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+Title: 60 Prompts for Building FastAPI Web Apps
+Kicker: FastAPI development reference
+Theme: Developer reference
+Genre: memo
+
+# 60 Prompts for Building FastAPI Web Apps
+
+A complete reference of example prompts to build FastAPI web applications — from project scaffold to production deploy, integrations, and real-world apps.
+
+---
+
+## Getting Started & Project Setup
+
+1. "Build a FastAPI web app with a clean project structure — `app/main.py`, `routers/`, `models/`, `schemas/`, and `database.py`."
+2. "Create a FastAPI project scaffold with `requirements.txt`, `.env` config, and a `README` with run instructions."
+3. "Set up a FastAPI app with CORS enabled for a React frontend running on a different port."
+4. "Add environment-based configuration to a FastAPI app — dev, staging, and prod settings via pydantic-settings."
+
+## Database & Models
+
+5. "Build a FastAPI app with SQLAlchemy models and a PostgreSQL database, including a migration setup."
+6. "Create a FastAPI CRUD API for a 'products' table — GET, POST, PUT, DELETE endpoints with proper Pydantic schemas."
+7. "Add async SQLAlchemy support to a FastAPI app using asyncpg for PostgreSQL."
+8. "Set up SQLite for local development and PostgreSQL for production in the same FastAPI app."
+
+## Authentication & Security
+
+9. "Add JWT authentication to a FastAPI app — login endpoint, token refresh, and protected routes."
+10. "Implement OAuth2 password flow with hashed passwords (bcrypt) for user signup and login in FastAPI."
+11. "Add role-based access control (admin/user) to FastAPI routes with dependency injection."
+12. "Secure a FastAPI API with API-key authentication for third-party clients."
+
+## Validation & Schemas
+
+13. "Build Pydantic schemas with validation for a user registration form — email format, password strength, and field constraints."
+14. "Add request/response models with nested serialization for a blog app — posts with author and comments."
+15. "Create a FastAPI endpoint that accepts file uploads with size and type validation."
+
+## Advanced Features
+
+16. "Add pagination, sorting, and filtering to a FastAPI list endpoint for a large dataset."
+17. "Build a background task system in FastAPI — run a job in the background and poll its status."
+18. "Add WebSocket support to a FastAPI app for real-time chat or live notifications."
+19. "Implement rate limiting on a FastAPI API to prevent abuse."
+20. "Add full-text search to a FastAPI app using PostgreSQL's built-in search features."
+
+## Testing & Quality
+
+21. "Write unit tests for FastAPI endpoints using pytest and TestClient."
+22. "Set up automated tests with a test database fixture that runs against a clean schema."
+23. "Add request logging and structured error handling to a FastAPI app."
+
+## Docs & Production
+
+24. "Customize FastAPI's auto-generated Swagger docs — add descriptions, tags, and examples to all endpoints."
+25. "Containerize a FastAPI app with Docker and docker-compose, including the database service."
+26. "Deploy a FastAPI app with Gunicorn + Uvicorn workers behind an Nginx reverse proxy."
+27. "Add health-check and readiness endpoints to a FastAPI app for Kubernetes or Docker health probes."
+28. "Set up automatic OpenAPI schema generation and versioned API routes (/v1, /v2)."
+
+## Real-World Examples (Batch 1)
+
+29. "Build a complete FastAPI todo app with a frontend — CRUD endpoints, SQLite, and a simple HTML/JS interface."
+30. "Create a FastAPI REST API for a small e-commerce store — products, orders, cart, and checkout endpoints."
+
+---
+
+## Integrations & Third-Party Services
+
+31. "Build a FastAPI app that sends emails via SMTP — a contact form endpoint that renders an HTML template."
+32. "Create a FastAPI endpoint that uploads files to S3 (or a cloud bucket) and returns the public URL."
+33. "Add Stripe payment integration to a FastAPI app — create a checkout session and handle the webhook."
+34. "Build a FastAPI app that calls an external REST API (e.g. weather or news) and caches responses in Redis."
+35. "Add Google OAuth login to a FastAPI app with social auth and session persistence."
+
+## Async & Performance
+
+36. "Rewrite a slow synchronous FastAPI endpoint as async with `httpx` to make concurrent external calls."
+37. "Add Redis caching to a FastAPI app for expensive database queries with a TTL-based cache layer."
+38. "Build a FastAPI app that streams large files or data in chunks with `StreamingResponse`."
+39. "Add database connection pooling to a FastAPI app and explain how to tune pool size."
+40. "Implement a job queue in FastAPI using Celery or RQ — enqueue a task, track its status, and fetch results."
+
+## Data Processing & AI
+
+41. "Build a FastAPI app that accepts a CSV upload, processes it with pandas, and returns summary statistics as JSON."
+42. "Create a FastAPI endpoint that runs a machine-learning model (pickle/onnx) and returns predictions."
+43. "Add a text-summarization or sentiment-analysis endpoint to a FastAPI app using a Hugging Face model."
+44. "Build a FastAPI app that generates embeddings and stores them in a vector database (pgvector) for similarity search."
+45. "Create a FastAPI image-upload endpoint that resizes/compresses images with Pillow and stores them."
+
+## Templating & Frontend
+
+46. "Build a FastAPI app with Jinja2 templates — a server-rendered multi-page site with a base layout."
+47. "Add static files (CSS/JS/images) to a FastAPI app and wire them into Jinja templates."
+48. "Create a FastAPI app that serves a single-page React build from a `dist/` folder."
+
+## Error Handling & Middleware
+
+49. "Add custom exception handlers to a FastAPI app — return structured JSON errors with proper HTTP codes."
+50. "Build a FastAPI middleware that logs every request with method, path, status, and duration."
+51. "Add request timing and a simple metrics endpoint (`/metrics`) exposing request counts and latencies."
+52. "Implement a global exception handler that catches unhandled errors and returns a safe 500 response."
+
+## Real-World App Examples (Batch 2)
+
+53. "Build a complete FastAPI blog — posts, comments, tags, and user authentication."
+54. "Create a FastAPI URL shortener with SQLite, collision-free slugs, and redirect tracking."
+55. "Build a FastAPI REST API for a library — books, authors, borrow/return, and overdue reports."
+56. "Create a FastAPI inventory system with stock levels, low-stock alerts, and supplier endpoints."
+57. "Build a FastAPI notes app with full CRUD, search, and per-user isolation."
+58. "Create a FastAPI API for a fitness tracker — workouts, exercises, sets, and progress charts data."
+
+## Advanced Production
+
+59. "Add OpenTelemetry tracing to a FastAPI app and export traces to a local Jaeger or Grafana stack."
+60. "Build a FastAPI app with feature flags, graceful shutdown hooks, and a `--reload` dev profile."