{
  "name": "Extract and score Naver Map Scraper: Korean Leads & Menus data to Google Sheets, CSV, and Slack with Apify",
  "nodes": [
    {
      "parameters": {
        "content": "## Naver Map Scraper: Korean Leads & Menus — Automated Sheets, CSV & Slack Pipeline\n\nBuilt for market research, e-commerce, and growth teams. This workflow runs on a schedule to extract fresh data with the **[naver-map-scraper Apify Actor](https://apify.com/unitbytes/naver-map-scraper?fpr=939u3w&fp_sid=n8n_io)** ($0.0014 / item), skips previously seen records, scores each item, logs results to **Google Sheets** and **CSV**, and posts **Slack** alerts for top matches.\n\n### How it works\n1. **Every 6 Hours** triggers the run and loads search settings from **1. Configure Search & Rules**.\n2. **2. Run UnitBytes (naver-map-scraper)** executes the actor via Apify's synchronous endpoint.\n3. **3. Skip Seen Records** deduplicates items by `placeId` across runs.\n4. **4. Clean & Score Items** and **5. Map Export Fields** normalize fields (`placeId, name, businessCategory, category, categoryCode`) and compute a 0–100 `priorityScore`.\n5. **6a. Log to Google Sheets** and **6b. Export Backup CSV** store all rows, while **6c. Filter High-Priority Items** sends top matches to **7. Send Slack Alert**.\n\n### Setup\n1. Copy your API token from [naver-map-scraper on Apify Store](https://apify.com/unitbytes/naver-map-scraper?fpr=939u3w&fp_sid=n8n_io) into the **HTTP Header Auth** credential (`Authorization: Bearer <TOKEN>`) on node 2.\n2. Edit `actorInput`, `sheetTab`, and `maxTargetPrice` in **1. Configure Search & Rules**.\n3. Connect **Google Sheets** and **Slack** credentials (or test immediately via CSV export).\n\n### Customization\n- Tune `maxTargetPrice` or `priorityKeyword` in node 1 to adjust Slack alert sensitivity.\n- Full schema reference: [https://unitbytes.com/actors/naver-map-scraper/](https://unitbytes.com/actors/naver-map-scraper/)",
        "height": 760,
        "width": 560,
        "color": 1
      },
      "id": "5bab9587-2bed-54c8-99f1-c9836bd5ae8a",
      "name": "Overview",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        -640,
        -80
      ]
    },
    {
      "parameters": {
        "content": "## 1. Schedule & Search Settings\nTriggers on schedule and sets target search parameters, Google Sheets tab, and alert thresholds.",
        "height": 380,
        "width": 440,
        "color": 7
      },
      "id": "aeefd554-b169-5064-8f89-8c3bd9d83f9c",
      "name": "Section 1 — Schedule & Settings",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        0,
        60
      ]
    },
    {
      "parameters": {
        "content": "## 2. Extract & Deduplicate\nRuns the UnitBytes Apify Actor and skips records already processed in previous runs.",
        "height": 380,
        "width": 440,
        "color": 7
      },
      "id": "2276610b-37d1-5942-bb4f-33b31067f765",
      "name": "Section 2 — Extract & Deduplicate",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        460,
        60
      ]
    },
    {
      "parameters": {
        "content": "## 3. Clean, Score & Flatten\nNormalizes fields, parses numeric metrics, and calculates a 0–100 priority score.",
        "height": 380,
        "width": 440,
        "color": 7
      },
      "id": "163beb14-006f-5850-9755-5c18e0498977",
      "name": "Section 3 — Clean, Score & Flatten",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        920,
        60
      ]
    },
    {
      "parameters": {
        "content": "## 4. Sync to Sheets, CSV & Slack\nLogs all new records to Google Sheets and CSV, and routes high-priority matches to Slack.",
        "height": 660,
        "width": 540,
        "color": 7
      },
      "id": "1807c110-b24d-5621-bfa2-88c9e37889b0",
      "name": "Section 4 — Sheets, CSV & Slack",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        1380,
        -80
      ]
    },
    {
      "parameters": {
        "rule": {
          "interval": [
            {
              "field": "hours",
              "hoursInterval": 6
            }
          ]
        }
      },
      "id": "cee235c0-9335-5ffe-9093-5a1996fd4f2c",
      "name": "Every 6 Hours",
      "type": "n8n-nodes-base.scheduleTrigger",
      "typeVersion": 1.2,
      "position": [
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    },
    {
      "parameters": {
        "assignments": {
          "assignments": [
            {
              "id": "5b634a46-bad4-5e9f-940d-412e9ca0c1bc",
              "name": "actorInput",
              "value": "{\"queries\": [\"강남 맛집\"], \"scrapeDetails\": true, \"maxItems\": 20, \"sortBy\": \"popular\", \"maxReviewsPerPlace\": 10, \"includeBlogReviews\": true}",
              "type": "object"
            },
            {
              "id": "940efefe-55c1-5239-ba9f-4c9ae67445f8",
              "name": "sheetTab",
              "value": "MarketplaceDeals",
              "type": "string"
            },
            {
              "id": "b866b946-696d-5d12-8457-7ddd819bfb24",
              "name": "maxTargetPrice",
              "value": 500,
              "type": "number"
            },
            {
              "id": "469d8efe-ca0b-5962-8820-45a65ff072a1",
              "name": "priorityKeyword",
              "value": "",
              "type": "string"
            }
          ]
        },
        "options": {}
      },
      "id": "eda94922-4083-55ea-9913-34c68f73b9d1",
      "name": "1. Configure Search & Rules",
      "type": "n8n-nodes-base.set",
      "typeVersion": 3.4,
      "position": [
        260,
        220
      ]
    },
    {
      "parameters": {
        "method": "POST",
        "url": "https://api.apify.com/v2/acts/unitbytes~naver-map-scraper/run-sync-get-dataset-items?format=json&clean=true",
        "authentication": "genericCredentialType",
        "genericAuthType": "httpHeaderAuth",
        "sendHeaders": true,
        "headerParameters": {
          "parameters": [
            {
              "name": "Content-Type",
              "value": "application/json"
            }
          ]
        },
        "sendBody": true,
        "specifyBody": "json",
        "jsonBody": "={{ JSON.stringify($json.actorInput) }}",
        "options": {
          "timeout": 300000
        }
      },
      "credentials": {
        "httpHeaderAuth": {
          "id": "58e4a8b3-3798-5837-9e9c-c5513711f4d1",
          "name": "Apify API Token (Header Auth)"
        }
      },
      "id": "850cfa90-4fac-56e7-b05b-27b34204ad92",
      "name": "2. Run UnitBytes (naver-map-scraper)",
      "type": "n8n-nodes-base.httpRequest",
      "typeVersion": 4.2,
      "position": [
        500,
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      ]
    },
    {
      "parameters": {
        "operation": "removeItemsSeenInPreviousExecutions",
        "dedupeValue": "={{ $json.placeId || $json.id || $json.url }}",
        "options": {}
      },
      "id": "31e9a0cd-1ed4-558d-a38e-098e5b0699e6",
      "name": "3. Skip Seen Records",
      "type": "n8n-nodes-base.removeDuplicates",
      "typeVersion": 2,
      "position": [
        720,
        220
      ]
    },
    {
      "parameters": {
        "jsCode": "// Normalize fields, parse numeric metrics, and score items for Slack alerts\nconst config = $('1. Configure Search & Rules').first().json;\nconst threshold = Number(config.maxTargetPrice ?? 500);\nconst keywordFilter = String(config.priorityKeyword || '').trim().toLowerCase();\nconst primaryKeys = [\"placeId\", \"name\", \"businessCategory\", \"category\", \"categoryCode\", \"phone\"];\n\nreturn $input.all().map((item) => {\n  const raw = item.json || {};\n  const cleaned = { ...raw };\n\n  for (const k of primaryKeys) {\n    if (typeof cleaned[k] === 'string') {\n      cleaned[k] = cleaned[k].replace(/\\s+/g, ' ').trim();\n    }\n  }\n\n  const recordId = String(cleaned.placeId || cleaned.id || cleaned.url || '');\n  const titleText = String(cleaned.title || cleaned.query || cleaned.business_name || cleaned.place_name || cleaned.placeName || cleaned.shopName || cleaned.reviewer_name || cleaned.contributor_name || cleaned.content || cleaned.body || cleaned.keyword || cleaned.original_keyword || cleaned.name || cleaned.sellerNick || recordId).slice(0, 180);\n  const itemUrl = String(cleaned.url || cleaned.review_url || cleaned.review_permalink || cleaned.photoUrl || cleaned.noteUrl || cleaned.shopUrl || cleaned.place_url || cleaned.google_maps_url || cleaned.website || cleaned.productUrl || cleaned.taobaoUrl || cleaned.resolved_url || cleaned.input_url || cleaned.contributor_url || '');\n  const rawMetric = cleaned.price ?? cleaned.promotionPrice ?? cleaned.priceMin ?? cleaned.score ?? cleaned.likedCount ?? cleaned.likeCount ?? cleaned.value ?? cleaned.volume ?? cleaned.rating ?? cleaned.review_stars ?? cleaned.dsrDescription ?? cleaned.lead_score ?? 0;\n  const numericValue = Number(String(rawMetric).replace(/[^0-9.-]/g, '')) || 0;\n\n  let priorityScore = 50;\n  let isHighPriority = false;\n  const mode = 'price_deal';\n\n  if (mode === 'price_deal') {\n    if (numericValue > 0 && numericValue <= threshold) {\n      priorityScore = Math.min(100, Math.round(70 + ((threshold - numericValue) / Math.max(threshold, 1)) * 30));\n      isHighPriority = true;\n    }\n  } else if (mode === 'review_sentiment') {\n    const stars = Number(cleaned.review_stars ?? cleaned.stars ?? cleaned.rating ?? numericValue);\n    if (cleaned.is_removed === true || cleaned.is_edited === true || cleaned.status === 'REMOVED' || (stars > 0 && stars <= threshold)) {\n      priorityScore = 95;\n      isHighPriority = true;\n    }\n  } else if (mode === 'lead_score') {\n    const hasDirectContact = Boolean(cleaned.primary_email || cleaned.phone);\n    if (numericValue >= threshold || hasDirectContact) {\n      priorityScore = Math.min(100, Math.max(numericValue, hasDirectContact ? 85 : 70));\n      isHighPriority = true;\n    }\n  } else if (mode === 'status_audit') {\n    if (cleaned.is_sold === true || cleaned.is_removed === true || cleaned.status === 'SOLD' || (numericValue > 0 && numericValue <= threshold)) {\n      priorityScore = 90;\n      isHighPriority = true;\n    }\n  } else {\n    if (numericValue >= threshold) {\n      priorityScore = Math.min(100, Math.round(70 + Math.min(numericValue / Math.max(threshold, 1), 3) * 10));\n      isHighPriority = true;\n    }\n  }\n\n  if (keywordFilter && titleText.toLowerCase().includes(keywordFilter)) {\n    priorityScore = Math.min(100, priorityScore + 20);\n    isHighPriority = true;\n  }\n\n  return {\n    json: {\n      ...cleaned,\n      recordId,\n      titleText,\n      itemUrl,\n      numericValue,\n      priorityScore,\n      isHighPriority,\n      alertSummary: `${titleText} (Metric: ${numericValue} | Score: ${priorityScore}/100)`,\n      scrapedAt: new Date().toISOString(),\n    },\n  };\n});"
      },
      "id": "481230e4-7621-571f-a1a1-64d437c5ac6a",
      "name": "4. Clean & Score Items",
      "type": "n8n-nodes-base.code",
      "typeVersion": 2,
      "position": [
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      ]
    },
    {
      "parameters": {
        "assignments": {
          "assignments": [
            {
              "id": "0ab8a914-b8da-56d8-80c7-d8f54c27a5c0",
              "name": "placeId",
              "value": "={{ $json.placeId }}",
              "type": "string"
            },
            {
              "id": "0df24039-dca4-5e4a-b323-57c834b7e25f",
              "name": "name",
              "value": "={{ $json.name }}",
              "type": "string"
            },
            {
              "id": "82c32a23-0495-5859-94ed-8e64382ac5d2",
              "name": "businessCategory",
              "value": "={{ $json.businessCategory }}",
              "type": "string"
            },
            {
              "id": "e56c7e95-ec45-5d9a-a427-226b9de5ba37",
              "name": "category",
              "value": "={{ $json.category }}",
              "type": "string"
            },
            {
              "id": "1c2301d4-85dd-5546-826b-79f33d96d5a5",
              "name": "categoryCode",
              "value": "={{ $json.categoryCode }}",
              "type": "string"
            },
            {
              "id": "6306a300-7af5-5949-9159-af97d30fed38",
              "name": "phone",
              "value": "={{ $json.phone }}",
              "type": "string"
            },
            {
              "id": "083a9f36-6748-56a5-b593-66fe612edc31",
              "name": "numericValue",
              "value": "={{ $json.numericValue }}",
              "type": "number"
            },
            {
              "id": "9d1b3f80-5234-5168-956c-27a53cd8c76c",
              "name": "priorityScore",
              "value": "={{ $json.priorityScore }}",
              "type": "number"
            },
            {
              "id": "d418cf1d-a272-5f16-9ff5-5e031e860201",
              "name": "isHighPriority",
              "value": "={{ $json.isHighPriority }}",
              "type": "boolean"
            },
            {
              "id": "9c423b48-14f5-5130-84b9-3206811197c8",
              "name": "alertSummary",
              "value": "={{ $json.alertSummary }}",
              "type": "string"
            },
            {
              "id": "746b8a9e-24b2-5801-810b-aa70e3d149b0",
              "name": "scrapedAt",
              "value": "={{ $json.scrapedAt }}",
              "type": "string"
            }
          ]
        },
        "includeOtherFields": true,
        "options": {}
      },
      "id": "f82ef9f1-b278-5211-aa06-d0c8105b9643",
      "name": "5. Map Export Fields",
      "type": "n8n-nodes-base.set",
      "typeVersion": 3.4,
      "position": [
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    },
    {
      "parameters": {
        "resource": "sheet",
        "operation": "append",
        "documentId": {
          "__rl": true,
          "mode": "list",
          "value": ""
        },
        "sheetName": {
          "__rl": true,
          "mode": "name",
          "value": "={{ $('1. Configure Search & Rules').first().json.sheetTab }}"
        },
        "columns": {
          "mappingMode": "defineBelow",
          "value": {
            "placeId": "={{ $json.placeId }}",
            "name": "={{ $json.name }}",
            "businessCategory": "={{ $json.businessCategory }}",
            "category": "={{ $json.category }}",
            "categoryCode": "={{ $json.categoryCode }}",
            "phone": "={{ $json.phone }}",
            "numericValue": "={{ $json.numericValue }}",
            "priorityScore": "={{ $json.priorityScore }}",
            "isHighPriority": "={{ $json.isHighPriority }}",
            "alertSummary": "={{ $json.alertSummary }}",
            "scrapedAt": "={{ $json.scrapedAt }}"
          },
          "matchingColumns": [],
          "schema": [
            {
              "id": "placeId",
              "displayName": "placeId",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "name",
              "displayName": "name",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "businessCategory",
              "displayName": "businessCategory",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "category",
              "displayName": "category",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "categoryCode",
              "displayName": "categoryCode",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "phone",
              "displayName": "phone",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "numericValue",
              "displayName": "numericValue",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "priorityScore",
              "displayName": "priorityScore",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "isHighPriority",
              "displayName": "isHighPriority",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "alertSummary",
              "displayName": "alertSummary",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "scrapedAt",
              "displayName": "scrapedAt",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            }
          ]
        },
        "options": {
          "cellFormat": "RAW"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "392f8733-93e7-5818-aa0c-b1fd35cc5d9c",
          "name": "Google Sheets account"
        }
      },
      "id": "18ad2911-f780-50aa-b090-27ecc0b0c215",
      "name": "6a. Log to Google Sheets",
      "type": "n8n-nodes-base.googleSheets",
      "typeVersion": 4.7,
      "position": [
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        -20
      ]
    },
    {
      "parameters": {
        "operation": "csv",
        "options": {
          "fileName": "naver-map-scraper-dataset-export.csv"
        }
      },
      "id": "61aefc2c-14bb-525b-b551-9fa51a48c29b",
      "name": "6b. Export Backup CSV",
      "type": "n8n-nodes-base.convertToFile",
      "typeVersion": 1.1,
      "position": [
        1440,
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      ]
    },
    {
      "parameters": {
        "conditions": {
          "options": {
            "caseSensitive": true,
            "leftValue": "",
            "typeValidation": "loose",
            "version": 2
          },
          "conditions": [
            {
              "id": "2180cc5c-4bfc-582e-9af3-6dd40a9d3e70",
              "leftValue": "={{ $json.isHighPriority }}",
              "rightValue": true,
              "operator": {
                "type": "boolean",
                "operation": "true",
                "singleValue": true
              }
            }
          ],
          "combinator": "and"
        },
        "options": {}
      },
      "id": "fda2c762-3711-5086-b67a-5682ac95abb3",
      "name": "6c. Filter High-Priority Items",
      "type": "n8n-nodes-base.filter",
      "typeVersion": 2.2,
      "position": [
        1440,
        360
      ]
    },
    {
      "parameters": {
        "resource": "message",
        "operation": "post",
        "select": "channel",
        "channelId": {
          "__rl": true,
          "mode": "list",
          "value": ""
        },
        "messageType": "text",
        "text": "=:bell: *New High-Priority Match (Naver Map Scraper: Korean Leads & Menus)*\n*<{{ $json.itemUrl }}|{{ $json.titleText }}>*\n• *Priority Score:* {{ $json.priorityScore }}/100 ({{ $json.numericValue }})\n• *Record ID:* `{{ $json.recordId }}`\n• *Scraped At:* {{ $json.scrapedAt }}",
        "otherOptions": {
          "includeLinkToWorkflow": false,
          "unfurl_links": false
        }
      },
      "credentials": {
        "slackApi": {
          "id": "6c67b0db-bde1-5e74-9d67-b43b6bfdb500",
          "name": "Slack account"
        }
      },
      "id": "8a2f3a3c-c8e6-5ffc-9ae6-102b98374321",
      "name": "7. Send Slack Alert",
      "type": "n8n-nodes-base.slack",
      "typeVersion": 2.3,
      "position": [
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        360
      ]
    }
  ],
  "connections": {
    "Every 6 Hours": {
      "main": [
        [
          {
            "node": "1. Configure Search & Rules",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "1. Configure Search & Rules": {
      "main": [
        [
          {
            "node": "2. Run UnitBytes (naver-map-scraper)",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "2. Run UnitBytes (naver-map-scraper)": {
      "main": [
        [
          {
            "node": "3. Skip Seen Records",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "3. Skip Seen Records": {
      "main": [
        [
          {
            "node": "4. Clean & Score Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "4. Clean & Score Items": {
      "main": [
        [
          {
            "node": "5. Map Export Fields",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "5. Map Export Fields": {
      "main": [
        [
          {
            "node": "6a. Log to Google Sheets",
            "type": "main",
            "index": 0
          },
          {
            "node": "6b. Export Backup CSV",
            "type": "main",
            "index": 0
          },
          {
            "node": "6c. Filter High-Priority Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "6c. Filter High-Priority Items": {
      "main": [
        [
          {
            "node": "7. Send Slack Alert",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  },
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
  },
  "meta": {
    "templateCredsSetupCompleted": false,
    "instanceId": "030f9420-0ca8-5240-8fe8-208e287a8b19"
  },
  "tags": [
    {
      "name": "Web Scraping"
    },
    {
      "name": "Apify"
    },
    {
      "name": "UnitBytes"
    },
    {
      "name": "Reputation Intelligence"
    }
  ]
}