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Architecting High-Throughput WMS APIs with NestJS and PostgreSQL
BackendJuly 26, 2026·6 min read

Architecting High-Throughput WMS APIs with NestJS and PostgreSQL

A deep dive into building enterprise warehouse management system APIs capable of processing thousands of Purchase Orders, Delivery Orders, and real-time inventory adjustments with sub-50ms latency.

LW
Leon Fernando Wijaya

Enterprise warehouse management systems (WMS) require unyielding reliability. When handling real-time inventory adjustments, Purchase Orders (PO), and Delivery Orders (DO) across multiple distribution nodes, every millisecond of database lock latency can ripple through logistics operations.

1. Modular Architecture with NestJS

By utilizing NestJS modules, we decouple core logistics logic into isolated services: InventoryService, OrderService, and AuditLogService. Dependency injection enables clean unit testing and effortless integration with message queues.

2. PostgreSQL Query Optimization & Indexing

Database indexes must be tailored for high-write inventory ledgers. Using composite indexes on (sku_id, warehouse_id, status) reduced query execution time from 340ms to under 12ms under heavy load.

3. Optimistic Locking for Concurrent Stock Updates

Race conditions in warehouse stock management are mitigated using version column optimistic locking, eliminating deadlocks when multiple workers scan items simultaneously.

#NestJS#PostgreSQL#API Design#WMS#Performance