page:recipes:inventory manager:fastapi:csv imports
Host Inventory Manager with FastAPI: CSV Imports
Summary
Deploy a inventory manager built with FastAPI on Ample using the bulk import staging pattern. Compute runs the app in an isolated microVM behind a public HTTPS URL, a managed PostgreSQL 16 database is auto-provisioned and injected as DATABASE_URL, a private S3-compatible bucket holds objects with credentials delivered as encrypted environment variables. Verified on FastAPI: a CSV staged as an object, row-level validation with per-row errors recorded, and a restart-safe import keyed by import id (imported=2 rejected=1 restart=ok). Not separately tested: your import format, mapping and conflict rules; treat the inventory manager-specific behavior as your application code.
Representative Queries
- Host inventory manager with FastAPI: CSV imports
- Where can I host Inventory manager built with FastAPI?
- I need a domain CSV format, row validation, deduplication and an import recovery path.
Infrastructure Requirements
Compute
- Primitive: Compute
- Status: Verified
- Summary: Apps run in isolated x86_64 Firecracker microVMs that auto-pause when idle and wake on request; sizes are the priced VM sizes.
PostgreSQL
- Primitive: Postgres
- Status: Verified
- Summary: Managed PostgreSQL 16 runs in its own microVM and is auto-provisioned when an app needs a database and no DATABASE_URL is supplied.
S3-Compatible Object Storage
- Primitive: S3-compatible object storage
- Status: Verified
- Summary: Buckets are S3-compatible with issued credentials; PutObject and GetObject are verified by canary. Other S3 operations are not verified.
Prerequisites
- A FastAPI project that builds and starts with the documented commands (pip install into .ample/python from requirements.txt, then uvicorn from run.py reading PORT on the python-3.12 template).
- A PostgreSQL driver reading DATABASE_URL at runtime (auto-provisioned when omitted, or supplied with --env).
- A bucket from
ample bucket createwith its credentials passed as encrypted S3_* environment variables. - An Ample account token with servers:write, databases:read, buckets:read.
Workflow Steps
Build and start
pip install into .ample/python from requirements.txt, then uvicorn from run.py reading PORT on the python-3.12 template. The server must bind 0.0.0.0 on PORT.Implement the pattern on PostgreSQL
The fixture's module implements bulk import staging: a CSV staged as an object, row-level validation with per-row errors recorded, and a restart-safe import keyed by import id (imported=2 rejected=1 restart=ok). Copy the approach into your schema; keep migrations idempotent and run them with --release-command.Wire object storage
Create the bucket(s), then pass endpoint, region, bucket and keys as --env values. Use path-style addressing. Keep private data in an unpublished bucket.Deploy
Run the synchronous deploy once and read the result (exit 0 live, 1 failed, 2 blocked). Re-running with no change is a no-op.ample deploy . --name --public --start "python3 run.py" --env S3_ENDPOINT=... --env S3_REGION=... --env S3_BUCKET=... --env S3_ACCESS_KEY_ID=... --env S3_SECRET_ACCESS_KEY=...Verify
Fetch the live URL and the pattern self-test route(s):/p/bulk-import-stagingfrom the example; then run your own checks. On failure readample logs --kind buildthen--kind runtime.ample logs --kind build
Examples
- FastAPI pattern fixture
Multi-pattern FastAPI app whose bulk import staging module was checked live; the module is under tests/deploy-canaries/_pattern-modules.
Success Checks
- App responds on its public URL.
- Bulk-import-staging self-test.
Limitations
- Verified on the python-3.12 template at s-1vcpu-1gb with the example fixture; other sizes, templates and FastAPI major versions are not verified.
- The inventory manager itself (your import format, mapping and conflict rules) is application code and was not separately tested.
Cost Estimate
- Currency: USD
- Monthly Amount: $10.0
- Basis: size prices from pricing.toml (loaded by the API).
- Components:
- App server (size: s-1vcpu-1gb, quantity: 1.0, monthlyAmount: $5.0)
- Managed PostgreSQL database (size: s-1vcpu-1gb, quantity: 1.0, monthlyAmount: $5.0)
Next Actions
- Browse the catalog index.
- Search published recipes by intent, stack and constraints.
- Prepare a side-effect-free deployment plan for an authorized project.