The Best Lead Scraper Tools for B2B & Local Lead Generation (2026)

The six types of lead scraper

1. Google Maps scrapers

These search Google Maps by keyword and location and return the listing data: business name, address, phone, website, category, rating, review count and opening hours. They are the natural fit for anyone selling to local businesses, because almost every trade, clinic, restaurant and shop has a listing. What a listing does and does not contain is covered in what data can you extract from Google Maps. They come as hosted web apps, Chrome extensions that read the page you are looking at, and desktop programs. Some free options exist; see free Google Maps scrapers for what they can and cannot do.

2. Directory scrapers

These pull from Yellow Pages-style directories, trade association member lists and review sites. The data overlaps heavily with Google Maps but is often older, and directories vary a lot in how they feel about being scraped. Useful when a niche has a directory that Google Maps does not cover well, such as licensed professionals listed by a regulator.

3. LinkedIn and social scrapers

These collect people rather than businesses: job titles, company, profile links, sometimes an inferred email. They suit B2B outreach to named roles at larger companies. They are a poor fit for local businesses, where the owner is the decision-maker and is rarely on LinkedIn in any useful way. Social platforms also prohibit automated collection in their terms, and profile data is personal data, so the legal posture is different from public business listings.

4. Website email scrapers

Give them a list of website URLs and they crawl the pages, pull out email addresses and social profile links, and sometimes check whether the addresses accept mail. On their own they need a list of websites to start from. Paired with a Google Maps scraper, they turn a listing into a contactable record. How this works by hand is in find an email address from a website.

5. No-code automation platforms

Platforms that host ready-made scraping recipes for many sites, usually billed by usage (compute time, results or credits). They are flexible and cover far more sources than a single-purpose tool, and they need more of your time: choosing recipes, handling failures, cleaning output and joining data from several runs. Good when your needs are unusual or change often.

6. APIs and code

The Google Places API, plus a script you write, is the developer's route to the same listing data. It is well documented and priced per request with free monthly usage per tier, but it returns no email addresses and has strict rules on storing results. The honest comparison is in Google Places API vs a Google Maps scraper.

How to judge a lead scraper: seven questions

1. Which fields come back? Name and phone are table stakes. Website, rating, review count, category and opening hours let you filter. Email and social links usually need a second step: does the tool do it, or do you?
2. Is anything verified? An email address that has been format-checked and mail-server-checked is worth far more than one that was merely found. Ask what "verified" means in the tool you are looking at.
3. What are the result limits? Google Maps shows a limited number of results per search, so a tool's headline number matters less than how it splits an area into searches and removes duplicates. See the Google Maps search results limit.
4. How do you get the data out? CSV is the minimum. Direct export to a CRM or a webhook saves the copy-and-paste step. Check whether export is gated to a higher plan.
5. What is the legal posture? Business listing data is public, but contact details that identify a person, such as a sole trader's phone or email, are personal data in many countries. A tool that scrapes reviews and reviewer names, or that sells personal email lists, is a red flag. This is not legal advice; the principles are in is Google Maps scraping legal.
6. How is it billed? Monthly plans with a lead allowance, credits that expire, pay-per-result, one-time licences for desktop software, or compute-based usage. Each suits a different pattern of use. A one-time licence is cheap if you scrape occasionally; a monthly allowance is simpler if you build lists every week.
7. How much of your time does it need? A hosted tool with filters is minutes per list. A code-based approach is hours up front and some maintenance forever. Price your own time into the comparison.

Decision table by use case

The most common mistake is buying a LinkedIn-style tool to reach plumbers, or a Maps scraper to reach heads of procurement. Match the type to where the buyer is listed before you compare features.

Where LeadOutreach fits

LeadOutreach is a hosted Google Maps scraper with website email finding built in, aimed at agencies and freelancers selling to local businesses. You search by keyword and location; it returns name, address, phone, website, rating, review count, category and opening hours, then reads each business's website for email addresses and social profile links and runs basic email checks, shown in an Email Verified column.

• Filters for No website, phone present, rating, social presence and ad-pixel presence, so you can narrow a search to the businesses your service is for.
• AI lead scoring to sort a list by fit.
• CSV export on every plan; CRM and webhook export on Pro and Agency; team seats on Agency.
• A Chrome extension for grabbing results from the page you are on. It is installed manually and is not in the Chrome Web Store yet.
• It never sends email or messages on your behalf. Outreach stays in your own tools.

Plans start with a 7-day Starter trial (1,000 leads, enrichment and AI scoring, no credit card required) followed by a Free tier with 100 leads a month forever; paid plans are Starter at $19 a month for 1,000 leads, Pro at $39 for 3,000 leads with CRM and webhook export, and Agency at $99 for 10,000 leads with up to five seats. See the pricing page for current limits. Where it does not fit: LinkedIn, people search, or sources outside Google Maps and business websites. The compare page sets it against the other tools in this space.

Free and low-cost options, honestly

You can build a small list without paying anything: a Chrome extension that reads a Maps results page, a free plan on a hosted tool, or a script against the Places API within its free monthly usage. The trade-offs are volume, enrichment and time. Google Maps scraper Chrome extensions are the quickest way to start and the quickest to outgrow, because they only see what is on the screen and rarely find emails.

Buying a ready-made list is the other shortcut, and usually the worst one. Lists are stale, shared between buyers, and come with no record of consent. The reasons are laid out in should you buy Google Maps lead lists.

What no lead scraper should do

• Collect reviews or reviewer names. Reviewers are private individuals and have no relationship with you.
• Sell or resell personal email lists.
• Send messages on your behalf from inside the scraper. Keep list-building and outreach separate so you control every send and can honour opt-outs.
• Promise results it cannot show. If a tool claims a verification rate or an accuracy figure, ask how it is measured.

A short evaluation routine

1. Write down who you sell to and where they are listed. That picks the type.
2. Shortlist two tools of that type and run the same search on both: one trade, one city.
3. Count the results, the duplicates, the rows with a phone, the rows with a website, and the rows with an email that passed a check.
4. Export both to CSV and open them. Look at what you would actually send to, not the headline count.
5. Check the export, the billing model and the terms for storing data before you pay for a month.

One afternoon of this beats any ranking article, including this one. The right lead scraper is the one that gives you a list you can contact this week, for a buyer you have already chosen.