Best Trustpilot Scraper APIs in 2026: How to Choose

The "best" Trustpilot scraper API depends on what you're building: competitive benchmarking across a whole category, a reputation-monitoring pipeline that tracks reviews over time, or a one-off pull of a company's rating and review count. This guide covers why the official Trustpilot API can't do most of that, ranks the real alternatives, and shows how to compare them on real cost.

Why the official Trustpilot API isn't enough

Trustpilot does publish an official API — the Business API and its Product Reviews API — but it is scoped entirely to your own verified business unit:

• Own-business-only access. Every endpoint operates on the business unit tied to your account credentials. There is no endpoint that returns another company's profile, reviews, or rating — you cannot use it to research a competitor, benchmark a category, or build any dataset that spans more than one business you personally control.
• Requires a verified Business account, OAuth, and a paid plan. Getting API access at all means signing up as a Trustpilot business (Free/Basic/Premium/Advanced tiers, with mid-market Premium plans commonly running $6,000–$15,000/year), then adding the separate "Connect" module for API access — plus setup fees that published pricing analyses put at $500–$2,000+.
• Built for managing your own reputation, not collecting data: creating replies, sending review invitations, and reading your own review summaries — not discovery or bulk export of public data.

That gap — needing public review and business data for companies you don't own — is exactly what third-party Trustpilot scraping APIs exist to fill.

• Coverage: business search, profile, reviews (with filters), related/competitor businesses, and category browsing — how many of these does the tool actually expose?
• Output: normalized JSON vs. an undocumented page blob (Trustpilot pre-loads data into a __NEXT_DATA__ script tag) you parse yourself.
• Review filters: stars, verified status, language, keyword, reply status, and date range.
• Reliability from server IPs: Trustpilot sits behind Cloudflare with bot detection — does the tool handle that, or is that your job?
• Pricing model: per-1,000-result rate, monthly rental, credit-based, or an enterprise quote.
• Compliance: public data only, and reviewer names/opinions are personal data under GDPR/CCPA — minimize what you store.

The best Trustpilot scraper APIs in 2026

1. Crawlora — the only one here with categories and related-business discovery

Crawlora's Trustpilot API is the only tool in this comparison that goes beyond reviews to cover business search, category browsing, and related-business discovery — the pieces you need for competitive benchmarking, not just a single company's review feed:

curl -G "https://api.crawlora.net/api/v1/trustpilot/business/openai.com/reviews" \
  -H "x-api-key: $CRAWLORA_API_KEY" \
  --data-urlencode "stars=1" \
  --data-urlencode "verified=true" \
  --data-urlencode "language=en"

import os
import requests

resp = requests.get(
    "https://api.crawlora.net/api/v1/trustpilot/business/openai.com/reviews",
    headers={"x-api-key": os.environ["CRAWLORA_API_KEY"]},
    params={"stars": 1, "verified": "true", "language": "en"},
)
data = resp.json()["data"]
print(data["business"]["rating"], data["business"]["review_count"])
for review in data["reviews"]:
    print(review["stars"], review["title"], review["date"])

Reviews filter by stars, verified, language, a search query, and replied status; business search resolves a company name to its slug, and /trustpilot/category/{slug} returns every business Trustpilot lists in a sector for side-by-side benchmarking. When to choose it: you need business profiles, reviews, competitor discovery, and category data in one schema — alongside dozens of other platforms under the same key. The trade-off: it's a general-purpose scraping API, not a dedicated Trustpilot-only product, so per-1,000-review pricing at extreme review-only volumes can run higher than a single-purpose batch tool like DataForSEO.

2. Bright Data — dedicated scraper product, enterprise scale

Bright Data's Trustpilot Scraper is a purpose-built product in Bright Data's scraper library, returning business ratings and reviews with 5,000 free records included every month. When to choose it: you're already running Bright Data's Web Scraper API or Unlocker for other targets and want Trustpilot on the same console and billing. When to look elsewhere: it's reviews-and-ratings focused — no dedicated category-browse or related-business endpoints like Crawlora's.

3. Oxylabs — reviews via a generic target, not a dedicated product

Oxylabs covers Trustpilot through its general-purpose Reviews Scraper API and Web Scraper API rather than a named Trustpilot product, with target-based pricing and a 2,000-result free trial. When to choose it: Trustpilot is one of several review sites (alongside Amazon, Google, Yelp) you need under one Oxylabs contract. When to look elsewhere: you want a schema built specifically around Trustpilot's business/review/category structure rather than a generic reviews target.

4. Apify — cheapest per-review rate, fragmented across community actors

Apify's marketplace lists dozens of independently maintained Trustpilot actors, with per-1,000-review pricing ranging from roughly $0.20 to $0.75 and some offering flat monthly rentals ($5–20/month) instead. When to choose it: raw review volume at the lowest sticker price is the priority and you're comfortable evaluating actor quality yourself — reliability, review coverage, and how recently each actor was updated vary widely because these are built by independent community developers, not one vendor. When to look elsewhere: almost none return business profile metadata, related businesses, or category data — you're paying per actor for reviews only.

5. DataForSEO — lowest cost per review, async batch only

DataForSEO's Business Data API prices Trustpilot reviews at $37.50 per million at standard priority (about 45-minute turnaround) or $75 per million at high priority (about 1-minute turnaround), billed in batches of 20 reviews. When to choose it: you're running a large periodic batch job (nightly review syncs, historical backfills) where sub-minute latency doesn't matter and the per-review economics dominate the decision. When to look elsewhere: it's a reviews endpoint inside a much broader SEO/business-data suite, not a real-time lookup — there's no dedicated business-search, related-business, or category-browse surface for Trustpilot specifically.

6. RapidAPI wrappers — cheap to start, inconsistent to depend on

Several independently published wrappers on RapidAPI (e.g. "Trustpilot Company and Reviews Data," "Unofficial Trust Pilot") offer freemium access to company search and reviews. When to choose them: a quick prototype or a single manual lookup where documentation quality and uptime don't matter. When to look elsewhere: each listing is maintained by a different independent developer with its own schema, rate limits, and support (or lack of it) — not something to build a production pipeline on.

A note on review-monitoring SaaS (ReviewTrackers, Reputation.com)

ReviewTrackers and Reputation.com are not scraping APIs and don't belong in the table above — they're reputation-management dashboards priced per business location per month (Reputation.com from about $80/location/month on its Rep Core plan; ReviewTrackers from about $89/location/month). They aggregate reviews for the business that signs up, across Trustpilot, Google, and other platforms, into alerts and analytics. If what you need is a raw data feed to research other companies, benchmark a category, or feed your own product, none of that fits here — that's what the API-based options above are for.

Pricing and cost per successful result

Headline rates across this category span from about $0.20 to $75 per 1,000 records depending on the tool and priority tier, but the raw rate hides three things:

• Own-business-only tools don't have a rate at all. The official Trustpilot API can't be priced against these alternatives for competitor research — it structurally can't return the data, regardless of plan tier.
• Reviews-only pricing looks cheap until you need the rest. Apify's $0.20–0.75/1K and DataForSEO's $37.50–75/1M both cover reviews well, but neither returns category listings or related-business discovery — budget for a second tool, or a manual step, if benchmarking a sector is part of the job.
• Turnaround trades against price. DataForSEO's standard tier is roughly half the cost of its priority tier for a ~45x latency difference (45 minutes vs. ~1 minute) — fine for nightly batch jobs, a blocker for anything interactive.
• Free tiers (Crawlora's free credits, Bright Data's 5,000 records/month, Oxylabs' 2,000-result trial) let you benchmark real businesses before committing.

Always compare on cost per complete, usable business profile at your volume — see Best Web Scraping APIs in 2026 for the cross-category method.

How to choose in three questions

1. Do you need only reviews for companies you already know, or business search, category browsing, and competitor discovery too?
2. Is this a real-time lookup (interactive tool, on-demand check) or a periodic batch job where a 45-minute turnaround is fine?
3. Is Trustpilot your only source, or one of several review/reputation platforms (App Store, Google Play, TripAdvisor) you'll want the same schema for?

If you want business search, profiles, reviews, competitor discovery, and category data in one schema with no parsing, Crawlora fits; for the lowest raw per-review cost on a scheduled batch job, DataForSEO; for enterprise-scale review pulls already on a Bright Data or Oxylabs contract, use what you already have.

Trustpilot business profiles, reviews, and category data — one API

Normalized JSON for business search, profiles, filterable reviews, related businesses, and categories, with managed proxies and retries. Free credits, no card.

Try the PlaygroundTrustpilot Scraping API

Sources

Next steps

Read the how-to-scrape-Trustpilot-reviews guide, browse the API docs, test a business slug in the Playground, and check pricing. See also how to choose a web scraping API.