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Katherine Roy
Katherine Roy

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Zepto Clone Architecture – APIs & Real-Time Delivery Logic

Zepto clone banne
High-level architecture:

  • Microservices-based backend for independent scaling of order, inventory, and delivery modules.

  • Separate services for customer app, vendor dashboard, and delivery rider app.

  • Load-balanced API gateway to handle high concurrent order volume.
    Key APIs you'll need:

  • Inventory Sync API: real-time stock updates across dark stores.

  • Order Management API: handles order creation, status updates, cancellations.

  • Payment Gateway API: supports UPI, cards, wallets with retry logic.

  • Geolocation API: for live tracking and delivery radius validation.

  • Notification API: push/SMS alerts for order status changes.
    Real-time delivery logic:

  • WebSocket connections for live rider location updates.

  • Rider allocation algorithm based on proximity, current load, and delivery zone.

  • Dynamic ETA calculation using distance + traffic data + rider speed averages.

  • Auto-reassignment logic if a rider is delayed or unavailable.
    Database considerations:

  • Use a combination of relational DB (orders, users) and NoSQL (real-time inventory, location logs) for performance.

  • Implement caching (Redis) for frequently accessed data like product catalogs.
    Scalability tips:

  • Horizontal scaling for order and inventory services during peak hours.

  • Queue-based processing (Kafka/RabbitMQ) for order events to avoid bottlenecks.

  • CDN for static assets to reduce app load time.
    Security essentials:

  • Token-based authentication (JWT) for all API calls.

  • Rate limiting to prevent abuse during flash sales.

  • Encrypted payment data handling, PCI-DSS compliance.
    Conclusion: Architecting this from scratch is a solid learning project, but for production-ready deployment, a pre-built solution can save significant dev time. This Zepto clone script comes with much of this architecture already implemented, which can be a useful reference or starting base for developers building in this space.

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