DanielLeens commented on issue #7937:
URL: https://github.com/apache/seatunnel/issues/7937#issuecomment-5098251996

   Update for the dynamic lookup implementation draft:
   
   PR #11559 has been updated to head 
`5f6d15218e72f4522e20e33b015ce998b73ac201`.
   
   This head includes the complete M1 draft implementation path described by 
the current architecture draft:
   
   - top-level `dynamic_lookup` parser support and `DynamicLookupAction` 
materialization
   - same-task-group two-input dynamic lookup runtime
   - LEFT/INNER projection, append-only fact enforcement, dimension same-key 
update-pair enforcement, and schema-change fail-fast handling
   - per-port checkpoint barrier alignment before snapshot/ack/emit
   - Kafka fact source gate staging/restore/open support
   - dynamic lookup checkpoint intent metadata and versioned checkpoint payload 
codec with legacy fallback
   - channel identity/digest primitives for the later remote-channel path
   - CDC incremental source capability declarations
   - en/zh architecture documentation for the user-visible `dynamic_lookup` 
configuration and M1 limits
   
   A maintainer recheck for the previously reported barrier-alignment P0 passed 
on the latest implementation head. The PR intentionally remains Draft because 
local policy only allows formatting/static checks for SeaTunnel; GitHub CI and 
reviewer feedback remain the compile/runtime evidence gate.
   


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