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Beam -

Encapsulates the entire data processing task from input to output.

Represents the distributed data set the pipeline operates on. Encapsulates the entire data processing task from input

Sources used for general facts, context, or common knowledge to orient the reader. either by agreeing

Sources where you engage with other scholars' claims, either by agreeing, disagreeing, or refining their ideas. Encapsulates the entire data processing task from input

Sources that provide the "lens" or framework (theories, definitions, or procedures) you use to conduct your own analysis. 2. Apache Beam (Software Engineering)

is an open-source, unified programming model used for defining and executing data processing pipelines.

The data processing operation (e.g., filtering or grouping) applied to a PCollection.