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Python 12 · HTTP and backend boundaries

API handlers, validation, and separation of concerns

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Learn the concept

A backend handler translates HTTP into application behavior. Keep its responsibilities small: authenticate, parse and validate, call domain logic, and convert the result into a response. Framework-specific routing should not contain all of your business rules.

Build and test the domain function first. A framework adapter can then expose it as an endpoint. This makes it possible to test behavior without opening a port. Status codes should reflect the contract; do not return a successful status with an unexplained error string for every failure.

Bound input sizes and avoid leaking stack traces or secrets in public responses. Internal logs can retain a request ID and failure stage. A beginner can practice the boundary with a plain function before selecting a web framework for deployment.

Run and inspect

def handle(payload):
    if not isinstance(payload, dict): return 400, {"error": "Object required"}
    text = payload.get("text")
    if not isinstance(text, str) or not text.strip():
        return 400, {"error": "Text required"}
    return 200, {"length": len(text.strip())}

assert handle({"text": " hello "}) == (200, {"length": 5})
assert handle({})[0] == 400

Your exercise

Extend the handler with a maximum input length and a fake dependency that can time out. Keep dependency failures separate from validation errors.

Check your understanding

Invalid requests never call the dependency, and public error responses contain no internal traceback.

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API handlers, validation, and separation of concerns | Forward Deployed Engineer | Android Engineers