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Categories Marketing Intelligence, Ad Operations, Competitive Research, Creative Analysis Build a Facebook Ad Intelligence Pipeline with Apify, AI, and Google Sheets This workflow creates an end-to-end Facebook Ad Intelligence pipeline that automatically collects live ads from the Facebook Ad Library, analyzes their creative and messaging using AI, and stores structured insights in Google Sheets for reuse. The system continuously pulls ads from specified Facebook Ad Library URLs, filters for high-signal advertisers, classifies ads by format (video, image, or text), and applies AI analysis to extract strategy, positioning, and reusable creative angles. The result is a reliable, no-manual-work system that turns competitor ads into structured, reusable intelligence instead of screenshots and guesswork. Benefits Evidence-Based Creative Decisions Learn from ads that are already live and funded, not assumptions. Faster Creative Iteration Reuse proven angles, hooks, and formats without starting from zero. Centralized Ad Intelligence All insights are stored in a searchable Google Sheet. Format-Aware Analysis Images, videos, and text ads are analyzed using the correct method. Low Noise, High Signal Filters remove weak advertisers and surface serious spenders. How It Works Ad Data Collection (Apify) Scrapes Facebook Ad Library URLs automatically Retrieves raw ad snapshots including: Copy and headlines Media URLs Page metadata Engagement and page signals Signal Filtering Filters ads by page popularity, for example pages with more than 5,000 likes Ensures only proven advertisers move forward Creative Type Detection A switch node classifies ads as: Video Image Text only Each format is routed to its own processing path AI Creative Analysis Image ads** Converted to binary Visually analyzed Summarized and reverse-engineered Video ads** Downloaded and analyzed frame and content wise Described strategically Text ads** Summarized and rewritten directly Outputs include: Deep strategic summaries Repurposed ad copy Structured Intelligence Storage (Google Sheets) All insights are appended automatically Ads are deduplicated by ad archive ID Each row becomes a reusable asset: Summary Rewritten copy Image or video prompts Page and source data Required Setup Apify Active Apify account Access to the Facebook Ad Library scraping actor OpenAI API key with text and image analysis access Google Gemini API access for video analysis Google Sheets OAuth access Edit permissions on the target spreadsheet Dropbox (optional) OAuth access for video storage and reuse Business Use Cases Performance Marketers Identify winning creative patterns faster Media Buyers Reduce testing waste and creative fatigue Agencies Deliver competitive intelligence as a service Founders Validate messaging before launching campaigns Growth Teams Build creative systems instead of one-off ads Difficulty Level Intermediate Estimated Build Time 60–90 minutes Monthly Operating Cost Apify: Usage-based OpenAI: Usage-based Google Sheets: Free Dropbox: Free or paid plan n8n: Self-hosted or cloud Typical range: $20–60/month depending on volume Why This Workflow Works Live ads represent real budget decisions Filtering enforces signal quality Format-specific analysis improves insight accuracy Structured storage enables reuse at scale Automation replaces manual ad spying Possible Extensions Auto-tag ads by funnel stage Add spend or duration heuristics Track creative trends over time Generate landing page hypotheses Trigger creative briefs from winning ads. An n8n automation workflow template by Ahmed Salama.
Ahmed Salama
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