{"product_id":"verify-instagram-creator-engagement-with-bright-data-n8n","title":"Verify Instagram Creator Engagement with Bright Data + n8n","description":"\u003ch3\u003eVerify Instagram creator engagement—then shortlist only “worth contacting” leads using Bright Data + n8n\u003c\/h3\u003e\n\u003cp\u003ePaste Instagram handles, set your budget, and let this n8n workflow pull real creator profiles and recent posts with \u003cstrong\u003eBright Data\u003c\/strong\u003e. It calculates engagement using \u003cem\u003ereal follower counts\u003c\/em\u003e, flags risk signals, and uses \u003cstrong\u003eGPT-5.6\u003c\/strong\u003e to turn bios\/captions\/comments into structured outreach verdicts—then saves results to a Google Sheets “Shortlist” tab.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eCollects inputs\u003c\/strong\u003e: receives a form submission with Instagram handles, what you sell, and an optional per-post budget.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003ePrepares Bright Data requests\u003c\/strong\u003e: cleans and deduplicates handles, enforces a per-run limit, and builds requests for each creator’s profile and recent posts.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eCreates Bright Data dataset snapshots\u003c\/strong\u003e: triggers two snapshots (profiles + posts) and polls until both complete (or a timeout cap is reached).\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eProcesses snapshot results\u003c\/strong\u003e: downloads results, separates profile rows from post rows, drops co-author posts, and ensures every requested handle still gets an output row even if no data returns.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eCalculates engagement + risk flags\u003c\/strong\u003e: computes engagement rate, comment-to-like ratio, engagement variation, sponsored-post share, posting recency, and \u003cstrong\u003ecost per engagement\u003c\/strong\u003e against your budget—then compares to any prior history.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eGenerates verdicts with AI\u003c\/strong\u003e: uses \u003cstrong\u003eOpenAI (GPT-5.6)\u003c\/strong\u003e to extract structured judgments from bios, captions, and comment samples, combining them with numeric signals to produce a final decision and outreach angle.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eOutputs results\u003c\/strong\u003e: appends only creators marked “worth contacting” to the Google Sheets \u003cstrong\u003eShortlist\u003c\/strong\u003e tab; upserts every creator’s verdict to an n8n \u003cstrong\u003eData Table\u003c\/strong\u003e, and renders an HTML report back to the form.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eInfluencer marketing teams verifying \u003cstrong\u003ereal engagement\u003c\/strong\u003e before outreach.\u003c\/li\u003e\n  \u003cli\u003eSaaS operators running repeatable creator vetting pipelines from Instagram handles.\u003c\/li\u003e\n  \u003cli\u003eAutomation engineers building a reliable \u003cstrong\u003eBright Data + n8n\u003c\/strong\u003e workflow with reporting and lead scoring.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details (n8n stack)\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eNodes\/steps: \u003cstrong\u003eif\u003c\/strong\u003e, \u003cstrong\u003eset\u003c\/strong\u003e, \u003cstrong\u003ecode\u003c\/strong\u003e, \u003cstrong\u003eform\u003c\/strong\u003e, \u003cstrong\u003eno op\u003c\/strong\u003e, \u003cstrong\u003ewait\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003eIntegrations: \u003cstrong\u003eBright Data\u003c\/strong\u003e (profile + post dataset snapshots), \u003cstrong\u003eOpenAI (GPT-5.6)\u003c\/strong\u003e, \u003cstrong\u003eGoogle Sheets\u003c\/strong\u003e (Shortlist tab), and n8n Data Table.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":45905436901555,"sku":"N8N-18727","price":5.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/ZJlkEQK6lPL8hj4nWvwej_H1NK6AXQ.png?v=1787822086","url":"https:\/\/buyflowscripts.com\/products\/verify-instagram-creator-engagement-with-bright-data-n8n","provider":"N8N Commerce","version":"1.0","type":"link"}