Scrape Workday, Greenhouse and Lever jobs into SQLite with Python (and get only the new ones)

Description and use

<blockquote> <p><strong>Disclosure:</strong> I built and sell the Apify actor used here (<a href="https://apify.com/flyingnimbus/career-site-jobs-scraper" rel="noopener noreferrer">Career Site Jobs Scraper</a>). It is pay-per-result at $4 per 1,000 jobs saved; companies not found, empty results and filtered-out jobs are free. All code below was executed against the live actor on 2026-10-30 and the outputs shown are real.</p> </blockquote> <p>Job boards are a gold mine for market research, lead generation and personal job hunting, but every applicant-tracking system (ATS) has a different format

Problem

<blockquote> <p><strong>Disclosure:</strong> I built and sell the Apify actor used here (<a href="https://apify.com/flyingnimbus/career-site-jobs-scraper" rel="noopener noreferrer">Career Site Jobs Scraper</a>). It is pay-per-result at $4 per 1,000 jobs saved; companies not found, empty results and filtered-out jobs are free. All code below was executed against the live actor on 2026-10-30 and the outputs shown are real.</p> </blockquote> <p>Job boards are a gold mine for market research, lead generation and personal job hunting, but every applicant-tracking system (ATS) has a different format

Outcome

<blockquote> <p><strong>Disclosure:</strong> I built and sell the Apify actor used here (<a href="https://apify.com/flyingnimbus/career-site-jobs-scraper" rel="noopener noreferrer">Career Site Jobs Scraper</a>). It is pay-per-result at $4 per 1,000 jobs saved; companies not found, empty results and filtered-out jobs are free. All code below was executed against the live actor on 2026-10-30 and the outputs shown are real.</p> </blockquote> <p>Job boards are a gold mine for market research, lead generation and personal job hunting, but every applicant-tracking system (ATS) has a different format

Evidence

Scrape Workday, Greenhouse and Lever jobs into SQLite with Python (and get only the new ones)

Source