Enforces timeout-aware rollbacks, resumable checkpoints, and orphan cleanup for serverless Spark workloads on AWS Lambda, Glue, and similar runtimes. Use when writing or reviewing Spark jobs in serverless environments, S3 checkpoint patterns, partial-failure recovery, or IceGuard-style state management.
