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Refactor Insights Data Composition Layer #216

@ash1shkumar

Description

@ash1shkumar

Description

The insights engine currently combines multiple datasets through tightly coupled composition logic. As reporting requirements expand, maintaining consistency across derived insights may become increasingly difficult.

A more structured composition layer would improve maintainability and provide a cleaner foundation for future analytical capabilities.

Potential Impact

  • Increased maintenance complexity
  • Reduced extensibility
  • Tightly coupled aggregation logic
  • Harder future feature development
  • Reduced scalability

Proposed Improvements

  • Introduce reusable composition helpers
  • Improve dataset orchestration
  • Reduce coupling between insight modules
  • Strengthen maintainability
  • Improve scalability

Expected Outcome

This enhancement will simplify insights generation and improve extensibility for future reporting features.

Expected Labels

level3 NSoC'26

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