AI 기반 구글 지도 비즈니스 데이터 스크래핑 및 스프레드시트 내보내기

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

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      "name": "중복 URL 제거",
      "type": "n8n-nodes-base.removeDuplicates",
      "position": [
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      "parameters": {},
      "typeVersion": 1.1
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    {
      "id": "985ac7e3-b501-4079-a043-780677c94b52",
      "name": "쿼리 반복 실행",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
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        580
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 3
    },
    {
      "id": "3a478935-781b-4fb1-bdc7-fcf8be1334bc",
      "name": "쿼리로 구글 지도 검색",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        1280,
        980
      ],
      "parameters": {
        "url": "=https://www.google.com/maps/search/{{ $json.query }}",
        "options": {
          "allowUnauthorizedCerts": false
        }
      },
      "executeOnce": false,
      "typeVersion": 4.2,
      "alwaysOutputData": false
    },
    {
      "id": "477e7d55-b7d6-4b20-ac44-dd1f443e270a",
      "name": "결과에서 URL 스크래핑",
      "type": "n8n-nodes-base.code",
      "position": [
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      ],
      "parameters": {
        "jsCode": "const data = $input.first().json.data\n\nconst regex = /https?:\\/\\/[^\\/]+/g\n\nconst urls = data.match(regex)\n\nreturn urls.map(url => ({json: {url: url}}))"
      },
      "typeVersion": 2
    },
    {
      "id": "a5b67e45-a3f6-41d2-aa58-c26a441c41b2",
      "name": "관련 없는 URL 필터링",
      "type": "n8n-nodes-base.filter",
      "position": [
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        980
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "041797f2-2fe2-41dc-902a-d34050b9b304",
              "operator": {
                "type": "string",
                "operation": "notRegex"
              },
              "leftValue": "={{ $json.url }}",
              "rightValue": "=(google|gstatic|ggpht|schema\\.org|example\\.com|sentry-next\\.wixpress\\.com|imli\\.com|sentry\\.wixpress\\.com|ingest\\.sentry\\.io)"
            },
            {
              "id": "eb499a7e-17bc-453c-be08-a47286f726dd",
              "operator": {
                "name": "filter.operator.equals",
                "type": "string",
                "operation": "equals"
              },
              "leftValue": "",
              "rightValue": ""
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "12f662a8-c55f-409a-b381-f37ab6dd3794",
      "name": "URL 반복 실행",
      "type": "n8n-nodes-base.splitInBatches",
      "onError": "continueErrorOutput",
      "position": [
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      ],
      "parameters": {
        "options": {
          "reset": false
        }
      },
      "typeVersion": 3
    },
    {
      "id": "93437e8b-4f8d-40a1-9585-cab1b556164a",
      "name": "스크래퍼 워크플로우 시작",
      "type": "n8n-nodes-base.executeWorkflowTrigger",
      "position": [
        800,
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      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "dffaf04e-d1d2-4002-9a69-f0904b61fc2d",
      "name": "실행 간 대기",
      "type": "n8n-nodes-base.wait",
      "position": [
        2300,
        600
      ],
      "webhookId": "40eb11a9-0f7d-4932-993e-0052b69dbf9b",
      "parameters": {
        "unit": "minutes",
        "amount": 20
      },
      "typeVersion": 1.1
    },
    {
      "id": "18787007-1d11-41b9-89c3-d5f69756eda7",
      "name": "쿼리에 대한 스크래퍼 실행",
      "type": "n8n-nodes-base.executeWorkflow",
      "position": [
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      ],
      "parameters": {
        "mode": "each",
        "options": {
          "waitForSubWorkflow": false
        },
        "workflowId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $workflow.id }}"
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "9fa06f2a-0e7a-43e1-b997-4b4288a990cd",
      "name": "AI 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        4260,
        1360
      ],
      "parameters": {
        "text": "={{ $json.prompt }}",
        "options": {
          "systemMessage": "You are an expert business analyst.\n\nGiven a business website data, generate a JSON object with key business information and a detailed, insightful description that could be used to prepare for outreach or partnership discussions.\n\nFocus the description on:\n\n- What the business does (products/services)\n- Their strengths or market position\n- Technologies or platforms used (if identifiable)\n- Unique value proposition\n- Target customers\n- Any possible gaps, pain points, or areas for improvement\n- Why this business could benefit from external collaboration (e.g., automation, digital transformation, SEO, AI tools)\n\nFormat the output as a single JSON object with these fields:\n\n- business_name\n- website_url\n- email\n- phone_number\n- address\n- city\n- postal_code\n- country\n- latitude\n- longitude\n- category\n- subcategory\n- opening_hours\n- social_media_links (array)\n- about_us\n- services (array)\n- contact_page_url\n- privacy_policy_url\n- terms_conditions_url\n- logo_url\n- languages (array)\n- keywords (array)\n- google_maps_url\n- ai_description_detailed (a detailed paragraph or two with everything above)\n\nOnly output valid JSON.\nif prompt is empty just return empty json data "
        },
        "promptType": "define"
      },
      "typeVersion": 2
    },
    {
      "id": "c191a15f-2457-49c1-976b-90b0caaf3835",
      "name": "OpenRouter 채팅 모델",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenRouter",
      "position": [
        4260,
        1620
      ],
      "parameters": {
        "model": "google/gemini-2.5-flash-lite-preview-06-17",
        "options": {}
      },
      "credentials": {
        "openRouterApi": {
          "id": "tC9q2VizRVbSvlww",
          "name": "OpenRouter account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "20c5612b-8fbf-4eb4-8f95-ca17acc5f0e2",
      "name": "코드",
      "type": "n8n-nodes-base.code",
      "position": [
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        960
      ],
      "parameters": {
        "jsCode": "const allPromptResults = $input.first().json.data.map(item => item.promptResult).join('\\n');\n\n\nreturn {\n  \"prompt\":allPromptResults\n};"
      },
      "typeVersion": 2
    },
    {
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      "name": "집계",
      "type": "n8n-nodes-base.aggregate",
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      "parameters": {
        "options": {},
        "aggregate": "aggregateAllItemData"
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      "typeVersion": 1
    },
    {
      "id": "67dfef97-0fc2-4fa8-a7a8-08c491f8785f",
      "name": "일정 트리거",
      "type": "n8n-nodes-base.scheduleTrigger",
      "position": [
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      ],
      "parameters": {
        "rule": {
          "interval": [
            {
              "field": "hours"
            }
          ]
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "cb651c6d-eac0-44bc-8d80-c07c5a65ce6a",
      "name": "시트에서 행 가져오기",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
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      ],
      "parameters": {
        "options": {},
        "filtersUI": {
          "values": [
            {
              "lookupColumn": "processed"
            }
          ]
        },
        "sheetName": {
          "__rl": true,
          "mode": "list",
          "value": 1652190371,
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks/edit#gid=1652190371",
          "cachedResultName": "keywords"
        },
        "documentId": {
          "__rl": true,
          "mode": "list",
          "value": "1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks/edit?usp=drivesdk",
          "cachedResultName": "google maps  bussiness informations"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "c7TYv7ZcF6y7LGEQ",
          "name": "Google Sheets account"
        }
      },
      "typeVersion": 4.6
    },
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      "name": "시트에서 행 업데이트",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
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      "parameters": {
        "columns": {
          "value": {
            "query": "={{ $json.query }}",
            "processed": "TRUE"
          },
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              "id": "query",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "query",
              "defaultMatch": false,
              "canBeUsedToMatch": true
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              "type": "string",
              "display": true,
              "required": false,
              "displayName": "processed",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "row_number",
              "type": "number",
              "display": true,
              "removed": true,
              "readOnly": true,
              "required": false,
              "displayName": "row_number",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [
            "query"
          ],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        },
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        "operation": "update",
        "sheetName": {
          "__rl": true,
          "mode": "list",
          "value": 1652190371,
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks/edit#gid=1652190371",
          "cachedResultName": "keywords"
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          "__rl": true,
          "mode": "list",
          "value": "1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks/edit?usp=drivesdk",
          "cachedResultName": "google maps  bussiness informations"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "c7TYv7ZcF6y7LGEQ",
          "name": "Google Sheets account"
        }
      },
      "typeVersion": 4.6
    },
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      "id": "a996171f-c358-471d-91ba-b6c9950e7edf",
      "name": "조건문",
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        "conditions": {
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            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
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              "id": "7eec5545-99ac-410a-87ec-4e5f79e30202",
              "operator": {
                "type": "boolean",
                "operation": "true",
                "singleValue": true
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              "leftValue": "={{ $json.dontExist }}",
              "rightValue": ""
            },
            {
              "id": "96fe4cf5-4689-4140-8a75-8bdbc893b363",
              "operator": {
                "name": "filter.operator.equals",
                "type": "string",
                "operation": "equals"
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              "leftValue": "",
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      },
      "typeVersion": 2.2
    },
    {
      "id": "4575083d-5d45-497e-a5d1-5c369f2d7b91",
      "name": "병합",
      "type": "n8n-nodes-base.merge",
      "position": [
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        980
      ],
      "parameters": {
        "mode": "combineBySql",
        "query": "SELECT * FROM input1 LEFT JOIN input2 ON 1=1",
        "options": {}
      },
      "typeVersion": 3.2
    },
    {
      "id": "73814b4e-ab19-4a06-b180-a2997e43bdbd",
      "name": "문자열을 JSON 객체로 변환",
      "type": "n8n-nodes-base.code",
      "onError": "continueRegularOutput",
      "position": [
        4640,
        1360
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "\n\nlet raw = $json.output;\n\n// Remove ```json or ``` wrapping if it exists\nraw = raw.replace(/^```json\\s*|\\s*```$/g, '').trim();\n\nlet outputJson;\n\ntry {\n  outputJson = JSON.parse(raw);\n} catch (err) {\n  outputJson = { error: 'Invalid JSON format in promptResult' };\n}\n\nreturn {\n  json: outputJson\n};"
      },
      "typeVersion": 2
    },
    {
      "id": "54d94ef2-84cf-4568-a9d5-28ec9a818ffd",
      "name": "DATA를 Google Sheet1에 저장",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        5060,
        1360
      ],
      "parameters": {
        "columns": {
          "value": {},
          "schema": [
            {
              "id": "Business Name",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Business Name",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Website URL",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Website URL",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Email",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Email",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Phone Number",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Phone Number",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Address",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Address",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "City",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "City",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Postal Code",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Postal Code",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Country",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Country",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Latitude",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Latitude",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Longitude",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Longitude",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Category",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Category",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Subcategory",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Subcategory",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Opening Hours",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Opening Hours",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Social Media Links",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Social Media Links",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "About Us",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "About Us",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Services",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Services",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Contact Page URL",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Contact Page URL",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Privacy Policy URL",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Privacy Policy URL",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Terms & Conditions URL",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Terms & Conditions URL",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Logo URL",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Logo URL",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Languages",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Languages",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Keywords",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Keywords",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "Google Maps URL",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "Google Maps URL",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "AI Description",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "AI Description",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "autoMapInputData",
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          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        },
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          "mode": "list",
          "value": "gid=0",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks/edit#gid=0",
          "cachedResultName": "Sheet1"
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          "mode": "list",
          "value": "1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1si2IQusnIF-Br8JdXSVd_Z9QvnXrKcieXOkxI0Xz9ks/edit?usp=drivesdk",
          "cachedResultName": "google maps  bussiness informations"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "c7TYv7ZcF6y7LGEQ",
          "name": "Google Sheets account"
        }
      },
      "typeVersion": 4.5
    },
    {
      "id": "40ec6d1f-1c98-4c9f-8499-c5893c3df7b9",
      "name": "APIFY 사용",
      "type": "n8n-nodes-base.httpRequest",
      "onError": "continueRegularOutput",
      "position": [
        4200,
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      ],
      "parameters": {
        "url": "=https://api.apify.com/v2/acts/mohamedgb00714~firescraper-ai-prompt-website-content-markdown-scraper/run-sync-get-dataset-items?token=apify_api_DUMMY_TOKEN",
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        "content": "\n### Overview\n\nThis workflow automates the discovery, extraction, enrichment, and storage of business information from **Google Maps** search queries using AI tools, scrapers, and Google Sheets.\n\nIt is ideal for:\n\n* Lead generation agencies\n* Local business researchers\n* Digital marketing firms\n* Automation & outreach specialists\n\n---\n\n### 🔧 Tools & APIs Used\n\n* **Google Maps Search (via HTTP)**\n* **Custom JavaScript Parsing**\n* **URL Filtering & De-duplication**\n* **Google Sheets (Read/Write)**\n* **APIFY Actor** for business scraping\n* **LangChain AI Agent** (OpenRouter - Gemini 2.5)\n* **n8n Built-in Logic** (Loops, Conditions, Aggregators)\n\n---\n\n### 🧠 Workflow Summary\n\n1. **Trigger**\n   The automation starts via schedule (every hour).\n\n2. **Read Queries from Google Sheet**\n   Loads unprocessed keywords from a Google Sheet tab named `keywords`.\n\n3. **Loop Through Keywords**\n   Each keyword is used to search Google Maps for relevant businesses.\n\n4. **Extract URLs**\n   JavaScript parses HTML to find all external website URLs from the search results.\n\n5. **Clean URLs**\n   Filters out irrelevant domains (e.g., Google-owned, example.com, etc.), and removes duplicates.\n\n6. **Loop Through URLs**\n   For each URL:\n\n   * Checks if it already exists in the Google Sheet (to prevent duplication).\n   * Calls the **APIFY Actor** to extract full business data.\n   * Optionally uses **AI Agent (Gemini)** to provide detailed insight on the business, including:\n\n     * Services, About, Market Position, Weaknesses, AI suggestions, etc.\n   * Converts the AI result (text) to a structured JSON object.\n\n7. **Save to Google Sheet**\n   Adds all extracted and AI-enriched business information to a separate tab (`Sheet1`).\n\n8. **Mark Queries as Processed**\n   Updates the original row in `keywords` to avoid reprocessing.\n\n---\n\n### 🗃️ Output Fields Saved\n\nThe following information is saved per business:\n\n* Business Name, Website, Email, Phone\n* Address, City, Postal Code, Country, Coordinates\n* Category, Subcategory, Services\n* About Us, Opening Hours, Social Media Links\n* Legal Links (Privacy, Terms)\n* Logo, Languages, Keywords\n* **AI-Generated Description**\n* Google Maps URL\n\n---\n\n### 📈 Use Cases\n\n* Build a **prospect database** for B2B cold outreach.\n* Extract **local SEO insights** per business.\n* Feed CRMs or analytics systems with **enriched business profiles**.\n* Automate market research for **regional opportunity detection**.\n\n---\n\n### 📩 Want a Similar Workflow?\n\nIf you’d like a custom AI-powered automation like this for your business or agency, feel free to contact me:\n\n**📧 [msaidwolfltd@gmail.com](mailto:msaidwolfltd@gmail.com)**\n\n\n\n"
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