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https://issues.apache.org/jira/browse/SPARK-51727?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17945643#comment-17945643
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Yang Jie commented on SPARK-51727:
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Should this ticket be turned into an umbrella?
> SPIP: Declarative Pipelines
> ---------------------------
>
> Key: SPARK-51727
> URL: https://issues.apache.org/jira/browse/SPARK-51727
> Project: Spark
> Issue Type: Improvement
> Components: Spark Core
> Affects Versions: 4.1.0
> Reporter: Sandy Ryza
> Priority: Major
>
> The SPIP proposes a new abstraction that combines multiple transformations
> into a single declarative dataflow graph, to simplify the development and
> management of data pipelines.
>
> The approach extends Spark's lazy, declarative execution model beyond single
> queries, to pipelines that keep multiple datasets up to date. This reduces
> cognitive overhead and the need for manual orchestration of dependencies.
>
> Declarative pipelines can include both batch and streaming computations,
> leveraging Spark Streaming for stream processing and new materialized view
> syntax for batch processing.
>
> SPIP doc:
> [https://docs.google.com/document/d/1PsSTngFuRVEOvUGzp_25CQL1yfzFHFr02XdMfQ7jOM4/edit?tab=t.0]
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