Learn how to extract Instagram data, build integrations, and get the most out of the GramScraper API.
Get creator profiles, video plays, shares and saves, comment threads and hashtag feeds. Includes the real field names and the heartCount overflow bug to avoid.
Read articleAdd one URL and your AI assistant can look up live public creator data. Covers setup, the 20 tools, what they cost, and prompts that work.
Read articleA complete Python script that fetches public data and calculates per-post and average engagement rates, with benchmarks and formula variations.
Read articleFetch profile data, recent posts, and engagement metrics for any public account — full working code in both Node.js and Python.
Read articleA script that checks engagement rate, consistency and comments per like using public data, and why Instaloader and Selenium stopped working.
Read articleFetch a post’s comments and threaded replies as structured JSON — with the real field names, the credit cost per call, and cursor pagination that actually terminates.
Read articlePull reels for any public account as structured JSON — play counts, likes, comments and audio metadata — and know exactly which metric you are reading.
Read articleThe contact signals Instagram actually exposes — bio, links, category, contact method, city — and the fields it does not, so you never build on data that never arrives.
Read articleSeven options across four categories — APIs, platforms, no-code automation, and open source — with published pricing and honest limitations for each.
Read articleWhat an API can and cannot export, batch export code in Node.js and Python, and why follower-scraping browser extensions put your account at risk.
Read articleWhy a working scraper starts returning 429, what the status actually means, and how to retry with Retry-After instead of escalating into a block.
Read articleWhy a working TikTok scraper starts returning 429 or a captcha page, what it actually signals, and how to back off without making it worse.
Read articleWhy Meta's official Graph API can't fetch another account's public data, what app review actually requires, and when a scraping API is the right tool.
Read articleThe call succeeds, the status is 200, and the posts array is still empty. The is_private check developers skip before filing a bug report.
Read articleWhy Instagram GraphQL query hashes and endpoint identifiers rotate, how to recognise the failure, and how to stop maintaining them by hand.
Read articleWhy your scraper hits a login wall, how to tell a login error from a private-profile error, and safe diagnostics before you change code.
Read articleTriage challenge_required, checkpoint_required, and feedback_required, recover your account safely, and remove accounts from your data pipeline.
Read articleUnderstand Instagram's internal profile endpoint, why it breaks, and compare careful DIY fixes with a managed API.
Read articleDecode useragent mismatch status fail responses, test coherent client fixes, and use a managed API when they remain temporary.
Read articleWorking curl, Node.js, and Python examples for fetching public Instagram profile fields as structured JSON.
Read articleDiagnose first-request 429 and useragent mismatch errors, try safe fixes, and decide when to use a managed API.
Read articleBuild a small JavaScript REST client for profiles and posts with practical pagination and error handling.
Read articleEndpoint rotation, fingerprinting, rate limits, schema drift, and how to choose Graph API, Apify, or GramScraper.
Read articleAn honest comparison of pricing models, speed methodology, Instagram coverage, endpoints, and workflow complexity.
Read articleThe official API is free but limited to accounts you manage. Six scraping APIs compared on price per 1,000 calls, billing units and credit expiry, with a worked example.
Read articleThe canonical side-by-side comparison of platform scope, published packs, credit rules, integration, and decision criteria.
Read articleWhat actually happened when Proxycurl shut down, which workloads GramScraper can and cannot replace, and how to migrate public Instagram data safely.
Read articleAn Instagram data API versus a multi-platform automation suite: published pricing ($29/15.4K vs $56/mo), scope limits, and when automation — not an API — is the right answer.
Read articleA focused Instagram data API versus broad web-data infrastructure: billing units, proxy and dataset scope, honest limits, and how to choose the right category.
Read articlePrepaid, non-expiring credits versus a six-platform monthly subscription with built-in AI summaries — published pricing, scope, and an honest take on each.
Read articleA $29 entry point versus a $100/month floor: eight-platform enterprise scale against a simpler, cheaper way to start with Instagram and TikTok data.
Read articleAn honest comparison of seven Instagram data APIs — ScrapeCreators, EnsembleData, Apify, Bright Data, SocialKit, HasData, and GramScraper — with pricing, features, and trade-offs.
Read articleFrom analytics dashboards to lead generation pipelines — five practical projects you can ship with structured Instagram data and a few lines of code.
Read articleFetch a public Instagram profile as structured JSON, handle API errors, and extract the fields your application needs — without maintaining browser automation.
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