Error handling

Error Handling

Production-ready error handling for Python APIs using the Let it crash philosophy.

Design Philosophy

Let it crash - Don't be defensive. Let exceptions propagate naturally and handle them at boundaries.

# BAD - Too defensive, obscures errors
@app.get("/users/{user_id}")
async def get_user(user_id: int):
    try:
        user = await user_service.get(user_id)
        if not user:
            raise HTTPException(404, "Not found")
        return user
    except DatabaseError as e:
        raise HTTPException(500, "Database error")
    except Exception as e:
        logger.exception("Unexpected error")
        raise HTTPException(500, "Internal error")

# GOOD - Let exceptions propagate, handle at boundary
@app.get("/users/{user_id}")
async def get_user(user_id: int):
    user = await user_service.get(user_id)
    if not user:
        raise UserNotFoundError(user_id)
    return user

Core Principles

1. Raise low, catch high - Throw exceptions where errors occur, handle at API boundaries
2. Domain exceptions - Create semantic exceptions, not generic ones
3. Global handlers - Use @app.exception_handler() for centralized error formatting
4. No bare except - Always catch specific exceptions
5. Preserve context - Use raise ... from error to keep original traceback

Quick Start

1. Define Domain Exceptions

from enum import StrEnum

class ErrorCode(StrEnum):
    USER_NOT_FOUND = "user_not_found"
    INVALID_CREDENTIALS = "invalid_credentials"
    RATE_LIMITED = "rate_limited"

class DomainError(Exception):
    """Base exception for all domain errors."""
    def __init__(self, code: ErrorCode, message: str, status_code: int = 400):
        self.code = code
        self.message = message
        self.status_code = status_code
        super().__init__(message)

class UserNotFoundError(DomainError):
    def __init__(self, user_id: int):
        super().__init__(
            code=ErrorCode.USER_NOT_FOUND,
            message=f"User {user_id} not found",
            status_code=404
        )

2. Define Error Response Schema

from pydantic import BaseModel

class ErrorDetail(BaseModel):
    code: str
    message: str
    request_id: str | None = None

class ErrorResponse(BaseModel):
    error: ErrorDetail

3. Register Global Handlers

from fastapi import FastAPI, Request
from fastapi.responses import JSONResponse
from fastapi.exceptions import RequestValidationError
from starlette.exceptions import HTTPException as StarletteHTTPException

app = FastAPI()

@app.exception_handler(DomainError)
async def domain_error_handler(request: Request, exc: DomainError):
    return JSONResponse(
        status_code=exc.status_code,
        content={"error": {"code": exc.code, "message": exc.message}}
    )

@app.exception_handler(StarletteHTTPException)
async def http_exception_handler(request: Request, exc: StarletteHTTPException):
    return JSONResponse(
        status_code=exc.status_code,
        content={"error": {"code": "http_error", "message": str(exc.detail)}}
    )

@app.exception_handler(RequestValidationError)
async def validation_error_handler(request: Request, exc: RequestValidationError):
    return JSONResponse(
        status_code=422,
        content={"error": {"code": "validation_error", "message": "Invalid request"}}
    )

@app.exception_handler(Exception)
async def generic_error_handler(request: Request, exc: Exception):
    # Log full error internally
    logger.exception("Unhandled error")
    # Return safe message to client
    return JSONResponse(
        status_code=500,
        content={"error": {"code": "internal_error", "message": "Internal server error"}}
    )

4. Use in Routes

@app.get("/users/{user_id}")
async def get_user(user_id: int):
    user = await user_service.get(user_id)
    if not user:
        raise UserNotFoundError(user_id)
    return user

When to Catch Exceptions

Only catch exceptions in these cases:

Situation	Example
Need to retry	tenacity.retry() for transient failures
Need to transform	Wrap third-party SDK errors as domain errors
Need to clean up	Use finally or context managers
Need to add context	raise DomainError(...) from original

Python + FastAPI Integration

Layer	Responsibility
Service/Domain	Raise domain exceptions (UserNotFoundError)
Routes	Let exceptions propagate (no try/except)
Exception Handlers	Transform to HTTP responses
Middleware	Add request context (request_id, timing)

Common Patterns

Third-Party SDK Wrapping

import httpx
from tenacity import retry, stop_after_attempt, wait_exponential

class ExternalServiceError(DomainError):
    def __init__(self, service: str, original: Exception):
        super().__init__(
            code=ErrorCode.EXTERNAL_SERVICE_ERROR,
            message=f"{service} unavailable",
            status_code=503
        )
        self.__cause__ = original

@retry(stop=stop_after_attempt(3), wait=wait_exponential())
async def call_payment_api(data: dict):
    try:
        async with httpx.AsyncClient(timeout=10.0) as client:
            response = await client.post("https://api.payment.com/charge", json=data)
            response.raise_for_status()
            return response.json()
    except httpx.HTTPError as e:
        raise ExternalServiceError("Payment API", e) from e

Background Task Error Handling

from fastapi import BackgroundTasks

async def safe_background_task(task_func, *args, **kwargs):
    try:
        await task_func(*args, **kwargs)
    except Exception as e:
        logger.exception(f"Background task failed: {e}")
        # Optional: send to dead letter queue or alerting

@app.post("/orders")
async def create_order(order: Order, background_tasks: BackgroundTasks):
    result = await order_service.create(order)
    background_tasks.add_task(safe_background_task, send_confirmation_email, result.id)
    return result

Troubleshooting

Issue	Cause	Fix
Stack trace in response	No generic handler	Add @app.exception_handler(Exception)
Lost original error	Missing from	Use raise NewError() from original
Validation errors leak	Default handler	Override RequestValidationError handler
Silent failures	Swallowed exceptions	Let exceptions propagate, handle at boundary

References

• Python Patterns - Exception design, when to catch, SDK wrapping
• FastAPI Patterns - HTTPException, global handlers, middleware
• Pydantic Patterns - ValidationError, raise in validators
• Asyncio Patterns - TaskGroup, timeout, background tasks
• FastAPI Docs: Handling Errors
• Pydantic Docs: Error Handling