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Scrape Indeed job listings for hiring signals using Bright Data and LLMs

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Scrape Indeed job listings for hiring signals using Bright Data and LLMs preview
Open on n8n.io

Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

Scrape Indeed Job Listings for Hiring Signals Using Bright Data and LLMs How the flow runs 1. Fill the form with job position you're hunting for. 2. Bright data's scraper will scrape Indeed based o...

Best for

  • Personal Productivity automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.httprequest, n8n-nodes-base.formtrigger, n8n-nodes-base.wait, n8n-nodes-base.if, n8n-nodes-base.googlesheets, n8n-nodes-base.splitout, @n8n/n8n-nodes-langchain.lmchatopenai

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Yaron Been.

Original n8n.io source

1.1 Workflow description

Title
Scrape Indeed job listings for hiring signals using Bright Data and LLMs
Workflow name
Scrape Indeed job listings for hiring signals using Bright Data and LLMs

Scrape Indeed Job Listings for Hiring Signals Using Bright Data and LLMs

How the flow runs

  1. Fill the form with job position you're hunting for.
  2. Bright data's scraper will scrape Indeed based on your requirments.
  3. Workflow waits for the snapshot.
  4. Data returns as JSON.
  5. Jobs append to Google Sheets.
  6. Each row goes to an LLM to analyze if you're a good fit for the job (based on your prompts).
  7. The LLMswrites YES or NO next to each job opportunity, helping you find job posts that are relevant to you.

What you need

  • Google Sheets with our template.
  • Bright Data dataset and API key.
  • OpenAI key for GPT‑4o mini (or any other LLM).
  • n8n with required nodes.

Form fields To Fill

  • Job Location – city or region.
  • Keyword – role or skills.
  • Country – two‑letter code.

Setup steps

  1. Copy the sheet template link.
  2. Import the JSON workflow.
  3. Add your credentials in nodes.
  4. Test the form manually.
  5. Add a schedule if desired.

Bright Data filter example

[
  {
    "country": "US",
    "domain": "indeed.com",
    "keyword_search": "Growth Marketer",
    "location": "Miami",
    "date_posted": "Last 24 hours"
  }
]

**Tips**
-Choose Last 24 hours often.

-Increase wait time for big snapshots.

-Narrow keywords to save credits.


**Need help?
**Email me anytime: 
[email protected]
YouTube: @YaronBeen
- LinkedIn: https://www.linkedin.com/in/yaronbeen/
=======================================
Bright Data Docs: https://docs.brightdata.com/introduction

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Sticky Note9

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 2 - Snapshot Progress

Type / Role
n8n-nodes-base.httpRequest - httpRequest
Config choices
Version 4.2

Block 3 - Sticky Note10

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 4 - Sticky Note1

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 5 - On form submission - Discover Jobs

Type / Role
n8n-nodes-base.formTrigger - formTrigger
Config choices
Version 2.2

Block 6 - HTTP Request- Post API call to Bright Data

Type / Role
n8n-nodes-base.httpRequest - httpRequest
Config choices
Version 4.2

Block 7 - Wait - Polling Bright Data

Type / Role
n8n-nodes-base.wait - wait
Config choices
Version 1.1

Block 8 - If - Checking status of Snapshot - if data is ready or not

Type / Role
n8n-nodes-base.if - if
Config choices
Version 2.2

Block 9 - HTTP Request - Getting data from Bright Data

Type / Role
n8n-nodes-base.httpRequest - httpRequest
Config choices
Version 4.2

Block 10 - Google Sheets - Adding All Job Posts

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.3

Block 11 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 12 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 13 - Split Out

Type / Role
n8n-nodes-base.splitOut - splitOut
Config choices
Version 1

Block 14 - OpenAI Chat Model

Type / Role
@n8n/n8n-nodes-langchain.lmChatOpenAi - lmChatOpenAi
Config choices
Version 1.2

Block 15 - Google Sheets

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.5

Block 16 - Sticky Note

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 17 - Basic LLM Chain - Checking Fit

Type / Role
@n8n/n8n-nodes-langchain.chainLlm - chainLlm
Config choices
Version 1.6

3. Summary Table

Workflow Scrape Indeed job listings for hiring signals using Bright Data and LLMs
Complexity advanced
Nodes 17
Categories Personal Productivity, AI Summarization
Author Yaron Been
Published 18 Apr 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/3601/3601.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Scrape Indeed job listings for hiring signals using Bright Data and LLMs do?

Scrape Indeed Job Listings for Hiring Signals Using Bright Data and LLMs How the flow runs 1. Fill the form with job position you're hunting for. 2. Bright data's scraper will scrape Indeed based o...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Personal Productivity, AI Summarization use case.