Type Mismatch Errors in FastAPI
FastAPI relies heavily on Pydantic models for request validation. A type mismatch error means the incoming data doesn't conform to your declared schema.
Root Causes
- Client sending a string where an integer is expected
- Nested model fields with wrong types
- Enum values not matching the defined options
Fixing It
Define strict Pydantic models and let FastAPI validate automatically:
from pydantic import BaseModel, field_validator
from enum import Enum
class Priority(str, Enum):
LOW = "low"
HIGH = "high"
class TaskCreate(BaseModel):
title: str
priority: Priority
estimated_hours: float
@field_validator('estimated_hours')
@classmethod
def must_be_positive(cls, v):
if v <= 0:
raise ValueError('Must be positive')
return v
@app.post("/tasks")
async def create_task(task: TaskCreate):
return {"id": 1, **task.model_dump()}FastAPI automatically returns a 422 response with details about which fields failed validation, so clients get clear feedback.
Prevention Tips
To avoid this issue recurring, add automated checks to your CI/CD pipeline. Write integration tests that exercise the failure path — not just the happy path. Use linting rules to enforce best practices across your team. Consider adding health checks that detect this class of error early in staging before it reaches production.
Bugsly for Validation Monitoring
Bugsly aggregates 422 errors by field and type, revealing patterns in client-side bugs. If 80% of your type mismatches come from one field, you know exactly where to improve your documentation or client SDK.
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