page:recipes:graphql api:fastapi:worker state
Host GraphQL API with FastAPI: Worker Execution and Job State
Deploy a GraphQL API built with FastAPI as a public web service plus a dedicated worker process on Ample. ample plan --write discovers both services and their shared database and writes ample.toml; ample up reconciles the topology: a managed PostgreSQL 16 database, a public web microVM and a private worker microVM (kind worker, no public URL), both reading DATABASE_URL. Verified on FastAPI: a separately deployed worker service (kind worker, no public URL) sharing a declared managed PostgreSQL database with the web service, consuming a jobs table with row locks and marking jobs done once (worker=done attempts=1). Not separately tested: your job payloads, retry policy and scheduling; treat the GraphQL API-specific behavior as your application code.
Representative Queries
- Host GraphQL API with FastAPI: worker execution and job state
- Where can I host GraphQL API built with FastAPI?
- I need a separately runnable worker, durable job records and idempotent retries; not a managed queue.
Resource Requirements
- Compute
- PostgreSQL
Infrastructure Requirements
- Compute: Apps run in isolated x86_64 Firecracker microVMs that auto-pause when idle and wake on request; sizes are the priced VM sizes.
- Postgres: Managed PostgreSQL 16 runs in its own microVM and is auto-provisioned when an app needs a database and no DATABASE_URL is supplied.
Framework
- FastAPI
Workload
- GraphQL API
Release Status
- Published
Support Status
- Verified
Execution Status
- Ready
Prerequisites
- A repository with the web app and the worker as separate service directories (the fixture uses apps/web and apps/worker), each building and starting 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; the worker starts with python3 worker.py and binds no port).
- Both services read DATABASE_URL at runtime and share one jobs table; the worker claims rows with SELECT ... FOR UPDATE SKIP LOCKED and marks them done once.
- An Ample account token with servers:write and databases:write (ample up creates the database).
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
Plan the topology
Run the planner once. It discovers the web and worker services, infers kind = "worker" for the process without a port, declares the database each service needs, and writes ample.toml. Exit 2 means it left questions in the manifest; answer them with --answer or by editing the file.- Command:
ample plan --write .
- Command:
Share one database
Keep a single [databases.main] with engine = "postgres", drop any per-service database the planner added, and set DATABASE_URL = { database = "main" } under both [services.web.env] and [services.worker.env]. Python services also need an explicit start command in the manifest (the fixture sets start for both services).- Command:
ample plan --offline .
- Command:
Apply
Reconcile the whole manifest in dependency order: the database first, then both services. It is idempotent and never destructive; exit 0 means everything applied, 2 needs input, 1 a failed resource (independent siblings still proceed and re-running resumes).- Command:
ample up .
- Command:
Verify
Fetch the web service URL and its worker status route (/p/worker-queue/status in the example) and confirm the worker processed the enqueued job; on failure read the worker service's runtime logs.- Command:
ample logs --kind runtime
- Command:
Examples
- FastAPI web + worker fixture
A FastAPI web app (apps/web) and a worker process (apps/worker) sharing one managed PostgreSQL database; the queue module is under tests/deploy-canaries/_pattern-modules.- Source Ref: tests/deploy-canaries/fastapi-worker
Success Checks
- Web service responds on its public URL
- Kind: http_get
- Path: /
- Expect: ample canary fastapi patterns
- Worker consumed the enqueued job
- Kind: http_get
- Path: /p/worker-queue/status
- Expect: worker=done attempts=1 result=processed-by-worker
Limitations
- Verified on the python-3.12 template at s-1vcpu-1gb for both services with the example fixture; other sizes, templates and FastAPI major versions are not verified.
- The GraphQL API itself (your job payloads, retry policy and scheduling) is application code and was not separately tested; the worker-queue check is what was verified.
- The worker is a single long-running process supervised in its own microVM; there is no scheduler, cron or horizontal worker scaling in this recipe, and the check ran immediately after deploy so idle behavior of the worker VM is not verified.
- The worker service is private: it has no public URL and is reached only through the shared database; both services are placed with their database.
- Managed PostgreSQL 16 only; extensions, connection limits and backup or restore procedures are not verified; apps and their databases are placed together.
- Region, compliance attestations and request-duration limits are unknown and not claimed.
Cost Estimate
- Currency: USD
- Monthly Amount: 15.0
- Authoritative: true
- Basis: size prices from pricing.toml (loaded by the API) at build revision 1ac5595375130d45290090e82ed0f554ccd45405-dirty
- Components:
- Web server:
- Size: s-1vcpu-1gb
- Quantity: 1.0
- Monthly Amount: 5.0
- Worker server:
- Size: s-1vcpu-1gb
- Quantity: 1.0
- Monthly Amount: 5.0
- Managed PostgreSQL database:
- Size: s-1vcpu-1gb
- Quantity: 1.0
- Monthly Amount: 5.0
- Web server:
- Note: Always-on monthly price of the tested sizes for the web service, the worker service and the database; apps auto-pause when idle.
Evidence Summary
- Kind: canary_run
- Summary: FastAPI web service plus a separate Python worker process deployed on Ample with
ample plan --writethenample up(pip install into .ample/python from requirements.txt, then uvicorn from run.py reading PORT on the python-3.12 template); the web service enqueued a job that the private worker service consumed from the shared managed PostgreSQL database. Pattern proof: a separately deployed worker service (kind worker, no public URL) sharing a declared managed PostgreSQL database with the web service, consuming a jobs table with row locks and marking jobs done once (worker=done attempts=1). - Observed At: 2026-09-20T03:56:46Z
- Implementation Revision: 03b6402b1b3e19178985f08ea4033804521d85d4-dirty (CLI b75e104)
- Expires At: 2027-03-19T03:56:46Z
- Scope:
- Checks: ["/","/p/worker-queue/status"]
- Pattern: pattern:dedicated-worker-process
- Services: ["web","worker"]
- Template: python-3.12
- Tool: ample_up
- Summary: FastAPI web service plus a separate Python worker process deployed on Ample with
Last Verified At
- 2026-09-20T03:56:46Z
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