Indeed Company Data Scraper & Summarization with Airtable, Bright Data and Google Gemini
Configured with Agent, Airtable, Chain LLM, Chain Summarization, and additional nodes. Review the connections and setup before adapting this template.
Node categories in this workflow
- Trigger
- AI & models
- Web / API
- Transform
- Routing
- Data store
- Wait
Icons describe general node roles, inferred from node types. Inspect the parameters for the configured action.
Drag to pan; use + and − to zoom. Reconstructed from the exported node positions; nothing runs here. Dashed lines represent non-main connections. Full node names and notes appear below.
How it works
The exported workflow contains the following configured nodes. Their connections are shown above; inspect the JSON for the complete logic, expressions, and external actions.
| Node | Category | Type | Operation |
|---|---|---|---|
| When clicking ‘Test workflow’ | Trigger | Manual Trigger | See node parameters |
| Google Gemini Chat Model For Summarization | AI & models | LM Chat Google Gemini | See node parameters |
| Webhook HTTP Request | Web / API | Tool Http Request | POST |
| Perform Indeed Web Request | Web / API | HTTP Request | POST |
| Indeed Expert AI Agent | AI & models | Agent | See node parameters |
| Google Gemini Chat Model | AI & models | LM Chat Google Gemini | See node parameters |
| Markdown to Textual Data Extractor | AI & models | Chain LLM | See node parameters |
| Convert Markdown to HTML | Transform | Markdown | See node parameters |
| Initiate a Webhook Notification for Markdown to HTML Response | Web / API | HTTP Request | See node parameters |
| Set Bright Data Zone | Transform | Edit Fields | See node parameters |
| Loop Over Items | Routing | Loop Over Items | See node parameters |
| Airtable | Data store | Airtable | search |
| If Link field is not empty | Routing | If | See node parameters |
| Wait | Wait | Wait | See node parameters |
| Indeed Summarizer | AI & models | Chain Summarization | See node parameters |
| Google Gemini Chat Model for AI Agent | AI & models | LM Chat Google Gemini | See node parameters |
Setup
- Download the JSON and import it into an isolated n8n instance. Leave the workflow inactive.
- Connect your own credentials through n8n’s credential store. Replace
REPLACE_WITH_*values with your resource identifiers. - Inspect API destinations, Code nodes, database queries, file paths, and outbound actions.
- Run with synthetic data and harmless destinations. Enable triggers only after checking the actual outputs.
Requirements
An n8n instance with the listed node types and compatible versions. Service-connected workflows may require accounts, credentials, or paid APIs.
Credential types declared in the source
airtableTokenApigooglePalmApihttpHeaderAuth
Workflow notes
Note
Note
Deals with the Company web scraping by utilizing Bright Data Web Unlocker Product.
The Basic LLM Chain, Summarization and AI Agent are being used to demonstrate the usage of the n8n AI capabilities.
**Please make sure to connect to Airtable with the Base Table as "Indeed" and the default Table1 filled with the indeed links to scrape.
Also make sure to update the Webhook Notification URL**
LLM Usages
LLM Usages
Google Gemini Flash Exp model is being used.
Basic LLM Chain Data Extractor.
Summarization Chain is being used for the summarization of search results.
The AI Agent formats the search result and pushes it to the Webhook via HTTP Request
Airtable Table Data Sample
Airtable Table Data Sample
[ { "id": "recCDNhVfdlc97cgf", "createdTime": "2025-04-14T02:55:31.000Z", "Tab": "Starbucks", "Link": "https://www.indeed.com/cmp/Starbucks" }, { "id": "recR7VEJrwXX7XjVl", "createdTime": "2025-04-14T02:55:31.000Z", "Tab": "BrightData", "Link": "https://www.indeed.com/cmp/bright-data" } ]
Indeed Company Data Scraper & Summarization with Airtable, Bright Data and Google Gemini
Indeed Company Data Scraper & Summarization with Airtable, Bright Data and Google Gemini
Purpose and structure
This folder contains the Indeed Company Data Scraper & Summarization with Airtable, Bright Data and Google Gemini workflow. Its executable nodes use agent, airtable, chainLlm, chainSummarization, httpRequest, if, lmChatGoogleGemini, manualTrigger, markdown, set, splitInBatches, toolHttpRequest, wait. The table and connection map below are derived from the JSON, not an inferred guarantee of behavior.
Setup
Import inactive. Configure your own credentials and replace REPLACE_WITH_* values. Review external destinations and Code nodes before running.
Entry points
When clicking ‘Test workflow’
Verification
Sanitized source candidate; not runtime-tested. This overview is generated from node metadata. Read the folder README for the connection map, credential types, and license.
Attribution
https://github.com/Zie619/n8n-workflows/blob/94007c1445d9258a7da116646b79473e7c7c3282/workflows/Wait/1508_Wait_Manual_Automation_Webhook.json MIT; preserve source notices.