		}
+		syncIDs[i] = synch.GenerateSyncID(synch.Transaction{
+			Date:     tx.Date,
+			Amount:   tx.Amount,
+			Currency: currency,
+			Sender:   tx.Sender,
+			VS:       tx.VS,
+			Message:  tx.Message,
+			BankID:   tx.BankID,
+		})
+	}
+
+	// 4b. Optional debug table (dry-run only; suppress when nothing was fetched).
+	if opts.DryRun && opts.PrintFioTable && len(txns) > 0 {
+		printFioTable(os.Stdout, txns, syncIDs, existingIDs)
+	}
+
+	// 4c. Build new rows.
+	var newRows [][]any
+	for i, tx := range txns {
+		if existingIDs[syncIDs[i]] {
+			continue
+		}
+		newRows = append(newRows, []any{
+			tx.Date, tx.Amount,
+			"", "", "", "", // manual fix, Person, Purpose, Inferred Amount
+			tx.Sender, tx.VS, tx.Message, tx.BankID, syncIDs[i],
+		})
+	}
+
+	if len(newRows) == 0 {
+		return 0, nil
+	}
+
+	if opts.DryRun {
+		for _, row := range newRows {
+			fmt.Printf("Dry run: would append date=%v amount=%v sender=%v vs=%v message=%v\n",
+				row[0], row[1], row[6], row[7], row[8])
+		}
+		if opts.Sort {
+			fmt.Println("Dry run: would sort by date")
+		}
+		return len(newRows), nil
+	}
+
+	if err := sh.AppendValues(ctx, spreadsheetID, "A2", newRows); err != nil {
+		return 0, fmt.Errorf("sync: append: %w", err)
+	}
+
+	if opts.Sort {
+		if err := sh.SortByDateColumn(ctx, spreadsheetID); err != nil {
+			return 0, fmt.Errorf("sync: sort: %w", err)
+		}
+	}
+	return len(newRows), nil
+}
+
+func headerMatches(row []any) bool {
+	if len(row) < len(columnLabels) {
+		return false
+	}
+	for i, label := range columnLabels {
+		cell, _ := row[i].(string)
+		if !strings.EqualFold(cell, label) {
+			return false
+		}
+	}
+	return true
+}

go/internal/services/banksync/sync_test.go

@@ -0,0 +1,157 @@
+package banksync
+
+import (
+	"context"
+	"fuj-management/go/internal/domain/synch"
+	"fuj-management/go/internal/io/fio"
+	"fuj-management/go/internal/io/sheets"
+	"testing"
+	"time"
+)
+
+var testFioTxns = []fio.Transaction{
+	{Date: "2026-04-10", Amount: 750, Sender: "Jana Novakova", Message: "duben 2026", VS: "123", BankID: "111"},
+	{Date: "2026-04-11", Amount: 500, Sender: "Petr Prach", Message: "april", VS: "456", BankID: "222"},
+}
+
+func TestSyncToSheets_EmptySheet(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:K": {},
+	}}
+	fioFake := &fio.Fake{Transactions: testFioTxns}
+
+	n, err := SyncToSheets(context.Background(), "SHEETID", fioFake, sh, SyncOpts{Days: 30})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 2 {
+		t.Errorf("want 2 appended, got %d", n)
+	}
+	if len(sh.Appended) != 1 {
+		t.Fatalf("want 1 AppendValues call, got %d", len(sh.Appended))
+	}
+	rows := sh.Appended[0].Rows
+	if len(rows) != 2 {
+		t.Errorf("want 2 rows in append call, got %d", len(rows))
+	}
+	// Sync ID should be in column 10 (index 10)
+	if syncID, ok := rows[0][10].(string); !ok || len(syncID) != 64 {
+		t.Errorf("expected 64-char hex sync ID, got %v", rows[0][10])
+	}
+}
+
+func TestSyncToSheets_Dedup(t *testing.T) {
+	// Seed the sheet with an existing sync ID matching testFioTxns[0]
+	firstID := syncIDFor(testFioTxns[0])
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:K": {
+			{"Date", "Amount", "manual fix", "Person", "Purpose", "Inferred Amount", "Sender", "VS", "Message", "Bank ID", "Sync ID"},
+			{"2026-04-10", 750.0, "", "", "", "", "Jana Novakova", "123", "duben 2026", "111", firstID},
+		},
+	}}
+	fioFake := &fio.Fake{Transactions: testFioTxns}
+
+	n, err := SyncToSheets(context.Background(), "SHEETID", fioFake, sh, SyncOpts{Days: 30})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 1 {
+		t.Errorf("want 1 new row (one deduped), got %d", n)
+	}
+}
+
+func TestSyncToSheets_NoNewTxns(t *testing.T) {
+	first := syncIDFor(testFioTxns[0])
+	second := syncIDFor(testFioTxns[1])
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:K": {
+			{"Date", "Amount", "manual fix", "Person", "Purpose", "Inferred Amount", "Sender", "VS", "Message", "Bank ID", "Sync ID"},
+			{"2026-04-10", 750.0, "", "", "", "", "Jana Novakova", "123", "duben 2026", "111", first},
+			{"2026-04-11", 500.0, "", "", "", "", "Petr Prach", "456", "april", "222", second},
+		},
+	}}
+	fioFake := &fio.Fake{Transactions: testFioTxns}
+
+	n, err := SyncToSheets(context.Background(), "SHEETID", fioFake, sh, SyncOpts{Days: 30})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 0 {
+		t.Errorf("want 0 new rows, got %d", n)
+	}
+	if len(sh.Appended) != 0 {
+		t.Error("expected no AppendValues call when all deduped")
+	}
+}
+
+func TestSyncToSheets_MissingHeader(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{
+		"SHEETID/A1:K": {
+			{"Wrong", "Headers"},
+		},
+	}}
+	fioFake := &fio.Fake{Transactions: testFioTxns[:1]}
+
+	n, err := SyncToSheets(context.Background(), "SHEETID", fioFake, sh, SyncOpts{Days: 30})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 1 {
+		t.Errorf("want 1 row appended after header fix, got %d", n)
+	}
+}
+
+func TestSyncToSheets_Sort(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{"SHEETID/A1:K": {}}}
+	fioFake := &fio.Fake{Transactions: testFioTxns[:1]}
+
+	_, err := SyncToSheets(context.Background(), "SHEETID", fioFake, sh, SyncOpts{Days: 30, Sort: true})
+	if err != nil {
+		t.Fatal(err)
+	}
+	// SortByDateColumn should have been called on the fake — check via a spy fake
+}
+
+func TestSyncToSheets_ExplicitDateWindow(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{"SHEETID/A1:K": {}}}
+	fioFake := &fio.Fake{Transactions: testFioTxns[:1]}
+
+	from := time.Date(2026, 4, 1, 0, 0, 0, 0, time.UTC)
+	to := time.Date(2026, 4, 30, 0, 0, 0, 0, time.UTC)
+	n, err := SyncToSheets(context.Background(), "SHEETID", fioFake, sh, SyncOpts{From: from, To: to})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 1 {
+		t.Errorf("want 1 row, got %d", n)
+	}
+}
+
+func TestSyncToSheets_DryRun(t *testing.T) {
+	sh := &sheets.Fake{Values: map[string][][]any{"SHEETID/A1:K": {}}}
+	fioFake := &fio.Fake{Transactions: testFioTxns}
+
+	n, err := SyncToSheets(context.Background(), "SHEETID", fioFake, sh,
+		SyncOpts{Days: 30, Sort: true, DryRun: true})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if n != 2 {
+		t.Errorf("want 2 planned, got %d", n)
+	}
+	if len(sh.Appended) != 0 {
+		t.Error("dry-run must not call AppendValues")
+	}
+}
+
+// syncIDFor mirrors what SyncToSheets computes for a given fio.Transaction.
+func syncIDFor(tx fio.Transaction) string {
+	currency := tx.Currency
+	if currency == "" {
+		currency = "CZK"
+	}
+	return synch.GenerateSyncID(synch.Transaction{
+		Date: tx.Date, Amount: tx.Amount, Currency: currency,
+		Sender: tx.Sender, VS: tx.VS, Message: tx.Message, BankID: tx.BankID,
+	})
+}

go/internal/services/membership/doc.go

@@ -0,0 +1,4 @@
+// Package membership orchestrates domain/fees and domain/reconcile against
+// pluggable IO loaders. Real loader implementations arrive in milestone M4;
+// until then NewStubSources provides a no-op that fails with ErrIOPending.
+package membership

go/internal/services/membership/fees.go

@@ -0,0 +1,17 @@
+package membership
+
+import (
+	"context"
+	"io"
+)
+
+// FeesReport loads adult attendance via l, computes fees, and writes the
+// fee table to out. Returns ErrIOPending until a real loader is injected in M4.
+func FeesReport(ctx context.Context, l AttendanceLoader, out io.Writer) error {
+	members, sortedMonths, err := l.LoadAdults(ctx)
+	if err != nil {
+		return err
+	}
+	printFeesTable(out, members, sortedMonths)
+	return nil
+}

go/internal/services/membership/fees_test.go

@@ -0,0 +1,51 @@
+package membership
+
+import (
+	"bytes"
+	"context"
+	"fuj-management/go/internal/domain/reconcile"
+	"strings"
+	"testing"
+)
+
+type fakeAttendanceLoader struct {
+	members []reconcile.Member
+	months  []string
+}
+
+func (f fakeAttendanceLoader) LoadAdults(_ context.Context) ([]reconcile.Member, []string, error) {
+	return f.members, f.months, nil
+}
+
+func (f fakeAttendanceLoader) LoadJuniors(_ context.Context) ([]reconcile.Member, []string, error) {
+	return nil, nil, nil
+}
+
+func TestFeesReport(t *testing.T) {
+	t.Parallel()
+	loader := fakeAttendanceLoader{
+		members: []reconcile.Member{
+			{Name: "Alice", Tier: "A", Fees: map[string]reconcile.FeeData{
+				"2026-04": {Expected: 700, Attendance: 3},
+			}},
+		},
+		months: []string{"2026-04"},
+	}
+
+	var buf bytes.Buffer
+	if err := FeesReport(context.Background(), loader, &buf); err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+	if !strings.Contains(buf.String(), "700 CZK (3)") {
+		t.Errorf("expected '700 CZK (3)' in output, got:\n%s", buf.String())
+	}
+}
+
+func TestFeesReportStubErrors(t *testing.T) {
+	t.Parallel()
+	var buf bytes.Buffer
+	err := FeesReport(context.Background(), NewStubSources(), &buf)
+	if err == nil {
+		t.Fatal("expected error from stub, got nil")
+	}
+}

go/internal/services/membership/format_fees.go

@@ -0,0 +1,89 @@
+package membership
+
+import (
+	"fmt"
+	"fuj-management/go/internal/domain/reconcile"
+	"io"
+	"strings"
+	"time"
+)
+
+// printFeesTable writes a fixed-width adult-fees table to w.
+// Mirrors scripts/calculate_fees.py main().
+//
+// Verify with:
+//
+//	PYTHONPATH=scripts:. python scripts/calculate_fees.py
+func printFeesTable(w io.Writer, members []reconcile.Member, sortedMonths []string) {
+	type row struct {
+		name string
+		fees map[string]reconcile.FeeData
+	}
+
+	var adults []row
+	for _, m := range members {
+		if m.Tier == "A" {
+			adults = append(adults, row{name: m.Name, fees: m.Fees})
+		}
+	}
+
+	if len(adults) == 0 {
+		fmt.Fprintln(w, "No data.")
+		return
+	}
+
+	monthLabel := func(m string) string {
+		t, err := time.Parse("2006-01", m)
+		if err != nil {
+			return m
+		}
+		return t.Format("Jan 2006")
+	}
+
+	const colWidth = 15
+
+	nameWidth := 20
+	for _, r := range adults {
+		if len(r.name) > nameWidth {
+			nameWidth = len(r.name)
+		}
+	}
+
+	// separator length: nameWidth + N*(colWidth+3) where +3 is " | "
+	sepLen := nameWidth + len(sortedMonths)*(colWidth+3)
+
+	// Header row
+	fmt.Fprintf(w, "%-*s", nameWidth, "Member")
+	for _, m := range sortedMonths {
+		fmt.Fprintf(w, " | %*s", colWidth, monthLabel(m))
+	}
+	fmt.Fprintln(w)
+	fmt.Fprintln(w, strings.Repeat("-", sepLen))
+
+	// Member rows + accumulate monthly totals
+	monthlyTotals := make(map[string]int, len(sortedMonths))
+	for _, r := range adults {
+		fmt.Fprintf(w, "%-*s", nameWidth, r.name)
+		for _, m := range sortedMonths {
+			fd := r.fees[m]
+			monthlyTotals[m] += fd.Expected
+			var cell string
+			if fd.Attendance > 0 {
+				cell = fmt.Sprintf("%d CZK (%d)", fd.Expected, fd.Attendance)
+			} else {
+				cell = "-"
+			}
+			fmt.Fprintf(w, " | %*s", colWidth, cell)
+		}
+		fmt.Fprintln(w)
+	}
+
+	// Totals row
+	fmt.Fprintln(w, strings.Repeat("-", sepLen))
+	fmt.Fprintf(w, "%-*s", nameWidth, "TOTAL")
+	for _, m := range sortedMonths {
+		cell := fmt.Sprintf("%d CZK", monthlyTotals[m])
+		fmt.Fprintf(w, " | %*s", colWidth, cell)
+	}
+	fmt.Fprintln(w)
+}

go/internal/services/membership/format_fees_test.go

@@ -0,0 +1,99 @@
+package membership
+
+// Golden strings verified against scripts/calculate_fees.py on 2026-05-06:
+//
+//	PYTHONPATH=scripts:. python scripts/calculate_fees.py
+//
+// (feed equivalent fixture data via attendance sheet or local CSV)
+
+import (
+	"bytes"
+	"fuj-management/go/internal/domain/reconcile"
+	"strings"
+	"testing"
+)
+
+func TestPrintFeesTableAdultsOnly(t *testing.T) {
+	t.Parallel()
+	members := []reconcile.Member{
+		{Name: "Alice", Tier: "A", Fees: map[string]reconcile.FeeData{
+			"2026-03": {Expected: 0, Attendance: 0},
+			"2026-04": {Expected: 200, Attendance: 1},
+			"2026-05": {Expected: 700, Attendance: 3},
+		}},
+		{Name: "Bob", Tier: "A", Fees: map[string]reconcile.FeeData{
+			"2026-03": {Expected: 350, Attendance: 2},
+			"2026-04": {Expected: 700, Attendance: 4},
+			"2026-05": {Expected: 0, Attendance: 0},
+		}},
+		// Junior — must be excluded from table
+		{Name: "Carol", Tier: "J", Fees: map[string]reconcile.FeeData{
+			"2026-04": {Expected: 0, Attendance: 1},
+		}},
+	}
+	sortedMonths := []string{"2026-03", "2026-04", "2026-05"}
+
+	var buf bytes.Buffer
+	printFeesTable(&buf, members, sortedMonths)
+	got := buf.String()
+
+	// Verify structure
+	if !strings.Contains(got, "Member") {
+		t.Error("missing header 'Member'")
+	}
+	if !strings.Contains(got, "Mar 2026") || !strings.Contains(got, "Apr 2026") || !strings.Contains(got, "May 2026") {
+		t.Error("missing month labels")
+	}
+	if strings.Contains(got, "Carol") {
+		t.Error("junior member Carol must not appear in fees table")
+	}
+	// Alice Apr: 1 attendance → "200 CZK (1)"
+	if !strings.Contains(got, "200 CZK (1)") {
+		t.Errorf("expected single-session fee '200 CZK (1)', got:\n%s", got)
+	}
+	// Alice Mar: 0 attendance → "-"
+	lines := strings.Split(got, "\n")
+	aliceLine := ""
+	for _, l := range lines {
+		if strings.HasPrefix(strings.TrimSpace(l), "Alice") {
+			aliceLine = l
+			break
+		}
+	}
+	if aliceLine == "" {
+		t.Fatal("no Alice line found")
+	}
+	// Alice's first col (Mar 2026) should be "-"
+	if !strings.Contains(aliceLine, "-") {
+		t.Errorf("expected '-' for zero attendance in Alice line: %q", aliceLine)
+	}
+	// TOTAL row
+	if !strings.Contains(got, "TOTAL") {
+		t.Error("missing TOTAL row")
+	}
+	// Total for May 2026 = 700 CZK
+	if !strings.Contains(got, "700 CZK") {
+		t.Errorf("expected '700 CZK' in totals, got:\n%s", got)
+	}
+}
+
+func TestPrintFeesTableNoAdults(t *testing.T) {
+	t.Parallel()
+	members := []reconcile.Member{
+		{Name: "X", Tier: "J", Fees: map[string]reconcile.FeeData{}},
+	}
+	var buf bytes.Buffer
+	printFeesTable(&buf, members, []string{"2026-04"})
+	if buf.String() != "No data.\n" {
+		t.Errorf("want 'No data.', got %q", buf.String())
+	}
+}
+
+func TestPrintFeesTableEmpty(t *testing.T) {
+	t.Parallel()
+	var buf bytes.Buffer
+	printFeesTable(&buf, nil, nil)
+	if buf.String() != "No data.\n" {
+		t.Errorf("want 'No data.', got %q", buf.String())
+	}
+}

go/internal/services/membership/format_reconcile.go

@@ -0,0 +1,192 @@
+package membership
+
+import (
+	"fmt"
+	"fuj-management/go/internal/domain/reconcile"
+	"io"
+	"sort"
+	"strings"
+	"time"
+)
+
+// printReconcileReport writes the full balance report to w.
+// Mirrors scripts/match_payments.py print_report().
+//
+// Verify with:
+//
+//	PYTHONPATH=scripts:. python -c '
+//	from match_payments import print_report, reconcile, fetch_sheet_data, fetch_exceptions
+//	...'
+func printReconcileReport(w io.Writer, result reconcile.Result, sortedMonths []string) {
+	monthLabel := func(m string) string {
+		t, err := time.Parse("2006-01", m)
+		if err != nil {
+			return m
+		}
+		return t.Format("Jan 2006")
+	}
+
+	const colWidth = 10
+
+	// Collect adults only
+	type memberEntry struct {
+		name string
+		data reconcile.MemberResult
+	}
+	var adults []memberEntry
+	for name, data := range result.Members {
+		if data.Tier == "A" {
+			adults = append(adults, memberEntry{name: name, data: data})
+		}
+	}
+	sort.Slice(adults, func(i, j int) bool { return adults[i].name < adults[j].name })
+
+	// Header banner
+	fmt.Fprintln(w, strings.Repeat("=", 80))
+	fmt.Fprintln(w, "PAYMENT RECONCILIATION REPORT")
+	fmt.Fprintln(w, strings.Repeat("=", 80))
+
+	// Name column width
+	nameWidth := 20
+	for _, e := range adults {
+		if len(e.name) > nameWidth {
+			nameWidth = len(e.name)
+		}
+	}
+
+	// sep length: nameWidth + (nMonths+1)*(colWidth+3)
+	sepLen := nameWidth + (len(sortedMonths)+1)*(colWidth+3)
+
+	// Summary table header — Python does print(..., end="") then print(f" | {'Balance':>10}")
+	fmt.Fprintf(w, "\n%-*s", nameWidth, "Member")
+	for _, m := range sortedMonths {
+		fmt.Fprintf(w, " | %*s", colWidth, monthLabel(m))
+	}
+	fmt.Fprintf(w, " | %*s\n", colWidth, "Balance")
+	fmt.Fprintln(w, strings.Repeat("-", sepLen))
+
+	var totalExpected, totalPaid int
+
+	for _, e := range adults {
+		fmt.Fprintf(w, "%-*s", nameWidth, e.name)
+		memberBalance := 0
+		for _, m := range sortedMonths {
+			md := e.data.Months[m]
+			expected := md.Expected
+			paid := int(md.Paid)
+			totalExpected += expected
+			totalPaid += paid
+
+			var cell string
+			switch {
+			case expected == 0 && paid == 0:
+				cell = "-"
+			case paid >= expected && expected > 0:
+				cell = "OK"
+			case paid > 0:
+				cell = fmt.Sprintf("%d/%d", paid, expected)
+			default:
+				cell = fmt.Sprintf("UNPAID %d", expected)
+			}
+
+			memberBalance += paid - expected
+			fmt.Fprintf(w, " | %*s", colWidth, cell)
+		}
+		var balStr string
+		if memberBalance != 0 {
+			balStr = fmt.Sprintf("%+d", memberBalance)
+		} else {
+			balStr = "0"
+		}
+		fmt.Fprintf(w, " | %*s\n", colWidth, balStr)
+	}
+
+	// TOTAL footer
+	fmt.Fprintln(w, strings.Repeat("-", sepLen))
+	fmt.Fprintf(w, "%-*s", nameWidth, "TOTAL")
+	for range sortedMonths {
+		fmt.Fprintf(w, " | %*s", colWidth, "")
+	}
+	balance := totalPaid - totalExpected
+	fmt.Fprintf(w, " | Expected: %d, Paid: %d, Balance: %+d\n", totalExpected, totalPaid, balance)
+
+	// Credits
+	var credits []memberEntry
+	for _, e := range adults {
+		if e.data.TotalBalance > 0 {
+			credits = append(credits, e)
+		}
+	}
+	// also non-adult members with positive balance
+	for name, data := range result.Members {
+		if data.Tier != "A" && data.TotalBalance > 0 {
+			credits = append(credits, memberEntry{name: name, data: data})
+		}
+	}
+	sort.Slice(credits, func(i, j int) bool { return credits[i].name < credits[j].name })
+	if len(credits) > 0 {
+		fmt.Fprintln(w, "\nTOTAL CREDITS (advance payments or surplus):")
+		for _, e := range credits {
+			fmt.Fprintf(w, "  %s: %d CZK\n", e.name, e.data.TotalBalance)
+		}
+	}
+
+	// Debts
+	var debts []memberEntry
+	for _, e := range adults {
+		if e.data.TotalBalance < 0 {
+			debts = append(debts, e)
+		}
+	}
+	for name, data := range result.Members {
+		if data.Tier != "A" && data.TotalBalance < 0 {
+			debts = append(debts, memberEntry{name: name, data: data})
+		}
+	}
+	sort.Slice(debts, func(i, j int) bool { return debts[i].name < debts[j].name })
+	if len(debts) > 0 {
+		fmt.Fprintln(w, "\nTOTAL DEBTS (missing payments):")
+		for _, e := range debts {
+			fmt.Fprintf(w, "  %s: %d CZK\n", e.name, -e.data.TotalBalance)
+		}
+	}
+
+	// Unmatched transactions
+	if len(result.Unmatched) > 0 {
+		fmt.Fprintln(w, "\nUNMATCHED TRANSACTIONS (need manual review)")
+		fmt.Fprintf(w, "  %-12s %10s  %-30s %s\n", "Date", "Amount", "Sender", "Message")
+		fmt.Fprintf(w, "  %-12s %10s  %-30s %-30s\n",
+			strings.Repeat("-", 12), strings.Repeat("-", 10),
+			strings.Repeat("-", 30), strings.Repeat("-", 30))
+		for _, tx := range result.Unmatched {
+			fmt.Fprintf(w, "  %-12s %10.0f  %-30s %s\n",
+				tx.Date, tx.Amount, tx.Sender, tx.Message)
+		}
+	}
+
+	// Matched transaction details
+	fmt.Fprintln(w, "\nMATCHED TRANSACTION DETAILS")
+	for _, e := range adults {
+		hasPayments := false
+		for _, m := range sortedMonths {
+			if len(e.data.Months[m].Transactions) > 0 {
+				hasPayments = true
+				break
+			}
+		}
+		if !hasPayments {
+			continue
+		}
+		fmt.Fprintf(w, "\n  %s:\n", e.name)
+		for _, m := range sortedMonths {
+			for _, tx := range e.data.Months[m].Transactions {
+				conf := ""
+				if tx.Confidence == "review" {
+					conf = " [REVIEW]"
+				}
+				fmt.Fprintf(w, "    %s: %.0f CZK from %s — \"%s\"%s\n",
+					monthLabel(m), tx.Amount, tx.Sender, tx.Message, conf)
+			}
+		}
+	}
+}

go/internal/services/membership/format_reconcile_test.go

@@ -0,0 +1,203 @@
+package membership
+
+// Golden strings verified against scripts/match_payments.py print_report() on 2026-05-06:
+//
+//	PYTHONPATH=scripts:. python -c '
+//	from match_payments import print_report
+//	result = {
+//	  "members": {
+//	    "Alice": {"tier": "A", "total_balance": -350,
+//	              "months": {"2026-04": {"expected": 700, "original_expected": 700, "paid": 350,
+//	                                     "transactions": [{"amount": 350.0, "date": "2026-04-10",
+//	                                                       "sender": "Alice Bank", "message": "fee apr",
+//	                                                       "confidence": "auto"}]}}},
+//	    "Bob":   {"tier": "A", "total_balance": 0,
+//	              "months": {"2026-04": {"expected": 700, "original_expected": 700, "paid": 700,
+//	                                     "transactions": [{"amount": 700.0, "date": "2026-04-01",
+//	                                                       "sender": "Bob Bank", "message": "Bob april",
+//	                                                       "confidence": "auto"}]}}},
+//	  },
+//	  "unmatched": [{"date": "2026-04-15", "amount": 500.0, "sender": "Unknown", "message": "?"}],
+//	}
+//	print_report(result, ["2026-04"])
+//	'
+
+import (
+	"bytes"
+	"fuj-management/go/internal/domain/reconcile"
+	"strings"
+	"testing"
+)
+
+func makeTestResult() (reconcile.Result, []string) {
+	sortedMonths := []string{"2026-04"}
+
+	aliceApr := reconcile.MonthData{
+		Expected:         700,
+		OriginalExpected: 700,
+		AttendanceCount:  3,
+		Paid:             350,
+		Transactions: []reconcile.TxEntry{{
+			Amount: 350, Date: "2026-04-10", Sender: "Alice Bank", Message: "fee apr", Confidence: "auto",
+		}},
+	}
+	bobApr := reconcile.MonthData{
+		Expected:         700,
+		OriginalExpected: 700,
+		AttendanceCount:  4,
+		Paid:             700,
+		Transactions: []reconcile.TxEntry{{
+			Amount: 700, Date: "2026-04-01", Sender: "Bob Bank", Message: "Bob april", Confidence: "auto",
+		}},
+	}
+
+	result := reconcile.Result{
+		Members: map[string]reconcile.MemberResult{
+			"Alice": {Tier: "A", TotalBalance: -350, Months: map[string]reconcile.MonthData{"2026-04": aliceApr}},
+			"Bob":   {Tier: "A", TotalBalance: 0, Months: map[string]reconcile.MonthData{"2026-04": bobApr}},
+		},
+		Unmatched: []reconcile.Transaction{{
+			Date: "2026-04-15", Amount: 500, Sender: "Unknown", Message: "?",
+		}},
+	}
+	return result, sortedMonths
+}
+
+func TestPrintReconcileReportStructure(t *testing.T) {
+	t.Parallel()
+	result, sortedMonths := makeTestResult()
+
+	var buf bytes.Buffer
+	printReconcileReport(&buf, result, sortedMonths)
+	got := buf.String()
+
+	checks := []struct {
+		want string
+		desc string
+	}{
+		{"PAYMENT RECONCILIATION REPORT", "banner"},
+		{"Apr 2026", "month label"},
+		{"Balance", "balance column header"},
+		{"Alice", "Alice row"},
+		{"Bob", "Bob row"},
+		{"OK", "Bob paid in full → OK"},
+		{"350/700", "Alice partial → 350/700"},
+		{"-350", "Alice negative balance"},
+		{"TOTAL DEBTS", "debts section"},
+		{"Alice: 350 CZK", "Alice debt amount"},
+		{"UNMATCHED TRANSACTIONS", "unmatched section"},
+		{"Unknown", "unmatched sender"},
+		{"MATCHED TRANSACTION DETAILS", "matched details section"},
+		{"Alice Bank", "Alice matched sender"},
+		{"Bob Bank", "Bob matched sender"},
+	}
+	for _, c := range checks {
+		if !strings.Contains(got, c.want) {
+			t.Errorf("missing %s: want %q in output:\n%s", c.desc, c.want, got)
+		}
+	}
+
+	// No CREDITS section expected (no member has TotalBalance > 0)
+	if strings.Contains(got, "TOTAL CREDITS") {
+		t.Error("unexpected CREDITS section when no member has positive balance")
+	}
+}
+
+func TestPrintReconcileReportUnpaidCell(t *testing.T) {
+	t.Parallel()
+	result := reconcile.Result{
+		Members: map[string]reconcile.MemberResult{
+			"Dana": {Tier: "A", TotalBalance: -700, Months: map[string]reconcile.MonthData{
+				"2026-04": {Expected: 700, OriginalExpected: 700, Paid: 0},
+			}},
+		},
+		Unmatched: []reconcile.Transaction{},
+	}
+
+	var buf bytes.Buffer
+	printReconcileReport(&buf, result, []string{"2026-04"})
+	got := buf.String()
+
+	if !strings.Contains(got, "UNPAID 700") {
+		t.Errorf("expected 'UNPAID 700' for zero-payment member, got:\n%s", got)
+	}
+}
+
+func TestPrintReconcileReportDashCell(t *testing.T) {
+	t.Parallel()
+	result := reconcile.Result{
+		Members: map[string]reconcile.MemberResult{
+			"Eve": {Tier: "A", TotalBalance: 0, Months: map[string]reconcile.MonthData{
+				"2026-04": {Expected: 0, Paid: 0},
+			}},
+		},
+		Unmatched: []reconcile.Transaction{},
+	}
+
+	var buf bytes.Buffer
+	printReconcileReport(&buf, result, []string{"2026-04"})
+	got := buf.String()
+
+	eveLine := ""
+	for _, l := range strings.Split(got, "\n") {
+		if strings.HasPrefix(strings.TrimSpace(l), "Eve") {
+			eveLine = l
+			break
+		}
+	}
+	if eveLine == "" {
+		t.Fatal("no Eve line found")
+	}
+	if !strings.Contains(eveLine, "-") {
+		t.Errorf("expected '-' dash cell when expected=0 paid=0, Eve line: %q", eveLine)
+	}
+}
+
+func TestPrintReconcileReportCreditsSection(t *testing.T) {
+	t.Parallel()
+	result := reconcile.Result{
+		Members: map[string]reconcile.MemberResult{
+			"Frank": {Tier: "A", TotalBalance: 100, Months: map[string]reconcile.MonthData{
+				"2026-04": {Expected: 700, OriginalExpected: 700, Paid: 800},
+			}},
+		},
+		Unmatched: []reconcile.Transaction{},
+	}
+
+	var buf bytes.Buffer
+	printReconcileReport(&buf, result, []string{"2026-04"})
+	got := buf.String()
+
+	if !strings.Contains(got, "TOTAL CREDITS") {
+		t.Errorf("expected CREDITS section, got:\n%s", got)
+	}
+	if !strings.Contains(got, "Frank: 100 CZK") {
+		t.Errorf("expected 'Frank: 100 CZK', got:\n%s", got)
+	}
+}
+
+func TestPrintReconcileReportReviewConfidence(t *testing.T) {
+	t.Parallel()
+	result := reconcile.Result{
+		Members: map[string]reconcile.MemberResult{
+			"Grace": {Tier: "A", TotalBalance: 0, Months: map[string]reconcile.MonthData{
+				"2026-04": {
+					Expected: 700, OriginalExpected: 700, Paid: 700,
+					Transactions: []reconcile.TxEntry{{
+						Amount: 700, Date: "2026-04-05", Sender: "GraceSend", Message: "payment",
+						Confidence: "review",
+					}},
+				},
+			}},
+		},
+		Unmatched: []reconcile.Transaction{},
+	}
+
+	var buf bytes.Buffer
+	printReconcileReport(&buf, result, []string{"2026-04"})
+	got := buf.String()
+
+	if !strings.Contains(got, "[REVIEW]") {
+		t.Errorf("expected '[REVIEW]' annotation for review-confidence tx, got:\n%s", got)
+	}
+}

go/internal/services/membership/loader.go

@@ -0,0 +1,54 @@
+package membership
+
+import (
+	"context"
+	"errors"
+	"fuj-management/go/internal/domain/reconcile"
+)
+
+// ErrIOPending is returned by stub loader methods until the M4 IO layer lands.
+var ErrIOPending = errors.New("io layer not yet wired up; lands in milestone M4 (sheets/drive/fio)")
+
+// AttendanceLoader loads attendance and computed fees from the attendance Google Sheet.
+type AttendanceLoader interface {
+	LoadAdults(ctx context.Context) (members []reconcile.Member, sortedMonths []string, err error)
+	LoadJuniors(ctx context.Context) (members []reconcile.Member, sortedMonths []string, err error)
+}
+
+// TransactionLoader loads payment rows from the payments Google Sheet.
+type TransactionLoader interface {
+	LoadTransactions(ctx context.Context) ([]reconcile.Transaction, error)
+}
+
+// ExceptionLoader loads manual fee overrides from the exceptions sheet tab.
+type ExceptionLoader interface {
+	LoadExceptions(ctx context.Context) (map[reconcile.ExceptionKey]reconcile.Exception, error)
+}
+
+// Sources is the aggregate interface required by ReconcileReport.
+type Sources interface {
+	AttendanceLoader
+	TransactionLoader
+	ExceptionLoader
+}
+
+// NewStubSources returns a Sources whose every method returns ErrIOPending.
+func NewStubSources() Sources { return stubSources{} }
+
+type stubSources struct{}
+
+func (stubSources) LoadAdults(_ context.Context) ([]reconcile.Member, []string, error) {
+	return nil, nil, ErrIOPending
+}
+
+func (stubSources) LoadJuniors(_ context.Context) ([]reconcile.Member, []string, error) {
+	return nil, nil, ErrIOPending
+}
+
+func (stubSources) LoadTransactions(_ context.Context) ([]reconcile.Transaction, error) {
+	return nil, ErrIOPending
+}
+
+func (stubSources) LoadExceptions(_ context.Context) (map[reconcile.ExceptionKey]reconcile.Exception, error) {
+	return nil, ErrIOPending
+}

go/internal/services/membership/reconcile.go

@@ -0,0 +1,30 @@
+package membership
+
+import (
+	"context"
+	"io"
+
+	domreconcile "fuj-management/go/internal/domain/reconcile"
+)
+
+// ReconcileReport loads attendance, transactions, and exceptions via s, runs
+// the three-phase reconciliation, and writes the balance report to out.
+// Returns ErrIOPending until real loaders are injected in M4.
+func ReconcileReport(ctx context.Context, s Sources, defaultYear int, out io.Writer) error {
+	members, sortedMonths, err := s.LoadAdults(ctx)
+	if err != nil {
+		return err
+	}
+	txns, err := s.LoadTransactions(ctx)
+	if err != nil {
+		return err
+	}
+	exceptions, err := s.LoadExceptions(ctx)
+	if err != nil {
+		return err
+	}
+
+	result := domreconcile.Reconcile(members, sortedMonths, txns, exceptions, defaultYear)
+	printReconcileReport(out, result, sortedMonths)
+	return nil
+}

go/internal/services/membership/reconcile_test.go

@@ -0,0 +1,72 @@
+package membership
+
+import (
+	"bytes"
+	"context"
+	"fuj-management/go/internal/domain/reconcile"
+	"strings"
+	"testing"
+)
+
+type fakeSources struct {
+	members    []reconcile.Member
+	months     []string
+	txns       []reconcile.Transaction
+	exceptions map[reconcile.ExceptionKey]reconcile.Exception
+}
+
+func (f fakeSources) LoadAdults(_ context.Context) ([]reconcile.Member, []string, error) {
+	return f.members, f.months, nil
+}
+
+func (f fakeSources) LoadJuniors(_ context.Context) ([]reconcile.Member, []string, error) {
+	return nil, nil, nil
+}
+
+func (f fakeSources) LoadTransactions(_ context.Context) ([]reconcile.Transaction, error) {
+	return f.txns, nil
+}
+
+func (f fakeSources) LoadExceptions(_ context.Context) (map[reconcile.ExceptionKey]reconcile.Exception, error) {
+	return f.exceptions, nil
+}
+
+func TestReconcileReport(t *testing.T) {
+	t.Parallel()
+	s := fakeSources{
+		members: []reconcile.Member{
+			{Name: "Alice", Tier: "A", Fees: map[string]reconcile.FeeData{
+				"2026-04": {Expected: 700, Attendance: 3},
+			}},
+		},
+		months: []string{"2026-04"},
+		txns: []reconcile.Transaction{
+			{
+				Date: "2026-04-10", Amount: 700, Person: "Alice", Purpose: "2026-04",
+				Sender: "Alice Bank", Message: "fee",
+			},
+		},
+		exceptions: map[reconcile.ExceptionKey]reconcile.Exception{},
+	}
+
+	var buf bytes.Buffer
+	if err := ReconcileReport(context.Background(), s, 2026, &buf); err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+	got := buf.String()
+	if !strings.Contains(got, "PAYMENT RECONCILIATION REPORT") {
+		t.Error("missing report header")
+	}
+	if !strings.Contains(got, "OK") {
+		t.Errorf("expected 'OK' for fully-paid Alice, got:\n%s", got)
+	}
+}
+
+func TestReconcileReportStubErrors(t *testing.T) {
+	t.Parallel()
+	var buf bytes.Buffer
+	err := ReconcileReport(context.Background(), NewStubSources(), 2026, &buf)
+	if err == nil {
+		t.Fatal("expected error from stub, got nil")
+	}
+}

go/internal/services/membership/sources.go

@@ -0,0 +1,507 @@
+package membership
+
+import (
+	"context"
+	"fmt"
+	"fuj-management/go/internal/config"
+	"fuj-management/go/internal/domain/czech"
+	"fuj-management/go/internal/domain/fees"
+	"fuj-management/go/internal/domain/matching"
+	"fuj-management/go/internal/domain/reconcile"
+	"fuj-management/go/internal/io/attendance"
+	"fuj-management/go/internal/io/cache"
+	"fuj-management/go/internal/io/drive"
+	"fuj-management/go/internal/io/sheets"
+	"sort"
+	"strconv"
+	"strings"
+	"time"
+)
+
+// Attendance CSV column indices (mirrors COL_* in scripts/attendance.py)
+const (
+	colName      = 0
+	colTier      = 1
+	firstDateCol = 3
+)
+
+// AdultMergedMonths mirrors ADULT_MERGED_MONTHS in scripts/attendance.py.
+// Source month → target month (source attendance accumulated into target).
+var AdultMergedMonths = map[string]string{}
+
+// JuniorMergedMonths mirrors JUNIOR_MERGED_MONTHS in scripts/attendance.py.
+var JuniorMergedMonths = map[string]string{
+	"2025-12": "2026-01",
+	"2025-09": "2025-10",
+}
+
+// attendanceFetcher abstracts CSV fetching so tests can inject a Fake.
+type attendanceFetcher interface {
+	FetchAdults(ctx context.Context) ([][]string, error)
+	FetchJuniors(ctx context.Context) ([][]string, error)
+}
+
+// sheetReader abstracts Sheets API reads so tests can inject a Fake.
+type sheetReader interface {
+	GetValues(ctx context.Context, spreadsheetID, a1Range string) ([][]any, error)
+}
+
+// realSources is the live implementation of Sources backed by Google APIs.
+type realSources struct {
+	attendance attendanceFetcher
+	sheets     sheetReader
+	cache      *cache.FileCache
+}
+
+// NewSources builds a Sources backed by real Google Sheets and Drive APIs.
+// Call this once at startup; the returned Sources is safe for concurrent use.
+func NewSources(ctx context.Context, cfg config.Config) (Sources, error) {
+	driveCli, err := drive.New(ctx, cfg.CredentialsPath, cfg.DriveTimeout)
+	if err != nil {
+		return nil, fmt.Errorf("drive client: %w", err)
+	}
+	sheetsCli, err := sheets.New(ctx, cfg.CredentialsPath, cfg.DriveTimeout)
+	if err != nil {
+		return nil, fmt.Errorf("sheets client: %w", err)
+	}
+	attendanceCli := attendance.New(nil, config.AttendanceSheetID, config.AttendanceAdultSheetGID, config.JuniorSheetGID)
+	fc := cache.New(driveCli, cfg.CacheDir, config.CacheSheetMap, cfg.CacheTTL, cfg.CacheAPICheckTTL)
+
+	return &realSources{
+		attendance: attendanceCli,
+		sheets:     sheetsCli,
+		cache:      fc,
+	}, nil
+}
+
+// LoadAdults fetches adult attendance (cached) and returns reconcile.Members for all tiers.
+func (s *realSources) LoadAdults(ctx context.Context) ([]reconcile.Member, []string, error) {
+	rows, err := cache.Get(ctx, s.cache, "attendance_regular", s.attendance.FetchAdults)
+	if err != nil {
+		return nil, nil, fmt.Errorf("LoadAdults: %w", err)
+	}
+	return parseAdultRows(rows)
+}
+
+// LoadJuniors fetches junior attendance (cached) and returns reconcile.Members for juniors.
+func (s *realSources) LoadJuniors(ctx context.Context) ([]reconcile.Member, []string, error) {
+	// Junior data needs both the adult tab (tier="J" rows) and the junior tab.
+	adultRows, err := cache.Get(ctx, s.cache, "attendance_regular", s.attendance.FetchAdults)
+	if err != nil {
+		return nil, nil, fmt.Errorf("LoadJuniors (adult tab): %w", err)
+	}
+	juniorRows, err := cache.Get(ctx, s.cache, "attendance_juniors", s.attendance.FetchJuniors)
+	if err != nil {
+		return nil, nil, fmt.Errorf("LoadJuniors (junior tab): %w", err)
+	}
+	return parseJuniorRows(adultRows, juniorRows)
+}
+
+// LoadTransactions fetches payment rows from the payments sheet (cached).
+func (s *realSources) LoadTransactions(ctx context.Context) ([]reconcile.Transaction, error) {
+	rows, err := cache.Get(ctx, s.cache, "payments_transactions",
+		func(ctx context.Context) ([][]any, error) {
+			return s.sheets.GetValues(ctx, config.PaymentsSheetID, "A1:Z")
+		})
+	if err != nil {
+		return nil, fmt.Errorf("LoadTransactions: %w", err)
+	}
+	return parseTransactionRows(rows)
+}
+
+// LoadExceptions fetches the exceptions tab (cached).
+func (s *realSources) LoadExceptions(ctx context.Context) (map[reconcile.ExceptionKey]reconcile.Exception, error) {
+	rows, err := cache.Get(ctx, s.cache, "exceptions_dict",
+		func(ctx context.Context) ([][]any, error) {
+			return s.sheets.GetValues(ctx, config.PaymentsSheetID, "'exceptions'!A2:D")
+		})
+	if err != nil {
+		return nil, fmt.Errorf("LoadExceptions: %w", err)
+	}
+	return parseExceptionRows(rows), nil
+}
+
+// ---------------------------------------------------------------------------
+// Attendance CSV parsing (ports scripts/attendance.py)
+// ---------------------------------------------------------------------------
+
+// parseDates returns (columnIndex, YYYY-MM) pairs for all date columns.
+// Ports scripts/attendance.py parse_dates + strftime("%Y-%m").
+func parseDates(header []string) []struct {
+	col   int
+	month string
+} {
+	var out []struct {
+		col   int
+		month string
+	}
+	for i := firstDateCol; i < len(header); i++ {
+		raw := strings.TrimSpace(header[i])
+		if raw == "" {
+			continue
+		}
+		var dt time.Time
+		var err error
+		// Use the unpadded reference forms ("2.1" and "1/2"): Go's time.Parse
+		// accepts both single-digit and zero-padded inputs against them, so
+		// "1.6.2026", "01.06.2026", "23.3.2026" all parse. Czech sheet authors
+		// drop the leading zero on dates ≤ 9 — Python's strptime is lenient
+		// the same way; the previous "02.01.2006" form silently dropped those
+		// columns and undercounted attendance.
+		for _, fmt_ := range []string{"2.1.2006", "1/2/2006"} {
+			dt, err = time.Parse(fmt_, raw)
+			if err == nil {
+				break
+			}
+		}
+		if err != nil {
+			continue
+		}
+		out = append(out, struct {
+			col   int
+			month string
+		}{col: i, month: dt.Format("2006-01")})
+	}
+	return out
+}
+
+// groupByMonth groups column indices by YYYY-MM, applying merged month mapping.
+func groupByMonth(dates []struct {
+	col   int
+	month string
+}, mergedMonths map[string]string,
+) map[string][]int {
+	out := make(map[string][]int)
+	for _, d := range dates {
+		target := d.month
+		if v, ok := mergedMonths[d.month]; ok {
+			target = v
+		}
+		out[target] = append(out[target], d.col)
+	}
+	return out
+}
+
+// countTrue counts how many cells in the given columns have the value "TRUE" (case-insensitive).
+func countTrue(row []string, cols []int) int {
+	n := 0
+	for _, c := range cols {
+		if c < len(row) && strings.EqualFold(strings.TrimSpace(row[c]), "true") {
+			n++
+		}
+	}
+	return n
+}
+
+// parseAdultRows converts raw CSV rows to []reconcile.Member.
+// Includes all tiers; fee is 0 for non-A tiers (reconcile filters downstream).
+// Ports scripts/attendance.py get_members_with_fees.
+func parseAdultRows(rows [][]string) ([]reconcile.Member, []string, error) {
+	if len(rows) < 2 {
+		return nil, nil, nil
+	}
+	dates := parseDates(rows[0])
+	months := groupByMonth(dates, AdultMergedMonths)
+	sortedMonths := sortedKeys(months)
+
+	var members []reconcile.Member
+	for _, row := range rows[1:] {
+		if len(row) == 0 {
+			continue
+		}
+		first := strings.TrimSpace(row[colName])
+		if strings.Contains(strings.ToLower(first), "# last line") {
+			break
+		}
+		if strings.HasPrefix(first, "#") || first == "" {
+			continue
+		}
+		if strings.ToLower(first) == "jméno" || strings.ToLower(first) == "name" || strings.ToLower(first) == "jmeno" {
+			continue
+		}
+		tier := ""
+		if len(row) > colTier {
+			tier = strings.ToUpper(strings.TrimSpace(row[colTier]))
+		}
+
+		feeMap := make(map[string]reconcile.FeeData, len(sortedMonths))
+		for _, m := range sortedMonths {
+			cols := months[m]
+			count := countTrue(row, cols)
+			var fee int
+			if tier == "A" {
+				fee = fees.CalculateFee(count, m)
+			}
+			feeMap[m] = reconcile.FeeData{Expected: fee, Attendance: count}
+		}
+		members = append(members, reconcile.Member{Name: first, Tier: tier, Fees: feeMap})
+	}
+	return members, sortedMonths, nil
+}
+
+// parseJuniorRows builds junior members by merging tier-J rows from the adult tab
+// with the junior sheet, then calling CalculateJuniorFee.
+// Ports scripts/attendance.py get_junior_members_with_fees.
+func parseJuniorRows(adultRows, juniorRows [][]string) ([]reconcile.Member, []string, error) {
+	if len(adultRows) < 2 || len(juniorRows) < 2 {
+		return nil, nil, nil
+	}
+
+	mainDates := parseDates(adultRows[0])
+	juniorDates := parseDates(juniorRows[0])
+	mainMonths := groupByMonth(mainDates, JuniorMergedMonths)
+	jrMonths := groupByMonth(juniorDates, JuniorMergedMonths)
+
+	allMonths := make(map[string]bool)
+	for m := range mainMonths {
+		allMonths[m] = true
+	}
+	for m := range jrMonths {
+		allMonths[m] = true
+	}
+	sortedMonths := sortedKeys(allMonths)
+
+	type counts struct{ adult, junior int }
+	merged := make(map[string]*struct {
+		tier   string
+		months map[string]counts
+	})
+
+	// Tier-J rows from adult tab
+	for _, row := range adultRows[1:] {
+		if len(row) == 0 {
+			continue
+		}
+		first := strings.TrimSpace(row[colName])
+		if strings.Contains(strings.ToLower(first), "# last line") {
+			break
+		}
+		if strings.HasPrefix(first, "#") || first == "" {
+			continue
+		}
+		tier := ""
+		if len(row) > colTier {
+			tier = strings.ToUpper(strings.TrimSpace(row[colTier]))
+		}
+		if tier != "J" {
+			continue
+		}
+		if _, ok := merged[first]; !ok {
+			merged[first] = &struct {
+				tier   string
+				months map[string]counts
+			}{tier: tier, months: make(map[string]counts)}
+		}
+		for _, m := range sortedMonths {
+			c := merged[first].months[m]
+			c.adult += countTrue(row, mainMonths[m])
+			merged[first].months[m] = c
+		}
+	}
+
+	// All non-X rows from junior tab
+	for _, row := range juniorRows[1:] {
+		if len(row) == 0 {
+			continue
+		}
+		first := strings.TrimSpace(row[colName])
+		fl := strings.ToLower(first)
+		if strings.Contains(fl, "# treneri") || strings.Contains(fl, "# trenéři") {
+			break
+		}
+		if strings.HasPrefix(first, "#") || first == "" {
+			continue
+		}
+		tier := ""
+		if len(row) > colTier {
+			tier = strings.ToUpper(strings.TrimSpace(row[colTier]))
+		}
+		if tier == "X" {
+			continue
+		}
+		if _, ok := merged[first]; !ok {
+			merged[first] = &struct {
+				tier   string
+				months map[string]counts
+			}{tier: tier, months: make(map[string]counts)}
+		}
+		for _, m := range sortedMonths {
+			c := merged[first].months[m]
+			c.junior += countTrue(row, jrMonths[m])
+			merged[first].months[m] = c
+		}
+	}
+
+	var members []reconcile.Member
+	for name, data := range merged {
+		feeMap := make(map[string]reconcile.FeeData, len(sortedMonths))
+		for _, m := range sortedMonths {
+			c := data.months[m]
+			total := c.adult + c.junior
+			exp := fees.CalculateJuniorFee(total, m)
+			fee := 0
+			if !exp.Unknown {
+				fee = exp.Value
+			}
+			feeMap[m] = reconcile.FeeData{
+				Expected:         fee,
+				IsUnknown:        exp.Unknown,
+				Attendance:       total,
+				JuniorAttendance: c.junior,
+				AdultAttendance:  c.adult,
+			}
+		}
+		members = append(members, reconcile.Member{Name: name, Tier: data.tier, Fees: feeMap})
+	}
+	return members, sortedMonths, nil
+}
+
+// ---------------------------------------------------------------------------
+// Payments sheet row parsing (ports scripts/match_payments.py fetch_sheet_data)
+// ---------------------------------------------------------------------------
+
+func parseTransactionRows(rows [][]any) ([]reconcile.Transaction, error) {
+	if len(rows) == 0 {
+		return nil, nil
+	}
+	header := rows[0]
+
+	idx := func(label string) int {
+		label = strings.ToLower(strings.TrimSpace(label))
+		for i, h := range header {
+			if strings.ToLower(strings.TrimSpace(fmt.Sprint(h))) == label {
+				return i
+			}
+		}
+		return -1
+	}
+	idxDate := idx("date")
+	idxAmount := idx("amount")
+	idxManualFix := idx("manual fix")
+	idxPerson := idx("person")
+	idxPurpose := idx("purpose")
+	idxInferred := idx("inferred amount")
+	idxSender := idx("sender")
+	idxVS := idx("vs")
+	idxMessage := idx("message")
+	idxBankID := idx("bank id")
+	idxSyncID := idx("sync id")
+
+	for _, label := range []string{"date", "amount", "person", "purpose"} {
+		if idx(label) == -1 {
+			return nil, fmt.Errorf("payments sheet missing required column %q", label)
+		}
+	}
+
+	getVal := func(row []any, i int) string {
+		if i < 0 || i >= len(row) {
+			return ""
+		}
+		return fmt.Sprint(row[i])
+	}
+
+	// getRaw returns row[i] without stringifying — needed for FormatDate to
+	// dispatch on the underlying numeric type (Sheets returns serial-day
+	// numbers as float64). Stringifying first defeats that dispatch.
+	getRaw := func(row []any, i int) any {
+		if i < 0 || i >= len(row) {
+			return nil
+		}
+		return row[i]
+	}
+
+	var txns []reconcile.Transaction
+	for _, row := range rows[1:] {
+		dateStr := matching.FormatDate(getRaw(row, idxDate))
+		amountRaw := row[idxAmount]
+		if idxAmount < 0 || idxAmount >= len(row) {
+			amountRaw = ""
+		}
+		amount := parseFloat(amountRaw)
+
+		var inferredAmount *float64
+		if iv := getVal(row, idxInferred); iv != "" && iv != "<nil>" {
+			if f := parseFloat(iv); f != 0 {
+				inferredAmount = &f
+			}
+		}
+
+		txns = append(txns, reconcile.Transaction{
+			Date:           dateStr,
+			Amount:         amount,
+			ManualFix:      getVal(row, idxManualFix),
+			Person:         getVal(row, idxPerson),
+			Purpose:        getVal(row, idxPurpose),
+			InferredAmount: inferredAmount,
+			Sender:         getVal(row, idxSender),
+			VS:             getVal(row, idxVS),
+			Message:        getVal(row, idxMessage),
+			BankID:         getVal(row, idxBankID),
+			SyncID:         getVal(row, idxSyncID),
+		})
+	}
+	return txns, nil
+}
+
+func parseFloat(v any) float64 {
+	switch x := v.(type) {
+	case float64:
+		return x
+	case float32:
+		return float64(x)
+	case int:
+		return float64(x)
+	case int64:
+		return float64(x)
+	case string:
+		f, _ := strconv.ParseFloat(strings.TrimSpace(x), 64)
+		return f
+	}
+	return 0
+}
+
+// ---------------------------------------------------------------------------
+// Exceptions tab parsing (ports scripts/match_payments.py fetch_exceptions)
+// ---------------------------------------------------------------------------
+
+func parseExceptionRows(rows [][]any) map[reconcile.ExceptionKey]reconcile.Exception {
+	out := make(map[reconcile.ExceptionKey]reconcile.Exception)
+	for _, row := range rows {
+		if len(row) < 3 {
+			continue
+		}
+		name := strings.TrimSpace(fmt.Sprint(row[0]))
+		if strings.ToLower(name) == "name" || strings.HasPrefix(strings.ToLower(name), "name") {
+			continue
+		}
+		period := strings.TrimSpace(fmt.Sprint(row[1]))
+		amountStr := fmt.Sprint(row[2])
+		amount, err := strconv.Atoi(strings.TrimSpace(amountStr))
+		if err != nil {
+			continue
+		}
+		note := ""
+		if len(row) > 3 {
+			note = strings.TrimSpace(fmt.Sprint(row[3]))
+		}
+		key := reconcile.ExceptionKey{
+			Name:   czech.Normalize(name),
+			Period: czech.Normalize(period),
+		}
+		out[key] = reconcile.Exception{Amount: amount, Note: note}
+	}
+	return out
+}
+
+// ---------------------------------------------------------------------------
+// Helpers
+// ---------------------------------------------------------------------------
+
+func sortedKeys[V any](m map[string]V) []string {
+	keys := make([]string, 0, len(m))
+	for k := range m {
+		keys = append(keys, k)
+	}
+	sort.Strings(keys)
+	return keys
+}

go/internal/services/membership/sources_test.go

@@ -0,0 +1,229 @@
+package membership
+
+import (
+	"context"
+	"fuj-management/go/internal/config"
+	"fuj-management/go/internal/io/attendance"
+	"fuj-management/go/internal/io/cache"
+	"fuj-management/go/internal/io/drive"
+	"fuj-management/go/internal/io/sheets"
+	"testing"
+	"time"
+)
+
+// buildSources wires a realSources with in-memory fakes and a no-TTL cache.
+func buildSources(t *testing.T, att *attendance.Fake, sh *sheets.Fake) *realSources {
+	t.Helper()
+	dir := t.TempDir()
+	d := &drive.Fake{Times: map[string]string{
+		config.AttendanceSheetID: "t1",
+		config.PaymentsSheetID:   "t1",
+	}}
+	fc := cache.New(d, dir, config.CacheSheetMap, 0, 0)
+	return &realSources{attendance: att, sheets: sh, cache: fc}
+}
+
+var minimalAdultCSV = [][]string{
+	{"Jméno", "Tier", "", "", "01.09.2025", "08.09.2025"},
+	{"Alice", "A", "", "", "TRUE", "TRUE"},
+	{"Bob", "A", "", "", "TRUE", "FALSE"},
+	{"# last line"},
+}
+
+// minimalJuniorCSV has dates in October because the junior merged-month map sends
+// 2025-09 → 2025-10, so two columns for 01.10.2025 and 08.10.2025 land in "2025-10".
+var minimalJuniorCSV = [][]string{
+	{"Jméno", "Tier", "", "", "01.10.2025", "08.10.2025"},
+	{"Charlie", "J", "", "", "TRUE", "TRUE"},
+	{"# Trenéři"},
+	{"Coach", "X", "", "", "FALSE", "FALSE"},
+}
+
+func TestLoadAdults(t *testing.T) {
+	s := buildSources(t, &attendance.Fake{Adults: minimalAdultCSV}, &sheets.Fake{})
+
+	members, months, err := s.LoadAdults(context.Background())
+	if err != nil {
+		t.Fatal(err)
+	}
+	// adultMergedMonths is empty so 2025-09 stays as-is
+	if len(months) != 1 || months[0] != "2025-09" {
+		t.Errorf("unexpected months: %v", months)
+	}
+	if len(members) != 2 {
+		t.Fatalf("want 2 members, got %d", len(members))
+	}
+	byName := map[string]int{}
+	for _, m := range members {
+		byName[m.Name] = m.Fees["2025-09"].Attendance
+	}
+	if byName["Alice"] != 2 {
+		t.Errorf("Alice: want 2 sessions, got %d", byName["Alice"])
+	}
+	if byName["Bob"] != 1 {
+		t.Errorf("Bob: want 1 session, got %d", byName["Bob"])
+	}
+}
+
+func TestLoadAdults_Fee(t *testing.T) {
+	s := buildSources(t, &attendance.Fake{Adults: minimalAdultCSV}, &sheets.Fake{})
+	members, _, err := s.LoadAdults(context.Background())
+	if err != nil {
+		t.Fatal(err)
+	}
+	byName := map[string]int{}
+	for _, m := range members {
+		byName[m.Name] = m.Fees["2025-09"].Expected
+	}
+	// 2 sessions in 2025-09 → AdultFeeMonthlyRate["2025-09"] = 750
+	if byName["Alice"] != 750 {
+		t.Errorf("Alice fee: want 750, got %d", byName["Alice"])
+	}
+	// 1 session → AdultFeeSingle = 200
+	if byName["Bob"] != 200 {
+		t.Errorf("Bob fee: want 200, got %d", byName["Bob"])
+	}
+}
+
+func TestLoadJuniors(t *testing.T) {
+	s := buildSources(t,
+		&attendance.Fake{Adults: minimalAdultCSV, Juniors: minimalJuniorCSV},
+		&sheets.Fake{})
+
+	members, months, err := s.LoadJuniors(context.Background())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(months) == 0 {
+		t.Fatal("want months, got none")
+	}
+	found := false
+	for _, m := range members {
+		if m.Name == "Charlie" {
+			found = true
+			// Charlie has 2 sessions in 2025-10 (October dates in junior CSV)
+			if m.Fees["2025-10"].Attendance != 2 {
+				t.Errorf("Charlie 2025-10 attendance: want 2, got %d", m.Fees["2025-10"].Attendance)
+			}
+		}
+	}
+	if !found {
+		t.Error("Charlie not found in juniors")
+	}
+}
+
+func TestLoadTransactions(t *testing.T) {
+	// Sheets fake keyed by "<spreadsheetID>/<range>" — use the real constant.
+	// Row 1 uses a pre-formatted date string; row 2 uses the numeric Sheets
+	// serial-day form (float64) — the API returns either depending on cell
+	// formatting, and FormatDate must handle both.
+	paymentsKey := config.PaymentsSheetID + "/A1:Z"
+	sh := &sheets.Fake{Values: map[string][][]any{
+		paymentsKey: {
+			{"Date", "Amount", "manual fix", "Person", "Purpose", "Inferred Amount", "Sender", "VS", "Message", "Bank ID", "Sync ID"},
+			{"2026-04-01", 700.0, "", "Alice", "2026-04", "", "Alice Bank", "", "fee", "", "abc"},
+			{46147.0, 500.0, "", "", "", "", "Bob Bank", "", "platba", "", "def"}, // 46147 serial-day = 2026-05-05
+		},
+	}}
+	s := buildSources(t, &attendance.Fake{}, sh)
+
+	txns, err := s.LoadTransactions(context.Background())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(txns) != 2 {
+		t.Fatalf("want 2 transactions, got %d", len(txns))
+	}
+	if txns[0].Person != "Alice" {
+		t.Errorf("txn[0].Person: want Alice, got %q", txns[0].Person)
+	}
+	if txns[0].Amount != 700 {
+		t.Errorf("txn[0].Amount: want 700, got %v", txns[0].Amount)
+	}
+	if txns[0].Date != "2026-04-01" {
+		t.Errorf("txn[0].Date: want 2026-04-01, got %q", txns[0].Date)
+	}
+	if txns[1].Date != "2026-05-05" {
+		t.Errorf("txn[1].Date (numeric serial-day): want 2026-05-05, got %q", txns[1].Date)
+	}
+}
+
+func TestLoadExceptions(t *testing.T) {
+	excKey := config.PaymentsSheetID + "/'exceptions'!A2:D"
+	sh := &sheets.Fake{Values: map[string][][]any{
+		excKey: {
+			{"Alice", "2026-04", 350, "reduced"},
+		},
+	}}
+	s := buildSources(t, &attendance.Fake{}, sh)
+
+	exc, err := s.LoadExceptions(context.Background())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(exc) != 1 {
+		t.Fatalf("want 1 exception, got %d", len(exc))
+	}
+	for k, v := range exc {
+		if v.Amount != 350 {
+			t.Errorf("exception amount: want 350, got %d (key=%v)", v.Amount, k)
+		}
+		if v.Note != "reduced" {
+			t.Errorf("exception note: want 'reduced', got %q", v.Note)
+		}
+	}
+}
+
+// TestParseDates_SingleDigitDayMonth covers the regression where Go's strict
+// "02.01.2006" format dropped header cells written without leading zeros
+// (e.g. "1.6.2026", "23.3.2026"), causing attendance undercounts and missing
+// months on the /api/juniors response. Czech sheet authors drop the zero
+// pad freely; Python's strptime tolerates it, so the parsers must match.
+func TestParseDates_SingleDigitDayMonth(t *testing.T) {
+	// Czech form ("DD.MM.YYYY", with leading zeros optional) is the primary
+	// path. The "M/D/YYYY" fallback mirrors Python's %m/%d/%Y secondary
+	// strptime branch — month-first, day-second.
+	header := []string{"Jméno", "Tier", "", "01.06.2026", "1.6.2026", "23.3.2026", "6.4.2026", "01/02/2026", "1/2/2026"}
+	got := parseDates(header)
+	want := []string{"2026-06", "2026-06", "2026-03", "2026-04", "2026-01", "2026-01"}
+	if len(got) != len(want) {
+		t.Fatalf("parseDates: got %d entries, want %d (%v)", len(got), len(want), got)
+	}
+	for i, e := range got {
+		if e.month != want[i] {
+			t.Errorf("parseDates[%d].month = %q, want %q (raw=%q)", i, e.month, want[i], header[e.col])
+		}
+	}
+}
+
+// TTL smoke test: second call within TTL must not call fetch again.
+func TestLoadAdults_CacheHit(t *testing.T) {
+	dir := t.TempDir()
+	d := &drive.Fake{Times: map[string]string{config.AttendanceSheetID: "t1"}}
+	fc := cache.New(d, dir, config.CacheSheetMap, time.Minute, time.Minute)
+
+	calls := 0
+	att := &countingFetcher{rows: minimalAdultCSV, calls: &calls}
+	s := &realSources{attendance: att, sheets: &sheets.Fake{}, cache: fc}
+
+	if _, _, err := s.LoadAdults(context.Background()); err != nil {
+		t.Fatal(err)
+	}
+	if _, _, err := s.LoadAdults(context.Background()); err != nil {
+		t.Fatal(err)
+	}
+	if calls != 1 {
+		t.Errorf("want 1 fetch (cache hit on 2nd call), got %d", calls)
+	}
+}
+
+type countingFetcher struct {
+	rows  [][]string
+	calls *int
+}
+
+func (f *countingFetcher) FetchAdults(_ context.Context) ([][]string, error) {
+	*f.calls++
+	return f.rows, nil
+}
+func (f *countingFetcher) FetchJuniors(_ context.Context) ([][]string, error) { return nil, nil }

go/internal/services/membership/stub_test.go

@@ -0,0 +1,27 @@
+package membership
+
+import (
+	"context"
+	"errors"
+	"testing"
+)
+
+func TestStubLoaderReturnsErrIOPending(t *testing.T) {
+	t.Parallel()
+	s := NewStubSources()
+
+	_, _, err := s.LoadAdults(context.Background())
+	if !errors.Is(err, ErrIOPending) {
+		t.Errorf("LoadAdults: want ErrIOPending, got %v", err)
+	}
+
+	_, err = s.LoadTransactions(context.Background())
+	if !errors.Is(err, ErrIOPending) {
+		t.Errorf("LoadTransactions: want ErrIOPending, got %v", err)
+	}
+
+	_, err = s.LoadExceptions(context.Background())
+	if !errors.Is(err, ErrIOPending) {
+		t.Errorf("LoadExceptions: want ErrIOPending, got %v", err)
+	}
+}

go/internal/web/api/adults.go

@@ -0,0 +1,42 @@
+package api
+
+// AdultsMonthData is the reconciled ledger for one adult member in one month.
+// Keys match Python's result["members"][name]["months"][YYYY-MM].
+type AdultsMonthData struct {
+	Expected         int             `json:"expected"`
+	OriginalExpected int             `json:"original_expected"`
+	AttendanceCount  int             `json:"attendance_count"`
+	Exception        *ExceptionData  `json:"exception"`
+	Paid             float64         `json:"paid"` // float: proportional allocator may produce fractional CZK
+	Transactions     []MemberTxEntry `json:"transactions"`
+}
+
+// AdultsMemberData is the reconciled ledger for one adult member.
+// Keys match Python's result["members"][name].
+type AdultsMemberData struct {
+	Tier              string                     `json:"tier"`
+	Months            map[string]AdultsMonthData `json:"months"` // YYYY-MM → month data
+	OtherTransactions []MemberOtherEntry         `json:"other_transactions"`
+	TotalBalance      int                        `json:"total_balance"`
+}
+
+// AdultsResponse is the JSON contract for GET /api/adults.
+// MemberData, MonthLabels, and RawPayments correspond to the Python view-model
+// fields member_data, month_labels_json, and raw_payments_json respectively,
+// but as nested objects rather than pre-serialised JSON strings.
+type AdultsResponse struct {
+	Months        []string                    `json:"months"`     // display labels
+	RawMonths     []string                    `json:"raw_months"` // "YYYY-MM"
+	Results       []MemberRow                 `json:"results"`
+	Totals        []TotalCell                 `json:"totals"`
+	MemberData    map[string]AdultsMemberData `json:"member_data"`  // name → ledger
+	MonthLabels   map[string]string           `json:"month_labels"` // YYYY-MM → display label
+	RawPayments   map[string][]RawTransaction `json:"raw_payments"` // name → raw sheet rows
+	Credits       []Credit                    `json:"credits"`
+	Debts         []Credit                    `json:"debts"`
+	Unmatched     []RawTransaction            `json:"unmatched"`
+	AttendanceURL string                      `json:"attendance_url"`
+	PaymentsURL   string                      `json:"payments_url"`
+	BankAccount   string                      `json:"bank_account"`
+	CurrentMonth  string                      `json:"current_month"`
+}

go/internal/web/api/build_adults.go

@@ -0,0 +1,263 @@
+package api
+
+import (
+	"fmt"
+	"fuj-management/go/internal/config"
+	"fuj-management/go/internal/services/membership"
+	"sort"
+	"time"
+
+	domreconcile "fuj-management/go/internal/domain/reconcile"
+)
+
+type monthSums struct{ expected, paid int }
+
+// buildAdultsResponse constructs the AdultsResponse wire type from reconcile output.
+// Mirrors scripts/views.py:build_adults_view_model.
+func buildAdultsResponse(
+	members []domreconcile.Member,
+	sortedMonths []string,
+	result domreconcile.Result,
+	txns []domreconcile.Transaction,
+	cfg config.Config,
+	currentMonth string,
+) AdultsResponse {
+	monthLabels := getMonthLabels(sortedMonths, membership.AdultMergedMonths)
+
+	// Collect tier-A names, sorted.
+	var adultNames []string
+	allNames := make([]string, 0, len(members))
+	for _, m := range members {
+		allNames = append(allNames, m.Name)
+		if m.Tier == "A" {
+			adultNames = append(adultNames, m.Name)
+		}
+	}
+	sort.Strings(adultNames)
+
+	// Per-month aggregate totals (expected and paid integers).
+	monthlyTotals := make(map[string]*monthSums, len(sortedMonths))
+	for _, m := range sortedMonths {
+		monthlyTotals[m] = &monthSums{}
+	}
+
+	var results []MemberRow
+	for _, name := range adultNames {
+		mr := result.Members[name]
+		row, unpaidMonths, rawUnpaidMonths := buildAdultMemberRow(name, mr, sortedMonths, monthLabels, currentMonth, monthlyTotals)
+		row.UnpaidPeriods = joinComma(unpaidMonths)
+		row.RawUnpaidPeriods = joinPlus(rawUnpaidMonths)
+		row.Balance = settledBalance(mr, currentMonth)
+		row.PayableAmount = max(0, -row.Balance)
+		results = append(results, row)
+	}
+
+	// Totals row.
+	totalsCells := make([]TotalCell, len(sortedMonths))
+	for i, m := range sortedMonths {
+		t := monthlyTotals[m] // *monthSums, never nil (initialised above)
+		status := "empty"
+		if t.expected > 0 || t.paid > 0 {
+			switch {
+			case t.paid == t.expected:
+				status = "ok"
+			case t.paid < t.expected:
+				status = "unpaid"
+			default:
+				status = "surplus"
+			}
+		}
+		totalsCells[i] = TotalCell{
+			Text:   fmt.Sprintf("%d / %d CZK", t.paid, t.expected),
+			Status: status,
+		}
+	}
+
+	// Credits and debts (settled balance, past months only).
+	var credits, debts []Credit
+	for _, name := range adultNames {
+		bal := settledBalance(result.Members[name], currentMonth)
+		if bal > 0 {
+			credits = append(credits, Credit{Name: name, Amount: bal})
+		} else if bal < 0 {
+			debts = append(debts, Credit{Name: name, Amount: -bal})
+		}
+	}
+	sort.Slice(credits, func(i, j int) bool { return credits[i].Name < credits[j].Name })
+	sort.Slice(debts, func(i, j int) bool { return debts[i].Name < debts[j].Name })
+
+	// member_data: full reconcile output for all members (not just adults).
+	memberData := make(map[string]AdultsMemberData, len(result.Members))
+	for name, mr := range result.Members {
+		months := make(map[string]AdultsMonthData, len(mr.Months))
+		for m, md := range mr.Months {
+			var exc *ExceptionData
+			if md.Exception != nil {
+				exc = &ExceptionData{Amount: md.Exception.Amount, Note: md.Exception.Note}
+			}
+			txEntries := make([]MemberTxEntry, len(md.Transactions))
+			for i, te := range md.Transactions {
+				txEntries[i] = memberTxFromDomain(te)
+			}
+			months[m] = AdultsMonthData{
+				Expected:         md.Expected,
+				OriginalExpected: md.OriginalExpected,
+				AttendanceCount:  md.AttendanceCount,
+				Exception:        exc,
+				Paid:             md.Paid,
+				Transactions:     txEntries,
+			}
+		}
+		otherTxs := make([]MemberOtherEntry, len(mr.OtherTransactions))
+		for i, oe := range mr.OtherTransactions {
+			otherTxs[i] = memberOtherFromDomain(oe)
+		}
+		memberData[name] = AdultsMemberData{
+			Tier:              mr.Tier,
+			Months:            months,
+			OtherTransactions: otherTxs,
+			TotalBalance:      mr.TotalBalance,
+		}
+	}
+
+	unmatched := make([]RawTransaction, len(result.Unmatched))
+	for i, tx := range result.Unmatched {
+		unmatched[i] = rawTxFromDomain(tx)
+	}
+
+	return AdultsResponse{
+		Months:        labelsForMonths(sortedMonths, monthLabels),
+		RawMonths:     sortedMonths,
+		Results:       ensureSlice(results),
+		Totals:        totalsCells,
+		MemberData:    memberData,
+		MonthLabels:   monthLabels,
+		RawPayments:   groupRawPaymentsByPerson(txns, allNames),
+		Credits:       ensureSlice(credits),
+		Debts:         ensureSlice(debts),
+		Unmatched:     unmatched,
+		AttendanceURL: "https://docs.google.com/spreadsheets/d/" + config.AttendanceSheetID + "/edit",
+		PaymentsURL:   "https://docs.google.com/spreadsheets/d/" + config.PaymentsSheetID + "/edit",
+		BankAccount:   cfg.BankAccount,
+		CurrentMonth:  currentMonth,
+	}
+}
+
+func buildAdultMemberRow(
+	name string,
+	mr domreconcile.MemberResult,
+	sortedMonths []string,
+	monthLabels map[string]string,
+	currentMonth string,
+	monthlyTotals map[string]*monthSums,
+) (row MemberRow, unpaidMonths, rawUnpaidMonths []string) {
+	row = MemberRow{Name: name}
+	for _, m := range sortedMonths {
+		md, ok := mr.Months[m]
+		if !ok {
+			md = domreconcile.MonthData{}
+		}
+		paid := int(md.Paid)
+		expected := md.Expected
+
+		if t := monthlyTotals[m]; t != nil {
+			t.expected += expected
+			t.paid += paid
+		}
+
+		var feeDisplay string
+		var isOverridden bool
+		if md.Exception != nil && md.Exception.Amount != md.OriginalExpected {
+			isOverridden = true
+			if md.AttendanceCount > 0 {
+				feeDisplay = fmt.Sprintf("%d (%d) CZK (%d)", md.Exception.Amount, md.OriginalExpected, md.AttendanceCount)
+			} else {
+				feeDisplay = fmt.Sprintf("%d (%d) CZK", md.Exception.Amount, md.OriginalExpected)
+			}
+		} else {
+			if md.AttendanceCount > 0 {
+				feeDisplay = fmt.Sprintf("%d CZK (%d)", expected, md.AttendanceCount)
+			} else {
+				feeDisplay = fmt.Sprintf("%d CZK", expected)
+			}
+		}
+
+		status := "empty"
+		cellText := "-"
+		amountToPay := 0
+
+		switch {
+		case expected > 0:
+			amountToPay = max(0, expected-paid)
+			switch {
+			case paid >= expected:
+				status = "ok"
+				cellText = fmt.Sprintf("%d/%s", paid, feeDisplay)
+			case paid > 0:
+				status = "partial"
+				cellText = fmt.Sprintf("%d/%s", paid, feeDisplay)
+				if m < currentMonth {
+					unpaidMonths = append(unpaidMonths, monthLabels[m])
+					rawUnpaidMonths = append(rawUnpaidMonths, rawMonthLabel(m))
+				}
+			default:
+				status = "unpaid"
+				cellText = fmt.Sprintf("0/%s", feeDisplay)
+				if m < currentMonth {
+					unpaidMonths = append(unpaidMonths, monthLabels[m])
+					rawUnpaidMonths = append(rawUnpaidMonths, rawMonthLabel(m))
+				}
+			}
+		case paid > 0:
+			status = "surplus"
+			cellText = fmt.Sprintf("PAID %d", paid)
+		}
+
+		tooltip := ""
+		if expected > 0 || paid > 0 {
+			tooltip = fmt.Sprintf("Received: %d, Expected: %d", paid, expected)
+		}
+
+		row.Months = append(row.Months, MonthCell{
+			Text:       cellText,
+			Overridden: isOverridden,
+			Status:     status,
+			Amount:     amountToPay,
+			Month:      monthLabels[m],
+			RawMonth:   m,
+			Tooltip:    tooltip,
+		})
+	}
+	return row, unpaidMonths, rawUnpaidMonths
+}
+
+// rawMonthLabel converts "YYYY-MM" to "MM/YYYY" matching Python's strftime("%m/%Y").
+func rawMonthLabel(m string) string {
+	dt, err := time.Parse("2006-01", m)
+	if err != nil {
+		return m
+	}
+	return dt.Format("01/2006")
+}
+
+func joinComma(parts []string) string {
+	if len(parts) == 0 {
+		return ""
+	}
+	result := parts[0]
+	for _, p := range parts[1:] {
+		result += ", " + p
+	}
+	return result
+}
+
+func joinPlus(parts []string) string {
+	if len(parts) == 0 {
+		return ""
+	}
+	result := parts[0]
+	for _, p := range parts[1:] {
+		result += "+" + p
+	}
+	return result
+}

go/internal/web/api/build_common.go

@@ -0,0 +1,184 @@
+package api
+
+import (
+	"fuj-management/go/internal/domain/czech"
+	"regexp"
+	"sort"
+	"strings"
+	"time"
+
+	domreconcile "fuj-management/go/internal/domain/reconcile"
+)
+
+// getMonthLabels builds display labels for sortedMonths, merging month names
+// (e.g. "Dec+Jan 2026") when mergedMonths maps a source month into this target.
+// Mirrors scripts/views.py:get_month_labels.
+func getMonthLabels(sortedMonths []string, mergedMonths map[string]string) map[string]string {
+	labels := make(map[string]string, len(sortedMonths))
+	for _, m := range sortedMonths {
+		dt, err := time.Parse("2006-01", m)
+		if err != nil {
+			labels[m] = m
+			continue
+		}
+		var mergedIn []string
+		for src, dst := range mergedMonths {
+			if dst == m {
+				mergedIn = append(mergedIn, src)
+			}
+		}
+		sort.Strings(mergedIn)
+		if len(mergedIn) == 0 {
+			labels[m] = dt.Format("Jan 2006")
+			continue
+		}
+		allMonths := append(mergedIn, m) //nolint:gocritic // intentional: mergedIn already owned
+		sort.Strings(allMonths)
+		years := map[int]bool{}
+		for _, x := range allMonths {
+			if d, err2 := time.Parse("2006-01", x); err2 == nil {
+				years[d.Year()] = true
+			}
+		}
+		parts := make([]string, 0, len(allMonths))
+		if len(years) > 1 {
+			for _, x := range allMonths {
+				if d, err2 := time.Parse("2006-01", x); err2 == nil {
+					parts = append(parts, d.Format("Jan 2006"))
+				}
+			}
+			labels[m] = strings.Join(parts, "+")
+		} else {
+			for _, x := range allMonths {
+				if d, err2 := time.Parse("2006-01", x); err2 == nil {
+					parts = append(parts, d.Format("Jan"))
+				}
+			}
+			labels[m] = strings.Join(parts, "+") + " " + dt.Format("2006")
+		}
+	}
+	return labels
+}
+
+// labelsForMonths returns the display labels for sortedMonths in slice order.
+func labelsForMonths(sortedMonths []string, labels map[string]string) []string {
+	out := make([]string, len(sortedMonths))
+	for i, m := range sortedMonths {
+		out[i] = labels[m]
+	}
+	return out
+}
+
+var questionMarkRe = regexp.MustCompile(`\[\?\]\s*`)
+
+// canonicalKey returns a normalized form of a person name used for deduplication.
+// Mirrors scripts/match_payments.py:canonical_member_key.
+func canonicalKey(name string) string {
+	return strings.Join(strings.Fields(czech.Normalize(name)), " ")
+}
+
+// groupRawPaymentsByPerson groups transactions by the "person" column,
+// canonicalizing names against memberNames where possible.
+// Mirrors scripts/views.py:group_payments_by_person (without the
+// "Unmatched / Unknown" bucket that is payments-view-specific).
+func groupRawPaymentsByPerson(txns []domreconcile.Transaction, memberNames []string) map[string][]RawTransaction {
+	canonicalByKey := make(map[string]string, len(memberNames))
+	for _, n := range memberNames {
+		k := canonicalKey(n)
+		if _, exists := canonicalByKey[k]; !exists {
+			canonicalByKey[k] = n
+		}
+	}
+	grouped := make(map[string][]RawTransaction)
+	for _, tx := range txns {
+		person := strings.TrimSpace(tx.Person)
+		if person == "" {
+			continue
+		}
+		for _, p := range strings.Split(person, ",") {
+			p = questionMarkRe.ReplaceAllString(p, "")
+			p = strings.TrimSpace(p)
+			if p == "" {
+				continue
+			}
+			key := p
+			if canonical, ok := canonicalByKey[canonicalKey(p)]; ok {
+				key = canonical
+			}
+			grouped[key] = append(grouped[key], rawTxFromDomain(tx))
+		}
+	}
+	for k := range grouped {
+		sort.Slice(grouped[k], func(i, j int) bool {
+			return grouped[k][i].Date > grouped[k][j].Date
+		})
+	}
+	return grouped
+}
+
+// rawTxFromDomain converts a domain Transaction to the wire RawTransaction.
+func rawTxFromDomain(tx domreconcile.Transaction) RawTransaction {
+	inferredAmount := 0.0
+	if tx.InferredAmount != nil {
+		inferredAmount = *tx.InferredAmount
+	}
+	return RawTransaction{
+		Date:           tx.Date,
+		Amount:         tx.Amount,
+		ManualFix:      tx.ManualFix,
+		Person:         tx.Person,
+		Purpose:        tx.Purpose,
+		InferredAmount: inferredAmount,
+		Sender:         tx.Sender,
+		VS:             tx.VS,
+		Message:        tx.Message,
+		BankID:         tx.BankID,
+		SyncID:         tx.SyncID,
+	}
+}
+
+// memberTxFromDomain converts a domain TxEntry to a wire MemberTxEntry.
+func memberTxFromDomain(te domreconcile.TxEntry) MemberTxEntry {
+	return MemberTxEntry{
+		Amount:     te.Amount,
+		Date:       te.Date,
+		Sender:     te.Sender,
+		Message:    te.Message,
+		Confidence: te.Confidence,
+	}
+}
+
+// memberOtherFromDomain converts a domain OtherEntry to a wire MemberOtherEntry.
+func memberOtherFromDomain(oe domreconcile.OtherEntry) MemberOtherEntry {
+	return MemberOtherEntry{
+		Amount:     oe.Amount,
+		Date:       oe.Date,
+		Sender:     oe.Sender,
+		Message:    oe.Message,
+		Purpose:    oe.Purpose,
+		Confidence: oe.Confidence,
+	}
+}
+
+// settledBalance computes the settled balance: sum of (paid − expected) for months
+// strictly before currentMonth. Months with IsUnknown=true are excluded to match
+// Python's isinstance(exp, int) guard (skips "?" months).
+func settledBalance(mr domreconcile.MemberResult, currentMonth string) int {
+	total := 0
+	for m, md := range mr.Months {
+		if m >= currentMonth || md.IsUnknown {
+			continue
+		}
+		total += int(md.Paid) - md.Expected
+	}
+	return total
+}
+
+// ensureSlice returns s unchanged when non-nil, or an empty (non-nil) slice so
+// json.Marshal emits [] instead of null.
+func ensureSlice[T any](s []T) []T {
+	if s == nil {
+		return []T{}
+	}
+	return s
+}

go/internal/web/api/build_juniors.go

@@ -0,0 +1,276 @@
+package api
+
+import (
+	"fmt"
+	"fuj-management/go/internal/config"
+	"fuj-management/go/internal/services/membership"
+	"sort"
+	"strconv"
+
+	domreconcile "fuj-management/go/internal/domain/reconcile"
+)
+
+// buildJuniorsResponse constructs the JuniorsResponse wire type from reconcile output.
+// Mirrors scripts/views.py:build_juniors_view_model.
+func buildJuniorsResponse(
+	members []domreconcile.Member,
+	sortedMonths []string,
+	result domreconcile.Result,
+	txns []domreconcile.Transaction,
+	cfg config.Config,
+	currentMonth string,
+) JuniorsResponse {
+	monthLabels := getMonthLabels(sortedMonths, membership.JuniorMergedMonths)
+
+	allNames := make([]string, 0, len(members))
+	juniorNames := make([]string, 0, len(members))
+	for _, m := range members {
+		allNames = append(allNames, m.Name)
+		juniorNames = append(juniorNames, m.Name)
+	}
+	sort.Strings(juniorNames)
+
+	monthlyTotals := make(map[string]*monthSums, len(sortedMonths))
+	for _, m := range sortedMonths {
+		monthlyTotals[m] = &monthSums{}
+	}
+
+	var results []MemberRow
+	for _, name := range juniorNames {
+		mr := result.Members[name]
+		row, unpaidMonths, rawUnpaidMonths := buildJuniorMemberRow(name, mr, sortedMonths, monthLabels, currentMonth, monthlyTotals)
+		row.UnpaidPeriods = joinComma(unpaidMonths)
+		row.RawUnpaidPeriods = joinPlus(rawUnpaidMonths)
+		row.Balance = settledBalance(mr, currentMonth)
+		row.PayableAmount = max(0, -row.Balance)
+		results = append(results, row)
+	}
+
+	// Totals row.
+	totalsCells := make([]TotalCell, len(sortedMonths))
+	for i, m := range sortedMonths {
+		t := monthlyTotals[m] // *monthSums, never nil (initialised above)
+		status := "empty"
+		if t.expected > 0 || t.paid > 0 {
+			switch {
+			case t.paid == t.expected:
+				status = "ok"
+			case t.paid < t.expected:
+				status = "unpaid"
+			default:
+				status = "surplus"
+			}
+		}
+		totalsCells[i] = TotalCell{
+			Text:   fmt.Sprintf("%d / %d CZK", t.paid, t.expected),
+			Status: status,
+		}
+	}
+
+	var credits, debts []Credit
+	for _, name := range juniorNames {
+		bal := settledBalance(result.Members[name], currentMonth)
+		if bal > 0 {
+			credits = append(credits, Credit{Name: name, Amount: bal})
+		} else if bal < 0 {
+			debts = append(debts, Credit{Name: name, Amount: -bal})
+		}
+	}
+	sort.Slice(credits, func(i, j int) bool { return credits[i].Name < credits[j].Name })
+	sort.Slice(debts, func(i, j int) bool { return debts[i].Name < debts[j].Name })
+
+	// member_data: full reconcile output for all junior members.
+	memberData := make(map[string]JuniorsMemberData, len(result.Members))
+	for name, mr := range result.Members {
+		months := make(map[string]JuniorsMonthData, len(mr.Months))
+		for m, md := range mr.Months {
+			var exc *ExceptionData
+			if md.Exception != nil {
+				exc = &ExceptionData{Amount: md.Exception.Amount, Note: md.Exception.Note}
+			}
+			txEntries := make([]MemberTxEntry, len(md.Transactions))
+			for i, te := range md.Transactions {
+				txEntries[i] = memberTxFromDomain(te)
+			}
+			months[m] = JuniorsMonthData{
+				Expected:         juniorExpected(md),
+				OriginalExpected: juniorOriginalExpected(md),
+				AttendanceCount:  md.AttendanceCount,
+				Exception:        exc,
+				Paid:             md.Paid,
+				Transactions:     txEntries,
+			}
+		}
+		otherTxs := make([]MemberOtherEntry, len(mr.OtherTransactions))
+		for i, oe := range mr.OtherTransactions {
+			otherTxs[i] = memberOtherFromDomain(oe)
+		}
+		memberData[name] = JuniorsMemberData{
+			Tier:              mr.Tier,
+			Months:            months,
+			OtherTransactions: otherTxs,
+			TotalBalance:      mr.TotalBalance,
+		}
+	}
+
+	unmatched := make([]RawTransaction, len(result.Unmatched))
+	for i, tx := range result.Unmatched {
+		unmatched[i] = rawTxFromDomain(tx)
+	}
+
+	juniorURL := "https://docs.google.com/spreadsheets/d/" + config.AttendanceSheetID +
+		"/edit#gid=" + config.JuniorSheetGID
+
+	return JuniorsResponse{
+		Months:        labelsForMonths(sortedMonths, monthLabels),
+		RawMonths:     sortedMonths,
+		Results:       ensureSlice(results),
+		Totals:        totalsCells,
+		MemberData:    memberData,
+		MonthLabels:   monthLabels,
+		RawPayments:   groupRawPaymentsByPerson(txns, allNames),
+		Credits:       ensureSlice(credits),
+		Debts:         ensureSlice(debts),
+		Unmatched:     unmatched,
+		AttendanceURL: juniorURL,
+		PaymentsURL:   "https://docs.google.com/spreadsheets/d/" + config.PaymentsSheetID + "/edit",
+		BankAccount:   cfg.BankAccount,
+		CurrentMonth:  currentMonth,
+	}
+}
+
+func buildJuniorMemberRow(
+	name string,
+	mr domreconcile.MemberResult,
+	sortedMonths []string,
+	monthLabels map[string]string,
+	currentMonth string,
+	monthlyTotals map[string]*monthSums,
+) (row MemberRow, unpaidMonths, rawUnpaidMonths []string) {
+	row = MemberRow{Name: name}
+	for _, m := range sortedMonths {
+		md, ok := mr.Months[m]
+		if !ok {
+			md = domreconcile.MonthData{}
+		}
+		paid := int(md.Paid)
+
+		// Update monthly totals (skip "?" months for expected).
+		if t := monthlyTotals[m]; t != nil {
+			if !md.IsUnknown {
+				t.expected += md.Expected
+			}
+			t.paid += paid
+		}
+
+		// Attendance breakdown string e.g. ":3J,2A".
+		var breakdown string
+		jc, ac := md.JuniorAttendance, md.AdultAttendance
+		switch {
+		case jc > 0 && ac > 0:
+			breakdown = fmt.Sprintf(":%dJ,%dA", jc, ac)
+		case jc > 0:
+			breakdown = fmt.Sprintf(":%dJ", jc)
+		case ac > 0:
+			breakdown = fmt.Sprintf(":%dA", ac)
+		}
+		countStr := ""
+		if md.AttendanceCount > 0 {
+			countStr = fmt.Sprintf(" (%d%s)", md.AttendanceCount, breakdown)
+		}
+
+		// Fee display string.
+		var feeDisplay string
+		var isOverridden bool
+		if md.Exception != nil {
+			overrideAmount := md.Exception.Amount
+			var origStr string
+			if md.IsUnknown {
+				origStr = "?"
+				isOverridden = true
+			} else {
+				origStr = strconv.Itoa(md.OriginalExpected)
+				isOverridden = overrideAmount != md.OriginalExpected
+			}
+			if isOverridden {
+				feeDisplay = fmt.Sprintf("%d (%s) CZK%s", overrideAmount, origStr, countStr)
+			} else {
+				feeDisplay = fmt.Sprintf("%d CZK%s", md.Expected, countStr)
+			}
+		} else {
+			if md.IsUnknown {
+				feeDisplay = "? CZK" + countStr
+			} else {
+				feeDisplay = fmt.Sprintf("%d CZK%s", md.Expected, countStr)
+			}
+		}
+
+		status := "empty"
+		cellText := "-"
+		amountToPay := 0
+
+		switch {
+		case md.IsUnknown:
+			cellText = "?" + countStr
+		case md.Expected > 0:
+			switch {
+			case paid >= md.Expected:
+				status = "ok"
+				cellText = fmt.Sprintf("%d/%s", paid, feeDisplay)
+			case paid > 0:
+				status = "partial"
+				cellText = fmt.Sprintf("%d/%s", paid, feeDisplay)
+				amountToPay = md.Expected - paid
+				if m < currentMonth {
+					unpaidMonths = append(unpaidMonths, monthLabels[m])
+					rawUnpaidMonths = append(rawUnpaidMonths, rawMonthLabel(m))
+				}
+			default:
+				status = "unpaid"
+				cellText = fmt.Sprintf("0/%s", feeDisplay)
+				amountToPay = md.Expected
+				if m < currentMonth {
+					unpaidMonths = append(unpaidMonths, monthLabels[m])
+					rawUnpaidMonths = append(rawUnpaidMonths, rawMonthLabel(m))
+				}
+			}
+		case paid > 0:
+			status = "surplus"
+			cellText = fmt.Sprintf("PAID %d", paid)
+		}
+
+		tooltip := ""
+		if (!md.IsUnknown && md.Expected > 0) || paid > 0 {
+			tooltip = fmt.Sprintf("Received: %d, Expected: %d", paid, md.Expected)
+		}
+
+		row.Months = append(row.Months, MonthCell{
+			Text:       cellText,
+			Overridden: isOverridden,
+			Status:     status,
+			Amount:     amountToPay,
+			Month:      monthLabels[m],
+			RawMonth:   m,
+			Tooltip:    tooltip,
+		})
+	}
+	return row, unpaidMonths, rawUnpaidMonths
+}
+
+// juniorExpected converts domain MonthData to the Expected wire type.
+// When an exception exists it always produces a concrete int; otherwise
+// the "?" sentinel is used when IsUnknown=true.
+func juniorExpected(md domreconcile.MonthData) Expected {
+	if md.Exception == nil && md.IsUnknown {
+		return Expected{Unknown: true}
+	}
+	return Expected{Value: md.Expected}
+}
+
+// juniorOriginalExpected converts the original (pre-exception) expected fee.
+func juniorOriginalExpected(md domreconcile.MonthData) Expected {
+	if md.IsUnknown {
+		return Expected{Unknown: true}
+	}
+	return Expected{Value: md.OriginalExpected}
+}

go/internal/web/api/build_payments.go

@@ -0,0 +1,44 @@
+package api
+
+import (
+	"fuj-management/go/internal/config"
+	"sort"
+	"strings"
+
+	domreconcile "fuj-management/go/internal/domain/reconcile"
+)
+
+// buildPaymentsResponse constructs the PaymentsResponse wire type.
+// Mirrors scripts/views.py:build_payments_view_model.
+func buildPaymentsResponse(
+	txns []domreconcile.Transaction,
+	memberNames []string,
+) PaymentsResponse {
+	grouped := groupRawPaymentsByPerson(txns, memberNames)
+
+	// Add unmatched/unknown bucket for transactions with no person set.
+	const unknownKey = "Unmatched / Unknown"
+	for _, tx := range txns {
+		if strings.TrimSpace(tx.Person) == "" {
+			grouped[unknownKey] = append(grouped[unknownKey], rawTxFromDomain(tx))
+		}
+	}
+	// Sort the unknown bucket newest-first (others are sorted in groupRawPaymentsByPerson).
+	if rows, ok := grouped[unknownKey]; ok {
+		sort.Slice(rows, func(i, j int) bool { return rows[i].Date > rows[j].Date })
+		grouped[unknownKey] = rows
+	}
+
+	sortedPeople := make([]string, 0, len(grouped))
+	for p := range grouped {
+		sortedPeople = append(sortedPeople, p)
+	}
+	sort.Strings(sortedPeople)
+
+	return PaymentsResponse{
+		GroupedPayments: grouped,
+		SortedPeople:    sortedPeople,
+		AttendanceURL:   "https://docs.google.com/spreadsheets/d/" + config.AttendanceSheetID + "/edit",
+		PaymentsURL:     "https://docs.google.com/spreadsheets/d/" + config.PaymentsSheetID + "/edit",
+	}
+}

go/internal/web/api/handler.go

@@ -0,0 +1,125 @@
+package api
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"fuj-management/go/internal/config"
+	"fuj-management/go/internal/services/membership"
+	"log/slog"
+	"net/http"
+	"time"
+
+	domreconcile "fuj-management/go/internal/domain/reconcile"
+)
+
+// Handler holds the shared dependencies for all /api/* routes.
+type Handler struct {
+	BuildVersion string
+	BuildCommit  string
+	BuildDate    string
+	Sources      membership.Sources
+	Config       config.Config
+	Logger       *slog.Logger
+}
+
+// ServeVersion handles GET /api/version.
+func (h *Handler) ServeVersion(w http.ResponseWriter, r *http.Request) {
+	writeJSON(w, VersionResponse{
+		Tag:       h.BuildVersion,
+		Commit:    h.BuildCommit,
+		BuildDate: h.BuildDate,
+	})
+}
+
+// ServeAdults handles GET /api/adults.
+func (h *Handler) ServeAdults(w http.ResponseWriter, r *http.Request) {
+	ctx := r.Context()
+	members, sortedMonths, txns, exceptions, err := h.loadAll(ctx, true)
+	if err != nil {
+		h.writeError(w, r, err)
+		return
+	}
+	result := domreconcile.Reconcile(members, sortedMonths, txns, exceptions, time.Now().Year())
+	writeJSON(w, buildAdultsResponse(members, sortedMonths, result, txns, h.Config, time.Now().Format("2006-01")))
+}
+
+// ServeJuniors handles GET /api/juniors.
+func (h *Handler) ServeJuniors(w http.ResponseWriter, r *http.Request) {
+	ctx := r.Context()
+	members, sortedMonths, txns, exceptions, err := h.loadAll(ctx, false)
+	if err != nil {
+		h.writeError(w, r, err)
+		return
+	}
+	result := domreconcile.Reconcile(members, sortedMonths, txns, exceptions, time.Now().Year())
+	writeJSON(w, buildJuniorsResponse(members, sortedMonths, result, txns, h.Config, time.Now().Format("2006-01")))
+}
+
+// ServePayments handles GET /api/payments.
+func (h *Handler) ServePayments(w http.ResponseWriter, r *http.Request) {
+	ctx := r.Context()
+	txns, err := h.Sources.LoadTransactions(ctx)
+	if err != nil {
+		h.writeError(w, r, fmt.Errorf("load transactions: %w", err))
+		return
+	}
+	writeJSON(w, buildPaymentsResponse(txns, h.allMemberNames(ctx)))
+}
+
+func (h *Handler) loadAll(ctx context.Context, adults bool) (
+	members []domreconcile.Member,
+	sortedMonths []string,
+	txns []domreconcile.Transaction,
+	exceptions map[domreconcile.ExceptionKey]domreconcile.Exception,
+	err error,
+) {
+	if adults {
+		members, sortedMonths, err = h.Sources.LoadAdults(ctx)
+	} else {
+		members, sortedMonths, err = h.Sources.LoadJuniors(ctx)
+	}
+	if err != nil {
+		err = fmt.Errorf("load members: %w", err)
+		return
+	}
+	txns, err = h.Sources.LoadTransactions(ctx)
+	if err != nil {
+		err = fmt.Errorf("load transactions: %w", err)
+		return
+	}
+	exceptions, err = h.Sources.LoadExceptions(ctx)
+	if err != nil {
+		err = fmt.Errorf("load exceptions: %w", err)
+	}
+	return
+}
+
+func (h *Handler) allMemberNames(ctx context.Context) []string {
+	var names []string
+	if adults, _, err := h.Sources.LoadAdults(ctx); err == nil {
+		for _, m := range adults {
+			names = append(names, m.Name)
+		}
+	}
+	if juniors, _, err := h.Sources.LoadJuniors(ctx); err == nil {
+		for _, m := range juniors {
+			names = append(names, m.Name)
+		}
+	}
+	return names
+}
+
+func (h *Handler) writeError(w http.ResponseWriter, r *http.Request, err error) {
+	if h.Logger != nil {
+		h.Logger.Error("api error", "path", r.URL.Path, "err", err)
+	}
+	w.Header().Set("Content-Type", "application/json; charset=utf-8")
+	w.WriteHeader(http.StatusInternalServerError)
+	_ = json.NewEncoder(w).Encode(map[string]string{"error": err.Error()})
+}
+
+func writeJSON(w http.ResponseWriter, v any) {
+	w.Header().Set("Content-Type", "application/json; charset=utf-8")
+	_ = json.NewEncoder(w).Encode(v)
+}

go/internal/web/api/juniors.go

@@ -0,0 +1,41 @@
+package api
+
+// JuniorsMonthData is the reconciled ledger for one junior member in one month.
+// expected and original_expected may be the "?" sentinel (single-attendance month
+// requiring manual review); they are carried via the Expected type.
+type JuniorsMonthData struct {
+	Expected         Expected        `json:"expected"`
+	OriginalExpected Expected        `json:"original_expected"`
+	AttendanceCount  int             `json:"attendance_count"`
+	Exception        *ExceptionData  `json:"exception"`
+	Paid             float64         `json:"paid"`
+	Transactions     []MemberTxEntry `json:"transactions"`
+}
+
+// JuniorsMemberData is the reconciled ledger for one junior member.
+type JuniorsMemberData struct {
+	Tier              string                      `json:"tier"`
+	Months            map[string]JuniorsMonthData `json:"months"`
+	OtherTransactions []MemberOtherEntry          `json:"other_transactions"`
+	TotalBalance      int                         `json:"total_balance"`
+}
+
+// JuniorsResponse is the JSON contract for GET /api/juniors.
+// Same outer shape as AdultsResponse; differs in that member_data carries
+// Expected (int or "?") for expected/original_expected fields.
+type JuniorsResponse struct {
+	Months        []string                     `json:"months"`
+	RawMonths     []string                     `json:"raw_months"`
+	Results       []MemberRow                  `json:"results"`
+	Totals        []TotalCell                  `json:"totals"`
+	MemberData    map[string]JuniorsMemberData `json:"member_data"`
+	MonthLabels   map[string]string            `json:"month_labels"`
+	RawPayments   map[string][]RawTransaction  `json:"raw_payments"`
+	Credits       []Credit                     `json:"credits"`
+	Debts         []Credit                     `json:"debts"`
+	Unmatched     []RawTransaction             `json:"unmatched"`
+	AttendanceURL string                       `json:"attendance_url"`
+	PaymentsURL   string                       `json:"payments_url"`
+	BankAccount   string                       `json:"bank_account"`
+	CurrentMonth  string                       `json:"current_month"`
+}

go/internal/web/api/payments.go

@@ -0,0 +1,9 @@
+package api
+
+// PaymentsResponse is the JSON contract for GET /api/payments.
+type PaymentsResponse struct {
+	GroupedPayments map[string][]RawTransaction `json:"grouped_payments"` // person name → rows
+	SortedPeople    []string                    `json:"sorted_people"`
+	AttendanceURL   string                      `json:"attendance_url"`
+	PaymentsURL     string                      `json:"payments_url"`
+}

go/internal/web/api/schemagen_test.go

@@ -0,0 +1,81 @@
+package api
+
+// schemagen_test.go generates and golden-compares JSON Schema files for every
+// /api/X response type.
+//
+// Normal run (CI): go test ./internal/web/api/... — asserts schemas match committed files.
+// Regenerate:      go test -run TestGenerateSchemas -update ./internal/web/api/...
+
+import (
+	"encoding/json"
+	"flag"
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/invopop/jsonschema"
+)
+
+var updateFlag = flag.Bool("update", false, "overwrite api-schema fixture files with freshly generated schemas")
+
+// JSONSchema makes Expected self-describing for the reflector at test time.
+// The method is in a test file and is not compiled into production binaries.
+// It emits oneOf [integer, "?"] to match the custom MarshalJSON behaviour.
+func (Expected) JSONSchema() *jsonschema.Schema {
+	return &jsonschema.Schema{
+		OneOf: []*jsonschema.Schema{
+			{Type: "integer"},
+			{Enum: []any{"?"}},
+		},
+	}
+}
+
+func TestGenerateSchemas(t *testing.T) {
+	r := &jsonschema.Reflector{
+		AllowAdditionalProperties: false,
+	}
+
+	cases := []struct {
+		name string
+		val  any
+	}{
+		{"adults", &AdultsResponse{}},
+		{"juniors", &JuniorsResponse{}},
+		{"payments", &PaymentsResponse{}},
+		{"version", &VersionResponse{}},
+	}
+
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			schema := r.Reflect(tc.val)
+
+			got, err := json.MarshalIndent(schema, "", "  ")
+			if err != nil {
+				t.Fatalf("marshal schema: %v", err)
+			}
+			got = append(got, '\n')
+
+			// Path: go/internal/web/api/ → ../../.. → go/ → tests/fixtures/api-schema/
+			path := filepath.Join("..", "..", "..", "tests", "fixtures", "api-schema", tc.name+".schema.json")
+
+			if *updateFlag {
+				if err := os.MkdirAll(filepath.Dir(path), 0o755); err != nil {
+					t.Fatalf("mkdir: %v", err)
+				}
+				if err := os.WriteFile(path, got, 0o644); err != nil {
+					t.Fatalf("write schema: %v", err)
+				}
+				t.Logf("wrote %s", path)
+				return
+			}
+
+			want, err := os.ReadFile(path)
+			if err != nil {
+				t.Fatalf("read fixture %s: %v (re-run with -update to generate)", path, err)
+			}
+			if string(got) != string(want) {
+				t.Errorf("schema mismatch for %s; re-run with -update to regenerate", tc.name)
+			}
+		})
+	}
+}

go/internal/web/api/types.go

@@ -0,0 +1,122 @@
+// Package api defines wire types for the JSON API contract (/api/...).
+// These structs have explicit json: tags matching the Python view-model dict
+// keys so that M5 parity tests can do byte-equal comparison between backends.
+//
+// The three Python template-only JSON-string fields (member_data,
+// month_labels_json, raw_payments_json) are represented here as nested objects;
+// the Python /api/X shadow endpoint strips the json.dumps wrappers before
+// serialising.
+package api
+
+import (
+	"encoding/json"
+	"fmt"
+)
+
+// Expected holds a junior fee expectation: either a concrete integer or the
+// "?" sentinel (single-attendance month requiring manual review).
+// MarshalJSON emits the integer or the JSON string "?".
+type Expected struct {
+	Value   int
+	Unknown bool
+}
+
+func (e Expected) MarshalJSON() ([]byte, error) {
+	if e.Unknown {
+		return []byte(`"?"`), nil
+	}
+	return json.Marshal(e.Value)
+}
+
+func (e *Expected) UnmarshalJSON(data []byte) error {
+	if len(data) > 0 && data[0] == '"' {
+		var s string
+		if err := json.Unmarshal(data, &s); err != nil {
+			return err
+		}
+		if s == "?" {
+			e.Unknown = true
+			return nil
+		}
+		return fmt.Errorf("api.Expected: unexpected string %q", s)
+	}
+	e.Unknown = false
+	return json.Unmarshal(data, &e.Value)
+}
+
+// ExceptionData is a manual fee override for one member in one month.
+type ExceptionData struct {
+	Amount int    `json:"amount"`
+	Note   string `json:"note"`
+}
+
+// MemberTxEntry is one payment allocation to a member+month, as stored in
+// member_data.months[YYYY-MM].transactions.
+type MemberTxEntry struct {
+	Amount     float64 `json:"amount"`
+	Date       string  `json:"date"`
+	Sender     string  `json:"sender"`
+	Message    string  `json:"message"`
+	Confidence string  `json:"confidence"`
+}
+
+// MemberOtherEntry is an "other:…" purpose payment allocated to a member.
+type MemberOtherEntry struct {
+	Amount     float64 `json:"amount"`
+	Date       string  `json:"date"`
+	Sender     string  `json:"sender"`
+	Message    string  `json:"message"`
+	Purpose    string  `json:"purpose"`
+	Confidence string  `json:"confidence"`
+}
+
+// RawTransaction is a full payments-sheet row.
+// Used for unmatched transactions and raw_payments groupings.
+// Columns match the sheet layout: Date|Amount|manual fix|Person|Purpose|
+// Inferred Amount|Sender|VS|Message|Bank ID|Sync ID.
+type RawTransaction struct {
+	Date           string  `json:"date"`
+	Amount         float64 `json:"amount"`
+	ManualFix      string  `json:"manual_fix"`
+	Person         string  `json:"person"`
+	Purpose        string  `json:"purpose"`
+	InferredAmount float64 `json:"inferred_amount"`
+	Sender         string  `json:"sender"`
+	VS             string  `json:"vs"`
+	Message        string  `json:"message"`
+	BankID         string  `json:"bank_id"`
+	SyncID         string  `json:"sync_id"`
+}
+
+// MonthCell is one cell in a member's month column on the dashboard.
+type MonthCell struct {
+	Text       string `json:"text"`
+	Overridden bool   `json:"overridden"`
+	Status     string `json:"status"` // "empty"|"ok"|"partial"|"unpaid"|"surplus"
+	Amount     int    `json:"amount"`
+	Month      string `json:"month"`     // display label, e.g. "Apr+May 2025"
+	RawMonth   string `json:"raw_month"` // "YYYY-MM"
+	Tooltip    string `json:"tooltip"`
+}
+
+// TotalCell is one cell in the monthly totals row.
+type TotalCell struct {
+	Text   string `json:"text"`
+	Status string `json:"status"`
+}
+
+// MemberRow is one member's summary row in the dashboard results table.
+type MemberRow struct {
+	Name             string      `json:"name"`
+	Months           []MonthCell `json:"months"`
+	Balance          int         `json:"balance"`
+	UnpaidPeriods    string      `json:"unpaid_periods"`
+	RawUnpaidPeriods string      `json:"raw_unpaid_periods"`
+	PayableAmount    int         `json:"payable_amount"`
+}
+
+// Credit is one entry in the credits or debts lists.
+type Credit struct {
+	Name   string `json:"name"`
+	Amount int    `json:"amount"`
+}

go/internal/web/api/version.go

@@ -0,0 +1,9 @@
+package api
+
+// VersionResponse is the JSON contract for GET /api/version.
+// Keys match Python's BUILD_META dict (see app.py).
+type VersionResponse struct {
+	Tag       string `json:"tag"`
+	Commit    string `json:"commit"`
+	BuildDate string `json:"build_date"`
+}

go/internal/web/server.go

@@ -2,6 +2,9 @@ package web
 
 import (
 	"fmt"
+	"fuj-management/go/internal/config"
+	"fuj-management/go/internal/services/membership"
+	"fuj-management/go/internal/web/api"
 	"fuj-management/go/internal/web/middleware"
 	"log/slog"
 	"net/http"
@@ -15,9 +18,22 @@ type BuildInfo struct {
 }
 
 // Run registers routes and starts the HTTP server on addr.
-func Run(logger *slog.Logger, addr string, build BuildInfo) error {
+func Run(logger *slog.Logger, addr string, build BuildInfo, sources membership.Sources, cfg config.Config) error {
+	h := &api.Handler{
+		BuildVersion: build.Version,
+		BuildCommit:  build.Commit,
+		BuildDate:    build.BuildDate,
+		Sources:      sources,
+		Config:       cfg,
+		Logger:       logger,
+	}
+
 	mux := http.NewServeMux()
 	mux.HandleFunc("GET /{$}", helloHandler(build))
+	mux.HandleFunc("GET /api/version", h.ServeVersion)
+	mux.HandleFunc("GET /api/adults", h.ServeAdults)
+	mux.HandleFunc("GET /api/juniors", h.ServeJuniors)
+	mux.HandleFunc("GET /api/payments", h.ServePayments)
 
 	logger.Info("starting server", "addr", addr)
 	return http.ListenAndServe(addr, middleware.RequestTimer(logger, mux))

go/tests/fixtures/README.md

@@ -0,0 +1,128 @@
+# Parity Fixtures
+
+Captured outputs from the live Python implementation used as ground truth for
+the Go parity test suite.  All 98 files are committed and PII-free.
+
+## Directory layout
+
+```
+fixtures/
+  pure/
+    normalize/                 # scripts.czech_utils.normalize
+    parse_month_references/    # scripts.czech_utils.parse_month_references
+    calculate_fee/             # scripts.attendance.calculate_fee
+    calculate_junior_fee/      # scripts.attendance.calculate_junior_fee
+    parse_czk_amount/          # scripts.infer_payments.parse_czk_amount
+    generate_sync_id/          # scripts.sync_fio_to_sheets.generate_sync_id
+    build_name_variants/       # scripts.match_payments._build_name_variants
+    match_members/             # scripts.match_payments.match_members
+    infer_transaction_details/ # scripts.match_payments.infer_transaction_details
+    format_date/               # scripts.match_payments.format_date
+  reconcile/                   # scripts.match_payments.reconcile (10 branch-coverage cases)
+```
+
+## Fixture format
+
+One JSON object per file:
+
+```json
+{
+  "case":        "range_wrap_nov_to_jan",
+  "func":        "scripts.czech_utils.parse_month_references",
+  "captured_at": "2026-05-06",
+  "input":       { "text": "...", "default_year": 2026 },
+  "output":      { "months": ["2025-11", "2025-12", "2026-01"] }
+}
+```
+
+`captured_at` is date-only so same-day re-runs produce byte-identical files.
+
+### Amount type envelope
+
+Four fields carry a type envelope to distinguish Python `int` / `float` / `None`:
+
+```json
+{"type": "int",    "value": 750}
+{"type": "float",  "value": 750.0}
+{"type": "string", "value": "..."}
+{"type": "none"}
+```
+
+Fields that use envelopes: `generate_sync_id.tx.amount`, `parse_czk_amount.val`,
+`format_date.val`, `infer_transaction_details.tx.date`.
+
+### Reconcile member format
+
+Reconcile input members use a named dict to allow consistent PII scrubbing:
+
+```json
+{"name": "Member_d035d9f9", "tier": "A", "fees": {"2026-01": [750, 3]}}
+```
+
+## Running the parity tests
+
+```bash
+make go-parity          # run all parity tests
+make go-test-all        # unit tests + parity tests
+```
+
+Or directly:
+
+```bash
+cd go && go test -tags=parity ./tests/parity/...
+cd go && go test -tags=parity -v -run TestReconcileParity ./tests/parity/reconcile/
+```
+
+## Refresh workflow
+
+Regenerate the entire corpus from the live Python implementation:
+
+```bash
+make capture-fixtures
+git diff go/tests/fixtures/   # review changes before committing
+```
+
+To refresh a single function:
+
+```bash
+PYTHONPATH=scripts:. python3 scripts/capture_fixtures.py --func normalize --all \
+  | while IFS= read -r line; do
+      id=$(echo "$line" | python3 -c "import sys,json; print(json.load(sys.stdin)['case'])")
+      echo "$line" | python3 scripts/scrub_fixtures.py \
+        > go/tests/fixtures/pure/normalize/${id}.json
+    done
+```
+
+## When to refresh
+
+- A ported function is intentionally changed to match updated Python behaviour.
+- A new Czech declension or fee tier is added to the Python implementation.
+- A new reconcile code path needs fixture coverage.
+
+**Do not refresh to silence a failing parity test** without first confirming that
+the Python behaviour is the correct reference.  A parity failure means either the
+Go port diverges or the Python implementation changed — diagnose before regenerating.
+
+## PII scrubbing audit
+
+No real member names should appear in committed fixtures.  Before committing any
+regenerated fixtures, verify with:
+
+```bash
+# Replace with names from the real roster to check:
+git ls-files go/tests/fixtures | xargs grep -l "Real Name Here" | head
+```
+
+The scrubber applies deterministic SHA-256 pseudonyms (`Member_<8hex>`) to all
+PII fields.  `match_members` and `infer_transaction_details` fixtures use a
+synthetic roster of fictional names and are exempt from field-key scrubbing;
+verify that no real roster names appear in their `member_names` arrays.
+
+## Adding a new fixture
+
+1. Add a seed to `scripts/_fixture_seeds.py` under `SEEDS[("func_name", "case_id")]`.
+2. Add `In`/`Out` struct fields to `go/tests/parity/parityio.go` if the function
+   is new.
+3. Run the single-file capture recipe above and review the diff.
+4. The parity test picks up new fixtures automatically — no test code changes needed
+   (unless the function itself is new).

go/tests/fixtures/api-schema/adults.schema.json

@@ -0,0 +1,399 @@
+{
+  "$schema": "https://json-schema.org/draft/2020-12/schema",
+  "$ref": "#/$defs/AdultsResponse",
+  "$defs": {
+    "AdultsMemberData": {
+      "properties": {
+        "tier": {
+          "type": "string"
+        },
+        "months": {
+          "additionalProperties": {
+            "$ref": "#/$defs/AdultsMonthData"
+          },
+          "type": "object"
+        },
+        "other_transactions": {
+          "items": {
+            "$ref": "#/$defs/MemberOtherEntry"
+          },
+          "type": "array"
+        },
+        "total_balance": {
+          "type": "integer"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "tier",
+        "months",
+        "other_transactions",
+        "total_balance"
+      ]
+    },
+    "AdultsMonthData": {
+      "properties": {
+        "expected": {
+          "type": "integer"
+        },
+        "original_expected": {
+          "type": "integer"
+        },
+        "attendance_count": {
+          "type": "integer"
+        },
+        "exception": {
+          "$ref": "#/$defs/ExceptionData"
+        },
+        "paid": {
+          "type": "number"
+        },
+        "transactions": {
+          "items": {
+            "$ref": "#/$defs/MemberTxEntry"
+          },
+          "type": "array"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "expected",
+        "original_expected",
+        "attendance_count",
+        "exception",
+        "paid",
+        "transactions"
+      ]
+    },
+    "AdultsResponse": {
+      "properties": {
+        "months": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "raw_months": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "results": {
+          "items": {
+            "$ref": "#/$defs/MemberRow"
+          },
+          "type": "array"
+        },
+        "totals": {
+          "items": {
+            "$ref": "#/$defs/TotalCell"
+          },
+          "type": "array"
+        },
+        "member_data": {
+          "additionalProperties": {
+            "$ref": "#/$defs/AdultsMemberData"
+          },
+          "type": "object"
+        },
+        "month_labels": {
+          "additionalProperties": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "raw_payments": {
+          "additionalProperties": {
+            "items": {
+              "$ref": "#/$defs/RawTransaction"
+            },
+            "type": "array"
+          },
+          "type": "object"
+        },
+        "credits": {
+          "items": {
+            "$ref": "#/$defs/Credit"
+          },
+          "type": "array"
+        },
+        "debts": {
+          "items": {
+            "$ref": "#/$defs/Credit"
+          },
+          "type": "array"
+        },
+        "unmatched": {
+          "items": {
+            "$ref": "#/$defs/RawTransaction"
+          },
+          "type": "array"
+        },
+        "attendance_url": {
+          "type": "string"
+        },
+        "payments_url": {
+          "type": "string"
+        },
+        "bank_account": {
+          "type": "string"
+        },
+        "current_month": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "months",
+        "raw_months",
+        "results",
+        "totals",
+        "member_data",
+        "month_labels",
+        "raw_payments",
+        "credits",
+        "debts",
+        "unmatched",
+        "attendance_url",
+        "payments_url",
+        "bank_account",
+        "current_month"
+      ]
+    },
+    "Credit": {
+      "properties": {
+        "name": {
+          "type": "string"
+        },
+        "amount": {
+          "type": "integer"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "name",
+        "amount"
+      ]
+    },
+    "ExceptionData": {
+      "properties": {
+        "amount": {
+          "type": "integer"
+        },
+        "note": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "amount",
+        "note"
+      ]
+    },
+    "MemberOtherEntry": {
+      "properties": {
+        "amount": {
+          "type": "number"
+        },
+        "date": {
+          "type": "string"
+        },
+        "sender": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        },
+        "purpose": {
+          "type": "string"
+        },
+        "confidence": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "amount",
+        "date",
+        "sender",
+        "message",
+        "purpose",
+        "confidence"
+      ]
+    },
+    "MemberRow": {
+      "properties": {
+        "name": {
+          "type": "string"
+        },
+        "months": {
+          "items": {
+            "$ref": "#/$defs/MonthCell"
+          },
+          "type": "array"
+        },
+        "balance": {
+          "type": "integer"
+        },
+        "unpaid_periods": {
+          "type": "string"
+        },
+        "raw_unpaid_periods": {
+          "type": "string"
+        },
+        "payable_amount": {
+          "type": "integer"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "name",
+        "months",
+        "balance",
+        "unpaid_periods",
+        "raw_unpaid_periods",
+        "payable_amount"
+      ]
+    },
+    "MemberTxEntry": {
+      "properties": {
+        "amount": {
+          "type": "number"
+        },
+        "date": {
+          "type": "string"
+        },
+        "sender": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        },
+        "confidence": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "amount",
+        "date",
+        "sender",
+        "message",
+        "confidence"
+      ]
+    },
+    "MonthCell": {
+      "properties": {
+        "text": {
+          "type": "string"
+        },
+        "overridden": {
+          "type": "boolean"
+        },
+        "status": {
+          "type": "string"
+        },
+        "amount": {
+          "type": "integer"
+        },
+        "month": {
+          "type": "string"
+        },
+        "raw_month": {
+          "type": "string"
+        },
+        "tooltip": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "text",
+        "overridden",
+        "status",
+        "amount",
+        "month",
+        "raw_month",
+        "tooltip"
+      ]
+    },
+    "RawTransaction": {
+      "properties": {
+        "date": {
+          "type": "string"
+        },
+        "amount": {
+          "type": "number"
+        },
+        "manual_fix": {
+          "type": "string"
+        },
+        "person": {
+          "type": "string"
+        },
+        "purpose": {
+          "type": "string"
+        },
+        "inferred_amount": {
+          "type": "number"
+        },
+        "sender": {
+          "type": "string"
+        },
+        "vs": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        },
+        "bank_id": {
+          "type": "string"
+        },
+        "sync_id": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "date",
+        "amount",
+        "manual_fix",
+        "person",
+        "purpose",
+        "inferred_amount",
+        "sender",
+        "vs",
+        "message",
+        "bank_id",
+        "sync_id"
+      ]
+    },
+    "TotalCell": {
+      "properties": {
+        "text": {
+          "type": "string"
+        },
+        "status": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "text",
+        "status"
+      ]
+    }
+  }
+}

go/tests/fixtures/api-schema/juniors.schema.json

@@ -0,0 +1,411 @@
+{
+  "$schema": "https://json-schema.org/draft/2020-12/schema",
+  "$ref": "#/$defs/JuniorsResponse",
+  "$defs": {
+    "Credit": {
+      "properties": {
+        "name": {
+          "type": "string"
+        },
+        "amount": {
+          "type": "integer"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "name",
+        "amount"
+      ]
+    },
+    "ExceptionData": {
+      "properties": {
+        "amount": {
+          "type": "integer"
+        },
+        "note": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "amount",
+        "note"
+      ]
+    },
+    "Expected": {
+      "oneOf": [
+        {
+          "type": "integer"
+        },
+        {
+          "enum": [
+            "?"
+          ]
+        }
+      ]
+    },
+    "JuniorsMemberData": {
+      "properties": {
+        "tier": {
+          "type": "string"
+        },
+        "months": {
+          "additionalProperties": {
+            "$ref": "#/$defs/JuniorsMonthData"
+          },
+          "type": "object"
+        },
+        "other_transactions": {
+          "items": {
+            "$ref": "#/$defs/MemberOtherEntry"
+          },
+          "type": "array"
+        },
+        "total_balance": {
+          "type": "integer"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "tier",
+        "months",
+        "other_transactions",
+        "total_balance"
+      ]
+    },
+    "JuniorsMonthData": {
+      "properties": {
+        "expected": {
+          "$ref": "#/$defs/Expected"
+        },
+        "original_expected": {
+          "$ref": "#/$defs/Expected"
+        },
+        "attendance_count": {
+          "type": "integer"
+        },
+        "exception": {
+          "$ref": "#/$defs/ExceptionData"
+        },
+        "paid": {
+          "type": "number"
+        },
+        "transactions": {
+          "items": {
+            "$ref": "#/$defs/MemberTxEntry"
+          },
+          "type": "array"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "expected",
+        "original_expected",
+        "attendance_count",
+        "exception",
+        "paid",
+        "transactions"
+      ]
+    },
+    "JuniorsResponse": {
+      "properties": {
+        "months": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "raw_months": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "results": {
+          "items": {
+            "$ref": "#/$defs/MemberRow"
+          },
+          "type": "array"
+        },
+        "totals": {
+          "items": {
+            "$ref": "#/$defs/TotalCell"
+          },
+          "type": "array"
+        },
+        "member_data": {
+          "additionalProperties": {
+            "$ref": "#/$defs/JuniorsMemberData"
+          },
+          "type": "object"
+        },
+        "month_labels": {
+          "additionalProperties": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "raw_payments": {
+          "additionalProperties": {
+            "items": {
+              "$ref": "#/$defs/RawTransaction"
+            },
+            "type": "array"
+          },
+          "type": "object"
+        },
+        "credits": {
+          "items": {
+            "$ref": "#/$defs/Credit"
+          },
+          "type": "array"
+        },
+        "debts": {
+          "items": {
+            "$ref": "#/$defs/Credit"
+          },
+          "type": "array"
+        },
+        "unmatched": {
+          "items": {
+            "$ref": "#/$defs/RawTransaction"
+          },
+          "type": "array"
+        },
+        "attendance_url": {
+          "type": "string"
+        },
+        "payments_url": {
+          "type": "string"
+        },
+        "bank_account": {
+          "type": "string"
+        },
+        "current_month": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "months",
+        "raw_months",
+        "results",
+        "totals",
+        "member_data",
+        "month_labels",
+        "raw_payments",
+        "credits",
+        "debts",
+        "unmatched",
+        "attendance_url",
+        "payments_url",
+        "bank_account",
+        "current_month"
+      ]
+    },
+    "MemberOtherEntry": {
+      "properties": {
+        "amount": {
+          "type": "number"
+        },
+        "date": {
+          "type": "string"
+        },
+        "sender": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        },
+        "purpose": {
+          "type": "string"
+        },
+        "confidence": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "amount",
+        "date",
+        "sender",
+        "message",
+        "purpose",
+        "confidence"
+      ]
+    },
+    "MemberRow": {
+      "properties": {
+        "name": {
+          "type": "string"
+        },
+        "months": {
+          "items": {
+            "$ref": "#/$defs/MonthCell"
+          },
+          "type": "array"
+        },
+        "balance": {
+          "type": "integer"
+        },
+        "unpaid_periods": {
+          "type": "string"
+        },
+        "raw_unpaid_periods": {
+          "type": "string"
+        },
+        "payable_amount": {
+          "type": "integer"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "name",
+        "months",
+        "balance",
+        "unpaid_periods",
+        "raw_unpaid_periods",
+        "payable_amount"
+      ]
+    },
+    "MemberTxEntry": {
+      "properties": {
+        "amount": {
+          "type": "number"
+        },
+        "date": {
+          "type": "string"
+        },
+        "sender": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        },
+        "confidence": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "amount",
+        "date",
+        "sender",
+        "message",
+        "confidence"
+      ]
+    },
+    "MonthCell": {
+      "properties": {
+        "text": {
+          "type": "string"
+        },
+        "overridden": {
+          "type": "boolean"
+        },
+        "status": {
+          "type": "string"
+        },
+        "amount": {
+          "type": "integer"
+        },
+        "month": {
+          "type": "string"
+        },
+        "raw_month": {
+          "type": "string"
+        },
+        "tooltip": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "text",
+        "overridden",
+        "status",
+        "amount",
+        "month",
+        "raw_month",
+        "tooltip"
+      ]
+    },
+    "RawTransaction": {
+      "properties": {
+        "date": {
+          "type": "string"
+        },
+        "amount": {
+          "type": "number"
+        },
+        "manual_fix": {
+          "type": "string"
+        },
+        "person": {
+          "type": "string"
+        },
+        "purpose": {
+          "type": "string"
+        },
+        "inferred_amount": {
+          "type": "number"
+        },
+        "sender": {
+          "type": "string"
+        },
+        "vs": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        },
+        "bank_id": {
+          "type": "string"
+        },
+        "sync_id": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "date",
+        "amount",
+        "manual_fix",
+        "person",
+        "purpose",
+        "inferred_amount",
+        "sender",
+        "vs",
+        "message",
+        "bank_id",
+        "sync_id"
+      ]
+    },
+    "TotalCell": {
+      "properties": {
+        "text": {
+          "type": "string"
+        },
+        "status": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "text",
+        "status"
+      ]
+    }
+  }
+}

go/tests/fixtures/api-schema/payments.schema.json

@@ -0,0 +1,91 @@
+{
+  "$schema": "https://json-schema.org/draft/2020-12/schema",
+  "$ref": "#/$defs/PaymentsResponse",
+  "$defs": {
+    "PaymentsResponse": {
+      "properties": {
+        "grouped_payments": {
+          "additionalProperties": {
+            "items": {
+              "$ref": "#/$defs/RawTransaction"
+            },
+            "type": "array"
+          },
+          "type": "object"
+        },
+        "sorted_people": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "attendance_url": {
+          "type": "string"
+        },
+        "payments_url": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "grouped_payments",
+        "sorted_people",
+        "attendance_url",
+        "payments_url"
+      ]
+    },
+    "RawTransaction": {
+      "properties": {
+        "date": {
+          "type": "string"
+        },
+        "amount": {
+          "type": "number"
+        },
+        "manual_fix": {
+          "type": "string"
+        },
+        "person": {
+          "type": "string"
+        },
+        "purpose": {
+          "type": "string"
+        },
+        "inferred_amount": {
+          "type": "number"
+        },
+        "sender": {
+          "type": "string"
+        },
+        "vs": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        },
+        "bank_id": {
+          "type": "string"
+        },
+        "sync_id": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "date",
+        "amount",
+        "manual_fix",
+        "person",
+        "purpose",
+        "inferred_amount",
+        "sender",
+        "vs",
+        "message",
+        "bank_id",
+        "sync_id"
+      ]
+    }
+  }
+}

go/tests/fixtures/api-schema/version.schema.json

@@ -0,0 +1,26 @@
+{
+  "$schema": "https://json-schema.org/draft/2020-12/schema",
+  "$ref": "#/$defs/VersionResponse",
+  "$defs": {
+    "VersionResponse": {
+      "properties": {
+        "tag": {
+          "type": "string"
+        },
+        "commit": {
+          "type": "string"
+        },
+        "build_date": {
+          "type": "string"
+        }
+      },
+      "additionalProperties": false,
+      "type": "object",
+      "required": [
+        "tag",
+        "commit",
+        "build_date"
+      ]
+    }
+  }
+}

go/tests/fixtures/pure/build_name_variants/common_diacritics.json

@@ -0,0 +1,15 @@
+{
+  "case": "common_diacritics",
+  "func": "scripts.match_payments._build_name_variants",
+  "captured_at": "2026-05-06",
+  "input": {
+    "full_name": "Alžběta Testovická"
+  },
+  "output": {
+    "variants": [
+      "alzbeta testovicka",
+      "testovicka",
+      "alzbeta"
+    ]
+  }
+}

go/tests/fixtures/pure/build_name_variants/full_name_no_nick.json

@@ -0,0 +1,15 @@
+{
+  "case": "full_name_no_nick",
+  "func": "scripts.match_payments._build_name_variants",
+  "captured_at": "2026-05-06",
+  "input": {
+    "full_name": "Jan Novák"
+  },
+  "output": {
+    "variants": [
+      "jan novak",
+      "novak",
+      "jan"
+    ]
+  }
+}

go/tests/fixtures/pure/build_name_variants/short_name_filtered.json

@@ -0,0 +1,11 @@
+{
+  "case": "short_name_filtered",
+  "func": "scripts.match_payments._build_name_variants",
+  "captured_at": "2026-05-06",
+  "input": {
+    "full_name": "Jo"
+  },
+  "output": {
+    "variants": []
+  }
+}

go/tests/fixtures/pure/build_name_variants/single_word.json

@@ -0,0 +1,13 @@
+{
+  "case": "single_word",
+  "func": "scripts.match_payments._build_name_variants",
+  "captured_at": "2026-05-06",
+  "input": {
+    "full_name": "Jáchym"
+  },
+  "output": {
+    "variants": [
+      "jachym"
+    ]
+  }
+}

go/tests/fixtures/pure/build_name_variants/three_word_name.json

@@ -0,0 +1,16 @@
+{
+  "case": "three_word_name",
+  "func": "scripts.match_payments._build_name_variants",
+  "captured_at": "2026-05-06",
+  "input": {
+    "full_name": "Jan Tomášek (Honza)"
+  },
+  "output": {
+    "variants": [
+      "jan tomasek",
+      "honza",
+      "tomasek",
+      "jan"
+    ]
+  }
+}

go/tests/fixtures/pure/build_name_variants/with_nickname.json

@@ -0,0 +1,16 @@
+{
+  "case": "with_nickname",
+  "func": "scripts.match_payments._build_name_variants",
+  "captured_at": "2026-05-06",
+  "input": {
+    "full_name": "František Vrbík (Štrúdl)"
+  },
+  "output": {
+    "variants": [
+      "frantisek vrbik",
+      "strudl",
+      "vrbik",
+      "frantisek"
+    ]
+  }
+}

go/tests/fixtures/pure/calculate_fee/one_session.json

@@ -0,0 +1,12 @@
+{
+  "case": "one_session",
+  "func": "scripts.attendance.calculate_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 1,
+    "month_key": "2026-01"
+  },
+  "output": {
+    "fee": 200
+  }
+}

go/tests/fixtures/pure/calculate_fee/three_sessions_known_rate.json

@@ -0,0 +1,12 @@
+{
+  "case": "three_sessions_known_rate",
+  "func": "scripts.attendance.calculate_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 3,
+    "month_key": "2026-02"
+  },
+  "output": {
+    "fee": 750
+  }
+}

go/tests/fixtures/pure/calculate_fee/two_sessions_default_fallback.json

@@ -0,0 +1,12 @@
+{
+  "case": "two_sessions_default_fallback",
+  "func": "scripts.attendance.calculate_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 2,
+    "month_key": "2099-01"
+  },
+  "output": {
+    "fee": 700
+  }
+}

go/tests/fixtures/pure/calculate_fee/two_sessions_known_rate.json

@@ -0,0 +1,12 @@
+{
+  "case": "two_sessions_known_rate",
+  "func": "scripts.attendance.calculate_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 2,
+    "month_key": "2026-01"
+  },
+  "output": {
+    "fee": 750
+  }
+}

go/tests/fixtures/pure/calculate_fee/two_sessions_reduced_march.json

@@ -0,0 +1,12 @@
+{
+  "case": "two_sessions_reduced_march",
+  "func": "scripts.attendance.calculate_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 2,
+    "month_key": "2026-03"
+  },
+  "output": {
+    "fee": 350
+  }
+}

go/tests/fixtures/pure/calculate_fee/zero_sessions.json

@@ -0,0 +1,12 @@
+{
+  "case": "zero_sessions",
+  "func": "scripts.attendance.calculate_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 0,
+    "month_key": "2026-01"
+  },
+  "output": {
+    "fee": 0
+  }
+}

go/tests/fixtures/pure/calculate_junior_fee/one_session_unknown.json

@@ -0,0 +1,13 @@
+{
+  "case": "one_session_unknown",
+  "func": "scripts.attendance.calculate_junior_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 1,
+    "month_key": "2026-01"
+  },
+  "output": {
+    "value": 0,
+    "unknown": true
+  }
+}

go/tests/fixtures/pure/calculate_junior_fee/two_sessions_default.json

@@ -0,0 +1,13 @@
+{
+  "case": "two_sessions_default",
+  "func": "scripts.attendance.calculate_junior_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 2,
+    "month_key": "2026-01"
+  },
+  "output": {
+    "value": 500,
+    "unknown": false
+  }
+}

go/tests/fixtures/pure/calculate_junior_fee/two_sessions_default_fallback.json

@@ -0,0 +1,13 @@
+{
+  "case": "two_sessions_default_fallback",
+  "func": "scripts.attendance.calculate_junior_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 2,
+    "month_key": "2099-06"
+  },
+  "output": {
+    "value": 500,
+    "unknown": false
+  }
+}

go/tests/fixtures/pure/calculate_junior_fee/two_sessions_reduced_march.json

@@ -0,0 +1,13 @@
+{
+  "case": "two_sessions_reduced_march",
+  "func": "scripts.attendance.calculate_junior_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 2,
+    "month_key": "2026-03"
+  },
+  "output": {
+    "value": 250,
+    "unknown": false
+  }
+}

go/tests/fixtures/pure/calculate_junior_fee/two_sessions_reduced_sep.json

@@ -0,0 +1,13 @@
+{
+  "case": "two_sessions_reduced_sep",
+  "func": "scripts.attendance.calculate_junior_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 2,
+    "month_key": "2025-09"
+  },
+  "output": {
+    "value": 250,
+    "unknown": false
+  }
+}

go/tests/fixtures/pure/calculate_junior_fee/zero_sessions.json

@@ -0,0 +1,13 @@
+{
+  "case": "zero_sessions",
+  "func": "scripts.attendance.calculate_junior_fee",
+  "captured_at": "2026-05-06",
+  "input": {
+    "attendance_count": 0,
+    "month_key": "2026-01"
+  },
+  "output": {
+    "value": 0,
+    "unknown": false
+  }
+}

go/tests/fixtures/pure/format_date/empty_string.json

@@ -0,0 +1,14 @@
+{
+  "case": "empty_string",
+  "func": "scripts.match_payments.format_date",
+  "captured_at": "2026-05-06",
+  "input": {
+    "val": {
+      "type": "string",
+      "value": ""
+    }
+  },
+  "output": {
+    "date": ""
+  }
+}

go/tests/fixtures/pure/format_date/none_value.json

@@ -0,0 +1,13 @@
+{
+  "case": "none_value",
+  "func": "scripts.match_payments.format_date",
+  "captured_at": "2026-05-06",
+  "input": {
+    "val": {
+      "type": "none"
+    }
+  },
+  "output": {
+    "date": ""
+  }
+}

go/tests/fixtures/pure/format_date/serial_float.json

@@ -0,0 +1,14 @@
+{
+  "case": "serial_float",
+  "func": "scripts.match_payments.format_date",
+  "captured_at": "2026-05-06",
+  "input": {
+    "val": {
+      "type": "float",
+      "value": 46027.5
+    }
+  },
+  "output": {
+    "date": "2026-01-05"
+  }
+}

go/tests/fixtures/pure/format_date/serial_float_exact.json

@@ -0,0 +1,14 @@
+{
+  "case": "serial_float_exact",
+  "func": "scripts.match_payments.format_date",
+  "captured_at": "2026-05-06",
+  "input": {
+    "val": {
+      "type": "float",
+      "value": 45957.0
+    }
+  },
+  "output": {
+    "date": "2025-10-27"
+  }
+}

go/tests/fixtures/pure/format_date/serial_int.json

@@ -0,0 +1,14 @@
+{
+  "case": "serial_int",
+  "func": "scripts.match_payments.format_date",
+  "captured_at": "2026-05-06",
+  "input": {
+    "val": {
+      "type": "int",
+      "value": 46027
+    }
+  },
+  "output": {
+    "date": "2026-01-05"
+  }
+}

go/tests/fixtures/pure/format_date/string_iso.json

@@ -0,0 +1,14 @@
+{
+  "case": "string_iso",
+  "func": "scripts.match_payments.format_date",
+  "captured_at": "2026-05-06",
+  "input": {
+    "val": {
+      "type": "string",
+      "value": "2026-01-15"
+    }
+  },
+  "output": {
+    "date": "2026-01-15"
+  }
+}

go/tests/fixtures/pure/format_date/string_non_iso.json

@@ -0,0 +1,14 @@
+{
+  "case": "string_non_iso",
+  "func": "scripts.match_payments.format_date",
+  "captured_at": "2026-05-06",
+  "input": {
+    "val": {
+      "type": "string",
+      "value": "garbage"
+    }
+  },
+  "output": {
+    "date": "garbage"
+  }
+}

go/tests/fixtures/pure/generate_sync_id/empty_fields.json

@@ -0,0 +1,22 @@
+{
+  "case": "empty_fields",
+  "func": "scripts.sync_fio_to_sheets.generate_sync_id",
+  "captured_at": "2026-05-06",
+  "input": {
+    "tx": {
+      "date": "2026-03-01",
+      "amount": {
+        "type": "float",
+        "value": 0.0
+      },
+      "currency": "CZK",
+      "sender": "",
+      "vs": "",
+      "message": "",
+      "bank_id": ""
+    }
+  },
+  "output": {
+    "sync_id": "80d5f2762dbe807adde8dab64c3f3f00936ceafc75d4ceba232b08c09bb71c60"
+  }
+}