A worked example of what Spark Declarative Pipelines solves, with F1 data

A practitioner walkthrough that builds a small pipeline over Formula 1 race data to show what Spark Declarative Pipelines (SDP) automates: resolving dependency order from declared datasets instead of hand-built DAGs, retries, state management and an event log built into the framework, and triggered runs that reuse Structured Streaming's micro-batch engine so the same declarative pipeline handles batch and streaming without separate code paths.

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