Stamped Reviews & Q&A Scraper

🚀 Stamped Reviews & Q&A Scraper

Export product reviews and product questions with their answers from Shopify stores that use Stamped. The Stamped Reviews & Q&A Scraper turns a product page URL into clean, structured rows: star ratings, review text, verified-buyer flags, photos, merchant replies, and every public answer to every question.

✨ Features

• ⭐ Full review data: rating, title, text, date, verified-buyer status, variant, helpful votes, photos, videos, product-specific custom answers (for example "Fit" or "Size purchased") and the store's reply.
• ❓ Questions & answers: every public question on the product, with all of its answers nested in one row. Collect questions on their own, without scraping reviews first.
• 🎯 Exact product attribution: stores often show reviews of related products (other colors, bundles) on a product page. Each review carries requestedProductId, sourceProductId and isExactProduct, and one switch keeps only reviews written for the product you asked for.
• 🔎 Filters included: star ratings (for example only 1–2 star reviews) and "only newer than" a date, at no extra cost.
• 📋 Honest coverage report: the SUMMARY record lists, for every URL, how many reviews and questions the store advertises, how many were fetched and returned, why collection stopped, and whether Q&A is switched off on that store (disabled) or simply has no questions yet (empty).
• 🔒 Privacy by default: reviewer names are off unless you turn them on, and custom answers about the reviewer (age, location, body measurements, "where did you hear about us") are never returned.

🛠️ How It Works

1. Paste product URLs – any product page of a Shopify store that shows Stamped reviews, e.g. https://www.everymanjack.com/products/body-wash.
2. Choose what to collect – reviews, questions, or both, and how many of each.
3. Run the scraper – get one row per review and one row per question in the dataset, plus a per-URL coverage summary.

💰 Pricing

Pay only for the rows you get:

Event	Price
Review	$0.001 ($1 per 1,000 reviews)
Question (with all of its answers)	$0.001 ($1 per 1,000 questions)

Filters and the coverage summary are free. A question with three answers is billed as one row.

📥 Input

Field	Description
startUrls	Product page URLs from Stamped-powered Shopify stores.
mode	both (default), reviews or questions.
maxReviews / maxQuestions	Caps across all URLs (default 50 each).
reviewScope	widget keeps everything shown on the product page; exactProduct drops reviews written for related products.
ratings	Only return reviews with these star ratings.
newerThan	Only return reviews and questions published on or after this date.
includeReviewerNames	Add public display names (off by default).

📊 Sample Output Data

A review:

{
    "type": "review",
    "reviewId": "163049666",
    "rating": 2,
    "title": "Well…",
    "body": "The product itself is fine, though it doesn’t match the description above...",
    "publishedAt": "2026-07-14",
    "publishedAtRaw": "07/14/2026",
    "isVerifiedBuyer": true,
    "helpfulCount": 1,
    "unhelpfulCount": 0,
    "variant": "Cedarwood Amber / Standard",
    "options": [],
    "images": ["https://cdn.stamped.io/tr:h-800:/uploads/photos/262286_7346569117858_0865e38b_8f14_4ffe_bc13_255bdcc0c02a.jpg?"],
    "videos": [],
    "merchantReply": null,
    "requestedProductId": "7346569117858",
    "sourceProductId": "7346569117858",
    "isExactProduct": true,
    "productTitle": "Body Wash",
    "productSku": "01645",
    "productUrl": "https://www.everymanjack.com/products/body-wash",
    "shopDomain": "everymanjack.myshopify.com"
}

A question:

{
    "type": "question",
    "questionId": "4589436",
    "question": "Are any of your body wash Soaps anti bacterial?",
    "publishedAt": "2024-10-28",
    "publishedAtRaw": "10/28/2024",
    "answerCount": 1,
    "answers": [
        {
            "ordinal": 1,
            "text": "No, they aren’t in the sense that they don’t have triclosan or other ‘antibacterial’ ingredients, though washing with soap and water gets rid of bacteria very effectively.",
            "publishedAt": "2024-10-30",
            "publishedAtRaw": "10/30/2024"
        }
    ],
    "requestedProductId": "7346569117858",
    "sourceProductId": null,
    "productTitle": "Body Wash",
    "productUrl": "https://www.everymanjack.com/products/body-wash",
    "shopDomain": "everymanjack.myshopify.com"
}

⚠️ Good to Know

• Dates: Stamped shows dates in each store's own format. publishedAtRaw is always the text shown on the page. publishedAt (YYYY-MM-DD) is filled whenever the format is unambiguous; for short histories with dates like 07/09/2026, where the day and month order cannot be proven, it stays null instead of guessing.
• Questions are only the answered questions a store publishes. Pending questions are not public. The Q&A feed does not say which grouped product a question was asked on, so sourceProductId is null for questions.
• Store-wide exports are not supported: each input must be a product page.

Monitor customer feedback and product questions across Stamped stores with the Stamped Reviews & Q&A Scraper today! 🚀