Bright Data와 LLMs로 대규모 초개인화 아웃리치 자동화

• •대상 API의 인증 정보가 필요할 수 있음
• •Google Sheets API 인증 정보
• •Anthropic API Key

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    {
      "id": "f3641141-a880-4400-bad7-909558848c20",
      "name": "워크플로우 '테스트' 클릭 시",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
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    {
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      "parameters": {
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        "content": "=======================================\n         WORKFLOW DETAILS & GUIDELINES\n=======================================\nName:\n    LinkedIn Enrichment & Ice Breaker Generator\n\nPurpose:\n    Automate the process of enriching LinkedIn profiles using Bright Data,\n    generate personalized ice breakers with an LLM, and update Google Sheets.\n\nTools Needed:\n    - n8n Nodes:\n        • Manual Trigger or Schedule Trigger\n        • Set\n        • SplitInBatches\n        • HTTP Request\n        • If\n        • Wait\n        • Google Sheets\n        • LangChain LLM (Claude via Anthropic)\n    - External Services:\n        • Bright Data (Dataset API)\n        • Anthropic Claude (Haiku)\n        • Google Sheets API\n\nAPI Keys & Authentication Required:\n    • Bright Data API Key\n        → Used in HTTP Request headers as:\n           `Authorization: Bearer YOUR_BRIGHTDATA_API_KEY`\n    • Google Sheets OAuth2 Credentials\n        → Connects n8n to your Google account for reading/writing to Sheets.\n    • Anthropic API Key\n        → Used for generating ice breakers via Claude models.\n        → Must be set in the Anthropic credential section in n8n.\n\nGeneral Guidelines:\n    • Use descriptive and consistent naming for all nodes.\n    • Add retry limits to polling loops to avoid infinite cycles.\n    • Ensure each LinkedIn URL maps to a unique `row_number`.\n    • Obfuscate any keys before sharing the workflow publicly.\n\nThings to be Aware Of:\n    • Bright Data may require some delay (via Wait node) before snapshot is ready.\n    • Retry logic should not exceed API rate limits.\n    • If snapshot fails or times out, ensure fallback logging is in place.\n    • Claude model IDs and prompt formats may change — validate before updates.\n\nAdditional Notes:\n    • Make a copy of the Google Sheet template before use.\n    • Replace placeholders in `Authorization` headers and credentials section.\n    • Use test data first to avoid exhausting API quotas during setup.\n\n=======================================\n\nThis workflow allows you to enrich LinkedIn profiles using Bright Data,\ngenerate AI-written ice breakers with Claude, and log everything into Google Sheets.\n"
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    {
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      "name": "강화할 행 가져오기",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
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      "parameters": {
        "options": {},
        "sheetName": {
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          "mode": "list",
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          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1g8Dum0tfZ1nQdd3b6sLhZX2aMu6FzwoVvD0EAXMpPx8/edit#gid=0",
          "cachedResultName": "input"
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        "documentId": {
          "__rl": true,
          "mode": "list",
          "value": "1g8Dum0tfZ1nQdd3b6sLhZX2aMu6FzwoVvD0EAXMpPx8",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1g8Dum0tfZ1nQdd3b6sLhZX2aMu6FzwoVvD0EAXMpPx8/edit?usp=drivesdk",
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          "name": "Google Sheets account"
        }
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      "position": [
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      "parameters": {
        "width": 1420,
        "height": 460,
        "content": "Personal Data"
      },
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    },
    {
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      "name": "메모지5",
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      "position": [
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      "parameters": {
        "width": 266.12865147126786,
        "height": 627.5654650079845,
        "content": "Run the workflow manually or activate it to run on schedule\n"
      },
      "typeVersion": 1
    },
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        "height": 525.6560478822986,
        "content": "In this workflow, I use Google Sheets to store the results. \n\nYou can use my template to get started faster:\n\n1. [Click on this link to get the template](https://docs.google.com/spreadsheets/d/1_jbr5zBllTy_pGbogfGSvyv1_0a77I8tU-Ai7BjTAw4/edit?usp=sharing)\n2. Make a copy of the Sheets\n3. Add the URL to this node and the node **\"Google Sheets - Update Row with data\"**\n\n\n"
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        "height": 320,
        "content": "=======================================\n            WORKFLOW ASSISTANCE\n=======================================\nFor any questions or support, please contact:\n    Yaron@nofluff.online\n\nExplore more tips and tutorials here:\n   - YouTube: https://www.youtube.com/@YaronBeen/videos\n   - LinkedIn: https://www.linkedin.com/in/yaronbeen/\n=======================================\n"
      },
      "typeVersion": 1
    },
    {
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      "name": "Anthropic Chat Model",
      "type": "@n8n/n8n-nodes-langchain.lmChatAnthropic",
      "position": [
        4800,
        1240
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "claude-3-5-haiku-20241022",
          "cachedResultName": "Claude 3.5 Haiku"
        },
        "options": {}
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      "position": [
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      ],
      "parameters": {
        "width": 1120,
        "height": 580,
        "content": "ICE BREAKER\n"
      },
      "typeVersion": 1
    },
    {
      "id": "7557e53f-b898-4831-a52e-be9eeb0f4964",
      "name": "메모지1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2940,
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      ],
      "parameters": {
        "color": 4,
        "width": 2980,
        "height": 1000,
        "content": "LOOP"
      },
      "typeVersion": 1
    },
    {
      "id": "0119ee4c-bc70-4aef-84e0-881cdea57aa9",
      "name": "기본 LLM 체인 - 아이스브레이커",
      "type": "@n8n/n8n-nodes-langchain.chainLlm",
      "position": [
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      ],
      "parameters": {
        "text": "=Help me with writing a witty Ice breaker to try to persuade  {{ $json.name }} from{{ $('BrightData_Get_Linkedin').item.json.city }}. His About section in his Linkedin profile says:{{ $('BrightData_Get_Linkedin').item.json.about }}. \nHe also had a recent post about:{{ $('BrightData_Get_Linkedin').item.json.posts[0].title }}\n\nMake it 4 lines maximum. Focus more on his recent post, not the about. Just to make it feel personalized yet respectful and not creepy.\n\nWRITE THE ICE BREAKER Straight away. Dont write \"here's a draft\" or any other text before your actual response.",
        "promptType": "define"
      },
      "retryOnFail": true,
      "typeVersion": 1.6
    },
    {
      "id": "e3965132-4d21-4252-ab26-525128d79d29",
      "name": "BrightData_Get_Linkedin",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        4120,
        740
      ],
      "parameters": {
        "url": "=https://api.brightdata.com/datasets/v3/snapshot/{{ $json.snapshot_id }}",
        "options": {},
        "sendQuery": true,
        "sendHeaders": true,
        "queryParameters": {
          "parameters": [
            {
              "name": "format",
              "value": "json"
            }
          ]
        },
        "headerParameters": {
          "parameters": [
            {
              "name": "Authorization",
              "value": "Bearer <BRIGHT_DATA_API_KEY>"
            }
          ]
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "0e55b67e-7ddb-4431-8250-59be59c6c557",
      "name": "루프 입력 조정",
      "type": "n8n-nodes-base.set",
      "position": [
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        820
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "fcc97354-b9f6-4459-a004-46e87902c77c",
              "name": "person_input",
              "type": "string",
              "value": "={{ $json.Linkedin_URL_Person }}"
            },
            {
              "id": "e5415c49-5204-45b1-a0e9-814157127b12",
              "name": "row_number",
              "type": "number",
              "value": "={{ $json.row_number }}"
            }
          ]
        }
      },
      "typeVersion": 3.3
    },
    {
      "id": "0cc85426-64f7-41f8-bd9a-215aaaad3299",
      "name": "HTTP_요청_Post_요청_BrightData",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
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      ],
      "parameters": {
        "url": "https://api.brightdata.com/datasets/v3/trigger",
        "method": "POST",
        "options": {},
        "jsonBody": "=[\n  {\n    \"url\": \"{{ $json.person_input }}\"\n  }\n]",
        "sendBody": true,
        "sendQuery": true,
        "sendHeaders": true,
        "specifyBody": "json",
        "queryParameters": {
          "parameters": [
            {
              "name": "dataset_id",
              "value": "gd_l1viktl72bvl7bjuj0"
            },
            {
              "name": "include_errors",
              "value": "true"
            }
          ]
        },
        "headerParameters": {
          "parameters": [
            {
              "name": "Authorization",
              "value": "Bearer <BRIGHT_DATA_API_KEY>"
            }
          ]
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      "type": "n8n-nodes-base.wait",
      "position": [
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      ],
      "webhookId": "8005a2b3-2195-479e-badb-d90e4240e699",
      "parameters": {
        "amount": 10
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      "executeOnce": false,
      "typeVersion": 1.1
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      "id": "294a7c03-2268-4d7a-b4e7-a52faa78d929",
      "name": "API_호출_스냅샷_진행상황",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
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        840
      ],
      "parameters": {
        "url": "=https://api.brightdata.com/datasets/v3/progress/{{ $json.snapshot_id }}",
        "options": {},
        "sendHeaders": true,
        "headerParameters": {
          "parameters": [
            {
              "name": "Authorization",
              "value": "Bearer <Bright_Data_API_KEY>"
            }
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    {
      "id": "d568403b-c323-4798-b7e5-e4a89dfe7830",
      "name": "IF-API_호출_상태_확인",
      "type": "n8n-nodes-base.if",
      "position": [
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      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "7932282b-71bb-4bbb-ab73-4978e554de7e",
              "operator": {
                "name": "filter.operator.equals",
                "type": "string",
                "operation": "equals"
              },
              "leftValue": "={{ $json.status }}",
              "rightValue": "running"
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "b44b5f4b-8aef-4ea3-bbd7-1e72548dda64",
      "name": "Google Sheets - API 데이터로 행 업데이트",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        4500,
        940
      ],
      "parameters": {
        "columns": {
          "value": {
            "city": "={{ $json.city }}",
            "name": "={{ $json.name }}",
            "about": "={{ $json.about }}",
            "row_number": "={{ $('Loop Over Items- All Prospects').item.json.row_number }}",
            "country_code": "={{ $json.country_code }}",
            "Linkedin_URL_Person": "={{ $json.input.url }}",
            "current_company.name": "={{ $json.current_company.name }}"
          },
          "schema": [
            {
              "id": "Linkedin_URL_Person",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Linkedin_URL_Person",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "name",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "city",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "city",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "country_code",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "country_code",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Position",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Position",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "about",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "about",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "current_company.name",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "current_company.name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Post 1",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Post 1",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Post 2",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "Post 2",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Post 3",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "Post 3",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Ice Breaker 1",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "Ice Breaker 1",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Ice Breaker 2",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "Ice Breaker 2",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "row_number",
              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": true,
              "required": false,
              "displayName": "row_number",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [
            "row_number"
          ],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        },
        "options": {},
        "operation": "update",
        "sheetName": {
          "__rl": true,
          "mode": "list",
          "value": "gid=0",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1_jbr5zBllTy_pGbogfGSvyv1_0a77I8tU-Ai7BjTAw4/edit#gid=0",
          "cachedResultName": "input"
        },
        "documentId": {
          "__rl": true,
          "mode": "list",
          "value": "1_jbr5zBllTy_pGbogfGSvyv1_0a77I8tU-Ai7BjTAw4",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1_jbr5zBllTy_pGbogfGSvyv1_0a77I8tU-Ai7BjTAw4/edit?usp=drivesdk",
          "cachedResultName": "NoFluff-N8N-Sheet-Template"
        }
      },
      "typeVersion": 4.3,
      "alwaysOutputData": true
    },
    {
      "id": "081f9e1d-6325-4645-bb0c-368a8ac3be99",
      "name": "Google Sheets - 아이스브레이커로 행 업데이트",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        5400,
        1340
      ],
      "parameters": {
        "columns": {
          "value": {
            "row_number": "={{ $('Loop Over Items- All Prospects').item.json.row_number }}",
            "Ice Breaker 1": "={{ $json.text }}"
          },
          "schema": [
            {
              "id": "Linkedin_URL_Person",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "Linkedin_URL_Person",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "name",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "city",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "city",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "country_code",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "country_code",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Position",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "Position",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "about",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "about",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "current_company.name",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "current_company.name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Post 1",
              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "Post 1",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
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              "type": "string",
              "display": true,
              "removed": true,
              "required": false,
              "displayName": "Post 2",
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              "canBeUsedToMatch": true
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              "display": true,
              "removed": true,
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              "displayName": "Ice Breaker 2",
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              "type": "string",
              "display": true,
              "removed": false,
              "readOnly": true,
              "required": false,
              "displayName": "row_number",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
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          "mappingMode": "defineBelow",
          "matchingColumns": [
            "row_number"
          ],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        },
        "options": {},
        "operation": "update",
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