Prajwal-banakar opened a new pull request, #2261:
URL: https://github.com/apache/fluss/pull/2261

   This commit adds documentation for the new Typed API, which allows users to 
work directly with POJOs. It includes examples for writing, reading, and 
performing lookups, as well as a note on performance considerations.
   
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   ### Purpose
   
   Linked issue: close #2230
   
   The purpose of this change is to provide comprehensive documentation for the 
Typed API introduced in #1992. This API simplifies the developer experience by 
allowing users to interact with Fluss using POJOs (Plain Old Java Objects) 
rather than manually handling row and column indices, ensuring better type 
safety and code readability.
   
   <!-- Linking this pull request to the issue -->
   
   
   <!-- What is the purpose of the change -->
   
   ### Brief change log
   
   <!-- Please describe the changes made in this pull request and explain how 
they address the issue -->
   
   • New Documentation Page: Added website/docs/apis/java-typed-api.md covering 
the Typed API usage.
   • Usage Examples: Included code snippets for:
   ◦ Defining POJOs with supported data types.
   ◦ Writing data using TypedAppendWriter and TypedUpsertWriter (including 
partial updates).
   ◦ Reading and scanning data using TypedLogScanner.
   ◦ Performing point lookups via TypedLookuper.
   • Performance Notes: Added a section on the overhead of 
reflection/conversion vs. manual row handling and best practices for   
high-throughput scenarios.
   • Updated Existing Docs: Updated website/docs/apis/java-client.md to link to 
the new Typed API page.
   
   ### Tests
   
   <!-- List UT and IT cases to verify this change -->
   
   Documentation Build: Verified that the documentation renders correctly using 
the local Docusaurus build process.
   
   Code Snippets: All Java code examples included in the documentation were 
cross-referenced with existing integration tests in fluss-client to ensure 
accuracy.
   
   BEFORE 
   <img width="1920" height="1080" alt="Screenshot 2025-12-25 225948" 
src="https://github.com/user-attachments/assets/decbb538-a17a-4512-931b-92e1528d9174";
 />
   
   AFTER 
   <img width="1920" height="1080" alt="Screenshot 2025-12-25 225929" 
src="https://github.com/user-attachments/assets/d3c9ce7e-1d62-440f-a4f7-df1a7c30a0ec";
 />
   
   ### API and Format
   
   <!-- Does this change affect API or storage format -->
   
   This PR is documentation only and does not change the existing API or 
storage format. It describes the public TypedAppendWriter, TypedUpsertWriter, 
TypedLogScanner, and TypedLookuper interfaces.
   
   ### Documentation
   
   <!-- Does this change introduce a new feature -->
   
   Does this change introduce a new feature? No, it documents a feature 
previously added.
   
   Is the documentation updated? Yes, this PR is specifically for documentation.


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