{
  "workflow": {
    "id": 7313,
    "name": "Daily competitor research automation using SerpAPI, Google Sheets & Airtable",
    "views": 674,
    "recentViews": 0,
    "totalViews": 674,
    "createdAt": "2025-08-13T05:07:50.707Z",
    "description": "### How it works\nThis workflow automatically collects a list of companies from Google Sheets, searches for their competitors using SerpAPI, extracts up to 10 relevant competitor names with source links, and logs the results into both Google Sheets and Airtable. It runs on a set schedule, cleans and formats the company list, processes each entry individually, checks if competitors exist, and separates results into successful and “no competitors found” lists for organized tracking.\n\n### Step-by-step\n**1. Trigger & Input**\n- Auto Run (Scheduled) – Executes every day at the set time (e.g., 9 AM).\n\n- Read Companies Sheet – Pulls the list of companies from a Google Sheet (List column).\n\n- Clean & Format Company List – Removes empty rows, trims names, and attaches row numbers for tracking.\n\n- Loop Over Companies – Processes each company one at a time in batches.\n\n**2. Competitor Search**\n- Search Company Competitors (SerpAPI) – Sends a query like \"{Company} competitors\" to SerpAPI, retrieving structured search results in JSON format.\n\n**3. Data Extraction & Validation**\n- Extract Competitor Data from Search – Parses SerpAPI results to:\n\n- Identify the company name\n\n- Extract up to 10 competitor names\n\n- Capture the top source URL\n\n- Count total search results\n\n- Has Competitors? – Checks if any competitors were found:\n\n- Yes → Proceeds to logging\n\n- No → Logs in “no results” list\n\n**4. Logging Results**\n- Log to Result Sheet – Appends or updates competitor data into the results Google Sheet.\n\n- Log Companies Without Results – Records companies with zero competitors found in a separate section of the results sheet.\n\n- Sync to Airtable – Pushes all results (successful or not) into Airtable for unified storage and analysis.\n\n### Benefits\n- Automated Competitor Research – Eliminates the need for manual Google searching.\n\n- Daily Insights – Runs automatically at your chosen schedule.\n\n- Clean Data Output – Stores structured competitor lists with sources for easy review.\n\n- Multi-Destination Sync – Saves to both Google Sheets and Airtable for flexibility.\n\n- Scalable & Hands-Free – Handles hundreds of companies without extra effort.",
    "workflow": {
      "name": "10 - Business Landscape Tracker",
      "tags": [],
      "nodes": [
        {
          "id": "1be5e364-b985-4ce4-bb52-5f4d4afc8481",
          "name": "🕒 Auto Run (Scheduled)",
          "type": "n8n-nodes-base.scheduleTrigger",
          "position": [
            -2040,
            0
          ],
          "parameters": {
            "rule": {
              "interval": [
                {
                  "triggerAtHour": 9
                }
              ]
            }
          },
          "typeVersion": 1.2
        },
        {
          "id": "7e5d5597-0e13-477d-af55-2847cdd4b89c",
          "name": "📄 Read Companies Sheet",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            -1820,
            0
          ],
          "parameters": {
            "options": {},
            "sheetName": {
              "__rl": true,
              "mode": "list",
              "value": "gid=0",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/YOUR_GOOGLE_SHEET_ID_HERE/edit#gid=0",
              "cachedResultName": "Sheet1"
            },
            "documentId": {
              "__rl": true,
              "mode": "list",
              "value": "YOUR_GOOGLE_SHEET_ID_HERE",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/YOUR_GOOGLE_SHEET_ID_HERE/edit?usp=drivesdk",
              "cachedResultName": "Companies List"
            }
          },
          "credentials": {
            "googleSheetsOAuth2Api": {
              "id": "credential-id",
              "name": "googleSheetsOAuth2Api Credential"
            }
          },
          "typeVersion": 4
        },
        {
          "id": "0942f8f7-220c-48fc-bda0-43b250981475",
          "name": "🧹 Clean & Format Company List",
          "type": "n8n-nodes-base.code",
          "position": [
            -1600,
            0
          ],
          "parameters": {
            "jsCode": "const companies = [];\n\nfor (const item of $input.all()) {\n  // Get company name from the correct field key: \"List\"\n  const companyName = item.json.List;\n\n  if (companyName && companyName.trim() !== '') {\n    companies.push({\n      company: companyName.trim(),\n      row: item.json.row_number || companies.length + 2\n    });\n  }\n}\n\n// Return each company as a separate item\nreturn companies.map(company => ({ json: company }));"
          },
          "typeVersion": 2
        },
        {
          "id": "dd0127ef-28ef-4928-8cdc-6cf0627ac365",
          "name": "🔁 Loop Over Companies",
          "type": "n8n-nodes-base.splitInBatches",
          "position": [
            -1380,
            0
          ],
          "parameters": {
            "options": {},
            "batchSize": 100
          },
          "typeVersion": 3
        },
        {
          "id": "ee903349-6643-4c97-862c-bd50d2abcd8d",
          "name": "🌍 Search Company Competitors (SerpAPI)",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            -1160,
            0
          ],
          "parameters": {
            "url": "https://serpapi.com/search.json",
            "options": {
              "response": {
                "response": {
                  "responseFormat": "json"
                }
              }
            },
            "sendQuery": true,
            "queryParameters": {
              "parameters": [
                {
                  "name": "q",
                  "value": "={{ $json.company }} competitors"
                },
                {
                  "name": "hl",
                  "value": "en"
                },
                {
                  "name": "gl",
                  "value": "us"
                },
                {
                  "name": "api_key",
                  "value": "YOUR_SERPAPI_KEY_HERE"
                }
              ]
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "a5f9d7d7-a7b2-4325-bbe9-c2feb053f98a",
          "name": "🧠 Extract Competitor Data from Search",
          "type": "n8n-nodes-base.code",
          "position": [
            -940,
            0
          ],
          "parameters": {
            "jsCode": "const inputData = $input.all();\nconst results = [];\n\nfor (const item of inputData) {\n  const searchResults = item.json;\n\n  // === Helper Functions (same as before) ===\n\n  function extractCompanyName(searchData) {\n    if (searchData.search_parameters?.q) {\n      const query = searchData.search_parameters.q.toLowerCase();\n      const cleanQuery = query\n        .replace(/competitors?/gi, '')\n        .replace(/competition/gi, '')\n        .replace(/vs/gi, '')\n        .replace(/alternatives?/gi, '')\n        .trim();\n      const companyName = cleanQuery.split(' ')[0];\n      return companyName.charAt(0).toUpperCase() + companyName.slice(1);\n    }\n\n    if (searchData.organic_results?.[0]?.title) {\n      const title = searchData.organic_results[0].title;\n      const match = title.match(/(\\w+)\\s+competitors?/i);\n      if (match) return match[1];\n    }\n\n    return \"Unknown Company\";\n  }\n\n  function extractCompetitors(searchData) {\n    const competitors = new Set();\n\n    if (searchData.related_questions) {\n      searchData.related_questions.forEach(q => {\n        q.list?.forEach(item => {\n          const clean = item.replace(/\\.$/, '').trim();\n          if (clean.length > 1) competitors.add(clean);\n        });\n      });\n    }\n\n    if (searchData.ai_overview?.text_blocks) {\n      searchData.ai_overview.text_blocks.forEach(block => {\n        block.list?.forEach(item => {\n          const clean = item.title?.replace(/:$/, '').trim();\n          if (clean?.length > 1) competitors.add(clean);\n        });\n      });\n    }\n\n    if (searchData.organic_results) {\n      searchData.organic_results.forEach(result => {\n        const snippet = result.snippet;\n        if (snippet) {\n          const patterns = [\n            /competitors?[^.]*?include[^.]*?([A-Z][a-zA-Z\\s,&.]+)/gi,\n            /rivals?[^.]*?include[^.]*?([A-Z][a-zA-Z\\s,&.]+)/gi,\n            /competition[^.]*?from[^.]*?([A-Z][a-zA-Z\\s,&.]+)/gi\n          ];\n          patterns.forEach(pattern => {\n            const matches = snippet.match(pattern);\n            if (matches) {\n              matches.forEach(match => {\n                match\n                  .split(/,|\\sand\\s|&/)\n                  .map(name => name.replace(/[^a-zA-Z\\s]/g, '').trim())\n                  .forEach(name => {\n                    if (name.length > 2 && !name.toLowerCase().includes('competitor'))\n                      competitors.add(name);\n                  });\n              });\n            }\n          });\n        }\n      });\n    }\n\n    if (searchData.answer_box?.expanded_list) {\n      searchData.answer_box.expanded_list.forEach(item => {\n        if (item.title) competitors.add(item.title);\n      });\n    }\n\n    return Array.from(competitors).slice(0, 10);\n  }\n\n  function getTopSource(searchData) {\n    return searchData.organic_results?.[0]?.link || null;\n  }\n\n  // === Main Logic ===\n  try {\n    const company = extractCompanyName(searchResults);\n    const competitorsList = extractCompetitors(searchResults);\n    const topSource = getTopSource(searchResults);\n\n    results.push({\n      json: {\n        company,\n        competitors: competitorsList.join(', ') || 'No competitors found',\n        competitor_count: competitorsList.length,\n        top_source: topSource,\n        search_query: searchResults.search_parameters?.q || 'N/A',\n        total_results: searchResults.search_information?.total_results || 0,\n        extraction_timestamp: new Date().toISOString()\n      }\n    });\n  } catch (err) {\n    results.push({\n      json: {\n        error: `Extraction failed: ${err.message}`,\n        company: \"Unknown\",\n        competitors: \"\",\n        competitor_count: 0,\n        top_source: null\n      }\n    });\n  }\n}\n\nreturn results;"
          },
          "typeVersion": 2
        },
        {
          "id": "20193daa-c689-4311-ad39-9f696794712d",
          "name": "🧐 Has Competitors?",
          "type": "n8n-nodes-base.if",
          "position": [
            -720,
            0
          ],
          "parameters": {
            "options": {},
            "conditions": {
              "options": {
                "version": 1,
                "leftValue": "",
                "caseSensitive": true,
                "typeValidation": "strict"
              },
              "combinator": "and",
              "conditions": [
                {
                  "id": "8a7b6c5d-4321-0987-6543-210fedcba987",
                  "operator": {
                    "type": "string",
                    "operation": "notEquals"
                  },
                  "leftValue": "={{ $json.competitors }}",
                  "rightValue": "No competitors found"
                }
              ]
            }
          },
          "typeVersion": 2
        },
        {
          "id": "1f513736-3963-4045-9eaa-4df3cebfc0e3",
          "name": "📊 Log to Result Sheet",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            -500,
            -100
          ],
          "parameters": {
            "columns": {
              "value": {
                "Source": "={{ $json.top_source }}",
                "Company": "={{ $json.company }}",
                "Competitors": "={{ $json.competitors }}",
                "Total Results": "={{ $json.total_results }}"
              },
              "schema": [
                {
                  "id": "Company",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Company",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Competitors",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Competitors",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Total Results",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Total Results",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Source",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Source",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                }
              ],
              "mappingMode": "defineBelow",
              "matchingColumns": [
                "Company"
              ],
              "attemptToConvertTypes": false,
              "convertFieldsToString": false
            },
            "options": {
              "useAppend": true,
              "cellFormat": "USER_ENTERED"
            },
            "operation": "appendOrUpdate",
            "sheetName": {
              "__rl": true,
              "mode": "list",
              "value": "gid=0",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/YOUR_RESULTS_GOOGLE_SHEET_ID_HERE/edit#gid=0",
              "cachedResultName": "Sheet1"
            },
            "documentId": {
              "__rl": true,
              "mode": "list",
              "value": "YOUR_RESULTS_GOOGLE_SHEET_ID_HERE",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/YOUR_RESULTS_GOOGLE_SHEET_ID_HERE/edit?usp=drivesdk",
              "cachedResultName": "Companies Result"
            }
          },
          "credentials": {
            "googleSheetsOAuth2Api": {
              "id": "credential-id",
              "name": "googleSheetsOAuth2Api Credential"
            }
          },
          "typeVersion": 4
        },
        {
          "id": "d39b91c7-a3c0-45eb-b926-2d668262a899",
          "name": "❌ Log Companies Without Results",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            -500,
            100
          ],
          "parameters": {
            "columns": {
              "value": {
                "Source": "Null",
                "Company": "={{ $json.company }}",
                "Competitors": "No Competetitors Found",
                "Total Results": "0"
              },
              "schema": [
                {
                  "id": "Company",
                  "type": "string",
                  "display": true,
                  "required": false,
                  "displayName": "Company",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Competitors",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Competitors",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Total Results",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Total Results",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Source",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Source",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                }
              ],
              "mappingMode": "defineBelow",
              "matchingColumns": [],
              "attemptToConvertTypes": false,
              "convertFieldsToString": false
            },
            "options": {
              "useAppend": true,
              "cellFormat": "USER_ENTERED"
            },
            "operation": "appendOrUpdate",
            "sheetName": {
              "__rl": true,
              "mode": "list",
              "value": "gid=0",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/YOUR_RESULTS_GOOGLE_SHEET_ID_HERE/edit#gid=0",
              "cachedResultName": "Sheet1"
            },
            "documentId": {
              "__rl": true,
              "mode": "list",
              "value": "YOUR_RESULTS_GOOGLE_SHEET_ID_HERE",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/YOUR_RESULTS_GOOGLE_SHEET_ID_HERE/edit?usp=drivesdk",
              "cachedResultName": "Companies Result"
            }
          },
          "credentials": {
            "googleSheetsOAuth2Api": {
              "id": "credential-id",
              "name": "googleSheetsOAuth2Api Credential"
            }
          },
          "typeVersion": 4
        },
        {
          "id": "7910cb3e-88e7-4716-82ad-89bec10409a8",
          "name": "🗃️ Sync to Airtable",
          "type": "n8n-nodes-base.airtable",
          "position": [
            -280,
            0
          ],
          "parameters": {
            "base": {
              "__rl": true,
              "mode": "list",
              "value": "YOUR_AIRTABLE_BASE_ID_HERE",
              "cachedResultUrl": "https://airtable.com/YOUR_AIRTABLE_BASE_ID_HERE",
              "cachedResultName": "Test"
            },
            "table": {
              "__rl": true,
              "mode": "list",
              "value": "YOUR_AIRTABLE_TABLE_ID_HERE",
              "cachedResultUrl": "https://airtable.com/YOUR_AIRTABLE_BASE_ID_HERE/YOUR_AIRTABLE_TABLE_ID_HERE",
              "cachedResultName": "Table 1"
            },
            "columns": {
              "value": {
                "Source": "={{ $json.Source }}",
                "Company": "={{ $json.Company }}",
                "Competitors": "={{ $json.Competitors }}",
                "Total Results": "={{ $json[\"Total Results\"] }}"
              },
              "schema": [
                {
                  "id": "id",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "readOnly": true,
                  "required": false,
                  "displayName": "id",
                  "defaultMatch": true
                },
                {
                  "id": "Company",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "readOnly": false,
                  "required": false,
                  "displayName": "Company",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Competitors",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "readOnly": false,
                  "required": false,
                  "displayName": "Competitors",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Total Results",
                  "type": "number",
                  "display": true,
                  "removed": false,
                  "readOnly": false,
                  "required": false,
                  "displayName": "Total Results",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Source",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "readOnly": false,
                  "required": false,
                  "displayName": "Source",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                }
              ],
              "mappingMode": "defineBelow",
              "matchingColumns": [
                "Company"
              ],
              "attemptToConvertTypes": false,
              "convertFieldsToString": false
            },
            "options": {},
            "operation": "upsert"
          },
          "credentials": {
            "airtableTokenApi": {
              "id": "credential-id",
              "name": "airtableTokenApi Credential"
            }
          },
          "typeVersion": 2.1
        },
        {
          "id": "b299cf8f-6b5e-48f2-adb4-2794ad4220aa",
          "name": "Sticky Note",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -2140,
            -340
          ],
          "parameters": {
            "color": 5,
            "width": 280,
            "height": 640,
            "content": "## Auto Run (Scheduled)\n\n**Description:**\n\n⏰ This is the starting point of the workflow. It runs automatically based on your configured schedule—no manual trigger needed."
          },
          "typeVersion": 1
        },
        {
          "id": "e21ba623-5589-4781-a131-31afbee80431",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -1840,
            -340
          ],
          "parameters": {
            "color": 3,
            "width": 600,
            "height": 640,
            "content": "## Loop Over Companies\n\n**Description:**\n\n📋 Fetch companies from a Google Sheet (List column).\n\n🧹 Clean and format data, removing empty entries and attaching row numbers.\n\n🔁 Send companies into the flow using a Lopp Over node for processing.\n"
          },
          "typeVersion": 1
        },
        {
          "id": "38ce6a00-5b57-47a2-9cce-e2deaa67e285",
          "name": "Sticky Note2",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -1220,
            -340
          ],
          "parameters": {
            "color": 4,
            "width": 220,
            "height": 640,
            "content": "## Search Company Competitors (SerpAPI)\n\n**Description:**\n\n🔍 For each company, this node sends a GET request to SerpAPI with the query {company} competitors, returning structured search result JSON for further parsing."
          },
          "typeVersion": 1
        },
        {
          "id": "78b206db-221d-426c-aa15-1115c2266cc8",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -980,
            -340
          ],
          "parameters": {
            "width": 420,
            "height": 640,
            "content": "## Extract & Check Competitors\n\n**Description:**\n\nExtracts the company name, up to 10 competitors, and top source from SerpAPI results.\nThen checks if any competitors were found:\n\n✅ Yes → Send to Google Sheet + Airtable\n\n❌ No → Log as failed search"
          },
          "typeVersion": 1
        },
        {
          "id": "6ef49329-b2a7-44ad-9226-d2c61dc996e7",
          "name": "Sticky Note4",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -540,
            -340
          ],
          "parameters": {
            "color": 6,
            "width": 460,
            "height": 640,
            "content": "## Log Results to Sheets & Airtable\n\n**Description:**\n\nLogs successful competitor data to Google Sheets ✅\n\nLogs failed searches separately ❌\n\nBoth flows sync to Airtable for unified storage 📥"
          },
          "typeVersion": 1
        }
      ],
      "active": false,
      "pinData": {},
      "settings": {
        "executionOrder": "v1"
      },
      "connections": {
        "🧐 Has Competitors?": {
          "main": [
            [
              {
                "node": "📊 Log to Result Sheet",
                "type": "main",
                "index": 0
              }
            ],
            [
              {
                "node": "❌ Log Companies Without Results",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "📊 Log to Result Sheet": {
          "main": [
            [
              {
                "node": "🗃️ Sync to Airtable",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "🔁 Loop Over Companies": {
          "main": [
            [],
            [
              {
                "node": "🌍 Search Company Competitors (SerpAPI)",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "📄 Read Companies Sheet": {
          "main": [
            [
              {
                "node": "🧹 Clean & Format Company List",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "🕒 Auto Run (Scheduled)": {
          "main": [
            [
              {
                "node": "📄 Read Companies Sheet",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "🧹 Clean & Format Company List": {
          "main": [
            [
              {
                "node": "🔁 Loop Over Companies",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "❌ Log Companies Without Results": {
          "main": [
            [
              {
                "node": "🗃️ Sync to Airtable",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "🧠 Extract Competitor Data from Search": {
          "main": [
            [
              {
                "node": "🧐 Has Competitors?",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "🌍 Search Company Competitors (SerpAPI)": {
          "main": [
            [
              {
                "node": "🧠 Extract Competitor Data from Search",
                "type": "main",
                "index": 0
              }
            ]
          ]
        }
      }
    },
    "lastUpdatedBy": 29,
    "workflowInfo": {
      "nodeCount": 15,
      "nodeTypes": {
        "n8n-nodes-base.if": {
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        "displayName": "HTTP Request",
        "typeVersion": 4,
        "nodeCategories": [
          {
            "id": 5,
            "name": "Development"
          },
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 20,
        "icon": "fa:map-signs",
        "name": "n8n-nodes-base.if",
        "codex": {
          "data": {
            "alias": [
              "Router",
              "Filter",
              "Condition",
              "Logic",
              "Boolean",
              "Branch"
            ],
            "details": "The IF node can be used to implement binary conditional logic in your workflow. You can set up one-to-many conditions to evaluate each item of data being inputted into the node. That data will either evaluate to TRUE or FALSE and route out of the node accordingly.\n\nThis node has multiple types of conditions: Bool, String, Number, and Date & Time.",
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/learn-to-automate-your-factorys-incident-reporting-a-step-by-step-guide/",
                  "icon": "🏭",
                  "label": "Learn to Automate Your Factory's Incident Reporting: A Step by Step Guide"
                },
                {
                  "url": "https://n8n.io/blog/2021-the-year-to-automate-the-new-you-with-n8n/",
                  "icon": "☀️",
                  "label": "2021: The Year to Automate the New You with n8n"
                },
                {
                  "url": "https://n8n.io/blog/why-business-process-automation-with-n8n-can-change-your-daily-life/",
                  "icon": "🧬",
                  "label": "Why business process automation with n8n can change your daily life"
                },
                {
                  "url": "https://n8n.io/blog/create-a-toxic-language-detector-for-telegram/",
                  "icon": "🤬",
                  "label": "Create a toxic language detector for Telegram in 4 step"
                },
                {
                  "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/",
                  "icon": "store",
                  "label": "6 e-commerce workflows to power up your Shopify s"
                },
                {
                  "url": "https://n8n.io/blog/how-to-build-a-low-code-self-hosted-url-shortener/",
                  "icon": "🔗",
                  "label": "How to build a low-code, self-hosted URL shortener in 3 steps"
                },
                {
                  "url": "https://n8n.io/blog/automate-your-data-processing-pipeline-in-9-steps-with-n8n/",
                  "icon": "⚙️",
                  "label": "Automate your data processing pipeline in 9 steps"
                },
                {
                  "url": "https://n8n.io/blog/how-to-get-started-with-crm-automation-and-no-code-workflow-ideas/",
                  "icon": "👥",
                  "label": "How to get started with CRM automation (with 3 no-code workflow ideas"
                },
                {
                  "url": "https://n8n.io/blog/5-tasks-you-can-automate-with-notion-api/",
                  "icon": "⚡️",
                  "label": "5 tasks you can automate with the new Notion API "
                },
                {
                  "url": "https://n8n.io/blog/automate-google-apps-for-productivity/",
                  "icon": "💡",
                  "label": "15 Google apps you can combine and automate to increase productivity"
                },
                {
                  "url": "https://n8n.io/blog/automation-for-maintainers-of-open-source-projects/",
                  "icon": "🏷️",
                  "label": "How to automatically manage contributions to open-source projects"
                },
                {
                  "url": "https://n8n.io/blog/how-uproc-scraped-a-multi-page-website-with-a-low-code-workflow/",
                  "icon": " 🕸️",
                  "label": "How uProc scraped a multi-page website with a low-code workflow"
                },
                {
                  "url": "https://n8n.io/blog/5-workflow-automations-for-mattermost-that-we-love-at-n8n/",
                  "icon": "🤖",
                  "label": "5 workflow automations for Mattermost that we love at n8n"
                },
                {
                  "url": "https://n8n.io/blog/why-this-product-manager-loves-workflow-automation-with-n8n/",
                  "icon": "🧠",
                  "label": "Why this Product Manager loves workflow automation with n8n"
                },
                {
                  "url": "https://n8n.io/blog/sending-automated-congratulations-with-google-sheets-twilio-and-n8n/",
                  "icon": "🙌",
                  "label": "Sending Automated Congratulations with Google Sheets, Twilio, and n8n "
                },
                {
                  "url": "https://n8n.io/blog/how-to-set-up-a-ci-cd-pipeline-with-no-code/",
                  "icon": "🎡",
                  "label": "How to set up a no-code CI/CD pipeline with GitHub and TravisCI"
                },
                {
                  "url": "https://n8n.io/blog/benefits-of-automation-and-n8n-an-interview-with-hubspots-hugh-durkin/",
                  "icon": "🎖",
                  "label": "Benefits of automation and n8n: An interview with HubSpot's Hugh Durkin"
                },
                {
                  "url": "https://n8n.io/blog/aws-workflow-automation/",
                  "label": "7 no-code workflow automations for Amazon Web Services"
                }
              ],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.if/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
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              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "If",
          "color": "#408000"
        },
        "iconData": {
          "icon": "map-signs",
          "type": "icon"
        },
        "displayName": "If",
        "typeVersion": 2,
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            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 39,
        "icon": "fa:sync",
        "name": "n8n-nodes-base.splitInBatches",
        "codex": {
          "data": {
            "alias": [
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              "Concatenate",
              "Batch",
              "Split",
              "Split In Batches"
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            "resources": {
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                  "icon": " 🕸️",
                  "label": "How uProc scraped a multi-page website with a low-code workflow"
                },
                {
                  "url": "https://n8n.io/blog/benefits-of-automation-and-n8n-an-interview-with-hubspots-hugh-durkin/",
                  "icon": "🎖",
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              ],
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                }
              ]
            },
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            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
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              ]
            }
          }
        },
        "group": "[\"organization\"]",
        "defaults": {
          "name": "Loop Over Items",
          "color": "#007755"
        },
        "iconData": {
          "icon": "sync",
          "type": "icon"
        },
        "displayName": "Loop Over Items (Split in Batches)",
        "typeVersion": 3,
        "nodeCategories": [
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            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 565,
        "icon": "fa:sticky-note",
        "name": "n8n-nodes-base.stickyNote",
        "codex": {
          "data": {
            "alias": [
              "Comments",
              "Notes",
              "Sticky"
            ],
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers"
              ]
            }
          }
        },
        "group": "[\"input\"]",
        "defaults": {
          "name": "Sticky Note",
          "color": "#FFD233"
        },
        "iconData": {
          "icon": "sticky-note",
          "type": "icon"
        },
        "displayName": "Sticky Note",
        "typeVersion": 1,
        "nodeCategories": [
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            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 834,
        "icon": "file:code.svg",
        "name": "n8n-nodes-base.code",
        "codex": {
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            "alias": [
              "cpde",
              "Javascript",
              "JS",
              "Python",
              "Script",
              "Custom Code",
              "Function"
            ],
            "details": "The Code node allows you to execute JavaScript in your workflow.",
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code/"
                }
              ]
            },
            "categories": [
              "Development",
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers",
                "Data Transformation"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Code"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iNTEyIiBoZWlnaHQ9IjUxMiIgdmlld0JveD0iMCAwIDUxMiA1MTIiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+CjxnIGNsaXAtcGF0aD0idXJsKCNjbGlwMF8xMTcxXzQ0MSkiPgo8cGF0aCBkPSJNMTcwLjI4MyA0OEgxOTYuNUMyMDMuMTI3IDQ4IDIwOC41IDQyLjYyNzQgMjA4LjUgMzZWMTJDMjA4LjUgNS4zNzI1OCAyMDMuMTI3IDAgMTk2LjUgMEgxNzAuMjgzQzEyNi4xIDAgOTAuMjgzIDM1LjgxNzIgOTAuMjgzIDgwVjE3NkM5MC4yODMgMjA2LjkyOCA2NS4yMTA5IDIzMiAzNC4yODMgMjMySDIzQzE2LjM3MjYgMjMyIDExIDIzNy4zNzIgMTEgMjQ0VjI2OEMxMSAyNzQuNjI3IDE2LjM3MjQgMjgwIDIyLjk5OTYgMjgwTDM0LjI4MyAyODBDNjUuMjEwOSAyODAgOTAuMjgzIDMwNS4wNzIgOTAuMjgzIDMzNlY0NDBDOTAuMjgzIDQ3OS43NjQgMTIyLjUxOCA1MTIgMTYyLjI4MyA1MTJIMTk2LjVDMjAzLjEyNyA1MTIgMjA4LjUgNTA2LjYyNyAyMDguNSA1MDBWNDc2QzIwOC41IDQ2OS4zNzMgMjAzLjEyNyA0NjQgMTk2LjUgNDY0SDE2Mi4yODNDMTQ5LjAyOCA0NjQgMTM4LjI4MyA0NTMuMjU1IDEzOC4yODMgNDQwVjMzNkMxMzguMjgzIDMwOS4wMjIgMTI4LjAxMSAyODQuNDQzIDExMS4xNjQgMjY1Ljk2MUMxMDYuMTA5IDI2MC40MTYgMTA2LjEwOSAyNTEuNTg0IDExMS4xNjQgMjQ2LjAzOUMxMjguMDExIDIyNy41NTcgMTM4LjI4MyAyMDIuOTc4IDEzOC4yODMgMTc2VjgwQzEzOC4yODMgNjIuMzI2OSAxNTIuNjEgNDggMTcwLjI4MyA0OFoiIGZpbGw9IiNGRjk5MjIiLz4KPHBhdGggZD0iTTMwNSAzNkMzMDUgNDIuNjI3NCAzMTAuMzczIDQ4IDMxNyA0OEgzNDIuOTc5QzM2MC42NTIgNDggMzc0Ljk3OCA2Mi4zMjY5IDM3NC45NzggODBWMTc2QzM3NC45NzggMjAyLjk3OCAzODUuMjUxIDIyNy41NTcgNDAyLjA5OCAyNDYuMDM5QzQwNy4xNTMgMjUxLjU4NCA0MDcuMTUzIDI2MC40MTYgNDAyLjA5OCAyNjUuOTYxQzM4NS4yNTEgMjg0LjQ0MyAzNzQuOTc4IDMwOS4wMjIgMzc0Ljk3OCAzMzZWNDMyQzM3NC45NzggNDQ5LjY3MyAzNjAuNjUyIDQ2NCAzNDIuOTc5IDQ2NEgzMTdDMzEwLjM3MyA0NjQgMzA1IDQ2OS4zNzMgMzA1IDQ3NlY1MDBDMzA1IDUwNi42MjcgMzEwLjM3MyA1MTIgMzE3IDUxMkgzNDIuOTc5QzM4Ny4xNjEgNTEyIDQyMi45NzggNDc2LjE4MyA0MjIuOTc4IDQzMlYzMzZDNDIyLjk3OCAzMDUuMDcyIDQ0OC4wNTEgMjgwIDQ3OC45NzkgMjgwSDQ5MEM0OTYuNjI3IDI4MCA1MDIgMjc0LjYyOCA1MDIgMjY4VjI0NEM1MDIgMjM3LjM3MyA0OTYuNjI4IDIzMiA0OTAgMjMyTDQ3OC45NzkgMjMyQzQ0OC4wNTEgMjMyIDQyMi45NzggMjA2LjkyOCA0MjIuOTc4IDE3NlY4MEM0MjIuOTc4IDM1LjgxNzIgMzg3LjE2MSAwIDM0Mi45NzkgMEgzMTdDMzEwLjM3MyAwIDMwNSA1LjM3MjU4IDMwNSAxMlYzNloiIGZpbGw9IiNGRjk5MjIiLz4KPC9nPgo8ZGVmcz4KPGNsaXBQYXRoIGlkPSJjbGlwMF8xMTcxXzQ0MSI+CjxyZWN0IHdpZHRoPSI1MTIiIGhlaWdodD0iNTEyIiBmaWxsPSJ3aGl0ZSIvPgo8L2NsaXBQYXRoPgo8L2RlZnM+Cjwvc3ZnPgo="
        },
        "displayName": "Code",
        "typeVersion": 2,
        "nodeCategories": [
          {
            "id": 5,
            "name": "Development"
          },
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 839,
        "icon": "fa:clock",
        "name": "n8n-nodes-base.scheduleTrigger",
        "codex": {
          "data": {
            "alias": [
              "Time",
              "Scheduler",
              "Polling",
              "Cron",
              "Interval"
            ],
            "resources": {
              "generic": [],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.scheduletrigger/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0"
          }
        },
        "group": "[\"trigger\",\"schedule\"]",
        "defaults": {
          "name": "Schedule Trigger",
          "color": "#31C49F"
        },
        "iconData": {
          "icon": "clock",
          "type": "icon"
        },
        "displayName": "Schedule Trigger",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      }
    ],
    "categories": [
      {
        "id": 32,
        "name": "Market Research"
      },
      {
        "id": 51,
        "name": "Multimodal AI"
      }
    ],
    "image": []
  }
}