Extraction et enrichissement de commentaires LinkedIn en prospects via Apify vers Google Sheets/CSV

• •Peut nécessiter les informations d'identification d'authentification de l'API cible
• •Informations d'identification Google Sheets API

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        "content": "# 🚀 LinkedIn Comments to Leads Extractor & Enricher (Apify) → Google Sheets / CSV\n\n## Overview\n\n**Automate LinkedIn lead generation by scraping comments from targeted posts and enriching profiles with detailed data**\n\nThis n8n workflow automatically extracts leads from LinkedIn post comments using Apify's powerful scrapers (no LinkedIn login required), enriches the data with additional profile information, and exports everything to Google Sheets or CSV format.\n\n---\n\n## ✨ Key Features\n\n- 🔍 **No Login Required**: Scrape LinkedIn data without sharing credentials\n- 💰 **Cost-Effective**: First 1,000 comments are free with Apify\n- 📊 **Data Enrichment**: Enhance basic comment data with full profile details\n- 📈 **Export Options**: Choose between Google Sheets or CSV output\n- 🎯 **Targeted Scraping**: Focus on specific posts for quality leads\n\n---\n\n## 🛠️ Apify Scrapers Used\n\n### 1. LinkedIn Post Comments Scraper\n- **Tool**: [LinkedIn Post Comments, Replies, Engagements Scraper | No Cookies](https://apify.com/apimaestro/linkedin-post-comments-replies-engagements-scraper-no-cookies/api/python)\n- **Pricing**: $5.00 per 1,000 results\n- **Function**: Extracts all comments and engagement data from specified LinkedIn posts\n\n### 2. LinkedIn Profile Batch Scraper\n- **Tool**: [LinkedIn Profile Details Batch Scraper (No Cookies Required)](https://apify.com/apimaestro/linkedin-profile-batch-scraper-no-cookies-required)\n- **Pricing**: $5.00 per 1,000 results\n- **Function**: Enriches scraped profiles with detailed information\n\n> 💡 **Free Tier**: Apify provides 1,000 free scraped comments to get you started!\n\n---\n"
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          "respondWithOptions": {
            "values": {
              "redirectUrl": "=https://docs.google.com/spreadsheets/u/0/",
              "respondWith": "redirect"
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          }
        },
        "formTitle": "Linkedin Posts Comments Leads Scraper",
        "formFields": {
          "values": [
            {
              "fieldType": "textarea",
              "fieldLabel": "Post IDs/URLs",
              "placeholder": "e.g. 7334385757769416704, https://www.linkedin.com/feed/update/urn:li:activity:7334385757769416704/",
              "requiredField": true
            },
            {
              "fieldType": "number",
              "fieldLabel": "How many comments you want to scrape?",
              "placeholder": "Default: 100"
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        "responseMode": "lastNode",
        "formDescription": "=<div style=\"font-family: Arial, sans-serif; line-height: 1.8; color: #333; word-wrap: break-word; overflow-wrap: break-word;\">\n\n<p style=\"margin-bottom: 20px;\"><strong style=\"color: #0077b5;\">🔸 Step 1: Add Posts URLs</strong></p>\n<p style=\"margin-bottom: 20px;\">The workflow accepts various LinkedIn post identifier formats:</p>\n\n<p style=\"margin-bottom: 18px;\"><strong>📊 Numeric post IDs:</strong><br>\n<span style=\"font-family: monospace; background: #f5f5f5; padding: 4px 6px; word-break: break-all; margin-top: 8px; display: inline-block;\">7334385757769416704</span></p>\n\n<p style=\"margin-bottom: 18px;\"><strong>🔗 Activity URLs:</strong><br>\n<span style=\"font-family: monospace; background: #f5f5f5; padding: 4px 6px; word-break: break-all; display: block; margin-top: 8px;\">https://www.linkedin.com/feed/update/urn:li:activity:273437/</span></p>\n\n<p style=\"margin-bottom: 25px;\"><strong>🌐 Full post URLs:</strong><br>\n<span style=\"font-family: monospace; background: #f5f5f5; padding: 4px 6px; word-break: break-all; display: block; margin-top: 8px;\">https://www.linkedin.com/posts/username_title-activity-7334385757769416704-dMnz</span></p>\n\n<hr style=\"margin: 30px 0; border: 1px solid #ddd;\">-------------------\n\n<p style=\"margin-bottom: 20px;\"><strong style=\"color: #28a745;\">✅ Step 2: Results</strong></p>\n<p style=\"margin-bottom: 20px;\">Once finished, you'll be redirected to Google Sheets where you can find your result with the name:</p>\n<p style=\"background: #f0f8ff; padding: 15px; border-left: 4px solid #0077b5; margin: 20px 0;\">\n<strong>\"LinkedIn-Posts-Comments-Leads-{{ $now.format('yyyy-MM-dd') }}\"</strong>\n</p>\n\n<hr style=\"margin: 30px 0; border: 1px solid #ddd;\">-------------------\n\n\n<p style=\"color: #666; font-size: 14px; margin-top: 25px;\"><em>💡 Tip: Make sure your LinkedIn URLs are publicly accessible for the best results.</em></p>\n\n</div>"
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      "name": "Définir le jeton APIFY",
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              "type": "string",
              "value": ""
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              "name": "limit",
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              "value": "={{ $json.limit }}"
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              "name": "postIds",
              "type": "array",
              "value": "={{ $json.postIds }}"
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        "content": "## 1. Set APIFY TOKEN\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n### _(CLICK ME)_"
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        "content": "_(or if run manually ENABLE this)_  \n### 4. Set Post ID/URL\n\n\n\n\n\n\n\n\n\n\n\n\n\n### _(CLICK ME)_ and Connect\n"
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        "content": "## 3. You can run through the form (check Form URL)\n\n\n\n\n\n\n\n\n\n\n\n\n\n### _(CLICK ME)_ \nIf run manually DISABLE this node"
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              "id": "916bb8f7-34c5-4f2f-b13d-f60d228abc1f",
              "name": "postIds",
              "type": "array",
              "value": "={{ $json['Post IDs/URLs'].replaceAll('\\n','').replaceAll('\\r', '').split(',').filter(item => $ifEmpty(item, false))  }}"
            },
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              "name": "limit",
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              "value": "={{ $json['How many comments you want to scrape?'] || 100 }}"
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              "id": "af09ad86-b3dd-45b7-b17d-cb810e4b48d6",
              "name": "postIds",
              "type": "array",
              "value": "['https://www.linkedin.com/feed/update/urn:li:activity:7334385757769416704/', 'https://www.linkedin.com/feed/update/urn:li:activity:7318557377971023872/']"
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      "name": "Plus d'exécutions nécessaires ?",
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      "notes": "Per run it's only 100 comments",
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        "conditions": {
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              "operator": {
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                "operation": "gt"
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              "leftValue": "={{ $json.summary.totalComments }}",
              "rightValue": 100
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              "operator": {
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      "name": "Définir la pagination",
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      "parameters": {
        "jsCode": "const limitPages = Math.ceil($('Set APIFY Token').first().json.limit / 100)\nconst totalComments = $('Run Apify Comments Scraper').last().json.summary.totalComments \nconst availablePages = Math.ceil(totalComments / 100)\n\nconst totalRuns = availablePages <= limitPages ? availablePages : limitPages\n\nlet currentPage = 2\n\n\nreturn {\n  json: {\n    items:\n      Array.from({ length: totalRuns }, (_, i) => {\n        return { currentPage: currentPage + i }\n      })\n  }\n};"
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      "type": "n8n-nodes-base.splitOut",
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        "fieldToSplitOut": "items"
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      "name": "Agréger",
      "type": "n8n-nodes-base.aggregate",
      "position": [
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      ],
      "parameters": {
        "options": {},
        "aggregate": "aggregateAllItemData",
        "destinationFieldName": "items"
      },
      "typeVersion": 1
    },
    {
      "id": "c25710e8-c47c-4fb9-91e1-d9fe37ad53fa",
      "name": "Collecter tous les commentaires",
      "type": "n8n-nodes-base.set",
      "position": [
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        "assignments": {
          "assignments": [
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              "name": "items",
              "type": "array",
              "value": "={{ $json.items.concat($('Aggregate').item.json.items) }}"
            }
          ]
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      "typeVersion": 3.4
    },
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      "id": "2876c38b-ed23-4d6b-9a65-97c1b70d245a",
      "name": "Créer une liste unique de prospects",
      "type": "n8n-nodes-base.code",
      "position": [
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      "parameters": {
        "jsCode": "// Get all input items\nconst items = $input.first().json.items;\n\n// Use reduce to filter unique profile_url values\nconst uniqueProfiles = items.reduce((acc, item) => {\n  // Check if this profile_url is already in the accumulator\n  console.log(item)\n  if (item.author && !acc.some(i => i.profile_url === item.author.profile_url)) {\n    acc.push(item.author);\n  }\n  return acc;\n}, []);\n\nreturn uniqueProfiles"
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        "content": "## 🛠 Running Apify LinkedIn Comments Scrapers and processing data\nWe want to run an Apify scraper once to validate the number of available comments and then run it multiple times if necessary."
      },
      "typeVersion": 1
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    {
      "id": "3877d666-27e5-4bf7-8a1c-3c1e4dce32d8",
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        "content": "## Create a unique list of Leads, ✨ enrich ✨ it with more data\nOnce we have all of the comment authors, we need to enrich them with more information from LinkedIn\n"
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      "typeVersion": 1
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      "name": "Exécuter le scraper de commentaires Apify",
      "type": "n8n-nodes-base.httpRequest",
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        "url": "={{ 'https://api.apify.com/v2/acts/apimaestro~linkedin-post-comments-replies-engagements-scraper-no-cookies/run-sync-get-dataset-items?token=' +$json.APIFY_TOKEN}}",
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              "name": "postIds",
              "value": "={{ $json.postIds }}"
            },
            {
              "name": "page_number",
              "value": "={{ 1 }}"
            },
            {
              "name": "sortOrder",
              "value": "most recent"
            },
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              "name": "limit",
              "value": "={{ $json.limit }}"
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      "name": "Exécuter la boucle du scraper de commentaires Apify",
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        "url": "={{ 'https://api.apify.com/v2/acts/apimaestro~linkedin-post-comments-replies-engagements-scraper-no-cookies/run-sync-get-dataset-items?token=' + $('Set APIFY Token').first().json.APIFY_TOKEN}}",
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              "name": "postIds",
              "value": "={{ $('Set APIFY Token').first().json.postIds }}"
            },
            {
              "name": "page_number",
              "value": "={{ $json.currentPage }}"
            },
            {
              "name": "sortOrder",
              "value": "most recent"
            },
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              "name": "limit",
              "value": "={{ $('Set APIFY Token').first().json.limit }}"
            }
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      "typeVersion": 4.2
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      "position": [
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      "parameters": {
        "url": "={{ 'https://api.apify.com/v2/acts/apimaestro~linkedin-profile-batch-scraper-no-cookies-required/run-sync-get-dataset-items?token=' + $('Set APIFY Token').first().json.APIFY_TOKEN}}",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "bodyParameters": {
          "parameters": [
            {
              "name": "usernames",
              "value": "={{ $json.batches }}"
            }
          ]
        }
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      "name": "Diviser en lots",
      "type": "n8n-nodes-base.splitOut",
      "position": [
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      ],
      "parameters": {
        "include": "allOtherFields",
        "options": {},
        "fieldToSplitOut": "batches"
      },
      "typeVersion": 1
    },
    {
      "id": "4fe12998-abdd-4659-aaa7-1aeef2ad241a",
      "name": "Boucler sur les commentaires",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
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      "parameters": {
        "options": {}
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      "typeVersion": 3
    },
    {
      "id": "e1a29bde-cfe6-4c89-a601-3ae0b582e052",
      "name": "Boucler sur les profils",
      "type": "n8n-nodes-base.splitInBatches",
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      "parameters": {
        "jsCode": "const uniqueProfiles = $input.all().map(item => item.json.profile_url)\n\n// Split the uniqueProfiles in batches of 500 for the Apify\nconst chunkSize = 500;\nconst batches = [];\n\nfor (let i = 0; i < uniqueProfiles.length; i += chunkSize) {\n  batches.push(uniqueProfiles.slice(i, i + chunkSize));\n}\n\n\nreturn { batches };"
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      "parameters": {
        "options": {},
        "aggregate": "aggregateAllItemData",
        "destinationFieldName": "items"
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        "aggregate": "aggregateAllItemData",
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        "content": "## You can either run it manually (not through form) and download the CSV\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nYou need to activate \"Trigger manual\" nodes first\n\n### _(CLICK ME) and Connect_"
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        "content": "## 2. Add credentials to Google Sheets\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n### _(CLICK ME)_"
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              "display": true,
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              "displayName": "basic_info_public_identifier",
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              "display": true,
              "required": false,
              "displayName": "basic_info_current_company_url",
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              "canBeUsedToMatch": true
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              "display": true,
              "required": false,
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              "displayName": "education",
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        "operation": "append",
        "sheetName": {
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          "mode": "id",
          "value": "={{ $('Create Google Sheet').first().json.sheets[0].properties.sheetId }}"
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          "__rl": true,
          "mode": "id",
          "value": "={{ $('Create Google Sheet').first().json.spreadsheetId }}"
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        "content": "\n---\n\n## 📊 Output Data Structure\n\nYour exported data will include:\n\n- **Basic Info**: Name, headline, location\n- **Profile Details**: Company, position, industry\n- **Engagement Data**: Comment content, engagement metrics\n- **Contact Info**: Available profile links and connections\n- **Enriched Data**: Additional profile insights from Apify\n\n"
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        "content": "---\n\n## 💡 Pro Tips\n\n- **Quality over Quantity**: Target posts with high-quality, relevant engagement\n- **Monitor Costs**: Track your Apify usage to stay within budget\n- **Data Hygiene**: Regularly clean and deduplicate your lead lists\n- **Compliance**: Ensure your scraping activities comply with LinkedIn's terms of service\n\n---\n\n## 🆘 Troubleshooting\n\n**Common Issues:**\n- **Authentication Errors**: Verify your Apify token is correctly configured\n- **Empty Results**: Check that your LinkedIn post URLs are valid and public\n- **Export Failures**: Ensure Google Sheets credentials are properly set up\n\n**Need Help?** Contact [Saverflow.ai](https://saverflow.ai) for support and custom workflow development.\n\n---\n\n*Powered by Saverflow.ai | Streamline your lead generation with intelligent automation*"
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