Real-Time Customer Reviews, 5-Star Histograms & Sentiment Polarity API.
ReviewsData API unifies Trustpilot, Yelp, TripAdvisor, Google Play, Apple App Store, and Glassdoor into one deterministic JSON & MCP gateway from $0.08 / 1,000 reviews — 90%+ cheaper than Birdeye, Yext, and Outscraper.
2 Credits / Review · 0 on Empty
$0.08–$0.20 per 1K reviews ($1 = 10,000 Credits)
5★ Histograms & Aspect Polarity
Verified buyer flags, star splits & owner replies
$9 Indie Starter Micro-Pack
90,000 never-expiring credits (45,000 reviews)
No 3-Review Cap or $15K Contracts
Full review pagination + Claude/ChatGPT MCP
Instant rv_live_ API key · 12,000 Free Credits + Instant 0%-Fee Crypto (+5% bonus) · Live 7-Day p50/p95 Status
Printful (printful.com)
TrustScore 4.5 · Verified Merchant Domain
7,998 verified records
Aspect Sentiment Polarity & Defect Signals
Seamless Shopify fulfillment & instant support
Connected 140 SKUs in an afternoon. Customer support resolved a customs routing question in under 4 minutes.
Great DTG print quality, invoice export UI could improve
Embroidery and DTG colors are spot on. Only wish bulk VAT billing UI exported faster.
{
"code": 0,
"status": "ok",
"data": {
"domain": "printful.com",
"sentiment_summary": {
"average_rating": 4.5,
"star_distribution": {
"1": 4,
"2": 3,
"3": 5,
"4": 14,
"5": 74
},
"polarity_breakdown": {
"positive_pct": 88,
"neutral_pct": 5,
"negative_pct": 7
},
"aspect_tags": [
{
"tag": "+Customer Support",
"positive_pct": 94
},
{
"tag": "+Fast Delivery",
"positive_pct": 89
},
{
"tag": "-Billing UI",
"negative_pct": 14
}
]
},
"reviews": [
{
"review_id": "6af7acc1fd941bbb375cca9a",
"platform": "trustpilot",
"rating": 5,
"verified": true,
"sentiment": "positive",
"polarity_score": 0.94,
"title": "Seamless Shopify fulfillment & instant support",
"author": {
"name": "Marcus Lindqvist",
"country_code": "US"
}
}
]
},
"meta": {
"credits_charged": 2,
"cache_hit": true,
"latency_ms": 19
}
}- Cross-Platform Coverage
- 6 Ecosystems
- Volume Review Rate
- $0.08 / 1K reviews
- Indie Entry Point
- $9.00 one-time
- Gateway Latency & SLA
- 42 ms warm cache
Trustpilot, Yelp, TripAdvisor, Google Play, App Store & Glassdoor
92%+ lower than Outscraper ($2.50/1K) & Yelp Fusion ($19.99/1K)
90,000 never-expiring credits (45,000 customer reviews)
220ms direct App Store RSS · 99.95% Multi-Rail Uptime SLA
Interactive Reputation Intelligence Lab
Multi-Platform Reputation Score Aggregator
Enter any brand domain, mobile App ID, or restaurant query to compute a unified weighted Reputation Index, blended 5-star histogram, and cross-channel sentiment polarity preview.
Unify Trustpilot, Yelp, TripAdvisor, Google Play, App Store & Glassdoor into One Score
Consumer Audio SaaS & Mobile App
Spotify (spotify.com)
Cross-Platform Positive Drivers
Recurring Defect Signals
GET /v1/trustpilot/company?domain=spotify.com4.1 ★
76% positive polarity
GET /v1/google-play/reviews?app_id=com.spotify.music4.4 ★
84% positive polarity
GET /v1/app-store/reviews?app_id=3246845804.8 ★
92% positive polarity
rv_live_ API key.Get 12,000 Free Credits →Multi-Rail Failover + Polarity Normalization + Write-Through Cache
Why SaaS, VoC & AI teams replace Birdeye, Outscraper & brittle scrapers with ReviewsData API
Stop signing $15,000/yr enterprise review contracts, hitting Yelp Fusion's 3-review excerpt wall, or waiting 90 seconds for async CSV scraper queues.
6 Global Review Ecosystems, Zero Browser Management
Query Trustpilot domains, Yelp local merchants, TripAdvisor hospitality Geo IDs, Google Play Android packages, 175+ Apple App Store storefronts, and Glassdoor employer profiles through one normalized /v1/* gateway with automatic multi-slot failover.
Deterministic 5-Star Splits & Aspect Sentiment Tags
Every response normalizes 1★–5★ rating histograms, verified buyer badges, owner replies, app version strings, and aspect polarity signals (+Customer Support, -Billing UI) ready for LLM RAG pipelines and VoC dashboards.
PostgreSQL 16 + Redis DB 5 Write-Through & AI Connectors
Repeat queries resolve in 20–45ms from our local cache at $0 upstream cost. Connect Claude Web, ChatGPT, Cursor, or n8n in 1 click via OAuth 2.1 Remote MCP (mcp.reviewsdataapi.com).
Live Gateway Explorer
Test all 8 Cross-Platform Review & Reputation endpoints in your browser
Run 3 live queries free with zero signup, or paste your rv_live_... API key to inspect custom Trustpilot domains, Yelp businesses, TripAdvisor Geo IDs, and mobile apps against https://api.reviewsdataapi.com.
{
"code": 0,
"provider": "https://reviewsdataapi.com",
"status": "ok",
"msg": "success",
"data": {
"platform": "trustpilot",
"domain": "printful.com",
"sentiment_summary": {
"sampled_reviews": 20,
"average_rating": 3.35,
"star_distribution": {
"1": 6,
"2": 2,
"3": 1,
"4": 1,
"5": 10
},
"star_percentages": {
"1": 30,
"2": 10,
"3": 5,
"4": 5,
"5": 50
},
"sentiment_breakdown": {
"positive_pct": 55,
"neutral_pct": 5,
"negative_pct": 40,
"net_polarity_score": 0.2
},
"aspect_polarities": [
{
"aspect": "Speed & Delivery",
"polarity": "negative",
"positive_pct": 20,
"mentions": 5
},
{
"aspect": "Customer Support",
"polarity": "negative",
"positive_pct": 40,
"mentions": 5
}
]
},
"reviews": [
{
"review_id": "6af7acc1fd941bbb375cca9a",
"platform": "trustpilot",
"domain": "printful.com",
"review_url": "https://www.trustpilot.com/reviews/6af7acc1fd941bbb375cca9a",
"rating": 5,
"title": "so easy to integrate",
"review_text": "so easy to integrate",
"verified": false,
"verification_level": "BasicLink",
"language": "en",
"likes_count": 0,
"published_at": "2026-11-14T02:35:13.000Z",
"experienced_at": "2026-10-01T00:00:00.000Z",
"sentiment": "positive",
"polarity_score": 0.93,
"author": {
"id": "6a83542117a86039c7aa75e4",
"name": "Enith Dali Morales Rios",
"country_code": "US",
"total_reviews": 2,
"is_verified_reviewer": false,
"avatar_url": null
},
"company_reply": null
},
{
"review_id": "6af79a6aa0d2df3fa4d087e9",
"platform": "trustpilot",
"domain": "printful.com",
"review_url": "https://www.trustpilot.com/reviews/6af79a6aa0d2df3fa4d087e9",
"rating": 5,
"title": "Very easy and simple to create my store.",
"review_text": "Very easy and simple to create my store.",
"verified": false,
"verification_level": "BasicLink",
"language": "en",
"likes_count": 0,
"published_at": "2026-11-14T01:16:58.000Z",
"experienced_at": "2026-11-13T00:00:00.000Z",
"sentiment": "positive",
"polarity_score": 0.93,
"author": {
"id": "6af79a6474f74d31f6caa5c4",
"name": "Katherine Elizabeth Jackson",
"country_code": "US",
"total_reviews": 1,
"is_verified_reviewer": false,
"avatar_url": "https://user-images.trustpilot.com/6af79a6474f74d31f6caa5c4/73x73.png"
},
"company_reply": null
}
],
"pagination": {
"page": 1,
"per_page": 20,
"total_reviews": 7453,
"total_pages": 373,
"has_more": true,
"rating_distribution": {
"1": 890,
"2": 186,
"3": 186,
"4": 481,
"5": 6255
}
}
},
"meta": {
"request_id": "9989985f-997a-48e7-a66f-4e8231b0b8ea",
"endpoint": "/v1/trustpilot/reviews",
"items_returned": 20,
"credits_charged": 40,
"cached": false,
"took_ms": 1256
}
}Normalized /v1/* API Surface & Rate Card
Built for VoC sentiment pipelines, ASO intelligence, SaaS widgets & AI agents
GET /v1/trustpilot/reviewsVerified Domain Reviews, Replies & Polarity
Extract paginated Trustpilot customer reviews for any domain with 1–5 star ratings, verified order status, experience dates, consumer country, and official company replies.
GET /v1/trustpilot/companyDomain TrustScore & 5-Star Histogram
Inspect any company's live TrustScore (0.0–5.0), exact 1★–5★ rating distribution, total review velocity, claimed status, categories, and AI reputation summary.
GET /v1/yelp/search · /v1/yelp/reviewsUncapped Yelp Ratings & Full Customer Reviews
Bypass Yelp Fusion's 3-review excerpt limit and $19.99/1K Plus pricing. Search local merchants by city and pull full-text Yelp customer reviews with photos and owner responses.
GET /v1/tripadvisor/search · /v1/tripadvisor/restaurantsHospitality Geo Search & Ranked Dining
Resolve hotels, attractions, and Geo IDs worldwide, or fetch ranked restaurants with Travellers' Choice badges, cuisine tags, price tiers, and review counts.
GET /v1/google-play/reviewsAndroid App Store Reviews & Version Tracking
Stream Android user reviews for any package ID (e.g. com.spotify.music) with thumbs-up counts, app version numbers, and developer replies to catch release regressions fast.
GET /v1/app-store/reviewsiOS Customer Reviews Across 175+ Storefronts
Query real-time iOS customer reviews by numeric trackId across 175+ country storefronts with sub-250ms direct Apple JSON feed speed plus automatic RapidAPI failover.
GET /v1/glassdoor/companies · /v1/glassdoor/reviewsEmployee Pros, Cons & Culture Sub-Ratings
Search employer scorecards and extract paginated employee reviews with structured Pros, Cons, Advice to Management, job titles, CEO approval, and workplace polarity.
Complete Endpoint Rate Card ($1 = 10,000 Credits · 0 Credits on Empty or Failed Queries)
| Category | Endpoint(s) | Batch / Page Size | Credit Cost | Effective Rate |
|---|---|---|---|---|
| Trustpilot Verified Customer Reviews + 5-Star Histogram & Aspect Polarity | GET /v1/trustpilot/reviews | Up to 20 reviews / page | 2 Credits / review returned (0 Credits if empty) | $0.08 – $0.20 / 1,000 reviews |
| Trustpilot Company TrustScore, Star Rating, Velocity & Verification Profile | GET /v1/trustpilot/company | 1 company profile / call | 10 Credits / company profile (0 if not found) | $0.40 – $1.00 / 1,000 profiles |
| Yelp Local Business Rating Discovery (Unrounded Stars, Review Counts, Address) | GET /v1/yelp/search, GET /v3/businesses/search | Up to 100 businesses / call | 5 Credits / business returned (0 if empty) | $0.20 – $0.50 / 1,000 businesses |
| Yelp Full Customer Reviews & Owner Replies (No 3-Review Cap!) | GET /v1/yelp/reviews, GET /v3/businesses/{id}/reviews | Up to 100 reviews / call | 2 Credits / review returned (0 if empty) | $0.08 – $0.20 / 1,000 reviews |
| TripAdvisor Hospitality Geo Search & Ranked Restaurants (Travellers' Choice) | GET /v1/tripadvisor/search, GET /v1/tripadvisor/restaurants | Up to 80 locations / call | 5 Credits / location or restaurant returned | $0.20 – $0.50 / 1,000 records |
| Google Play Store Android App Reviews, Versions & Developer Replies | GET /v1/google-play/reviews | Up to 100 reviews / call | 2 Credits / review returned (0 if empty) | $0.08 – $0.20 / 1,000 reviews |
| Apple App Store iOS Customer Reviews across 175+ Country Storefronts | GET /v1/app-store/reviews | Up to 50 reviews / page | 2 Credits / review returned (0 if empty) | $0.08 – $0.20 / 1,000 reviews |
| Glassdoor Employer Discovery (Company ID, Overall Rating, CEO Approval, Sub-Scores) | GET /v1/glassdoor/companies, GET /v1/glassdoor/search | Up to 25 employers / call | 5 Credits / company returned (0 if empty) | $0.20 – $0.50 / 1,000 employers |
| Glassdoor Employee Reviews (Pros, Cons, Advice to Management & Polarity) | GET /v1/glassdoor/reviews, GET /v1/glassdoor/company-reviews | 10 reviews / page | 2 Credits / review returned (0 if empty) | $0.08 – $0.20 / 1,000 reviews |
Transparent Developer Pricing
Start free with 12,000 credits. Scale with $9 Indie PAYG or Monthly Plans.
Zero annual contracts or per-seat SaaS fees. Start free with 12,000 instant credits ($1.20) + up to $2.00 Sandbox Streak, then scale anytime with 0%-fee Multi-Chain Crypto (+5% bonus credits).
Just prototyping or shipping an indie app? Grab 90,000 Credits (45,000 reviews) for $9.00 one-time — credits never expire, instant 0%-fee Crypto top-up (+5% bonus = 94,500 Credits).
Unified Credit System: $1 = 10,000 Credits · 2 Credits = 1 Review (0 Credits on empty or failed queries)
Free Sandbox
12,000 Credits
$1.20 Instant + $2.00 Streak Bonus · 30 RPM
Instant $1.20 sandbox access (12,000 credits) at 0 ms on sign-up plus +$2.00 (+20,000 credits) via Developer Sandbox Streak.
Included
- ✓$1.20 Free Credits (12,000 Credits) instantly — no card required
- ✓Day-2 Return (+10,000) & Multi-Day Integration (+10,000) bonuses
- ✓30 RPM (2 RPS) sandbox concurrency
- ✓Built-in 5-Star Histogram & Aspect Sentiment Polarity JSON
- ✓0 Credits charged on 0-result queries or upstream errors
Starter
Or $9 PAYG (90,000 Credits)
240,000 Credits
+26% Bonus · $0.16 / 1K Reviews · 120 RPM
Built for SaaS social-proof widgets, ASO indie founders, and multi-location merchant dashboards.
Included
- ✓240,000 Credits / month (+26% bonus credits)
- ✓$0.16 per 1,000 reviews across all 6 platforms
- ✓120 RPM (5 RPS) production concurrency
- ✓Trustpilot, Yelp, TripAdvisor, Google Play, App Store & Glassdoor
- ✓0 Credits on empty responses or HTTP 4xx/5xx
Growth
Most PopularOr $25 PAYG (300,000 Credits)
1,000,000 Credits
+45% Bonus · $0.14 / 1K Reviews · 300 RPM
For reputation intelligence SaaS, consumer-brand VoC analytics, and AI sentiment pipelines.
Included
- ✓1,000,000 Credits / month (+45% bonus credits)
- ✓$0.14 per 1,000 reviews (90%+ cheaper than Outscraper & Birdeye)
- ✓300 RPM (12 RPS) high-speed burst concurrency
- ✓Real-time upstream cache bypass (?fresh=1) unlocked
- ✓Remote MCP Server (Claude, ChatGPT, Cursor) & webhooks
Business
Or $89 PAYG (1,200,000 Credits)
5,000,000 Credits
+151% Bonus · $0.08 / 1K Reviews · 600 RPM
High-throughput enterprise feed for hedge-fund alternative data, global ASO platforms, and multi-brand ORM.
Included
- ✓5,000,000 Credits / month (+151% bonus credits)
- ✓$0.08 per 1,000 reviews across 6 review ecosystems
- ✓600 RPM (25 RPS) dedicated priority routing
- ✓Compliant corporate VAT / Tax ID PDF invoices
- ✓99.95% Uptime SLA & priority engineering support
Need 1,000+ RPM? Dedicated Enterprise Key Pool available — isolated multi-rail review capacity, custom burst RPS, and SLA-backed volume pricing.
Contact Enterprise Engineering →Interactive Monthly Review Workload & Savings Estimator
- ReviewsData API (Subscription Rate)
- $39.50
- Outscraper ($2.50/1K) & Enterprise Review Suites ($8+/1K)
- $625.00
- Your Monthly Savings
- $585.50
$0.16 / 1,000 reviews · Base PAYG: $50.00
$2.50 per 1,000 reviews
Up to 96% cost reduction · 0 Credits on 0 results
Pricing Audits & Implementation Blueprints
Cross-Platform Review & Sentiment Engineering Guides
Pricing & Architecture Breakdown · Trustpilot
Trustpilot API Pricing (2026): Enterprise Add-On Costs vs $0.08/1K Developer REST API
Official Trustpilot API keys require an annual Business subscription plus the Connect Add-On ($600+/mo) and only unlock full endpoints for your own claimed domain. Here is how engineering teams query any public domain's TrustScore, 5-star histogram, and verified reviews from $0.08/1K.
Pricing & 3-Review Cap Bypass · Yelp Local
Yelp Fusion API Pricing (2026): Why 3 Truncated Reviews Cost $19.99/1K & How to Fix It
After deprecating its generous free tier, Yelp Places (Fusion) API charges $7.99 to $19.99 per 1,000 calls while still capping /businesses/{id}/reviews at 3 160-character excerpts and forbidding database storage. Switch in 30 seconds.
Hospitality & Travel Intelligence · TripAdvisor
TripAdvisor Content API Alternative (2026): Unlock Ranked Restaurants, Hotels & Geo IDs
The official TripAdvisor Content API enforces domain-whitelist approvals, caps location search at 10 items, and restricts commercial analytics storage. Query global destinations, geo_ids, and ranked restaurants instantly.
Mobile App Intelligence · Android Play Store
Google Play Reviews API (2026): Extract Any Android App's Reviews, Versions & Developer Replies
Google's official androidpublisher.reviews API only works for apps inside your own Play Console account and hides reviews older than 7 days. Monitor any Android app package ID globally with version tags and sentiment polarity.
Mobile App Intelligence · iOS App Store
Apple App Store Reviews API (2026): Fetch iOS Reviews Across 175+ Countries Without .p8 Keys
App Store Connect API requires JWT .p8 private keys and locks you to your own Apple Developer team. Query any iOS app's reviews across 175+ country storefronts in clean JSON with built-in sentiment polarity.
Provider Benchmarks
Side-by-Side Reputation API Comparisons
$0.08/1K Reviews vs $299+/mo Location Seats.
Real-Time 22ms REST vs 90-Second Async Batch Queues.
Query Any Public Trustpilot Domain Without Annual Enterprise Contracts.
Full Yelp Reviews at $0.08/1K vs 3 Excerpts at $19.99/1K.
Technical & Billing FAQ
Frequently Asked Questions
How does the $1 = 10,000 Credits pricing model work?
ReviewsData API uses a transparent record-based credit system where $1.00 = 10,000 Credits. All four review stream endpoints (/v1/trustpilot/reviews, /v1/yelp/reviews, /v1/google-play/reviews, and /v1/app-store/reviews) cost 2 Credits per review returned ($0.20 per 1,000 reviews base, or $0.08 per 1,000 reviews on the Business plan). Trustpilot company profiles (/v1/trustpilot/company) cost 10 Credits flat. Yelp and TripAdvisor discovery searches cost 5 Credits per returned business or hospitality record. Empty results or failed calls always cost 0 Credits.
How does ReviewsData API compare to Trustpilot Business API, Yelp Fusion, Birdeye, and Outscraper?
Trustpilot's official Business API requires an enterprise software contract ($15,000+/yr) and restricts queries to domains you own. Yelp Fusion v3 caps review endpoints to 3 short excerpts and charges $7.99–$14.99 per 1,000 calls on commercial tiers. Birdeye and Yext lock teams into $299–$450/month seat contracts, while Outscraper charges up to $2.00 per 1,000 reviews with slow async webhook queues. ReviewsData API unifies Trustpilot, Yelp, TripAdvisor, Google Play, and Apple App Store into one synchronous JSON & MCP API starting at $0.08–$0.20 per 1,000 reviews — with a $9 Indie Starter Pack and zero contracts.
Does every review endpoint return star histograms and aspect sentiment polarity automatically?
Yes. Every response from /v1/trustpilot/reviews, /v1/yelp/reviews, /v1/google-play/reviews, and /v1/app-store/reviews includes both individual review sentiment scores (polarity_score from -1.0 to +1.0) and an aggregated sentiment_summary object containing 5-star to 1-star counts, star percentages, net polarity score, and aspect-level tags (such as Customer Support, Speed & Delivery, Ease of Use & UX, Quality & Reliability, and Pricing & Billing) at zero extra credit cost.
What is the response latency for cached vs. live real-time review queries?
Warm queries hitting our Redis L1 + PostgreSQL 16 L2 reputation cache respond in 20–45 ms. Cold queries execute synchronously against our dual-rail upstream connectors (200–650 ms on Apple App Store & Google Play direct feeds; 1.1–1.8 seconds on Trustpilot, Yelp & TripAdvisor) and automatically write through to PostgreSQL so repeat reads are instant.
Can I migrate from Yelp Fusion API v3 without rewriting my request paths?
Yes. In addition to /v1/yelp/search and /v1/yelp/reviews, our gateway natively accepts GET /v3/businesses/search and GET /v3/businesses/{id_or_alias}/reviews. Simply point your base URL to https://api.reviewsdataapi.com and pass your rv_live_... key in Authorization: Bearer or x-api-key — and you immediately unlock full-length Yelp reviews beyond the 3-excerpt limit.
Am I charged when a query returns 0 reviews or when an API request fails?
Never. Queries that return 0 reviews or 0 businesses cost 0 Credits. Invalid parameters (HTTP 400), unfound identifiers (HTTP 404), rate-limited requests (HTTP 429), and upstream errors (HTTP 5xx) always deduct 0 Credits.
Should I choose a Monthly Subscription or a Pay-As-You-Go (PAYG) Credit Pack?
Monthly subscriptions ($19 Starter / 240k credits, $69 Growth / 1M credits, $199 Business / 5M credits) include +26% to +151% bonus credits, bringing your effective cost down to $0.08 per 1,000 reviews. If you prefer zero recurring charges, start with our $9 Indie Starter Micro-Pack (90,000 never-expiring credits = 45,000 reviews) or larger PAYG packs ($25, $89, $249).
What are the RPM rate limits and concurrency allowances?
Free Sandbox accounts include 12,000 Credits ($1.20) at 0 ms plus up to +20,000 Streak bonus credits at 30 RPM (2 RPS). Paid plans unlock production burst concurrency: 60 RPM ($9 Indie Pack), 120 RPM / 5 RPS (Starter), 300 RPM / 12 RPS (Growth), and 600 RPM / 25 RPS (Business).
What payment methods and tax invoices are supported?
Every new account receives 12,000 instant Free Credits ($1.20) plus up to +20,000 Sandbox Streak credits. For paid top-ups ($9 Indie Starter Pack to $249 Scale) and Monthly Plans ($19–$199/mo), we support instant 0%-fee Multi-Chain Cryptocurrency (USDC, USDT, SOL, ETH, BNB, BTC across Solana, Arbitrum, Polygon, Base/BSC, Tron, and Ethereum) via NOWPayments with an automatic +5% Bonus Credits reward and corporate VAT / Tax ID billing profile records.
What is your refund policy?
Payments made within the last 14 days are eligible for a pro-rated refund of unused purchased credits. Promotional signup credits have no cash value.