How to Scrape B2B Leads for Free in 2026 (5 Methods That Work)

LinkedIn Search + Export

LinkedIn is the world's largest B2B database. You don't need Sales Navigator to extract useful data — basic LinkedIn search gets you surprisingly far.

What you can extract for free:

• Full name, job title, company name
• Company size range (visible on company pages)
• Location (city/country)
• LinkedIn profile URL (which you can use to find the email)

The workflow:

1. Go to LinkedIn people search
2. Filter by: Job Title + Industry + Location + Company Size
3. Use a tool like PhantomBuster free tier (20 min/day) to scrape the results
4. Export as CSV: name, company, LinkedIn URL
5. Run through email finder (method 5) to get emails

Volume: ~50-100 profiles/day on free tier. ~300-500 profiles during Sales Navigator free trial (30 days). Sign up, scrape hard for 30 days, cancel before billing.

Apollo.io Free Plan

Apollo's free plan gives you 50 email exports per month with full contact data. That sounds low — but it's 50 verified, enriched contacts including direct emails.

How to maximize it:

1. Create account at apollo.io (no credit card for free tier)
2. Use advanced filters: industry, title, company size, funding stage, technology stack
3. Be precise — export only your highest-fit ICPs
4. Each export gives you: name, email, phone, company, LinkedIn, company size, revenue estimate

Stack with multiple workspaces: Apollo allows one account per email. Create an account with your main email, your alias, and your business email. That's 150 verified leads/month, free.

Quality check: Apollo's data is remarkably accurate. In my testing, 87% of their free-tier emails hit the inbox. For context, scraped emails from other sources typically hit 60-70%.

Google Maps Scraping

For any business that serves local or regional clients (agencies, consultants, SaaS with SMB focus), Google Maps is a goldmine. Every business listing has a name, website, phone, and often an email.

The Python script:

import requests
import json

def search_google_maps(query, location, api_key):
    """
    Uses Google Places API (free tier: $200 credit/month)
    Covers ~5,000 searches for free
    """
    url = "https://maps.googleapis.com/maps/api/place/textsearch/json"
    params = {
        "query": f"{query} in {location}",
        "key": api_key
    }
    response = requests.get(url, params=params)
    results = response.json().get("results", [])
    
    leads = []
    for place in results:
        leads.append({
            "name": place.get("name"),
            "address": place.get("formatted_address"),
            "rating": place.get("rating"),
            "place_id": place.get("place_id")
        })
    return leads

# Example: aesthetic clinics in Munich
leads = search_google_maps("aesthetic clinic", "Munich", YOUR_API_KEY)

Then for each lead, hit the website URL to find the contact email using a simple regex scraper or Hunter.io's domain search (free tier: 25 searches/month).

Community-Based Lead Prospecting

This is underused and incredibly high-quality. People who post in communities are active and engaged — the best kind of lead.

Reddit workflow:

1. Go to relevant subreddits: r/SaaS, r/entrepreneur, r/startups, r/coldemail
2. Search for posts about pain points your product solves
3. Check their profile for website, company info, social links
4. Use their username to find their Twitter/LinkedIn, then email

Twitter/X workflow:

1. Search for: "looking for [tool category]" or "can anyone recommend [your category]"
2. Export users via Twitter search API (free tier available)
3. Check their bio for company URL → email finder

These leads aren't volume plays. But the conversion rate is 3-5x higher than cold list scraping because they've self-identified with a pain point.

Pattern-Based Email Finding

Once you have a name and company domain, finding the email is straightforward. Most companies use one of four patterns:

• firstname@domain.com
• firstname.lastname@domain.com
• f.lastname@domain.com
• firstnamelastname@domain.com

Free tools to find the pattern:

• Hunter.io — 25 domain searches/month free. Shows you the pattern used by that company
• Snov.io — 50 credits/month free
• Findymail — 10 credits/month free but highest accuracy
• Email permutator + NeverBounce — Generate all variants, verify which one exists

The verification step is non-negotiable. Never send to unverified emails. Bounces destroy your domain reputation. Use NeverBounce free tier (1,000 verifications free) or ZeroBounce (100 free/month).