Best Lead Scraping Tools: Pricing & Performance Review
Lead scraping tools can help automate prospecting, but users should review each target website’s terms, privacy rules, and applicable outreach laws before collecting or using contact data.
Automating logged-in platforms such as LinkedIn or Sales Navigator may create platform-enforcement risk, including account restrictions, even when the data appears publicly visible.
Lead scraping tools: Pricing, type and free trials
Provider | Platform type | Starting price /mo | Free trial |
|---|---|---|---|
Cloud-based | $1.50 / 1,000 record | Free 1k requests | |
Apify (Contact Scraper) | Cloud-based | $20.00 / 1,000 results | $5 monthly credit |
Lead Scrape | Desktop App (Win/Mac) | $97.00 / year | 14-day money-back |
PhantomBuster | Cloud-based | $69.00 | 14 days |
Octoparse | Desktop + Cloud | $69.00 | Free forever version |
Best lead scraping tools in 2026
Bright Data’s Lead Scraper helps you collect contact details from LinkedIn, Google Maps, Crunchbase, and Indeed. It has two options for users with different levels of technical experience:
- No-code scrapers come with ready-made templates for popular lead sources. You enter a URL or search, pick the sites and lead data you want, and choose how you wish to receive the results.
- The Scraper APIs use JavaScript and have built-in tools to help you parse HTML. Templates are available for popular sites, including LinkedIn, Google Maps, Crunchbase, and Indeed or Glassdoor.
Apify provides the Contact Details Scraper for lead generation. This tool identifies contact information on web pages and collects additional lead contact details, including job titles and LinkedIn profiles linked to the domain. The tool uses a pay-per-event model, so you pay for the data you extract rather than a flat platform fee.
Features:
- It supports MCP (Model Context Protocol), allowing integration with AI tools such as Claude Desktop. This enables automated contact information scraping on demand.
- No setup is required.
Lead Scrape is a local lead generation tool you can download for Windows or Mac. Unlike cloud-based scrapers like Apify, which charge per record, this software is available for download.
Features:
- You can search for business leads by city, state, or region. In the US, you can also search by zip code.
- The tool can detect if a business is running Google or Facebook ads.
PhantomBuster enables users to collect data from professional networks such as LinkedIn and Sales Navigator, as well as from local business platforms, including Google Maps and Yellow Pages.
Its main tools are search exports, which convert search results into organized spreadsheets, and profile scrapers, which extract details like verified email addresses and phone numbers from profiles.
Features:
- Built-in proxies enable you to extract web data from Google Maps or LinkedIn without additional configuration.
- You can send leads directly to HubSpot, Salesforce, Pipedrive, or Zapier, eliminating the need to download CSV files manually.
Unlike Lead Scrape, which targets local businesses, or PhantomBuster, which specializes in social media, Octoparse is a general-purpose web scraper.
Its visual interface lets you use a built-in browser to specify the data to collect. Octoparse offers a free local run and a paid cloud run. Local run stops if your laptop closes, while cloud run uses IP rotation. A paid plan with IP rotation is required to scrape over 5,000 leads.
Features:
- Octoparse includes an AI-powered auto-detect feature. When you paste a URL, it identifies names, phone numbers, and addresses, and automatically builds the scraping workflow.
- You can configure the bot to click the ‘Next’ button or scroll until all leads are collected.
Is it illegal to scrape leads?
The legality of lead scraping depends on the data source, how the data is accessed, the jurisdiction, and how the collected data is used.
Scraping private data, bypassing access controls, using fake accounts, ignoring cease-and-desist letters, or collecting data from logged-in platforms may increase legal and account suspension risks.
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