Etsy Reviews Scraper

Etsy Reviews Scraper

Etsy Reviews Scraper extracts structured Etsy shop review data at scale — including buyer details, star ratings, review text, dates, and product metadata — into clean, analysis-ready records. It solves the pain of manually collecting seller feedback by automating an Etsy reviews extractor workflow that’s reliable, fast, and API-ready. Built for marketers, developers, data analysts, and researchers, this Etsy product reviews scraper helps you monitor sentiment, benchmark competitors, and export Etsy reviews to CSV or JSON for deeper analysis at scale.

What data / output can you get?

Below are real output fields this Etsy customer reviews scraper produces. Each dataset item is one review with listing and shop-level context.

Data field	Description	Example value
receipt_id	Unique review/receipt identifier	4934801880
buyer_user_id	Numeric ID of the reviewer (when available)	84577298
buyer_real_name	Display name shown on the review	"Therese"
buyer_login_name	Etsy handle extracted from reviewer profile URL	"b8ddtlb335qm713s"
buyer_image	Reviewer avatar URL (default avatar when missing)	"https://i.etsystatic.com/..."
listing_title	Reviewed listing title from the shop reviews page	"Desert Garden Wooden Birthday Card [...]"
review	Review text content	"I ordered two cards and love them both!"
appreciation_image	Buyer’s appreciation photo URL if present	null
product_rating	Star rating as an integer (1–5)	5
response	Seller’s public response, when present	null
reviews_count	Shop-level total review count parsed from page	10481
date	Review date (formatted)	"2026-02-08 00:00:00"
product_details.shop_average_rating	Shop’s average rating	"4.9"
product_details.shop_total_rating_count	Total rating count (string)	"10481"
product_details.product_url	Canonical listing URL for the reviewed item	"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 variant	"https://i.etsystatic.com/..."
product_details.image	Array of listing image variants	["https://...", "https://..."]

Notes:

• Exports are available from the Apify dataset in JSON or CSV. From there, you can import to Google Sheets for Etsy reviews export and analysis.
• Media fields like appreciation_image and product_details.image provide rich context for review analysis and reporting.

Key features

• 🚀 Bulk shop processing
  Run an Etsy shop reviews scraper across multiple shops in one go. Paste a list of shop URLs or names and combine all reviews into a single dataset.

• 🛡️ Residential proxy with smart retries
  The actor always uses a residential proxy with up to 3 retries per shop, improving stability for an Etsy reviews API alternative without browser automation.

• 🧠 Chrome-like requests
  Uses TLS/HTTP fingerprinting (curl_cffi with Chrome impersonation) to reduce blocks and increase successful Etsy review data extraction.

• 📤 Flexible exports
  Export Etsy reviews to CSV or JSON for downstream pipelines, reporting, and import to analytics tools or Google Sheets.

• 🔗 Developer-friendly automation
  Trigger via Apify Console or Apify API from your stack to scrape Etsy reviews with Python or any HTTP client, and plug outputs into ETL pipelines.

• 🔁 Pagination & limits
  Automatically paginates Etsy shop reviews and stops at your per-shop limit for efficient collection.

• 🧩 Production-ready reliability
  Queued batch saving and detailed logs help you monitor progress and operate this Etsy review monitoring tool at scale.

How to use Etsy Reviews Scraper - step by step

1. Create or log in to your Apify account.
2. Go to Apify Console → Actors → search and open “Etsy Reviews Scraper”.
3. In the Input tab, add one or more shop identifiers under startUrls. You can use:
   • Full shop URLs like “https://www.etsy.com/shop/ShopName”
   • Plain shop names like “HereafterLA”
4. Set maxReviewsPerShop to control how many reviews per shop you want to collect (1–5000).
5. Optionally open Proxy configuration to view settings. This actor always runs with a residential proxy and will retry up to 3 times per shop automatically.
6. Click Start to launch the run. Watch the Log for progress (pages fetched, retries, saved counts).
7. When complete, open the Dataset to preview results and export to JSON or CSV.
8. Pro Tip: Call this actor from the Apify API to automate Etsy review analysis tools, feed data to n8n/Make/Zapier workflows, or sync to a BI warehouse.

Use cases

Use case	Description
Competitor tracking for e‑commerce	Benchmark ratings and review themes across rival Etsy shops to quantify gaps and wins.
Brand reputation & CX monitoring	Monitor Etsy seller feedback scraper outputs over time to detect issues early and respond faster.
Product research & launch validation	Analyze Etsy product reviews scraper output for feature requests, quality signals, and buyer language.
Market & academic research	Collect longitudinal review datasets for trend analysis, sentiment modeling, or publication.
Data enrichment pipelines (API)	Automate Etsy review data extraction via API to power dashboards, LLM prompts, and ML labeling.
Etsy reviews to Google Sheets	Export CSV and keep sheets updated for non-technical teams to explore buyer feedback easily.
Review analysis & reporting	Build an Etsy review analysis tool for sentiment, topics, and velocity metrics per listing and shop.

Why choose Etsy Reviews Scraper?

This tool is built for precision, automation, and reliability — a robust Etsy reviews API alternative for teams that need structured review data at scale.

• ✅ Accurate, structured fields: Clean JSON with buyer, rating, text, dates, and listing details.
• 🌍 Public data only: No login or cookies required; focuses on publicly available shop review pages.
• 📈 Scales with your needs: Scrape many shops in one run with pagination and limits.
• 🧪 Developer access: Run from Apify Console or integrate via the Apify API in your Python/Node workflows.
• 🔒 Safer than extensions: Avoid brittle Etsy review scraper Chrome extension setups with a server-side, production-ready actor.
• 💾 Easy exports: Download Etsy reviews to CSV/JSON for imports to BI tools or Google Sheets.
• 🌐 Proxy-ready reliability: Residential proxy with controlled retries for higher success rates.

In short, it’s a dependable Etsy shop reviews scraper that outperforms unstable, browser-based alternatives.

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 access private or authenticated content.

Guidelines for compliant use:

• Scrape only public information and respect Etsy’s terms of service.
• Avoid collecting or using sensitive personal data; focus on aggregated insights.
• Ensure your workflows comply with applicable laws and regulations (e.g., GDPR, CCPA).
• Consult your legal team for edge cases or commercial applications.

Input parameters & output format

Example JSON input

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

Parameters

• 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 and combine reviews into one dataset. Default: none.
• maxReviewsPerShop (integer, optional): Maximum number of reviews to fetch per shop (1–5000). The actor paginates until this limit or until 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

{
  "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 may be null when not present on the page (e.g., appreciation_image, response, buyer_user_id).
• Each run pushes batches of reviews to the dataset during pagination.

FAQ

Is there a free trial or free tier?

Yes. The listing includes 120 trial minutes, and there’s a monthly plan available. Standard Apify billing applies to usage; check the actor’s pricing panel for current details.

Do I need to log in or provide cookies?

No. The scraper collects publicly available Etsy shop reviews and does not require login or cookies.

Can I use this as an Etsy reviews API alternative?

Yes. You can run the actor via the Apify API to programmatically download Etsy reviews as structured JSON/CSV, functioning as an Etsy reviews API alternative.

Does it scrape product reviews or shop reviews?

It targets Etsy shop reviews and returns listing-specific details within each review (e.g., listing_title, product_url). Use it as an Etsy shop reviews scraper with product context.

How many reviews can I download per shop?

You can set maxReviewsPerShop between 1 and 5000. The actor paginates shop reviews until the limit is reached or no more reviews are available.

Can I export Etsy reviews to CSV or Google Sheets?

Yes. Open the run’s Dataset and export to CSV or JSON. You can then import the CSV into Google Sheets for analysis and reporting.

Does it work with Python or other languages?

Yes. Trigger runs and fetch results via the Apify API from Python, Node.js, or any HTTP client. This makes it easy to “Scrape Etsy reviews Python”-style in your pipelines.

How does the proxy and retry logic work?

The actor uses a residential proxy and will retry each shop up to 3 times on block conditions. Progress and retry steps are logged during the run.

Closing CTA / Final thoughts

Etsy Reviews Scraper is built to collect clean, structured Etsy shop review data at scale. With residential proxy reliability, JSON/CSV exports, and developer-friendly automation, it’s ideal for marketers, analysts, researchers, and engineers.

Run it from Apify Console or via the Apify API to integrate with your data stack, power an Etsy review monitoring tool, or build an Etsy review analysis pipeline. Start extracting smarter insights from Etsy customer reviews and seller feedback today.