Scrape LinkedIn Job Listings for Hiring Signals & Prospecting with Bright Data

LinkedIn Hiring Signal Scraper — Jobs & Prospecting Using Bright Data

Purpose: Discover recent job posts from LinkedIn using Bright Data's Dataset API, clean the results, and log them into Google Sheets — for both job hunting and identifying high-intent B2B leads based on hiring activity.

Use Cases: Job Seekers** – Spot relevant openings filtered by role, city, and country.
Sales & Prospecting** – Use job posts as buying signals.
If a company is hiring for a role you support (e.g. marketers, developers, ops) —
it's the perfect time to reach out and offer your services.

Tools Needed: n8n Nodes:** Form Trigger
HTTP Request
Wait
If
Code
Google Sheets
Sticky Notes (for embedded guidance) External Services:** Bright Data (Dataset API)
Google Sheets

API Keys & Authentication Required: Bright Data API Key**
→ Add in the HTTP Request headers:
Authorization: Bearer YOUR_BRIGHTDATA_API_KEY

Google Sheets OAuth2**
→ Connect your account in n8n to allow read/write access to the spreadsheet.

General Guidelines: Use descriptive names for all nodes.
Include retry logic in polling to avoid infinite loops.
Flatten nested fields (like job_poster and base_salary).
Strip out HTML tags from job descriptions for clean output.

Things to be Aware Of: Bright Data snapshots take ~1–3 minutes — use a Wait node and polling.
Form filters affect output significantly:
🔍 We recommend filtering by "Last 7 days" or "Past 24 hours" for fresher data.
Avoid hardcoding values in the form — leave optional filters empty if unsure.

Post-Processing & Outreach: After data lands in Google Sheets, you can use it to:
Personalize cold emails based on job titles, locations, and hiring signals.
Send thoughtful LinkedIn messages (e.g., "Saw you're hiring a CMO...")
Prioritize outreach to companies actively growing in your niche.

Additional Notes: 📄 Copy the Google Sheet Template:
Click here to make your copy
→ Rename for each campaign or client.

Form fields include:
Job Location (city or region)
Keyword (e.g., CMO, Backend Developer)
Country (2-letter code, e.g., US, UK)

This workflow gives you a competitive edge —
📌 For candidates: Be first to apply.
📌 For sellers: Be first to pitch.
All based on live hiring signals from LinkedIn.

STEP-BY-STEP WALKTHROUGH

Step 1: Set up your Google Sheet Open this template Go to File → Make a copy You'll use this copy as the destination for the scraped job posts

Step 2: Fill out the Input Form in n8n The form allows you to define what kind of job posts you want to scrape.

Fields: Job Location** → e.g. New York, Berlin, Remote
Keyword** → e.g. CMO, AI Architect, Ecommerce Manager
Country Code (2-letter)** → e.g. US, UK, IL

💡 Pro Tip:
For best results, set the filter inside the workflow to:
time_range = "Past 24 hours" or "Last 7 days"
This keeps results relevant and fresh.

Step 3: Trigger Bright Data Snapshot The workflow sends a request to Bright Data with your input.

Example API Call Body: [ { "location": "New York", "keyword": "Marketing Manager", "country": "US", "time_range": "Past 24 hours", "job_type": "Part-time", "experience_level": "", "remote": "", "company": "" } ]

Bright Data will start preparing the dataset in the background.

Step 4: Wait for the Snapshot to Complete The workflow includes a Wait Node and Polling Loop that checks every few minutes until the data is ready.

You don't need to do anything here — it's all automated.

Step 5: Clean Up the Results Once Bright Data responds with the full job post list:

✔️ Nested fields like job_poster and base_salary are flattened
✔️ HTML in job descriptions is removed
✔️ Final data is formatted for export

Step 6: Export to Google Sheets The final cleaned list is added to your Google Sheet (first tab).

Each row = one job post, with columns like:

job_title, company_name, location, salary_min, apply_link, job_description_plain

Step 7: Use the Data for Outreach or Research Example for Job Seekers: You search for:

Location: Berlin Keyword: Product Designer Country: DE Time range: Past 7 days

Now you've got a live list of roles — with salary, recruiter info, and apply links. → Use it to apply faster than others.

Example for Prospecting (Sales / SDR): You search for:

Location: London Keyword: Growth Marketing Country: UK

And find companies hiring growth marketers. → That's your signal to offer help with media buying, SEO, CRO, or your relevant service.

Use the data to: Write personalized cold emails ("Saw you're hiring a Growth Marketer…") Start warm LinkedIn outreach Build lead lists of companies actively expanding in your niche

API Credentials Required: Bright Data API Key**
Used in HTTP headers: Authorization: Bearer YOUR_BRIGHTDATA_API_KEY

Google Sheets OAuth2**
Allows n8n to read/write to your spreadsheet

Adjustments & Customization Tips: Modify the HTTP Request body to add more filters (e.g. job_type, remote, company) Increase or reduce polling wait time depending on Bright Data speed Add scoring logic to prioritize listings based on title or location

Final Notes: 📄 Google Sheet Template:
Make your copy here

⚙️ Bright Data Dataset API:
Visit BrightData.com

📬 Personalization works best when you act quickly.
Use the freshest data to reach out with context — not generic pitches.

This workflow turns LinkedIn job posts into sales insights and job leads. All in one click. Fully automated. Ready for your next move.