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Stateful Apps in Auto-Scaling Containers

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Problem

Scenario

You are designing the operating approach for a stateful application that now needs to run in a containerized, auto-scaling environment. The system must keep data durable and available while still benefiting from elastic scaling, safe deployments, and fast recovery during failures.

Question

How would you handle stateful applications in a containerized, auto-scaling environment?