treg.to / Use cases / Local businesses & reviews

2 providers · from $0.0015 per result · $0.000 markup

Review scraper API: a business's reviews from Tripadvisor, Trustpilot and Yelp, as data

Give your agent a business's page and get its reviews back as rows: rating, text, date and reviewer, ready to sort, count or read. Three review sites answer through one treg.to key, from $0.0015, without a Tripadvisor API key, a Yelp Fusion application or a browser of your own. They are not alternatives to each other; the site is the choice.

Start free See the comparison

$1.00 of free credit on every new team · no provider signup · no card

2 of 4 endpoints on this page are live-verified against the provider.

compared on this page

Try it

What’s the best way to ask ChatGPT?

1Set your agent up, once

in your agent's chat

set up treg — https://treg.to/llms.txt

2Ask for the job

the prompt

Using treg, pull the last 200 Tripadvisor reviews for this hotel URL, show me the price first, then give me the rating distribution by month and the ten most recent reviews of two stars or fewer in full.

works in

Why this prompt works

Give the page, not the name

Every provider here takes a URL, a path or a domain. Find the listing first if you only have a name.

Say how many you want

The Trustpilot and Tripadvisor tasks take a depth. The count you ask for is the count you pay for.

Compare on the unit

One provider bills per record delivered, the other per task. Ask which is cheaper for your count.

Bring your own analysis

The rows carry the text. Sentiment, themes and summaries are the agent's job on top.

Why treg.to

Why go through treg.to

One key, not 9 accounts

treg.to holds the provider keys. Neither you nor the agent sees them.

Price before the call

The provider's own rate, $0.000 markup, from a prepaid balance.

No subscription, no seats

Charged per call. $1.00 free per new team, no card to start.

Your own keys are free

Already pay Hunter? Register it and those calls are never metered.

Switch by changing a word

Another provider is a different word in the prompt, not a new integration.

Nothing to integrate

No SDK, no OAuth dance per vendor, no seats.

Behind the scenes

What ChatGPT sees before it calls

treg.to does not choose for you. It hands ChatGPT this comparison, with the price shown before any call, and ChatGPT picks. Or you tell it how: "cheapest", "most reliable", "the one that takes what I have", or a provider by name.

Which is cheapest?

Cheapest per result

Bright Data at $0.0015 · Trustpilot

Cheapest per call

DataForSEO at $0.00075 · Tripadvisor

Those units are not interchangeable: one call can return many results, so compare on the unit you will actually be billed in.

Which is the most reliable?

Provider	Success	Median	Sample
DataForSEO	100%	545ms	7 calls

Measured on treg.to traffic: real calls, real inputs, and sample sizes differ by provider. Live reliability, not a controlled benchmark.

How do they compare?

Tripadvisor

Provider	Price	Accepts	Success rate	Verified
DataForSEO	$0.00075 per call	url_path, keyword, location_name, location_code, priority, language_name	(1 calls)	2026-07-28

Trustpilot

Provider	Price	Accepts	Success rate	Verified
Bright Data	$0.0015 per result	dataset_id, format, input	(2 calls)	unverified
DataForSEO	$0.0015 per call	domain, sort_by, priority, depth, tag, postback_url	100% (7 calls)	2026-07-28

Yelp

Provider	Price	Accepts	Success rate	Verified
Bright Data	$0.0015 per result	dataset_id, format, input	(5 calls)	unverified

Run one

the cheapest verified call

treg call brightdata.x.trustpilot-reviews

Swap the id for any provider above. All 4 endpoints behind this job, with their parameters and captured responses, are on the Tripadvisor, Trustpilot, Yelp shelf.

How these numbers are made

PricesEach provider’s own published rate, converted to US dollars for one chargeable event of the unit they bill in. treg.to adds $0.000. Where a provider bills in credits, the conversion uses the rate on their public pricing page, last checked 2026-07-28.

Success ratetreg.to’s own served calls over the last 30 days: 2xx counts as a success, 5xx and timeouts as a failure. A 4xx is excluded, because it usually means the caller sent bad parameters and one bad query should not make a healthy endpoint look broken.

What this is notA controlled benchmark. These are real calls with real inputs, so sample sizes and the difficulty of what was asked differ by provider. Treat the rates as live reliability, not a like-for-like test.

VerifiedThe date treg.to last called the endpoint end to end and confirmed the shape of its response and the price it charged.

From the field

What people actually struggle with

Review data is sold hard: about 25 of the ~120 posts on these three sites in August 2026 were scraper vendors, Apify listings posted from template accounts, and the same lead-gen thread pasted twice. These four are people who tried the official door first.

The official Yelp API returns nothing for a valid business

“Yelp Fusion API "NOT_FOUND" error when requesting reviews (Python)” r/webscraping

What this page can do about it: The Yelp provider on this page does not go through Fusion at all. It reads the public page by URL and bills per record delivered, so a business that Fusion cannot find is still a page you can point at.

Yelp at any scale fights back

“Is Yelp just a nightmare to scrape, or are no-code tools just not built for this at scale?” r/scrapingtheweb, 9 points

What this page can do about it: Both, and the answer is to stop running the browser yourself. A per-record provider carries the blocking, the retries and the proxies, and you pay for the rows that arrive. That is what the fraction of a cent buys.

Trustpilot stops at a couple of hundred without a login

“they cap you at 200 reviews without auth. A `jwt` cookie removes the cap.” r/webscraping, 7 points

What this page can do about it: A self-built scraper's workaround, and the kind of thing that breaks quietly. The Trustpilot task here takes a depth parameter instead; ask for what you need and read the count that comes back rather than assuming the whole history arrived.

The official price is the reason people scrape

“their API is horrifically expensive for poor old me, and I was not in the mood to build a web scraper” r/gis, ~800 points

What this page can do about it: The page shows the provider's rate before the call, in fractions of a cent per record or per task, so the choice between paying and building is a number rather than a mood.

The detail

What actually differs

The two providers bill in different units and the difference matters for a long pull.

Bright Data delivers records and bills per record delivered, on Yelp and Trustpilot. DataForSEO runs a task, on Tripadvisor and Trustpilot, and bills per task at a fraction of a cent whatever the depth returns. For a few dozen reviews the difference is nothing; for a business with thousands, ask the agent to price both before it starts.

The input is the listing, not the business name.

Tripadvisor wants the review page's path, Trustpilot the business's domain, Yelp the page URL, so the agent resolves a name to a listing first, which is the neighbouring job on this menu. A wrong page returns someone else's reviews, not an error.

This is the public page as it stands.

A review the site has removed is gone from here too, the rows are as fresh as the crawl behind them, and what you may do with the text is governed by each site's terms and your own use, which no provider settles for you.

Background

What is a review scraper API?

A review scraper API returns the public reviews on a business's listing as structured records, rating, text, date, reviewer and the business's reply where there is one, without you running a browser against the site. It exists because the official routes are narrow: Yelp's Fusion API is an application and a plan, Tripadvisor's Content API is an approval, and neither is built for pulling every review of one business. The providers here read the public page and hand back the rows.

Questions

Before you start

Do I need a Yelp Fusion or Tripadvisor API key?

No. Neither provider here uses the sites' official APIs. They read the public listing page and return the reviews as records, billed to your treg.to balance at the provider's rate with $0.000 markup.

Which site should I use?

The one the business is reviewed on. Tripadvisor for hotels, restaurants and attractions, Trustpilot for online businesses by domain, Yelp for local services in North America. Pulling from the wrong site returns a short, misleading list.

What about Google reviews?

The reviews on a listing you own or manage are the Business Profile job on this menu, free on your own account. This page covers the three public review sites.

Can I get all of a business's reviews?

You can ask for a depth, and the task returns up to that many. Whether every review of a business with thousands comes back is a property of the site, so check the count against the listing rather than assuming.