David Martin Calalang
08/13/2025, 5:07 PMMarvin
08/13/2025, 5:07 PMMarvin
08/13/2025, 5:08 PMexplore_module_offerings
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(24x)David Martin Calalang
08/13/2025, 5:09 PMNate
08/13/2025, 5:40 PMNate
08/13/2025, 5:41 PMNate
08/13/2025, 5:56 PMNate
08/13/2025, 6:04 PMMarvin
08/13/2025, 6:04 PMMarvin
08/13/2025, 6:05 PM--help
first)
- Provide a working Prefect 3.x example for parallel task execution (threads/Dask)
- ECS/ECR deployment steps (work pool, worker, image build/push, deploy)
- Troubleshoot a specific error
If it’s an error, paste the full output. If it’s config/code, share:
- Prefect version (assuming 3.x unless you say otherwise)
- ECS launch type (EC2 or Fargate), region, and whether you’re using a VPC/subnets/SGs
- ECR repo name and the IAM role your worker/task uses
- Your flow code and deployment snippet
Once I know which rabbit hole, I’ll jump. Begrudgingly, but efficiently.Nate
08/13/2025, 6:05 PMIf I'm hosting a Prefect worker on ECS, and using a work pool to submit tasks so that each flow creates an ECS task, is it possible to change the resource configurations (memory, cpu) in my prefect.yaml file?
Marvin
08/13/2025, 6:05 PMMarvin
08/13/2025, 6:09 PMNate
08/13/2025, 6:09 PMNate
08/13/2025, 6:09 PMNate
08/13/2025, 6:10 PMMarvin
08/13/2025, 6:10 PMMarvin
08/13/2025, 6:10 PMNate
08/13/2025, 6:14 PMShort answer: yes. In Prefect 3.x, you set ECS task resources per deployment via job_variables in your prefect.yaml. Those override the work pool’s defaults and control the ECS task’s CPU/memory.
Example prefect.yaml snippet:
```deployments:
- name: my-flow
entrypoint: flows/my_flow.py:my_flow
work_pool:
name: my-ecs-pool
job_variables:
image: public.ecr.aws/prefecthq/prefect:3-latest
cpu: 1024 # 1 vCPU
memory: 2048 # MiB
# optional extras:
# task_role_arn: arnawsiam:123456789012role/MyTaskRole
# execution_role_arn: arnawsiam:123456789012role/MyExecRole
# cluster: arnawsecsus east 1123456789012:cluster/my-cluster
# launch_type: FARGATE
# subnets: [subnet-abc, subnet-def]
# security_groups: [sg-123]
# assign_public_ip: true
# env:
# PREFECT_LOGGING_LEVEL: DEBUG```
Notes:
- cpu and memory here are forwarded to the ECS task definition/overrides used by the worker.
- You can also set default job variables on the ECS work pool itself; deployment-level job_variables win if both are present.
- Make sure your cpu/memory combo matches AWS Fargate’s allowed values, or ECS will sulk.
Docs:
- Customize job variables: Prefect docs – Customize job variables
- ECS guide: Prefect AWS ECS guide
David Martin Calalang
08/13/2025, 6:40 PM