Django Celery: 6-second delay to register task from UI in Kubernetes environment – resource allocation?

We are seeing a ~6-second delay when a Celery task is triggered via the Django UI (e.g., my_task.delay()). Our stack runs on Kubernetes, and I'm wondering if this lag is due to resource constraints or something else.

Key Services and Their Resource Configuration:

We are running several stateful services. Their approximate pod resource configurations are:

  • 1 x JanusGraph: Requests 3 CPU, Limits 4 CPU
  • 2 x Cassandra: Each requests 3 CPU, Limits 4 CPU
  • 2 x Elasticsearch: Each requests 3 CPU, Limits 4 CPU
  • We also have other applications running on these nodes.

Kubernetes Node Allocation:

Here's the kubectl describe node output for our two relevant nodes, showing current resource allocation:

Node 1:

Allocated resources:
  (Total limits may be over 100 percent, i.e., overcommitted.)
  Resource           Requests       Limits
  --------           --------       ------
  cpu                12410m (78%)   17400m (110%)
  memory             14706Mi (23%)  25744Mi (41%)
  ephemeral-storage  9Gi (1%)       18Gi (3%)
  hugepages-1Gi      0 (0%)         0 (0%)
  hugepages-2Mi      0 (0%)         0 (0%)

Node 2:

Allocated resources:
  (Total limits may be over 100 percent, i.e., overcommitted.)
  Resource           Requests       Limits
  --------           --------       ------
  cpu                8510m (54%)    15900m (101%)
  memory             16076Mi (25%)  28824Mi (46%)
  ephemeral-storage  17Gi (3%)      34Gi (6%)
  hugepages-1Gi      0 (0%)         0 (0%)
  hugepages-2Mi      0 (0%)         0 (0%)

The Problem:

When a user action in the UI triggers a Celery task (e.g., my_task.delay()), there's a noticeable 6-second pause before the request completes and the task is presumably acknowledged by the Celery broker.

Questions:

Could the level of resource utilization on the Kubernetes nodes, particularly the overcommitted CPU requests and limits, be a primary cause for the delay in Celery task registration or might there be another reason??

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