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Apache Beam
Apache Beam provides one programming model for batch and streaming pipelines that can run across different execution engines.
Apache Spark Structured Streaming
A practical guide to Spark Structured Streaming: DataFrames, micro-batches, watermarks, checkpoints, sinks, cost, and operational limits.