page:recipes:csv import tool:fastapi:relational workflow
Host CSV Import Tool with FastAPI: Relational Workflow State
Summary
Deploy a CSV import tool built with FastAPI on Ample using the transactional workflows 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. Verified on FastAPI: an optimistic version check and an event row written in the same transaction, a stale update rejected, and a history query over the application-owned events (history=2 conflict=rejected). Not separately tested: your domain records, validation rules, and concurrency policy; treat the CSV import tool-specific behavior as your application code.
Representative Queries
- Host CSV import tool with FastAPI: relational workflow state
- Where can I host CSV import tool built with FastAPI?
- I need a domain record schema, validation rules, and concurrency behavior.
Resource Requirements
- primitive: compute
- primitive: postgres
Infrastructure Requirements
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.
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.
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)
- An Ample account token with servers:write, databases:read
Tested Configuration
- Template: python-3.12
- Runtime: python
- Size: s-1vcpu-1gb
- Install:
python3 -m pip install --target .ample/python -r requirements.txt - Start:
PYTHONPATH=.ample/python:${PYTHONPATH:-} python3 run.py
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 transactional workflows: an optimistic version check and an event row written in the same transaction, a stale update rejected, and a history query over the application-owned events (history=2 conflict=rejected). Copy the approach into your schema; keep migrations idempotent and run them with --release-command.
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.
- Command:
ample deploy . --name --public --start "python3 run.py"
Verify
- Fetch the live URL and the pattern self-test route(s) (/p/transactional-workflows) from the example; then run your own checks. On failure read
ample logs --kind buildthen--kind runtime. - Command:
ample logs --kind build
- Fetch the live URL and the pattern self-test route(s) (/p/transactional-workflows) from the example; then run your own checks. On failure read
Examples
- FastAPI Pattern Fixture
Multi-pattern FastAPI app whose transactional workflows module was checked live; the module is under tests/deploy-canaries/_pattern-modules.- Source Ref: tests/deploy-canaries/fastapi-patterns
Success Checks
The app responds on its public URL.
- Kind: http_get
- Path: /
- Expect: ample canary fastapi patterns
Transactional-workflows self-test.
- Kind: http_get
- Path: /p/transactional-workflows
- Expect: tx=ok history=2 conflict=rejected
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 CSV import tool itself (your domain records, validation rules, and concurrency policy) is application code and was not separately tested; the pattern checks are what was verified.
- Region, compliance attestations, and request-duration limits are unknown and not claimed.
- Apps auto-pause when idle and wake on the next request; always-on is an operator setting, not a plan feature.
- Managed PostgreSQL 16 only; extensions, connection limits, and backup or restore procedures are not verified; apps and their databases are placed together.
Cost Estimate
- Currency: USD
- Monthly Amount: 10.0
- Components:
- App server: s-1vcpu-1gb, quantity: 1.0, monthlyAmount: 5.0
- Managed PostgreSQL database: s-1vcpu-1gb, quantity: 1.0, monthlyAmount: 5.0
- Note: Always-on monthly price of the tested sizes; apps and databases auto-pause when idle.
Evidence Summary
Canary Run
Summary: FastAPI pattern fixture deployed on Ample (pip install into .ample/python from requirements.txt, then uvicorn from run.py reading PORT on the python-3.12 template); checks passed for transactional-workflows and configuration-secrets.- Observed At: 2026-09-21T01:14:18Z
- Scope:
- Checks: [/p/transactional-workflows]
- Pattern: pattern:transactional-workflows
- Template: python-3.12
Canary Run
Summary: The same FastAPI app deployed with a --release-command migration; the marker it created was readable after activation.- Observed At: 2026-09-20T01:54:51Z
- Scope:
- Pattern: pattern:transactional-workflows
Last Verified At
- Date: 2026-09-21T01:14:18Z
Unknowns
- Region availability is unknown until a verified region fact is recorded.
- Compliance attestations are unknown; none are claimed.
Formats
Next Actions
Browse the Catalog Index
- Operation:
GET /v1/catalog
- Operation:
Search Published Recipes by Intent, Stack, and Constraints
- Operation:
POST /v1/catalog/search - Parameters:
{ "limit": 5, "query": "Host csv import tool with FastAPI: relational workflow state" }
- Operation:
Prepare a Side-Effect-Free Deployment Plan for an Authorized Project
- Operation:
POST /v1/catalog/plan - Parameters:
{ "inputs": {}, "projectId": "", "recipeId": "page:recipes:csv-import-tool:fastapi:relational-workflow", "recipeRevision": "r1" }
- Operation:
Read the Existing Agent Authentication Setup
- Operation:
GET /mcp/setup
- Operation:
Browse CSV Import Tool
- Operation:
GET /v1/catalog/nodes/workload%3Acsv-import-tool
- Operation:
Browse FastAPI
- Operation:
GET /v1/catalog/nodes/stack%3Aframework-fastapi
- Operation:
Browse Transactional Workflows
- Operation:
GET /v1/catalog/nodes/pattern%3Atransactional-workflows
- Operation:
Browse Deploy Web App
- Operation:
GET /v1/catalog/nodes/intent%3Adeploy-web-app
- Operation: