I'm building a sales ops workflow to extract contacts from websites, what should I use?

For a sales ops workflow to extract contacts from websites, I’d suggest a layered approach rather than relying on a single tool.

Best options by need

1. If you want a no/low-code workflow

Use:

• Apify for crawling websites and extracting page data
• Clay to enrich, dedupe, and route leads
• Apollo / ZoomInfo / Clearbit / People Data Labs for contact enrichment
• Zapier or Make to connect everything to your CRM

This is often the fastest setup for sales ops teams.

2. If you want maximum control and scale

Use:

• Python + Playwright or Scrapy for scraping
• BeautifulSoup for parsing HTML
• Postgres / BigQuery for storage
• OpenAI or rules-based extraction for structuring messy data
• HubSpot/Salesforce API for syncing contacts

This is better if you need custom logic, large volume, or want to control costs.

3. If you only need contact discovery from company sites

Use:

• A crawler to find:
  • About
  • Team
  • Contact
  • Leadership pages
• Then use email/phone extraction plus enrichment tools:
  • Hunter
  • Snov.io
  • Apollo
  • Clearbit
  • PDL

Recommended stack for most sales ops teams

If you’re starting fresh, I’d recommend:

Apify + Clay + Apollo/Hunter + HubSpot/Salesforce

Why:

• Apify handles website crawling
• Clay handles workflow logic and enrichment
• Apollo/Hunter finds verified contacts
• CRM sync keeps everything usable by sales

Important caveat

Make sure you’re complying with:

• website terms of service
• robots.txt where appropriate
• privacy laws like GDPR/CCPA
• your internal data governance rules

For contact extraction, it’s usually better to focus on business contact data that’s publicly listed and avoid anything that feels intrusive.

My practical recommendation

• Small team / fast launch: Clay + Apify + Apollo
• Engineering-heavy / custom pipeline: Playwright + Python + CRM API
• High-volume enrichment: PDL or Clearbit plus a crawler

If you want, I can also suggest:

1. a specific tool stack by budget, or
2. a sample workflow diagram for extracting contacts from websites and pushing them into HubSpot/Salesforce.