How to ensure a Celery task is Preventing overlapping Celery task executions

Question

How do you prevent Celery from executing a periodic task before the previous execution has completed?

I have a cluster of servers, linked to a common database server, executing Celery tasks, and I'm finding each server may occasionally run the same task simultaneously as well as different servers running that same task simultaneously. This is causing a lot of race conditions that are corrupting my data in painfully subtle ways.

I've been reading through Celery's docs, but I can't find any option that explicitly allows this. I found a similar question, but the suggested fix seems like a hack, as it relies on Django's caching framework, and therefore might not be shared by all servers in a cluster, allowing multiple servers to still execute the same task at the same time.

Is there any option in Celery to record what tasks are currently running in the database, and don't run again until the database record is cleared?

I'm using the Django-Celery module, and even though it provides pages /admin/djcelery/taskstate/ and /admin/djcelery/workerstate/, I've never seen any long-running tasks or workers show up there.

Answer 1

Standard way is to use shared lock via django standard cache mechanism. See this recipe from official documentation

Answer 2

If I were you I'd setup a special queue for any jobs that can't be executed simultaneously. Then you can simply startup a separate worker just for that queue.