Apify→Google Sheets/CSVでLinkedInコメントを抽出・豊富化して potential顧客に変える

• •ターゲットAPIの認証情報が必要な場合あり
• •Google Sheets API認証情報

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    "templateId": "4635"
  },
  "nodes": [
    {
      "id": "66c32da3-373c-42a9-bf51-5bec1fd6c4cd",
      "name": "手動トリガー",
      "type": "n8n-nodes-base.manualTrigger",
      "disabled": true,
      "position": [
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      ],
      "parameters": {},
      "typeVersion": 1
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    {
      "id": "6a0decfe-9539-4c10-9474-0031fa91dfc5",
      "name": "付箋1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
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      ],
      "parameters": {
        "color": 5,
        "width": 1620,
        "height": 1000,
        "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"
      },
      "typeVersion": 1
    },
    {
      "id": "e206b173-eb8a-4721-8251-8b0ebb2aa38f",
      "name": "フォーム送信時",
      "type": "n8n-nodes-base.formTrigger",
      "position": [
        1300,
        1760
      ],
      "webhookId": "a81d04b5-169a-4368-b925-91fb0660b6b2",
      "parameters": {
        "options": {
          "ignoreBots": true,
          "buttonLabel": "Submit",
          "appendAttribution": false,
          "respondWithOptions": {
            "values": {
              "redirectUrl": "=https://docs.google.com/spreadsheets/u/0/",
              "respondWith": "redirect"
            }
          }
        },
        "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"
            }
          ]
        },
        "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>"
      },
      "typeVersion": 2.2
    },
    {
      "id": "d90f3510-b326-4352-90f4-772eca3d5b9b",
      "name": "APIFYトークンを設定",
      "type": "n8n-nodes-base.set",
      "position": [
        1820,
        1460
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "20febbcc-0a59-4a89-8932-9bbb34b0e9f9",
              "name": "APIFY_TOKEN",
              "type": "string",
              "value": ""
            },
            {
              "id": "291758a3-c73f-4db5-a2b3-5f88664a8b53",
              "name": "limit",
              "type": "number",
              "value": "={{ $json.limit }}"
            },
            {
              "id": "921b72d5-3688-4324-9d36-50668548344e",
              "name": "postIds",
              "type": "array",
              "value": "={{ $json.postIds }}"
            }
          ]
        },
        "includeOtherFields": true
      },
      "notesInFlow": true,
      "typeVersion": 3.4
    },
    {
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      "name": "付箋2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1740,
        1360
      ],
      "parameters": {
        "color": 3,
        "width": 260,
        "height": 300,
        "content": "## 1. Set APIFY TOKEN\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n### _(CLICK ME)_"
      },
      "typeVersion": 1
    },
    {
      "id": "5237c7a8-e2b4-49ae-a070-9cd885e1bc18",
      "name": "付箋3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1420,
        1280
      ],
      "parameters": {
        "color": 2,
        "height": 300,
        "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"
      },
      "typeVersion": 1
    },
    {
      "id": "9637dc03-c409-477d-a596-c84f4df12d63",
      "name": "付箋4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1160,
        1620
      ],
      "parameters": {
        "color": 3,
        "width": 400,
        "height": 380,
        "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"
      },
      "typeVersion": 1
    },
    {
      "id": "efe492e1-78f7-4f55-89d7-caea70767044",
      "name": "フォームからフィールドを設定",
      "type": "n8n-nodes-base.set",
      "position": [
        1620,
        1760
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "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))  }}"
            },
            {
              "id": "7ff3d2f4-ab8a-444f-9747-f95166a950bd",
              "name": "limit",
              "type": "number",
              "value": "={{ $json['How many comments you want to scrape?'] || 100 }}"
            }
          ]
        }
      },
      "notesInFlow": true,
      "typeVersion": 3.4
    },
    {
      "id": "aea3954b-94cf-4785-a692-a46d45b9add5",
      "name": "手動フィールドを設定",
      "type": "n8n-nodes-base.set",
      "disabled": true,
      "position": [
        1480,
        1360
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "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/']"
            },
            {
              "id": "b2f9412e-4c81-454f-ad84-a1d5f6547a26",
              "name": "limit",
              "type": "number",
              "value": 100
            }
          ]
        }
      },
      "notesInFlow": true,
      "typeVersion": 3.4
    },
    {
      "id": "c9d2e385-9c38-43ea-88bd-e7363f215cc7",
      "name": "追加実行が必要？",
      "type": "n8n-nodes-base.if",
      "notes": "Per run it's only 100 comments",
      "position": [
        2620,
        1460
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "19224073-c84d-456f-b694-318df4223d2a",
              "operator": {
                "type": "number",
                "operation": "gt"
              },
              "leftValue": "={{ $json.summary.totalComments }}",
              "rightValue": 100
            },
            {
              "id": "8156447e-75dd-4cad-8fc8-17366667d165",
              "operator": {
                "type": "number",
                "operation": "gt"
              },
              "leftValue": "={{ $('Set APIFY Token').first().json.limit }}",
              "rightValue": 100
            }
          ]
        }
      },
      "notesInFlow": true,
      "typeVersion": 2.2
    },
    {
      "id": "021e8ae2-6773-4154-ab59-61dab49b16e9",
      "name": "ページネーションを設定",
      "type": "n8n-nodes-base.code",
      "position": [
        2840,
        1320
      ],
      "parameters": {
        "jsCode": "const limitPages = Math.ceil($('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};"
      },
      "typeVersion": 2
    },
    {
      "id": "5371649d-d032-452d-8af6-13a679b254fd",
      "name": "分割",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        3060,
        1320
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "items"
      },
      "typeVersion": 1
    },
    {
      "id": "4003ce75-3e13-4d2a-9199-bac9f5bda6de",
      "name": "集約",
      "type": "n8n-nodes-base.aggregate",
      "position": [
        2400,
        1460
      ],
      "parameters": {
        "options": {},
        "aggregate": "aggregateAllItemData",
        "destinationFieldName": "items"
      },
      "typeVersion": 1
    },
    {
      "id": "c25710e8-c47c-4fb9-91e1-d9fe37ad53fa",
      "name": "全コメントを収集",
      "type": "n8n-nodes-base.set",
      "position": [
        3720,
        1120
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "b4280f11-a50b-4065-8742-9f994c6ee84d",
              "name": "items",
              "type": "array",
              "value": "={{ $json.items.concat($('Aggregate').item.json.items) }}"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "2876c38b-ed23-4d6b-9a65-97c1b70d245a",
      "name": "リードの一意リストを作成",
      "type": "n8n-nodes-base.code",
      "position": [
        4180,
        1480
      ],
      "parameters": {
        "jsCode": "// Get all input items\nconst items = $input.first().json.items;\n\n// Use reduce to filter unique profile_url values\nconst uniqueProfiles = items.reduce((acc, item) => {\n  // Check if this profile_url is already in the accumulator\n  console.log(item)\n  if (item.author && !acc.some(i => i.profile_url === item.author.profile_url)) {\n    acc.push(item.author);\n  }\n  return acc;\n}, []);\n\nreturn uniqueProfiles"
      },
      "typeVersion": 2
    },
    {
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      "name": "付箋",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2000,
        1040
      ],
      "parameters": {
        "color": 7,
        "width": 2040,
        "height": 840,
        "content": "## 🛠 Running Apify LinkedIn Comments Scrapers and processing data\nWe want to run an Apify scraper once to validate the number of available comments and then run it multiple times if necessary."
      },
      "typeVersion": 1
    },
    {
      "id": "3877d666-27e5-4bf7-8a1c-3c1e4dce32d8",
      "name": "付箋5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        4040,
        1040
      ],
      "parameters": {
        "width": 1700,
        "height": 840,
        "content": "## Create a unique list of Leads, ✨ enrich ✨ it with more data\nOnce we have all of the comment authors, we need to enrich them with more information from LinkedIn\n"
      },
      "typeVersion": 1
    },
    {
      "id": "fdbf8690-b517-4773-819a-e8bd92ddcd25",
      "name": "Apifyコメントスクレイパーを実行",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        2180,
        1460
      ],
      "parameters": {
        "url": "={{ 'https://api.apify.com/v2/acts/apimaestro~linkedin-post-comments-replies-engagements-scraper-no-cookies/run-sync-get-dataset-items?token=' +$json.APIFY_TOKEN}}",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "bodyParameters": {
          "parameters": [
            {
              "name": "postIds",
              "value": "={{ $json.postIds }}"
            },
            {
              "name": "page_number",
              "value": "={{ 1 }}"
            },
            {
              "name": "sortOrder",
              "value": "most recent"
            },
            {
              "name": "limit",
              "value": "={{ $json.limit }}"
            }
          ]
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "5b426074-2649-48cf-9a55-cedfe1cb0bf7",
      "name": "Apifyコメントスクレイパーループを実行",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        3500,
        1340
      ],
      "parameters": {
        "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}}",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "bodyParameters": {
          "parameters": [
            {
              "name": "postIds",
              "value": "={{ $('Set APIFY Token').first().json.postIds }}"
            },
            {
              "name": "page_number",
              "value": "={{ $json.currentPage }}"
            },
            {
              "name": "sortOrder",
              "value": "most recent"
            },
            {
              "name": "limit",
              "value": "={{ $('Set APIFY Token').first().json.limit }}"
            }
          ]
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "b3038b0f-d025-4843-8204-1bb498b193ce",
      "name": "Apifyプロファイル拡充を実行",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        5220,
        1500
      ],
      "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 }}"
            }
          ]
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "87194dbf-8d63-438a-8081-8ed7a4e93169",
      "name": "バッチに分割",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        4640,
        1480
      ],
      "parameters": {
        "include": "allOtherFields",
        "options": {},
        "fieldToSplitOut": "batches"
      },
      "typeVersion": 1
    },
    {
      "id": "4fe12998-abdd-4659-aaa7-1aeef2ad241a",
      "name": "コメントをループ処理",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
        3280,
        1320
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 3
    },
    {
      "id": "e1a29bde-cfe6-4c89-a601-3ae0b582e052",
      "name": "プロファイルをループ処理",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
        4940,
        1480
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 3
    },
    {
      "id": "1eb148c9-17a9-4d02-99a0-e647b3398ea4",
      "name": "バッチ分割",
      "type": "n8n-nodes-base.code",
      "position": [
        4400,
        1480
      ],
      "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 };"
      },
      "typeVersion": 2
    },
    {
      "id": "596572a6-7ffe-4cfa-b662-8cd083dbaccc",
      "name": "コメントを集約",
      "type": "n8n-nodes-base.aggregate",
      "position": [
        3780,
        1340
      ],
      "parameters": {
        "options": {},
        "aggregate": "aggregateAllItemData",
        "destinationFieldName": "items"
      },
      "typeVersion": 1
    },
    {
      "id": "1dc0b52f-3c86-40ea-8c4b-399872e22259",
      "name": "プロファイルを集約",
      "type": "n8n-nodes-base.aggregate",
      "position": [
        5440,
        1500
      ],
      "parameters": {
        "options": {},
        "aggregate": "aggregateAllItemData",
        "destinationFieldName": "items"
      },
      "typeVersion": 1
    },
    {
      "id": "21cc6cc8-d4dc-40d9-9cfb-0069786af878",
      "name": "全プロファイルを集約",
      "type": "n8n-nodes-base.aggregate",
      "position": [
        5220,
        1320
      ],
      "parameters": {
        "options": {
          "mergeLists": true
        },
        "fieldsToAggregate": {
          "fieldToAggregate": [
            {
              "fieldToAggregate": "items"
            }
          ]
        }
      },
      "typeVersion": 1
    },
    {
      "id": "84708fbf-bed4-4ce3-85c9-3ea16a9358c5",
      "name": "全コメントを集約",
      "type": "n8n-nodes-base.aggregate",
      "position": [
        3500,
        1120
      ],
      "parameters": {
        "options": {
          "mergeLists": true
        },
        "fieldsToAggregate": {
          "fieldToAggregate": [
            {
              "fieldToAggregate": "items"
            }
          ]
        }
      },
      "typeVersion": 1
    },
    {
      "id": "ecab78f3-dcf3-4ddc-afdd-e0d49df4eaca",
      "name": "ファイルに変換",
      "type": "n8n-nodes-base.convertToFile",
      "disabled": true,
      "position": [
        6100,
        1140
      ],
      "parameters": {
        "options": {
          "headerRow": true
        }
      },
      "executeOnce": true,
      "typeVersion": 1.1
    },
    {
      "id": "36b226d0-a07b-48f1-9a28-85aebf794fd9",
      "name": "付箋6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
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      ],
      "parameters": {
        "color": 2,
        "width": 660,
        "height": 380,
        "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_"
      },
      "typeVersion": 1
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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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        "title": "=LinkedIn-Posts-Comments-Leads-{{ $now.format('yyyy-MM-dd+T') }}",
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        "googleSheetsOAuth2Api": {
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              "display": true,
              "required": false,
              "displayName": "profileUrl",
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              "display": true,
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              "displayName": "basic_info_headline",
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              "canBeUsedToMatch": true
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              "display": true,
              "required": false,
              "displayName": "basic_info_public_identifier",
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              "canBeUsedToMatch": true
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              "display": true,
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              "displayName": "basic_info_location_country",
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              "required": false,
              "displayName": "basic_info_location_city",
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              "canBeUsedToMatch": true
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              "displayName": "basic_info_creator_hashtags",
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              "displayName": "basic_info_is_premium",
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              "canBeUsedToMatch": true
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              "displayName": "basic_info_current_company",
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              "display": true,
              "required": false,
              "displayName": "basic_info_current_company_url",
              "defaultMatch": false,
              "canBeUsedToMatch": true
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              "display": true,
              "required": false,
              "displayName": "experience",
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          "cellFormat": "USER_ENTERED"
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        "operation": "append",
        "sheetName": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $('Create Google Sheet').first().json.sheets[0].properties.sheetId }}"
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        "documentId": {
          "__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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    {
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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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        "content": "\n## 📋 Prerequisites\n\n### Required API Credentials\n\n1. **Apify Token**\n   - Add your `APIFY_TOKEN` to the workflow credentials\n   - [Get your token from Apify Console](https://apify.com/account#/integrations)\n\n2. **Google Sheets Credentials** *(if using Sheets export)*\n   - Configure OAuth credentials for Google Sheets integration\n   - [Follow n8n's Google Sheets setup guide](https://docs.n8n.io/integrations/builtin/credentials/google/oauth-single-service/?utm_source=n8n_app&utm_medium=credential_settings&utm_campaign=create_new_credentials_modal)\n\n---\n\n## 🔄 Workflow Process\n\n### Default Mode: Form-Based Execution\n\n1. **Manual Trigger** → Launches the workflow\n2. **Form Submission** → User-friendly form for inputting LinkedIn post URLs\n3. **Comment Scraping** → Apify extracts all comments from specified posts\n4. **Profile Enrichment** → Additional profile data gathered for each commenter\n5. **Data Processing** → Creates unique, enriched lead list\n6. **Google Sheets Export** → Automatically populates your spreadsheet\n\n**Result**: You'll be redirected to a Google Sheets document containing all enriched leads\n\n### Alternative Mode: CSV Export\n\nFor users preferring CSV output:\n\n1. **Disable**: Form trigger nodes\n2. **Enable**: Manual trigger node\n3. **Disable**: Google Sheets export nodes\n4. **Enable**: CSV download nodes\n5. **Configure**: Add post IDs/URLs in \"Set manual fields\" node\n6. **Execute**: Run workflow and download CSV from the CSV node\n"
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