John Tolar
Cases/Production Pods Were Restarting Randomly
Incident Response

Production Pods Were Restarting Randomly

A production incident involving connection failures, unstable recovery behavior, and the need to stabilize without masking the root cause.

What's at stake
  • Potential partial outages affecting end users
  • Slower response times under load
  • Leadership pressure for rapid stabilization

The Scenario

Production pods are restarting randomly. What do you do first?

Tech Debt Confessional

Sometimes the first fix is just expensive camouflage.

Scaling can soothe symptoms while the actual reliability problem continues underneath. It feels decisive in the moment but compounds the underlying issue by distributing it across more pods.

Lessons
  • Separate symptom relief from root-cause correction
  • Use scaling as support, not cure
  • Resilience requires recovery behavior, not just capacity
  • Ambiguity is the real first thing to resolve
Business Impact
  • Improved production stability
  • Reduced repeated restart cycles
  • Better observability and faster future diagnosis
  • Recovery logic that handles intermittent failures gracefully
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