Backend / data
A self-hosted pipeline that ranks software-opportunity data through a versioned, auditable scoring formula.
A single-user, self-hosted pipeline that ingests and ranks app-opportunity data through a versioned scoring formula — built to be operated and audited rather than trusted blindly.
FastAPI and SQLAlchemy 2.0 over a 21-table schema with 65 Alembic migrations, a health-check contract that asserts the whole system's shape, and around 3,000 tests. Dockerised, dependency-managed with uv.
Highlights
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