Blog
Working with Public Instagram Data
16 guides for people who already need Instagram data and are deciding how to get it: what the official APIs will and will not return, how the alternatives break, and what each endpoint is actually for.
All posts
Grouped by what you are trying to work out.
Comparisons
4 min readBest Instagram Scraping APIs in 2026Compare the best Instagram scraping APIs by product fit, billing model, failure rules, platform coverage and integration style.Read article 
4 min readInstagram API Cost in 2026: Real PricingCompare Instagram API pricing by request, record, result and credit, including failure billing, endpoint multipliers and the real cost of each model.Read article 
7 min readHow to Scrape Instagram Data: Four ApproachesCompare Meta APIs, browser automation, open-source libraries and hosted Instagram APIs by product fit, failure mode and engineering cost.Read article 
8 min readInstagram Scrapers on GitHub: What BreaksCompare open-source Instagram downloaders, private-API wrappers, headless browsers and HTTP clients by the failure mode each category hits.Read article
Developer tutorials
8 min readEmbed an Instagram Feed on a Website With an APIFetch recent Instagram posts, cache them server-side and render a website feed safely, including how to handle signed media URLs that expire.Read article 
4 min readBuild a Production Instagram Data Pipeline in PythonA production Python pipeline for public Instagram data, with reusable requests code, pagination, retries, concurrency, cost controls and storage.Read article
Endpoint guides
7 min readScrape Instagram Comments With Cursor PaginationFetch Instagram comments by post URL or shortcode, paginate the thread correctly and use the result for sentiment, demand signals or spam detection.Read article 
3 min readHow to Get Instagram Profile Data via APIFetch follower counts, bio and verification for any public Instagram profile — with working code, the fields you get, and the mistakes that cost you money.Read article
Official vs third-party
6 min readIs the Instagram API Free? Costs ExplainedMeta's APIs are free to call but require eligible accounts, OAuth and app review. Compare the practical costs of official and public-data APIs.Read article 
5 min readInstagram API Without Login: How to Get Public DataEvery option for reading public Instagram data without an account, cookies or a session — what each one costs you, and where each one breaks.Read article 
4 min readInstagram Graph API vs Scraping APIThe two are not competitors — they read different data for different products. Here is the question that decides which one you need.Read article 
4 min readInstagram Public Data API: Access LimitsA precise inventory of which Instagram fields are publicly readable, which are private, and which ones providers quietly misrepresent.Read article
Risk and compliance
6 min readPrivate Instagram API: Meaning and LimitsUnderstand the difference between Instagram's undocumented internal API and private-account data, including what an API can and cannot access.Read article 
5 min readInstagram Scraping Warning: Causes and FixesUnderstand Instagram's scraping-warning challenge, what triggers it and why account-level restrictions require a different response from code bugs.Read article 
5 min readIs Instagram Scraping Legal? Law vs TermsSeparate computer-access law, Instagram's terms and privacy obligations when evaluating public Instagram data collection.Read article
