From batch to micro‑batch: Lessons from a Delta Index pipeline migration
InfoQ details a production team’s shift from scheduled batch processing to micro‑batch Spark Structured Streaming for a delta‑index pipeline. The article explains why record‑level streaming was rejected, how partition‑based watermarks replaced fragile S3 markers, and the handling of overlapping windows to ensure correctness. No alternative coverage was identified.
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