What is the Leads Sniper Yellow Pages scraper?

Leads Sniper Yellow Pages Scraper is a Chrome and Edge extension that pulls up to 45 fields per business listing, including phone, address, rating and website, for a one-time $149 lifetime license with no subscription and no export cap. There is a free trial but no free tier, and no refunds. Phone numbers come through reliably, email coverage is patchy, and the tool is country-locked. Buy it for cold calling local businesses, not for email-only campaigns.

It extracts business leads directly from Yellow Pages directory sites and exports them to CSV or Excel. The 45 fields go well past the basics (business name, telephone, full address, city, state, postal code, rating, review count, website, email): it also captures latitude and longitude, categories, open hours, extra phone numbers, payment methods, BBB rating, years in business, social links, price range, and more. That depth surprised me, and it is what lets you filter for businesses with low ratings, no website, or few reviews.

Check the country list before anything else. It works with Yellow Pages sites in the US, Canada, UK, Germany, Switzerland, South Korea, Australia, and Italy, and nowhere else. If your target market is outside those, this tool will not help you.

It needs no VPS or proxies, and it runs entirely in your browser rather than the cloud. As I said in the video, that cuts both ways: you get total control and nothing leaves your machine, but heavy bulk scraping can trigger IP issues, so keep a VPN on standby. If you are weighing it against renting a lead list forever, it belongs in the same “own it, do not rent it” bucket as the deals in my tested AI deals hub.

Why a directory scrape returns cleaner rows than the open web

You can scrape leads from Yellow Pages, and it is more reliable than scraping the open web because the data is already structured. Every listing follows the same template (business name, phone, address, rating, category, website), so a scraper drops those fields straight into spreadsheet columns instead of guessing what a page contains. You search the way you always would, by category and location, and the scraper walks every listing on those result pages.

That is why I treat directory scraping differently from the email scraping in my Google search scraper test. The Google method casts a wide net across social platforms and the open web to find emails. The Yellow Pages method is narrower and deeper: fewer sources, but cleaner, phone-first local business records. For agency lead gen, that trade is usually worth it, as long as you accept that a listing only carries an email when the business chose to publish one.

Niche, city, start: the whole setup

There is no footprint to build, which is the big difference from the Google scraper. The whole thing took under 10 minutes end to end.

Install it from the ZIP your account provides. Turn on Developer mode in Chrome’s Manage Extensions, extract the ZIP, load the unpacked folder and pin the icon; Edge works the same way. Scraping extensions are banned from the Chrome Web Store, hence the unpacked install, and it is also why the account download is the only copy worth trusting with a tool that reads page data.
Start the trial or paste your key. First run gives you around 40 free credits with no credit card, enough to judge the data for your niche and your region before you pay $149, since lead quality varies by industry and country.
Choose Yellow Pages as the source, enter your business category as a keyword, and add the cities or states you want. Keywords and locations stack: “plumber” plus “water damage repair” across three cities compounds into every combination automatically. For a clean demo I kept it to plumber, New York.
Click start. The extension opens Yellow Pages, scrolls the listings and fills a live table, with a counter for lead count and duration. With multiple keywords it flags and removes duplicate businesses, since the same shop often has more than one listing. You can pause and resume without losing progress; I paused around a couple dozen leads.
At bulk volume only, deal with captchas and IP pressure. Normal runs hit nothing. Big ones can bring a Yellow Pages captcha, which you solve by hand or clear automatically through 2Captcha, a pay-as-you-go solver. Because everything runs from your browser, hammering the directory can also cause proxy or rate-limit issues, so scrape in smaller bursts and keep a VPN for heavy sessions.
Export. Pick the unique key for dedupe (page URL or phone number are the sensible choices) so a business with several listings collapses to one row, then export to CSV or Excel. Take all 45 fields, which I recommend because you can delete columns later, or a single field: a virtual assistant doing cold calls can get one column of phone numbers and nothing else.

Plumbers in New York: 41 leads, every one with a phone number

I have run a marketing agency, Maxinium, and for anyone selling web design, SEO, ads or reputation management to local businesses, the bottleneck is not delivering the work. It is finding enough qualified businesses to pitch. So I bought into the Leads Sniper ecosystem (I already own their Google Maps and Google search scrapers) and tested this one the way an agency would.

The run for plumbers in New York returned 41 leads in a couple of minutes and exported the full 45-field sheet. In Excel, the phone column stood out: every single lead had a number, with no blanks. Each row also carried the business name, full address, latitude and longitude, rating, review count, website, and social links where the business had them, so I could see immediately which plumbers had low ratings, which had no website, and which had almost no reviews.

The email column is where directory scraping thins out, because plenty of Yellow Pages businesses simply do not publish one. And 41 is a raw number: some of those businesses are closed, wrong-fit, or already have an agency. Treat it as a pool to qualify, not 41 ready buyers, and scrape several hundred if you want real volume.

Built for agencies that pick up the phone

It earns its price for:

Local marketing agencies. Web design, SEO, ads and reputation services all sell into exactly the businesses this directory lists.
Phone-first outreach teams. Every lead in my test carried a phone number, which is the field that matters for a calling workflow.
Freelancers who qualify before pitching. Rating, review count and website presence let you spot the weak listings worth approaching.
Buyers escaping capped lead lists, since there is no export limit once you own it.
Operators inside the supported countries. That is where the whole value sits.

It is the wrong buy for:

Email-only campaigns. Many listings publish no email at all, so an email-first sequence will find large gaps.
Markets outside the supported countries. There is no partial coverage; it simply does not work.
People new to cold outreach. Get a calling and sending process running first, then buy the data tool.
Teams sharing one license. One installation per license, so a team needs the bundle.
Buyers who want a refund option. Sales are final once you can scrape.

Sort the export by weakness, then pitch the fix

A raw list is not revenue. The fields the scraper already gives you (rating, review count, website) tell you what each business needs, so filter on them:

Low rating? Pitch online reputation management and review generation.
No website listed? Pitch web design. This is the easiest local sale there is.
Outdated or thin website? Pitch a redesign or a landing page.
Few reviews but good service? Pitch a review and local SEO campaign.

That turns a generic list into a pitch list where every message names a problem the business already has. A good AI writing tool can then draft tailored call scripts and email openers from the business name, category, and city in your sheet.

The list is not the asset. The angle is. A scraped row becomes a client when your first sentence names a problem they already feel. - Alston Antony

Start small, call or email in batches, track which angle converts, and build your next scrape around it. Lead with the phone, because that is where this tool’s data is strongest.

Is scraping Yellow Pages legal? The calling rules come first

Collecting business details that are already publicly listed is generally fine; the regulated part is how you contact those businesses. I am not a lawyer, and the rules differ by country, so read this as a checklist to verify locally.

Because Yellow Pages data is phone-heavy, cold-calling law matters most. In the US, the FTC’s Do Not Call and telemarketing rules (and the TCPA) govern telemarketing calls, including calling business numbers in many cases. Scrub against the National Do Not Call Registry where required, respect calling-time rules, and honor opt-outs. Any email outreach still falls under CAN-SPAM in the US and GDPR in the EU and UK: honest headers, a real opt-out, and a lawful basis where required.

Keep outreach relevant, act on do-not-call and unsubscribe requests immediately, and never blast. Used that way, a Yellow Pages scraper is a legitimate B2B prospecting tool; used as a robocall cannon, it is a fast route to complaints and penalties.

One $149 license against a $49-a-month list

One installation of the Yellow Pages scraper costs $149, paid once, for life. That is the figure on Leads Sniper’s own pricing page when I checked in August 2026. You cannot rent it monthly even if you wanted to. An agency scraping on several machines at once buys a volume bundle instead, and ten licenses come to $447. The only running cost is optional: 2Captcha at roughly $1 to $3 per 1,000 captchas, and only at bulk volume.

A typical local-lead database or list service runs $49 to $99 a month and caps your exports. At even $49 a month, the license breaks even in about three months and costs nothing after that, with no export limit.

Sales are final: once you can scrape, the vendor counts the product as used, and its FAQ says so plainly. That turns the free trial into mandatory homework. Run it on your niche and country, confirm the data is there, then buy.

Country lock, thin emails and the other catches

“Unlimited” holds on the license: no cap on leads or searches and no credit meter once you own it. The limits are practical instead.

Country-locked. It works only with Yellow Pages sites in its supported countries, and is useless outside that list. Unlimited only matters inside it.
Email coverage is patchy. Phone numbers are reliable, emails are hit or miss because a large share of listings never publish one. This is a calling tool first.
Scraped is not verified. Ratings and phone numbers are usually current, but some businesses will have closed or changed numbers, so the list needs qualifying before outreach.
Browser-bound execution. Everything runs in your session, so bulk scraping creates IP and proxy pressure that a VPN and slower pacing have to absorb, and captchas appear at volume.
Raw counts overstate the pool. A 41-lead pull includes businesses that are closed, wrong-fit, or already working with an agency.
One machine per license, and no refund, so the free trial carries the entire evaluation burden.

When a paid list beats a directory scrape

If running an extension or chasing phone numbers is the wrong fit, one of these is the better spend. Outscraper gives you directory and maps data without an extension, Apollo.io replaces raw listings with a maintained B2B database and sequencing, and Hunter.io suits outreach that is email-only.

Alternative	Price	Pick it instead when
Outscraper	Pay as you go, first 500 records free, then $3 per 1,000	You want directory and maps data without running an extension, and will pay per record
Apollo.io	Free plan with 75 credits per month, Basic $49 per user per month	You need a maintained B2B database with sequencing rather than raw directory listings
Hunter.io	Free 50 credits per month, Starter $34/month	Your outreach is email-only and you need verified addresses instead of phone numbers

Verdict: buy it for calling, skip it for email-only

For an agency that lives on local leads, this is a strong buy. Setup is a niche and a city, the 45-field export gives you enough to qualify before you dial, phone coverage in my test had no gaps, and $149 once undercuts any capped subscription inside a quarter. The two things that can sink it are fixed before you pay: whether your country is on the list, and whether your outreach is phone-led. If both are yes, pair the export with do-not-call and CAN-SPAM compliance and a weakness-based pitch, and the tool pays for itself.

Your first step: start the free trial, run one search for your exact niche in your city, and open the export. If the phone numbers and ratings are there for your market, the $149 is easy math. If your country is not supported, you just saved yourself $149 in ten minutes. You can see more calls like this across my tested AI tool reviews.

About this test: the plumber run above was done on a Leads Sniper license I bought myself, alongside their Google Maps and Google search scrapers. Where a link on this page is an affiliate link, the verdict above stands regardless, and I offer a non-referral route where I can.

Read the verdict