Reload cleared the caches first and rebuilt afterwards, so any failure left the API serving nothing, and requests arriving mid-reload saw a half-swapped state. It now builds and validates the replacement frames, place registry, reverse index and sitemaps off the request loop, then publishes them in one synchronous step under a lock. A failed reload returns 503 and keeps the previous data. Sitemap regeneration takes the same path rather than clearing the live registry up front. Typesense search returned at most one page of hits and used an empty list for both "no matches" and "search is down", so a genuine empty result silently fell back to substring matching. It now pages through every candidate and returns None only on failure; the fallback matches literally, since a query containing regex metacharacters used to throw. Empty datasets answer 503 rather than 200-with-nothing or a misleading 404, so callers can tell an outage from an absent school. Adds /api/release, which reports the build identity baked into the image. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
SchoolCompare
SchoolCompare compares schools across England: primary (KS2), secondary (KS4), all-through and post-16 provision, with coverage depending on the source dataset. It provides school search, postcode maps, comparisons, rankings, place pages, Ofsted information, admissions and destination measures. Editorial content lives in a Payload CMS blog.
Start here
- Architecture and data flow
- Development and validation
- Deployment and promotion
- Legacy and unused-code inventory
- Frontend conventions
- CMS publishing
Repository map
| Path | Responsibility |
|---|---|
backend/ |
FastAPI routes, cached school data, read-only SQLAlchemy mappings, feature flags |
nextjs-app/ |
Next.js App Router, React UI, Payload CMS, frontend tests |
pipeline/plugins/extractors/ |
Custom Singer taps for GIAS, EES, Ofsted and other datasets |
pipeline/transform/ |
dbt staging/intermediate models, marts, seeds and data tests |
pipeline/dags/ |
Airflow extraction, transformation and publication workflows |
pipeline/scripts/ |
Search indexing, code generation and operational diagnostics |
e2e/ |
Playwright journeys against a running environment |
.gitea/workflows/ |
PR checks, staging deployment and manual production promotion |
scripts/ |
CI review tooling and historical data utilities; see the legacy inventory |
docs/superpowers/, mockups/ |
Design history and prototypes, not application entry points |
Runtime
The public site is Next.js, not the FastAPI root page. Browser /api/*
requests pass through a Next.js route handler to FastAPI. Server-rendered pages
call FastAPI directly using FASTAPI_URL, including its /api suffix.
PostgreSQL/PostGIS stores school data. Meltano/Singer extracts source data;
dbt builds marts.*; FastAPI reads those tables. Typesense serves text search
and autocomplete. Payload runs inside Next.js and owns a separate payload
database schema and uploaded media.
There is no automatic CSV import or sample dataset on startup. A working school-data environment needs populated marts from the pipeline or an approved database snapshot. See development before choosing a setup.
Validation
cd nextjs-app
npm ci
npm run typecheck
npm test -- --runInBand
Backend checks, pipeline validation, runtime versions and E2E requirements are
listed in DEVELOPMENT.md. No npm run lint script is
currently defined.
Deployment
Work on a feature branch and open a PR. Merging to main builds images and
deploys staging. Production promotion is a separate, human-triggered Gitea
workflow. Use DEPLOY.md and the Portainer compose files as the
operational references. The generic compose examples still reference :latest,
which the current release workflow does not publish.