{ "workflow": { "id": 3703, "name": "Indeed data scraper & summarization with Airtable, Bright Data & Google Gemini", "views": 2098, "recentViews": 0, "totalViews": 2098, "createdAt": "2025-04-25T00:21:41.601Z", "description": "### Who this is for?\nIndeed Data Scraper & Summarization with Airtable, Bright Data and Google Gemini is an automated workflow that extracts company profile information from Indeed using Bright Data Web Unlocker, transforms the data using Google Gemini's LLM, and forward the transformed response with the summary to a specified webhook for downstream use.\n\nThis workflow is tailored for:\n\n- Recruiters and HR teams who want quick summaries of companies listed on Indeed.\n\n- Market researchers and analysts needing structured insights into businesses.\n\n- Founders, investors, and consultants scouting potential competitors, partners, or clients.\n\n- No-code enthusiasts looking to automate data extraction and enrichment pipelines without manual scraping or parsing.\n\n### What problem is this workflow solving?\nManually gathering structured information about companies on Indeed is time-consuming and inconsistent. Pages vary in structure, and extracting clean, digestible summaries can require technical scraping expertise.\n\nThis workflow automates:\n\n- Extracting company data from Indeed reliably using Bright Data Web Unlocker.\n\n- Cleaning and summarizing the extracted content using Google Gemini LLM.\n\n- Storing structured insights directly into Airtable for easy access and further workflows.\n\n- Eliminates manual research, saves hours, and produces AI-enhanced, easily searchable records.\n\n### What this workflow does\n\n- Triggers on-demand.\n\n- Pulls company page URLs from Airtable.\n\n- Scrapes content from each Indeed company profile using Bright Data Web Unlocker.\n\n- Sends the raw HTML to Google Gemini for extraction and summarization.\n\n- Sends the summarized data to other platforms via a Webhook notification mechanism.\n\n### Setup\n- Sign up at [Bright Data](https://brightdata.com/).\n- Navigate to Proxies & Scraping and create a new Web Unlocker zone by selecting Web Unlocker API under Scraping Solutions.\n- In n8n, configure the Header Auth account under Credentials for Bright Data.\n![Header Authentication.png](fileId:1233)\nThe Value field should be set with the\n**Bearer XXXXXXXXXXXXXX**. The XXXXXXXXXXXXXX should be replaced by the Web Unlocker Token.\n- In n8n, configure the Google Gemini(PaLM) Api account with the Google Gemini API key (or access through Vertex AI or proxy).\n- In n8n, configure the Airtable Personal Access Token account under Credentials.\n- Update the Webhook Notifier with the Webhook endpoint of your choice.\n\n### How to customize this workflow to your needs\nThis workflow is built to be flexible - whether you're a company or a market researcher, entrepreneur, or data analyst. Here's how you can adapt it to fit your specific use case:\n\n- **Extend the scraper**: Modify Bright Data targets to pull job listings, salaries, or employee reviews via the Airtable data source.\n\n- **Customize the summary prompt**: Ask Gemini to extract different attributes hiring trends, practices etc.\n\n- **Routing the output to different destinations**:\nSend summaries or transformed response to Google Sheets, Airtable, or CRMs like HubSpot or Salesforce etc.\n\n", "workflow": { "id": "TTj6BiN7bQKTa6FM", "meta": { "instanceId": "885b4fb4a6a9c2cb5621429a7b972df0d05bb724c20ac7dac7171b62f1c7ef40", "templateCredsSetupCompleted": true }, "name": "Indeed Company Data Scraper & Summarization with Airtable, Bright Data and Google Gemini", "tags": [ { "id": "Kujft2FOjmOVQAmJ", "name": "Engineering", "createdAt": "2025-04-09T01:31:00.558Z", "updatedAt": "2025-04-09T01:31:00.558Z" }, { "id": "ddPkw7Hg5dZhQu2w", "name": "AI", "createdAt": "2025-04-13T05:38:08.053Z", "updatedAt": "2025-04-13T05:38:08.053Z" }, { "id": "rKOa98eAi3IETrLu", "name": "HR", "createdAt": "2025-04-13T04:59:30.580Z", "updatedAt": "2025-04-13T04:59:30.580Z" } ], "nodes": [ { "id": "390ebd32-6ce4-4894-9b4f-7b376db5b724", "name": "When clicking β€˜Test workflow’", "type": "n8n-nodes-base.manualTrigger", "position": [ -220, -545 ], "parameters": {}, "typeVersion": 1 }, { "id": "8ba6b208-b4ad-443c-8b24-c51b3b5ad880", "name": "Google Gemini Chat Model For Summarization", "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini", "position": [ 1784, -300 ], "parameters": { "options": {}, "modelName": "models/gemini-2.0-flash-exp" }, "credentials": { "googlePalmApi": { "id": "credential-id", "name": "googlePalmApi Credential" } }, "typeVersion": 1 }, { "id": "394a7291-618a-42f0-8e1b-18ed7c8496c3", "name": "Webhook HTTP Request", "type": "@n8n/n8n-nodes-langchain.toolHttpRequest", "position": [ 2280, -160 ], "parameters": { "url": "https://webhook.site/daf9d591-a130-4010-b1d3-0c66f8fcf467", "method": "POST", "sendBody": true, "parametersBody": { "values": [ { "name": "search_summary", "value": "={{ $json.response.text }}", "valueProvider": "fieldValue" }, { "name": "search_result" } ] }, "toolDescription": "Extract the response and format a structured JSON response" }, "typeVersion": 1.1 }, { "id": "4e1352a5-0fa6-4fee-a93d-cc0a0a4fdd6f", "name": "Sticky Note", "type": "n8n-nodes-base.stickyNote", "position": [ -240, -1080 ], "parameters": { "width": 400, "height": 320, "content": "## Note\n\nDeals with the Company web scraping by utilizing Bright Data Web Unlocker Product.\n\nThe Basic LLM Chain, Summarization and AI Agent are being used to demonstrate the usage of the n8n AI capabilities.\n\n**Please make sure to connect to Airtable with the Base Table as \"Indeed\" and the default Table1 filled with the indeed links to scrape. \n\nAlso make sure to update the Webhook Notification URL**" }, "typeVersion": 1 }, { "id": "bf184d27-ed62-44fa-bed2-65a1f703179e", "name": "Sticky Note1", "type": "n8n-nodes-base.stickyNote", "position": [ 720, -1080 ], "parameters": { "width": 480, "height": 320, "content": "## LLM Usages\n\nGoogle Gemini Flash Exp model is being used.\n\nBasic LLM Chain Data Extractor.\n\nSummarization Chain is being used for the summarization of search results.\n\nThe AI Agent formats the search result and pushes it to the Webhook via HTTP Request" }, "typeVersion": 1 }, { "id": "78f32ce2-1e79-4f3e-8561-4a5e07d88696", "name": "Perform Indeed Web Request", "type": "n8n-nodes-base.httpRequest", "position": [ 1100, -670 ], "parameters": { "url": "https://api.brightdata.com/request", "method": "POST", "options": {}, "sendBody": true, "sendHeaders": true, "authentication": "genericCredentialType", "bodyParameters": { "parameters": [ { "name": "zone", "value": "={{ $('Set Bright Data Zone').item.json.zone }}" }, { "name": "url", "value": "=https://www.indeed.com/cmp/{{ encodeURI($('Airtable').item.json.Link) }}?product=unlocker&method=api" }, { "name": "format", "value": "raw" }, { "name": "data_format", "value": "markdown" } ] }, "genericAuthType": "httpHeaderAuth", "headerParameters": { "parameters": [ {} ] } }, "credentials": { "httpHeaderAuth": { "id": "credential-id", "name": "httpHeaderAuth Credential" } }, "typeVersion": 4.2 }, { "id": "3738e714-59aa-4b0b-876c-c2f15a1d7479", "name": "Indeed Expert AI Agent", "type": "@n8n/n8n-nodes-langchain.agent", "position": [ 2072, -395 ], "parameters": { "text": "=You are an Indeed Expert. You need to format the search result and push it to the Webhook via HTTP Request. Here is the search result - {{ $('Markdown to Textual Data Extractor').item.json.text }}", "options": {}, "promptType": "define" }, "typeVersion": 1.8 }, { "id": "47e96e87-8ac7-43d7-af6f-b52404be4eec", "name": "Google Gemini Chat Model", "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini", "position": [ 1408, -300 ], "parameters": { "options": {}, "modelName": "models/gemini-2.0-flash-exp" }, "credentials": { "googlePalmApi": { "id": "credential-id", "name": "googlePalmApi Credential" } }, "typeVersion": 1 }, { "id": "b2b8f3f6-ef13-47ff-8e6e-4c262b352b2e", "name": "Markdown to Textual Data Extractor", "type": "@n8n/n8n-nodes-langchain.chainLlm", "position": [ 1320, -520 ], "parameters": { "text": "=You need to analyze the below markdown and convert to textual data.\n\n{{ $json.data }}", "messages": { "messageValues": [ { "message": "You are a markdown expert" } ] }, "promptType": "define" }, "typeVersion": 1.6 }, { "id": "791d5991-0baa-4aff-8dbe-465c1335889f", "name": "Convert Markdown to HTML", "type": "n8n-nodes-base.markdown", "position": [ 1398, -820 ], "parameters": { "mode": "markdownToHtml", "options": {}, "markdown": "={{ $json.data }}" }, "typeVersion": 1 }, { "id": "844c49a6-edd0-4a63-944e-44310e39ab09", "name": "Initiate a Webhook Notification for Markdown to HTML Response", "type": "n8n-nodes-base.httpRequest", "position": [ 1774, -820 ], "parameters": { "url": "https://webhook.site/daf9d591-a130-4010-b1d3-0c66f8fcf467", "options": {}, "sendBody": true, "bodyParameters": { "parameters": [ { "name": "html_response", "value": "={{ $json.data }}" } ] } }, "typeVersion": 4.2 }, { "id": "cb7b971d-17a9-4b49-8807-7a9d4f7550d2", "name": "Set Bright Data Zone", "type": "n8n-nodes-base.set", "position": [ 0, -545 ], "parameters": { "options": {}, "assignments": { "assignments": [ { "id": "4e7ee31d-da89-422f-8079-2ff2d357a0ba", "name": "zone", "type": "string", "value": "web_unlocker1" } ] } }, "typeVersion": 3.4 }, { "id": "47702b8b-5722-4fe0-93fc-950470b043c8", "name": "Loop Over Items", "type": "n8n-nodes-base.splitInBatches", "position": [ 440, -545 ], "parameters": { "options": {} }, "typeVersion": 3 }, { "id": "cb42b109-0950-45cb-ae74-3a87b724f6fc", "name": "Airtable", "type": "n8n-nodes-base.airtable", "position": [ 220, -545 ], "parameters": { "base": { "__rl": true, "mode": "list", "value": "appHnxLQRVHbCzDyj", "cachedResultUrl": "https://airtable.com/appHnxLQRVHbCzDyj", "cachedResultName": "Indeed" }, "table": { "__rl": true, "mode": "list", "value": "tblS1f5XWVMfdyjOz", "cachedResultUrl": "https://airtable.com/appHnxLQRVHbCzDyj/tblS1f5XWVMfdyjOz", "cachedResultName": "Table 1" }, "options": {}, "operation": "search" }, "credentials": { "airtableTokenApi": { "id": "credential-id", "name": "airtableTokenApi Credential" } }, "typeVersion": 2.1 }, { "id": "faf3d158-e625-4829-8e90-2549d747e674", "name": "If Link field is not empty", "type": "n8n-nodes-base.if", "position": [ 880, -670 ], "parameters": { "options": {}, "conditions": { "options": { "version": 2, "leftValue": "", "caseSensitive": true, "typeValidation": "strict" }, "combinator": "and", "conditions": [ { "id": "42eae1de-1d71-4418-862d-9cb9f8fb44e6", "operator": { "type": "string", "operation": "notEmpty", "singleValue": true }, "leftValue": "={{ $json.Link }}", "rightValue": "" } ] } }, "typeVersion": 2.2 }, { "id": "d81941a5-b267-4cac-9134-42caac9948ef", "name": "Wait", "type": "n8n-nodes-base.wait", "position": [ 660, -670 ], "webhookId": "f348d66e-ee91-40d4-8e52-83d8d3ca32f2", "parameters": { "amount": 10 }, "typeVersion": 1.1 }, { "id": "6903a767-ab81-4a01-8b98-914afab45c63", "name": "Indeed Summarizer", "type": "@n8n/n8n-nodes-langchain.chainSummarization", "position": [ 1696, -520 ], "parameters": { "options": {} }, "typeVersion": 2 }, { "id": "1cd297e9-30b9-4cb3-b2b4-96bc1e3e9d95", "name": "Sticky Note2", "type": "n8n-nodes-base.stickyNote", "position": [ 200, -1080 ], "parameters": { "width": 480, "height": 320, "content": "## Airtable Table Data Sample \n[\n {\n \"id\": \"recCDNhVfdlc97cgf\",\n \"createdTime\": \"2025-04-14T02:55:31.000Z\",\n \"Tab\": \"Starbucks\",\n \"Link\": \"https://www.indeed.com/cmp/Starbucks\"\n },\n {\n \"id\": \"recR7VEJrwXX7XjVl\",\n \"createdTime\": \"2025-04-14T02:55:31.000Z\",\n \"Tab\": \"BrightData\",\n \"Link\": \"https://www.indeed.com/cmp/bright-data\"\n }\n]" }, "typeVersion": 1 }, { "id": "d125e31f-845b-498e-9b3c-e5e8c14ed166", "name": "Google Gemini Chat Model for AI Agent", "type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini", "position": [ 2080, -160 ], "parameters": { "options": {}, "modelName": "models/gemini-2.0-flash-exp" }, "credentials": { "googlePalmApi": { "id": "credential-id", "name": "googlePalmApi Credential" } }, "typeVersion": 1 } ], "active": false, "pinData": {}, "settings": { "executionOrder": "v1" }, "versionId": "98d3cc1a-123e-468e-814f-7a96d38b8e36", "connections": { "Wait": { "main": [ [ { "node": "If Link field is not empty", "type": "main", "index": 0 } ] ] }, "Airtable": { "main": [ [ { "node": "Loop Over Items", "type": "main", "index": 0 } ] ] }, "Loop Over Items": { "main": [ [], [ { "node": "Wait", "type": "main", "index": 0 } ] ] }, "Indeed Summarizer": { "main": [ [ { "node": "Indeed Expert AI Agent", "type": "main", "index": 0 } ] ] }, "Set Bright Data Zone": { "main": [ [ { "node": "Airtable", "type": "main", "index": 0 } ] ] }, "Webhook HTTP Request": { "ai_tool": [ [ { "node": "Indeed Expert AI Agent", "type": "ai_tool", "index": 0 } ] ] }, "Indeed Expert AI Agent": { "main": [ [ { "node": "Loop Over Items", "type": "main", "index": 0 } ] ] }, "Convert Markdown to HTML": { "main": [ [ { "node": "Initiate a Webhook Notification for Markdown to HTML Response", "type": "main", "index": 0 } ] ] }, "Google Gemini Chat Model": { "ai_languageModel": [ [ { "node": "Markdown to Textual Data Extractor", "type": "ai_languageModel", "index": 0 } ] ] }, "If Link field is not empty": { "main": [ [ { "node": "Perform Indeed Web Request", "type": "main", "index": 0 } ] ] }, "Perform Indeed Web Request": { "main": [ [ { "node": "Markdown to Textual Data Extractor", "type": "main", "index": 0 }, { "node": "Convert Markdown to HTML", "type": "main", "index": 0 } ] ] }, "When clicking β€˜Test workflow’": { "main": [ [ { "node": "Set Bright Data Zone", "type": "main", "index": 0 } ] ] }, "Markdown to Textual Data Extractor": { "main": [ [ { "node": "Indeed Summarizer", "type": "main", "index": 0 } ] ] }, "Google Gemini Chat Model for AI Agent": { "ai_languageModel": [ [ { "node": "Indeed Expert AI Agent", "type": "ai_languageModel", "index": 0 } ] ] }, "Google Gemini Chat Model For Summarization": { "ai_languageModel": [ [ { "node": "Indeed Summarizer", "type": "ai_languageModel", "index": 0 } ] ] } } }, "lastUpdatedBy": 29, "workflowInfo": { "nodeCount": 19, "nodeTypes": { "n8n-nodes-base.if": { "count": 1 }, "n8n-nodes-base.set": { "count": 1 }, "n8n-nodes-base.wait": { "count": 1 }, "n8n-nodes-base.airtable": { "count": 1 }, "n8n-nodes-base.markdown": { "count": 1 }, "n8n-nodes-base.stickyNote": { "count": 3 }, "n8n-nodes-base.httpRequest": { "count": 2 }, "n8n-nodes-base.manualTrigger": { "count": 1 }, "n8n-nodes-base.splitInBatches": { "count": 1 }, "@n8n/n8n-nodes-langchain.agent": { "count": 1 }, "@n8n/n8n-nodes-langchain.chainLlm": { "count": 1 }, "@n8n/n8n-nodes-langchain.toolHttpRequest": { "count": 1 }, "@n8n/n8n-nodes-langchain.chainSummarization": { "count": 1 }, "@n8n/n8n-nodes-langchain.lmChatGoogleGemini": { "count": 3 } } }, "status": "published", "user": { "name": "Ranjan Dailata", "username": "ranjancse", "bio": "A Professional based out of India specialized in handling AI-powered automations. Contact me at ranjancse@gmail.com ", "verified": true, "links": [ "https://www.linkedin.com/in/ranjan-dailata/" ], "avatar": "https://gravatar.com/avatar/7b74fe44a7ad32db7c783b972deb5848a4b1f043377bce4039737ed66da8305f?r=pg&d=retro&size=200" }, "nodes": [ { "id": 2, "icon": "file:airtable.svg", "name": "n8n-nodes-base.airtable", "codex": { "data": { "resources": { "generic": [ { "url": "https://n8n.io/blog/2021-goals-level-up-your-vocabulary-with-vonage-and-n8n/", "icon": "🎯", "label": "2021 Goals: Level Up Your Vocabulary With Vonage and n8n" }, { "url": "https://n8n.io/blog/2021-the-year-to-automate-the-new-you-with-n8n/", "icon": "β˜€οΈ", "label": "2021: The Year to Automate the New You with n8n" }, { "url": "https://n8n.io/blog/how-to-build-a-low-code-self-hosted-url-shortener/", "icon": "πŸ”—", "label": "How to build a low-code, self-hosted URL shortener in 3 steps" }, { "url": "https://n8n.io/blog/how-to-get-started-with-crm-automation-and-no-code-workflow-ideas/", "icon": 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"1.0" } }, "group": "[\"input\"]", "defaults": { "name": "Airtable" }, "iconData": { "type": "file", "fileBuffer": "data:image/svg+xml;base64,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" }, "displayName": "Airtable", "typeVersion": 2, "nodeCategories": [ { "id": 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