What should I use instead of scraping for business data?

Instead of scraping, use data sources that are meant to be accessed programmatically or purchased legally. The best option depends on what business data you need.

Good alternatives to scraping

1. Official APIs

   • Use company or platform APIs when available.
   • Examples: Google Places, LinkedIn (limited), Crunchbase, Clearbit, Yelp, Xero, Stripe, Shopify.
   • Best for: structured, reliable, up-to-date data.

2. Licensed data providers

   • Buy datasets from vendors that aggregate business information.
   • Examples: Dun & Bradstreet, ZoomInfo, Apollo, Data Axle, PitchBook.
   • Best for: firmographics, contacts, company profiles, enrichment.

3. Public registries and government datasets

   • Business registration databases, SEC filings, local licensing records, tax records where public.
   • Best for: verification, legal entity data, financial disclosures.

4. Data enrichment services

   • Upload a list of companies or emails and get enriched fields back.
   • Often offers better compliance than scraping.
   • Best for: filling missing firmographic/contact data.

5. Partnerships and direct data sharing

   • Negotiate access with the data owner.
   • Best for: high-value, exclusive, or frequently updated data.

6. User-submitted or first-party data

   • Collect the data directly from customers, forms, integrations, or surveys.
   • Best for: highest accuracy and compliance.

7. Search and indexing services

   • Use APIs from search engines or business directories rather than crawling pages yourself.
   • Best for: discovery and lookup workflows.

How to choose

Ask:

• Do I need real-time or batch data?
• Do I need contacts, company info, reviews, or financials?
• Is the data public, licensed, or restricted?
• What are my compliance requirements?

Rule of thumb

If your use case is commercial or at scale, the safest path is usually:

• API first
• licensed provider second
• public registry third

If you tell me what business data you need and your use case (lead generation, market research, competitor tracking, enrichment, etc.), I can suggest the best alternatives.