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⚡ Bolt: Refactor dashboard KPIs to use database aggregations - #233

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bolt-dashboard-kpis-optimization-1012661633147785256
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⚡ Bolt: Refactor dashboard KPIs to use database aggregations#233
bobdivx wants to merge 1 commit into
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bolt-dashboard-kpis-optimization-1012661633147785256

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@bobdivx

@bobdivx bobdivx commented Aug 25, 2026

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💡 What: Replaced full-table queries and in-memory filtering with Drizzle ORMs count() aggregation and database-level where() filters in dashboard-kpis.ts.

🎯 Why: The previous implementation fetched entire tables into memory just to determine row counts, creating a severe performance bottleneck as datasets grow.

📊 Impact: Reduces memory consumption and execution time of the /api/dashboard-kpis endpoint from O(N) to O(1) in terms of row processing.

🔬 Measurement: Can be verified by running the endpoint under load or checking pnpm run check and pnpm test for correct execution without regressions.


PR created automatically by Jules for task 1012661633147785256 started by @bobdivx

Replaced N+1 full-table memory fetches with database-level `count()`
aggregations and `where()` filters in `dashboard-kpis.ts`.

💡 What:
Replaced full-table queries and in-memory filtering with Drizzle ORM's
`count()` aggregation and database-level `where()` filters.

🎯 Why:
The previous implementation fetched entire tables into memory just to
determine row counts, creating a severe performance bottleneck as
datasets grow.

📊 Impact:
Reduces memory consumption and execution time of the `/api/dashboard-kpis`
endpoint from O(N) to O(1) in terms of row processing.

🔬 Measurement:
Can be verified by running the endpoint under load or checking `pnpm run
check` and `pnpm test` for correct execution without regressions.

Co-authored-by: bobdivx <6737167+bobdivx@users.noreply.github.com>
@google-labs-jules

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