Situation: Project scaled; bottlenecks emerged. Task: Describe and resolve. Action: Single-node→Spark; connection limits→pooling; small files→compaction; schema→Delta Lake; observability→dashboards. Profiled first; incremental changes. Design for scale: partitioning, idempotency, incremental....
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