jk-shah opened a new issue, #41312:
URL: https://github.com/apache/beam/issues/41312

   ### What would you like to happen?
   
   Extend Beam YAML to support declarative multi-table streaming pipelines 
(`streaming_tables` / `materialized_views` with `freshness` targets, 
`append_flow` / `auto_cdc` semantics, and automated Iceberg/Delta/BigQuery 
dependency DAG & checkpoint resolution).
   
   ### Motivation
   Spark 4.1 Declarative Pipelines (`CREATE STREAMING TABLE`, `@append_flow`) 
and Flink 2.x Materialized Tables (`CREATE OR ALTER MATERIALIZED TABLE ... 
FRESHNESS`) unify batch and streaming table assets. Supporting declarative 
multi-table materialization in Beam YAML brings turnkey Lakehouse 
Bronze/Silver/Gold flows natively to Beam.


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