Architecture & LLD

Matching & Dispatch Framework

Architecture & LLD Preview

Matching & Dispatch Framework

How to approach matching/dispatch LLD problems — geospatial indexing, atomic claims, the candidate cascade, and the shared class vocabulary.

Index supply geospatially so 'nearby' is O(k); make assignment a single atomic claim; and cascade to the next-ranked candidate on timeout or decline instead of failing the whole request.

Core Design Challenge

"Design a system that matches supply to demand under contention. How do you find nearby candidates fast and avoid double-assigning one?"

What You'll Learn:

  • Real-time matching algorithms for drivers/riders and couriers
  • Dynamic surge pricing models based on supply and demand
  • Geospatial indexing and proximity coordinates search
  • Distributed transaction safety and payment settlement coordinates
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