🐙 Solana Dev: Advanced LinkedIn Sales Navigator Scraper - Verified Leads > Bypass Sales Navigator’s 100-page limit: split any Sales Navigator search into multiple segments—each handling up to 100 pages—to scrape unlimited leads. Scrape LinkedIn Sales Navigator results using Python & Selenium on the Apify platform. Collect verified leads—names, titles, companies, locations, profile URLs, and emails (if available)—all via your li_at cookie. --- ## 🔍 Why Choose This Scraper? - Scrape beyond 100 pages: LinkedIn caps at 100 pages per query; our engine automatically generates sub-queries to cover more pages. - Unlimited Sales Navigator results: No more manual URL tweaking—just supply a search URL and get every lead. - Hack and bypass the 100-page limit: Seamlessly split URLs and merge results for comprehensive data. --- ## 🔧 Key Features - ✅ Extract name, job title, company, location, and profile URL - ⚡ Unlimited page scraping: split your Sales Navigator URL into 100-page blocks and iterate automatically - 🖼️ Skip ghost profiles (no image) - 🔐 Authenticate with your li_at cookie—no login flow needed - 🚀 Automatic pagination across split queries - 🧠 Smart scrolling, error handling, and modal interactions - 🧼 Output in JSON or CSV format --- ## ⚙️ Unlimited Pages Workflow 1. Input your Sales Navigator URL (any search query). 2. Automatic splitting into chunks of 100 pages using LinkedInSalesURLBuilder. 3. Generate sub-URLs for each segment. 4. Scrape each segment with Selenium + Chrome. 5. Aggregate all results—effectively scraping more than 100 pages in one run. --- ## 📥 Input Schema | Field | Type | Description | Required | |-----------------------|---------|------------------------------------------------------|----------| | search_url | string | Sales Navigator search URL (any filters allowed) | ✅ | | cookie | string | Your LinkedIn li_at cookie value | ✅ | | only_image_profiles | boolean | Skip profiles without a photo | ❌ | | start_page | integer | Starting page number within the first 100-page block | ❌ | ### Example Input json { "search_url": "https://www.linkedin.com/sales/search/people?...", "cookie": "AQEDASDBEXAMPLE...", "only_image_profiles": true, "start_page": 1 } --- ## 📦 Output Example json { "person_name": "Hans Dekker", "person_title": "Founder", "person_job_title": "2 months in this position 2 months in company", "person_company": "Stealth Startup", "person_company_url": "https://www.linkedin.com/sales/company/18583501", "person_location": "Elche, Valencia, Spanien", "person_salesnav_link": "https://www.linkedin.com/sales/lead/ACw...", "person_link": "https://www.linkedin.com/in/ACwAACxzSusBzaFMGsd31ARiRA_7AX0wtieDmDk", "person_image_url": "https://media.licdn.com/dms/image/v...", "person_bio": "I’ve developed outbound prospecting campaigns for over 200 B2B companies in various indust...", "person_premium": "y", "COMPANY_HEADCOUNT": [], "CURRENT_TITLE": [], "REGION": [ "91000007" ], "INDUSTRY": [] } All results are pushed using Actor.push_data() and are available in Apify's built-in dataset tab (or via API). --- ## 🚀 How It Works 1. Authenticates with LinkedIn using your li_at cookie 2. Opens Sales Navigator search URL using Selenium + Chrome 3. Scrolls and scrapes visible data, handles pagination 4. Pushes structured data to Apify Dataset 5. Supports headless or visible execution (configurable in Apify settings) --- ## 🧠 Behind the Scenes This Actor uses: - Selenium for browser automation - Apify SDK for logging and dataset management - Smart element targeting via CSS Selectors - Error handling for modals, empty pages, and ghost profiles - Dynamic URL page updater --- ## 📎 Notes - You'll need a Sales Navigator account and a valid li_at cookie to use this actor. - Apify's Chrome image already includes ChromeDriver—no setup needed. - This Actor waits between 15–60s between requests for natural behavior. --- ## 💬 Questions or Feature Requests? Use the Apify Q&A tab or contact the author directly via GitHub.