Templates / Indeed data scraper & summarization with Airtable, Bright Data & Google Gemini

Indeed data scraper & summarization with Airtable, Bright Data & Google Gemini

Needs changes

by Ranjan Dailata ✓ · 2,262 views · created 2025-04-25 · Market Research, AI Summarization

Needs changes. This template uses 2 thing(s) that n8n 3.0 removes: HTTP Request Tool (legacy), AI Agent v1 (old agent modes). 2 breaking item(s) found. Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 16 nodes and runs manually, when you click “Execute workflow”. Along the way it connects Google Gemini Chat Model, HTTP Request and Airtable. It also calls api.brightdata.com and webhook.site over HTTP.

How it runs

Trigger: Manually, when you click “Execute workflow”.

  1. Set Bright Data Zone (Edit Fields (Set)): sets 1 field: zone
  2. Airtable: search
  3. Loop Over Items (Loop Over Items (Split in Batches)): loops over the items in batches
  4. Wait: waits 10 seconds
  5. If: checks a condition and branches into true / false
  6. Perform Indeed Web Request (HTTP Request): calls api.brightdata.com (POST)
  7. Markdown to Textual Data Extractor (Basic LLM Chain): sends a prompt to an LLM, with model: Google Gemini Chat Model
  8. Convert Markdown to HTML (Markdown): converts between Markdown and HTML
  9. Indeed Summarizer (Summarization Chain): summarizes text with AI, with model: Google Gemini Chat Model
  10. Initiate a Webhook Notification for Markdown to HTML Response (HTTP Request): calls webhook.site

…plus 1 more step. See the full node list below.

Services it uses

Google Gemini Chat ModelHTTP RequestAirtable

HTTP calls to: api.brightdata.com, webhook.site

Before you upgrade to n8n 3.0

2 things in this workflow are removed in n8n 3.0. Fix them before you upgrade:

  • HTTP Request Tool (legacy) in Webhook HTTP Request: replace with HTTP Request node connected to the AI Agent's Tool input.
  • AI Agent v1 (old agent modes) in Indeed Expert AI Agent (v1.8): replace with Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.

Rather not rewrite it? Many of these flows can be rebuilt in Make (free plan).

Removed in 3.0Replace with
HTTP Request Tool (legacy)
Webhook HTTP Request
HTTP Request node connected to the AI Agent's Tool input
AI Agent v1 (old agent modes)
Indeed Expert AI Agent (v1.8)
Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.

Nodes used (13)

From the author

Who this is for? Indeed 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…

Excerpt from Ranjan Dailata's description on n8n.io.

View the original on n8n.io → Check your own copy

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