Scaling Instagram Insights: How to Collect Millions of Comments Beyond the Official API

Instagram's official API severely limits access to comment data at scale, yet critical business applications—from sentiment analysis to influencer vetting to lead generation—require datasets the API cannot deliver. This guide demonstrates how alternative scraping methods on platforms like Apify solve this bottleneck, enabling marketers and data scientists to extract insights from millions of comments without API constraints.