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Stateful Workloads in Container Pipelines

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Problem

Scenario

You're working in a containerized platform where some pipeline components need persistent state, such as checkpoints, offsets, metadata, or intermediate artifacts. You want a clean approach for handling storage and recovery as containers are rescheduled or replaced.

Question

How do you handle storage persistence and stateful workloads in a dynamic containerized environment?