Skool Group Reviews Scraper | Extract Ratings & Member Feedback

Scrape public Skool group reviews — star ratings, review text, reviewer profiles, membership dates, and optional sentiment analysis. Built for community research, competitor monitoring, and lead intelligence.

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What does the Skool Group Reviews Scraper do?

This Actor collects reviews from Skool community's group:

Features

Feature	Description
Linear JSON	Flat review rows for CSV / CRM / agents
Reviewer cards	Username, name, bio, avatar, level/points
Optional sentiment	Per-review label + group-level summary
Human dates	ISO timestamps; last_offline epoch → readable UTC

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Why scrape Skool group reviews?

• Competitor research — see what members praise or complain about
• Due diligence — validate a community before joining or promoting
• Product feedback mining — themes across ratings
• Creator intelligence — who reviews, how long they stayed, paying status
• AI pipelines — structured text + sentiment for RAG / agents

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Input

Field	Type	Default	Description
groupUrls	string[]	—	Group URLs, names, or IDs (required)
maxReviews	integer	100	Max reviews per group (0 = unlimited)
analyseSentimentalAnalysis	boolean	false	Score each review + push overall summary

Accepted group formats

https://www.skool.com/satprep/about
https://www.skool.com/satprep
satprep
5cf9d50a674f48338609cb9cda1f9624

Example input

{
  "groupUrls": [
    "https://www.skool.com/satprep/about",
    "satprep"
  ],
  "maxReviews": 100,
  "analyseSentimentalAnalysis": true
}

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Output

Review row (example)

{
   "type": "review",
    "reviewId": "0f9f3cae6aa342f8aa6484dd69e32f54",
    "groupId": "5cf9d50a674f48338609cb9cda1f9624",
    "groupName": "satprep",
    "groupDisplayName": "The 1550+ Formula",
    "groupUrl": "https://www.skool.com/satprep",
    "groupAboutUrl": "https://www.skool.com/satprep/about",
    "rating": 5,
    "body": "increased my math score from 690 to 790 in 2 days after watching desmos regressions videos.",
    "createdAt": "2026-08-29T00:43:20.397873Z",
    "updatedAt": "2026-08-29T00:43:20.397873Z",
    "memberSince": "2026-04-06T17:53:01.275637Z",
    "memberUntil": null,
    "memberCurrentlyPaying": true,
    "userId": "e52fa41d45c8438a82f55e0b705abf36",
    "userUsername": "28918995",
    "userProfileUrl": "https://www.skool.com/@28918995",
    "userFirstName": "Shrimann",
    "userLastName": "K",
    "userFullName": "Shrimann K",
    "userBio": ",",
    "userLocation": null,
    "userTimeZone": "America/Indianapolis",
    "userPictureProfile": "https://assets.skool.com/f/e52fa41d45c8438a82f55e0b705abf36/26dbbe0429504b4ca011f59389a9b0b4d6b5a08fa2684f23865d21f6a922d908-md.jpg",
    "userPictureBubble": "https://assets.skool.com/f/e52fa41d45c8438a82f55e0b705abf36/26dbbe0429504b4ca011f59389a9b0b4d6b5a08fa2684f23865d21f6a922d908-sm.jpg",
    "userLastOffline": "2026-09-06T22:09:52.582827+00:00",
    "userCreatedAt": "2026-03-09T06:30:11.132038Z",
    "userUpdatedAt": "2026-09-06T22:09:52.583117Z",
    "userLinkWebsite": null,
    "userLinkInstagram": null,
    "userLinkYoutube": null,
    "userLinkTwitter": null,
    "userLinkFacebook": null,
    "userLinkLinkedin": null,
    "userLevel": 2,
    "userPoints": 5,
    "userRole": 4,
    "scrapedAt": "2026-09-07T08:47:20.259383+00:00",
    "sentimentScore": 0.2732,
    "sentimentLabel": "positive",
    "sentimentPosHits": 0,
    "sentimentNegHits": 0,
    "sentimentMethod": "vader"
}

Sentiment summary (when enabled)

{
    "type": "sentiment_summary",
    "groupId": "5cf9d50a674f48338609cb9cda1f9624",
    "groupName": "satprep",
    "groupDisplayName": "The 1550+ Formula",
    "reviewCount": 34,
    "avgSentimentScore": 0.8315,
    "overallSentiment": "positive",
    "positiveCount": 31,
    "neutralCount": 3,
    "negativeCount": 0,
    "avgRating": 5,
    "sentimentConfidence": 0.9118
}

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Pricing (PPE)

Event	Charged when
review-scraped	Each review row pushed
sentiment-summary	Each group summary (if sentiment enabled)

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Technical notes

• No Skool login for public review endpoints used here
• Errors: Short operational messages only (no stack traces / default exception dumps in logs)
• Compliance: Use only as allowed under Skool Terms and applicable privacy laws

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Related searches

Skool reviews scraper · scrape Skool group reviews · Skool rating extractor · Skool community feedback · Skool about page scraper · Skool member reviews API · Skool sentiment analysis · extract Skool testimonials

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