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Data Engineering CopilotKrishna SathvikProduction data engineering architecture, debugging, recovery, and reliability workflows.

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…or backlogged production pipelines Plan safe replay, backfill, recovery, and checkpoint strategies Review Delta MERGE logic for keys, ordering, duplicates, updates, and deletes Diagnose Spark and Databricks performance using plans, shuffle, spill, skew, and file evidence Design Structured Streaming… …ecks, and operational runbooks Evaluate retry safety, idempotency, schema evolution, and downstream contracts Use current official docs for Spark, Databricks, Delta Lake, Airflow, and runtime-specific behavior

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…or slow pipelines, reason about duplicate and late data, plan safe replay and backfill strategies, review checkpoint and streaming-state risks, tune Spark from execution evidence, and create production-oriented SQL, PySpark, and orchestration patterns. It prioritizes correctness, recoverability, SL…

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Data & AnalyticsVersion 0.1.0
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