Scaling Shopify Data Queries: Cursor-Based Pagination for High-Volume Datasets

Pagination is essential for any Shopify app handling real merchant data at scale; improper implementation causes performance degradation, API throttling, and sync failures. Cursor-based pagination offers a more reliable alternative to traditional offset-based approaches, particularly in dynamic environments where data constantly changes. Understanding pagination strategy and page size optimization directly impacts application performance and production reliability.