yzeng1618 commented on issue #10204:
URL: https://github.com/apache/seatunnel/issues/10204#issuecomment-3680184547

   We currently have a preliminary idea: data verification actually consists of 
two parts—data quality verification and data consistency verification.
   Data quality verification: A plugin can be additionally integrated in the 
transform phase to verify whether the data written into and output from the 
transform process are consistent.
   
   <img width="1270" height="1089" alt="Image" 
src="https://github.com/user-attachments/assets/0318a0ad-cb3d-4fe7-a4ad-29a4a1be4474";
 />
   
   Data consistency verification: To avoid secondary queries, we collect 
digests/samples separately from the source reading path and the sink writing 
path, then perform indicator-level/row-level reconciliation in the verification 
zone (including row count, PK coverage, field digests, sample row comparison, 
and diff output).
   
   <img width="854" height="1243" alt="Image" 
src="https://github.com/user-attachments/assets/2d880e63-c00e-45ad-9464-b4a294284ae9";
 />


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