Prompt
I'm building a no-code workflow to extract job listings into Google Sheets
Latest observation
Oct 4, 2026
OpenAI APIWeb search: off
Great use case. A no-code workflow for extracting job listings into Google Sheets usually looks like this:
Simple workflow
-
Source jobs
- Job board pages, ATS pages, or RSS feeds
- Examples: Greenhouse, Lever, Workable, Ashby, Indeed, LinkedIn, etc.
-
Extract the data
- Use a no-code scraper or automation tool:
- Apify
- Browse AI
- Phantombuster
- Octoparse
- Make.com / Zapier with scraping/API steps
- Use a no-code scraper or automation tool:
-
Clean and format
- Normalize fields like:
- Job title
- Company
- Location
- Remote/onsite
- Salary
- Posting URL
- Date posted
- Description snippet
- Normalize fields like:
-
Send to Google Sheets
- Append rows into a sheet
- Use a unique key like
job_urlorjob_idto prevent duplicates
Recommended no-code setup
If you want something practical and stable:
Option A: Scraper + Make.com + Google Sheets
- Apify/Browse AI extracts job data
- Make.com receives the data
- Google Sheets stores rows
- Add a deduplication step using the job URL
Option B: Direct ATS/API extraction
Many job boards expose structured endpoints:
- Greenhouse boards
- Lever postings API
- Workable JSON endpoints
This is often easier than scraping HTML.
Suggested sheet columns
Use columns like:
job_idtitlecompanylocationremote_statusemployment_typesalary_minsalary_maxjob_urlposted_datesourcedescriptiondate_scraped
Key implementation tips
- Use a unique identifier to avoid duplicates
- Normalize locations because job boards format them differently
- Rate-limit scraping to avoid blocks
- Prefer APIs/JSON endpoints when available
- Schedule runs daily or hourly depending on how fresh you need listings
Example automation logic
- Scrape jobs from target site
- Parse each listing into fields
- Check if
job_urlalready exists in Sheets - If not, append row
- Repeat on a schedule
If you want, I can help you design the exact workflow for one of these setups:
- Make.com + Google Sheets
- Zapier + Google Sheets
- Apify + Google Sheets
- Browse AI + Google Sheets
Or I can help you build a schema for the sheet and dedup logic.