luoyuxia opened a new issue, #3631:
URL: https://github.com/apache/fluss/issues/3631

   ### Search before asking
   
   - [x] I searched in the [issues](https://github.com/apache/fluss/issues) and 
found nothing similar.
   
   ### Motivation
   
   FIP-28 proposes improving historical partition support for datalake-enabled 
tables. Today, once a Fluss auto partition expires, the data may still exist in 
the lakehouse storage, but Fluss does not provide a complete user-facing path 
to keep operating on that historical partition.
   
   This umbrella issue tracks the work needed to make historical partitions 
usable after they are no longer active Fluss partitions. The goal is to cover 
both read-side point lookup and write-side support, while keeping the 
implementation split into reviewable tasks.
   
   ### Solution
   
   Track the implementation in two focused issues:
   
   - [ ] Support point lookup for historical partitions. Issue will be linked 
after creation.
   - [ ] Support writing to historical partitions. Issue will be linked after 
creation.
   
   The point lookup work should allow lookup requests for expired partitions to 
resolve the target historical lake partition and read matching rows from the 
lake table. The write-side work should define and implement the behavior for 
writing records that target historical partitions.
   
   ### Anything else?
   
   Related design: FIP-28 historical partition support for datalake-enabled 
Fluss tables.
   
   ### Willingness to contribute
   
   - [x] I'm willing to submit a PR!
   


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