A reusable base library for importing and exporting data with FastAPI.
Project description
fastapi-import-export
FastAPI-first import/export utilities that keep your domain model decoupled.
Other languages: README_CN.md | README_JP.md
Features
- Async-first lifecycle hooks for import and export.
- Explicit Resource mapping to avoid ORM coupling.
- Optional backends for parsing, storage, and validation.
- Streaming export payloads for large datasets.
Requirements
- Python 3.12-3.14
- FastAPI 0.128+
Compatibility Matrix
| Component | Supported | Notes |
|---|---|---|
| Python | 3.12-3.14 | Tested with async-first workflows. |
| FastAPI | 0.128+ | Uses UploadFile and async endpoints. |
| Pydantic | 2.x | Schemas rely on BaseModel. |
| polars | 1.x | Optional parsing/validation backend. |
| openpyxl | 3.x | Excel parsing backend. |
Why Not django-import-export
- Django-centric ORM/Admin coupling does not fit FastAPI async workflows.
- This library is async-first and designed as a toolkit, not a framework.
- Stable, composable APIs with explicit lifecycle hooks.
Core Boundaries
- Do not manage DB connections.
- Do not own ORM, only adapt.
- Do not handle auth.
- Do not own storage (optional backends only).
Install
Minimal (core only):
pip install fastapi-import-export
# or
uv add fastapi-import-export
Common optional deps:
pip install fastapi-import-export[polars,xlsx,storage]
# or
uv add fastapi-import-export[polars,xlsx,storage]
All optional deps:
pip install fastapi-import-export[full]
# or
uv add fastapi-import-export[full]
Development & unit-test deps:
pip install fastapi-import-export[full] pytest pytest-asyncio pytest-cov anyio
# or
uv add --group dev fastapi-import-export[full] pytest pytest-asyncio pytest-cov anyio
E2E integration-test deps (optional, for running example apps):
pip install httpx python-multipart "sqlalchemy[asyncio]" aiosqlite sqlmodel tortoise-orm
# or
uv add --group e2e httpx python-multipart "sqlalchemy[asyncio]" aiosqlite sqlmodel tortoise-orm
Extras
- polars: DataFrame parsing and validation backends.
- xlsx: Excel parsing support (openpyxl + fastexcel).
- storage: Filesystem storage backend helpers.
- full: All optional dependencies.
Quick Start
1) Define a Resource
from fastapi_import_export import Resource
class UserResource(Resource):
id: int | None
username: str
email: str
field_aliases = {
"Username": "username",
"Email": "email",
}
2) Build an Importer
from fastapi_import_export import Importer
importer = Importer(
parser=parse_fn,
validator=validate_fn,
transformer=transform_fn,
persister=persist_fn,
)
3) FastAPI Integration
from uuid import UUID
from fastapi import APIRouter, UploadFile
router = APIRouter()
@router.post("/import")
async def import_data(file: UploadFile):
result = await importer.import_data(file=file, resource=UserResource)
return result
Async Import Example
async def validate_fn(*, data, resource, allow_overwrite=False):
return data, []
async def persist_fn(*, data, resource, allow_overwrite=False):
return 100
Large Export (Streaming)
from fastapi import StreamingResponse
payload = await exporter.stream(
resource=UserResource,
fmt="csv",
filename="users.csv",
media_type="text/csv",
)
return StreamingResponse(payload.stream, media_type=payload.media_type)
Optional Backend Facades
- parse/storage/validation/db_validation are lazy-loaded facades.
- Missing extras raise ImportExportError with a clear install hint.
Upload Allowlist Configuration
Priority order: per-call override > resolve_config parameters > environment variables > defaults.
Per-call override:
await svc.upload_parse_validate(
file=file,
column_aliases=UserResource.field_mapping(),
validate_fn=service_validate_fn,
allowed_extensions=[".csv"],
allowed_mime_types=["text/csv"],
)
Config-level override:
from fastapi_import_export.config import resolve_config
cfg = resolve_config(
allowed_extensions=[".csv", ".xlsx"],
allowed_mime_types=["text/csv", "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"],
)
svc = ImportExportService(db=object(), config=cfg)
Environment variable example:
export IMPORT_EXPORT_ALLOWED_EXTENSIONS=".csv,.xlsx"
export IMPORT_EXPORT_ALLOWED_MIME_TYPES="text/csv,application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"
Unique Constraint Detection
When committing imported data, the library automatically detects unique constraint
violations from the database and returns a user-friendly error response. The
constraint_parser module supports precise error parsing for five databases:
| Database | Error Pattern | Extracted Info |
|---|---|---|
| PostgreSQL | Key (col)=(val) already exists. |
columns, values, constraint |
| MySQL / MariaDB | Duplicate entry 'val' for key 'key_name' |
values, constraint |
| SQLite | UNIQUE constraint failed: table.col |
columns |
| SQL Server | Violation of UNIQUE KEY constraint 'name' |
values, constraint |
| Oracle | ORA-00001: unique constraint (SCHEMA.NAME) violated |
constraint |
You can also use the parser directly in your own code:
from fastapi_import_export import ConstraintDetail, parse_unique_constraint_error
detail: ConstraintDetail | None = parse_unique_constraint_error(
str(exc), detail_text=getattr(getattr(exc, "orig", None), "detail", "")
)
if detail:
print(detail.db_type, detail.columns, detail.values)
End-to-End Example
Below is a minimal end-to-end flow that supports upload, validate, preview, and commit.
from uuid import UUID
from fastapi import APIRouter, UploadFile
from fastapi_import_export import Importer, Resource
from fastapi_import_export.schemas import ImportCommitRequest
from fastapi_import_export.service import ImportExportService
class UserResource(Resource):
id: int | None
username: str
email: str
field_aliases = {
"Username": "username",
"Email": "email",
}
async def parse_fn(*, file: UploadFile, resource: type[Resource]):
return await some_parse_impl(file=file, resource=resource)
async def validate_fn(*, data, resource: type[Resource], allow_overwrite: bool = False):
return data, []
async def transform_fn(*, data, resource: type[Resource]):
return data
async def persist_fn(*, data, resource: type[Resource], allow_overwrite: bool = False) -> int:
return 100
async def service_validate_fn(db, df, *, allow_overwrite: bool = False):
return df, []
async def service_persist_fn(db, valid_df, *, allow_overwrite: bool = False) -> int:
return 100
importer = Importer(
parser=parse_fn,
validator=validate_fn,
transformer=transform_fn,
persister=persist_fn,
)
router = APIRouter()
@router.post("/import")
async def import_data(file: UploadFile):
return await importer.import_data(file=file, resource=UserResource)
# Optional: use the service class for upload/preview/commit workflow
svc = ImportExportService(db=object())
@router.post("/import/validate")
async def import_validate(file: UploadFile):
return await svc.upload_parse_validate(
file=file,
column_aliases=UserResource.field_mapping(),
validate_fn=service_validate_fn,
)
@router.get("/import/preview")
async def import_preview(import_id: UUID, checksum: str, page: int = 1, page_size: int = 50):
return await svc.preview(
import_id=import_id,
checksum=checksum,
page=page,
page_size=page_size,
kind="all",
)
@router.post("/import/commit")
async def import_commit(body: ImportCommitRequest):
return await svc.commit(body=body, persist_fn=service_persist_fn)
FAQ
Why do I get missing dependency errors?
Install the matching extras, for example:
pip install fastapi-import-export[polars,xlsx,storage]
# or
uv add fastapi-import-export[polars,xlsx,storage]
Why are my rows filtered after validation?
The service removes rows that fail validation when generating valid.parquet.
Use preview with kind=all to inspect the original parsed data.
Troubleshooting
- Upload too large: Increase
max_upload_mbwhen creatingImportExportService. - checksum mismatch: Ensure the client passes the checksum from
upload_parse_validate. - missing_dependency: Install the correct extras for parse/storage/validation backends.
- db_conflict errors: Check unique constraints and whether soft-deleted records exist.
Testing
Run the unit test suite (see Install for dependency setup):
pytest tests/ -v
Run the E2E integration tests:
pytest examples/ -v
The examples/ directory contains complete FastAPI applications for SQLAlchemy, SQLModel, and Tortoise ORM, each covering the full HTTP lifecycle: upload, preview, commit, and export against an in-memory SQLite database.
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