I saw the same thing, it turned out to be Redis latency
n8n relies heavily on Redis for:
- Dispatching jobs
- Tracking execution state
When latency increases:
- Jobs sit in queue longer
- Workers pick them up slower
Fix for me was:
- Moving Redis closer to the workers
- Monitoring latency instead of just CPU