Etsy Reviews Scraper

Etsy Reviews Scraper

Etsy Reviews Scraper is a purpose-built extractor that collects structured review data from public Etsy shop listings — including review text, ratings, reviewer names, dates, and product/listing details. It solves the tedious task of manually aggregating Etsy feedback by automating reliable, scalable collection for marketers, developers, data analysts, and researchers. Use this Etsy review extractor to scrape Etsy reviews at scale, power sentiment analysis, and feed analytics pipelines or an Etsy reviews aggregator with clean, ready-to-use records.

What data / output can you get?

Get one dataset item per review with granular fields for analysis and enrichment. Below are the core output fields this Etsy reviews downloader tool produces:

Data field	Description	Example value
receipt_id	Review/transaction identifier	4934801880
buyer_user_id	Numeric user ID of the reviewer (if resolved)	84577298
buyer_real_name	Display name of the reviewer	“Therese”
buyer_login_name	Etsy handle parsed from profile URL (if available)	“b8ddtlb335qm713s”
buyer_image	Reviewer avatar URL	https://i.etsystatic.com/...
listing_title	Title of the reviewed listing	“Desert Garden Wooden Birthday Card [...]”
review	The review text	“I ordered two cards and love them both!”
appreciation_image	Photo attached by the reviewer (if any)	null
product_rating	Star rating (integer)	5
response	Seller’s response to the review (if present)	null
reviews_count	Total review count for the shop (context)	10481
date	Normalized review date	“2026-02-08 00:00:00”
product_details.shop_average_rating	Shop’s average rating (context)	“4.9”
product_details.shop_total_rating_count	Shop rating count (context)	“10481”
product_details.product_url	Canonical listing URL	https://www.etsy.com/listing/629949817/...
product_details.seller_name	Shop name	“HereafterLA”
product_details.seller_url	Shop URL	https://www.etsy.com/shop/HereafterLA
product_details.reviewer_image	Full-size listing image from the review block	https://i.etsystatic.com/...
product_details.image	Array of listing image URL variants	["https://...", "https://..."]

Notes:

• Results are pushed to the Apify dataset with one item per review. You can export Etsy reviews to JSON or CSV from the dataset UI.
• Bonus media fields such as appreciation_image and product_details.image help you download Etsy reviews with attached visuals and listing thumbnails where available.

Key features

• 🌐 Residential proxy with smart retries
  Always runs via residential proxies with up to 3 retries per shop to reduce blocks and improve consistency when you scrape Etsy reviews at scale.

• 🧠 Chrome-like HTTP fingerprinting
  Uses a Chrome-impersonated HTTP client to minimize detection and increase success rates for your Etsy reviews scraping bot.

• 📦 Structured review schema
  Captures buyer identifiers, listing titles, ratings, dates, review text, seller responses, and product metadata — perfect for Etsy ratings scraper workflows and sentiment analysis.

• 📈 Bulk shops processing
  Add multiple shop URLs or names in one run to build large datasets fast — ideal for an Etsy reviews aggregator or competitor monitoring.

• 💾 Easy exports
  Export Etsy reviews to CSV or JSON straight from the Apify dataset, making it simple to download Etsy reviews or move data into BI tools.

• 🧩 Developer-friendly on Apify
  Run in the Apify platform with logging and dataset storage. Ideal as an Etsy reviews API alternative for pipelines and automation.

• 🛡️ Resilient by design
  Built with request retries, session refresh, and page-by-page batching for reliable, large-scale extraction.

How to use Etsy Reviews Scraper - step by step

1. Create or log into your Apify account.
2. Open the Etsy Reviews Scraper actor in Apify Console.
3. In the Input tab, paste one or more Etsy shop URLs or names into startUrls (e.g., “https://www.etsy.com/shop/HereafterLA” or “HereafterLA”).
4. Set maxReviewsPerShop to control how many reviews to collect per shop (1–5000; default 30).
5. (Optional) Proxy configuration is displayed but the actor always uses residential proxy with up to 3 retries per shop.
6. Click Start to run the extraction. Watch the run logs for progress messages and per-page batching updates.
7. When finished, open the Dataset tab to preview results and export to JSON or CSV.

Pro Tip: Chain this Etsy reviews export CSV step into your analytics or enrichment workflow by pulling the Apify dataset via API and loading it into your warehouse or dashboard.

Use cases

Use case	Description
Brand/competitor review monitoring	Track ratings and review themes across multiple Etsy shops to benchmark sentiment and identify opportunities.
Product research & QA	Analyze listing-level feedback to prioritize improvements and validate new product ideas with real customer language.
Sentiment analysis pipelines	Feed structured review text and ratings into NLP models for topic detection and sentiment scoring.
Market research datasets	Build longitudinal Etsy feedback datasets for trend analysis and reporting.
Data enrichment for e‑commerce	Append Etsy shop reviews to product catalogs for richer merchandising and CRO insights.
Academic & social research	Study consumer behavior and feedback patterns using a clean Etsy review data extractor.

Why choose Etsy Reviews Scraper?

This tool focuses on precision, resilience, and structured outputs for Etsy feedback scraping at scale.

• ✅ Accurate, structured fields for each review (names, ratings, dates, responses, listing URLs).
• 🌐 Residential proxies + 3 retries per shop for higher success rates.
• 🧠 Chrome-like TLS/HTTP requests to reduce blocks.
• 📦 Bulk shop processing to aggregate large datasets quickly.
• 🧩 Works on Apify with datasets and logs — a robust Etsy reviews API alternative without browser extensions.
• 🔒 Public pages only; designed with safe, reliable collection in mind.

Bottom line: a production-ready Etsy customer reviews scraper that’s reliable, scalable, and easy to integrate.

Is it legal / ethical to use Etsy Reviews Scraper?

Yes — when used responsibly. This actor extracts data from publicly available Etsy shop pages and does not require login. You should:

• Scrape only public information and avoid private or authenticated data.
• Comply with applicable laws and regulations (e.g., GDPR, CCPA).
• Review and respect Etsy’s terms of service and usage policies.
• Consult your legal team for edge cases or jurisdiction-specific requirements.

Input parameters & output format

Example JSON input

{
  "startUrls": [
    "https://www.etsy.com/shop/HereafterLA",
    "AnotherShop"
  ],
  "maxReviewsPerShop": 100
}

Input fields

• startUrls (array, required): Add Etsy shop URLs (e.g., https://www.etsy.com/shop/ShopName) or plain shop names. You can add multiple shops — the actor will scrape each one and combine all reviews into a single dataset. Default: none.
• maxReviewsPerShop (integer, optional): Maximum number of reviews to fetch per shop (1–5000). The actor paginates until this limit or no more reviews are available. Default: 30.
• proxyConfiguration (object, optional): For display only. This actor always uses residential proxy (3 retries per shop). Your selection here does not change runtime behavior. Default: none.

Example JSON output (one record per review)

{
  "receipt_id": 4934801880,
  "buyer_user_id": 84577298,
  "buyer_real_name": "Therese",
  "buyer_login_name": "b8ddtlb335qm713s",
  "buyer_image": "https://i.etsystatic.com/...",
  "listing_title": "Desert Garden Wooden Birthday Card [...]",
  "review": "I ordered two cards and love them both!",
  "appreciation_image": null,
  "product_rating": 5,
  "response": null,
  "reviews_count": 10481,
  "date": "2026-02-08 00:00:00",
  "product_details": {
    "shop_average_rating": "4.9",
    "shop_total_rating_count": "10481",
    "product_url": "https://www.etsy.com/listing/629949817/...",
    "seller_name": "HereafterLA",
    "seller_url": "https://www.etsy.com/shop/HereafterLA",
    "reviewer_image": "https://i.etsystatic.com/...",
    "image": ["https://...", "https://..."]
  }
}

Notes:

• Some fields (e.g., buyer_user_id, appreciation_image, response) may be null if not available on the page.
• Export Etsy reviews to JSON or CSV via the Apify dataset UI or API.

FAQ

Is there a free trial or do I need a subscription?

Yes. The actor is offered as a paid tool with a flat monthly plan, and a 120‑minute trial is available on Apify. Check the Apify Store listing for current pricing and trial details.

Do I need to log in or provide cookies to scrape Etsy reviews?

No. This Etsy review scraping bot works on public shop pages without login. It uses residential proxies and Chrome-like requests to improve reliability.

Can I use it as an Etsy reviews API alternative?

Yes. Runs push structured results to an Apify dataset, which you can access programmatically via the Apify API — a practical Etsy reviews API alternative for pipelines.

Can I export Etsy reviews to CSV or Excel?

You can export to JSON and CSV directly from the Apify dataset. From there, it’s easy to load into Excel, BI tools, or databases.

How many reviews can I collect per shop?

Set maxReviewsPerShop between 1 and 5000. The scraper paginates through pages until it reaches your limit or there are no more reviews.

Does it scrape product-level details too?

Yes. Each review record includes listing metadata such as listing_title and product_details.product_url, making it useful as an Etsy product reviews scraper within shop reviews.

Can I configure proxies or provide my own?

Proxy configuration is shown for display, but the actor always uses residential proxy with up to 3 retries per shop. Your selection does not change runtime behavior.

What happens if a shop has no reviews?

The actor completes that shop, logs “No more reviews,” and continues with the next. The dataset will simply have no rows for that shop.

Closing CTA / Final thoughts

Etsy Reviews Scraper is built to extract structured, review‑level data from Etsy shops reliably and at scale. With residential proxies, Chrome-like requests, and a rich output schema, it’s ideal for marketers, analysts, developers, and researchers who need to download Etsy reviews and export Etsy reviews to CSV/JSON seamlessly. Developers can plug the Apify dataset into existing automation or analytics pipelines as an Etsy reviews API alternative. Start extracting smarter Etsy feedback today and turn public reviews into actionable insights.