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James Wilson
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James WilsonBegginer
Asked: January 8, 20262026-01-08T13:19:26+00:00 2026-01-08T13:19:26+00:00In: Tech

FastAPI best practices for production apps?

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FastAPI best practices for production apps?

Prototype works, but scale issues – auth, DB, testing, deployment? Real-world config?

api rate limitingdockerfastapi
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  1. Daniel Thomas
    Daniel Thomas Begginer
    2026-01-08T13:22:21+00:00Added an answer on January 8, 2026 at 1:22 pm

    Hey James, Production stack:

    1) SQLAlchemy async + Alembic migrations.
    2) FastAPI Users (OAuth/JWT).
    3) Pydantic v2 strict models.
    4) Docker + Gunicorn 4workers/CPU.
    5) Redis slowapi rate limit.

    Tests: 90% coverage pytest-httpx. Deploy Railway/DigitalOcean. Handled 50k req/min stable.

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  2. Rohan Sharma
    Rohan Sharma Begginer
    2026-01-08T13:23:20+00:00Added an answer on January 8, 2026 at 1:23 pm

    Key configs: Depends() dependency injection everywhere. Background tasks Celery. DB: asyncpg pool. Monitoring: Prometheus + Grafana. Docs: Custom OpenAPI tags. Security: CORS strict, helmet equiv. Docker multi-stage build. CI: GitHub Actions pytest + black. Scaled to 1M users, zero downtime deploys.

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