Scenario
Autoscaling appears to help, yet throughput never rises because the workload's shard or partition ownership keeps all useful work pinned to one replica.
HPA scales on CPU but the true bottleneck is a single-threaded queue consumer partition assignment
Autoscaling appears to help, yet throughput never rises because the workload's shard or partition ownership keeps all useful work pinned to one replica.
What to check first
- Identify the primary failure signal in the False Horizontal Scale Signal scenario.
- Separate visible symptoms from the underlying technical dependency.
- Describe the safest recovery path and the follow-up prevention work.
Checking checklist
- Summarize the current impact and the last known change.
- Collect direct evidence from logs, runtime state, and configuration before changing anything.
- Separate immediate recovery from permanent prevention work.
Recovery and prevention
Choose the smallest safe recovery action first, then record the prevention work that reduces repeat incidents.
Questions worth viewing together
No. Keep commands, logs, file names, APIs, and product names unchanged, then explain the reasoning in the selected UI language.
State the root cause, the evidence that supports it, and the safest recovery direction.
The source scenario is treated as an incident artifact. Guidance, checklist, hints, and explanations can be localized around it.
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