#ETL.
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Airbyte
An open data-movement platform for replicating business data into warehouses, lakes, operational systems, and AI workflows.
Apache Beam
Apache Beam is an open-source programming model for data pipelines that process finite batch data and unbounded streams with the same core concepts. Code is translated by a runner to an execution platform such as Apache Flink, Apache Spark, or Google Cloud Dataflow. Beam is therefore neither a cluster nor a finished data platform; it is the layer between pipeline code and the chosen compute backend.
Apache Spark Structured Streaming
A practical guide to Spark Structured Streaming: DataFrames, micro-batches, watermarks, checkpoints, sinks, cost, and operational limits.
KNIME
KNIME is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Tableau Prep
Tableau Prep is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.