jk-shah opened a new issue, #41309:
URL: https://github.com/apache/beam/issues/41309

   ### What would you like to happen?
   
   Add native `ASOF JOIN` support to Beam SQL (`SqlTransform`) and a 
declarative `AsofJoin` transform to Python/Beam YAML.
   
   Unlike an interval join (which returns all matching right-hand rows within a 
window) or a standard equi-join, an `ASOF JOIN` matches each left event `(key, 
ts_left)` to the **single most recent** right-hand record `(key, ts_right)` 
where `ts_right <= ts_left` (with optional max-staleness tolerance and 
watermark-bounded state eviction).
   
   ### Motivation
   Many analytical SQL engines treat `ASOF JOIN` as a first-class primitive for 
real-time ML feature enrichment, financial tick/FX enrichment, and dynamic 
entity resolution without hand-writing `OrderedListStateSpec` + event-time 
timers.


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