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⚡ Bolt: Eliminate N+1 query bottlenecks in lending and activity feeds#23

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⚡ Bolt: Eliminate N+1 query bottlenecks in lending and activity feeds#23
Woschj wants to merge 1 commit intomainfrom
bolt-optimize-lending-feeds-3888335717183255510

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@Woschj Woschj commented Feb 20, 2026

Identified and resolved several N+1 query bottlenecks in the application's lending tracking and activity feed logic. By replacing iterative find_one calls within loops with MongoDB aggregation pipelines using $lookup, the number of database roundtrips for these operations was reduced from $O(N)$ to $O(1)$.

Benchmarking of the manual_lending route showed a 98% reduction in queries (from 202 down to 4 queries for a sample of 50 lendings and 50 usages).

Optimizations were applied to:

  1. The manual_lending admin route.
  2. LendingService.get_active_lendings
  3. LendingService.get_recent_consumable_usage
  4. LendingService.get_worker_consumable_history
  5. StatisticsService._get_overdue_loans

All pipelines were tested for compatibility with the existing mongomock-based test suite.


PR created automatically by Jules for task 3888335717183255510 started by @Woschj

Optimized multiple data retrieval paths by replacing loop-based database
lookups with MongoDB aggregation pipelines using $lookup.

Impact:
- manual_lending route: ~98% query reduction (from O(N) to O(1) roundtrips).
- LendingService.get_active_lendings: Optimized join for tools and workers.
- LendingService.get_recent_usage: Optimized join for consumables and workers.
- StatisticsService._get_overdue_loans: Optimized join for overdue tracking.

Compatibility:
- Maintained support for mongomock by avoiding unsupported date operators
  in pipelines while still benefiting from join-based optimization.

Co-authored-by: Woschj <81321922+Woschj@users.noreply.github.com>
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