Prajwal-banakar opened a new pull request, #2416:
URL: https://github.com/apache/fluss/pull/2416

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   ### Purpose
   
   <!-- Linking this pull request to the issue -->
   Linked issue: close #2344
   
   <!-- What is the purpose of the change -->
   The purpose of this change is to refactor the SchemaUpdate class to delegate 
all schema membership management (columns, primary keys, and auto-increment 
fields) directly to Schema.Builder. Currently, SchemaUpdate manually maintains 
these members, which is error-prone and can lead to broken schemas during 
evolution.
   
   ### Brief change log
   
   <!-- Please describe the changes made in this pull request and explain how 
they address the issue -->
   Refactored SchemaUpdate: Removed local lists for columns, primary keys, and 
auto-increment fields.
   
   Builder Delegation: Modified SchemaUpdate to directly maintain a 
Schema.Builder instance, ensuring a single source of truth for schema building 
and validation logic.
   
   Enhanced Schema.Builder: Updated Schema.Builder#fromSchema to correctly 
adopt all members from an existing schema, including column IDs and metadata.
   
   Added Helper API: Added Schema.Builder#getColumn(String columnName) to allow 
checking for existing columns within the builder's state.
   
   ### Tests
   
   <!-- List UT and IT cases to verify this change -->
   Verified the fix by running TableSchemaTest and SchemaUpdateTest to ensure 
the delegation logic handles schema evolution correctly without 
IllegalStateException.
   
   Performed a full test suite execution for the fluss-common module: mvn test 
-pl fluss-common.
   
   Results: 1,491 tests run, 0 failures.
   
   ### API and Format
   
   <!-- Does this change affect API or storage format -->
   This change adds a public helper method getColumn(String columnName) to the 
Schema.Builder API.
   
   It does not affect the storage format.
   
   ### Documentation
   
   <!-- Does this change introduce a new feature -->
   This change does not introduce a new feature; it is a refactoring of 
existing internal logic.


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