Shopify App Store Insights: Building a Data Pipeline Without Official API Access

The Shopify App Store lacks an official public API, limiting developers' ability to programmatically access marketplace data for analysis and research. This guide demonstrates how to use Apify's Shopify scraper with Python to extract app ratings, reviews, pricing, and discovery data without API constraints. It's valuable for competitive intelligence, market research, and building applications that require up-to-date Shopify ecosystem insights.