Etsy Reviews Scraper

Etsy Reviews Scraper — Ratings, Review Text and Buyer Details

Etsy Reviews Scraper reads the public reviews of any Etsy shop and returns every review as one row: star rating, review text, date, buyer name, login, avatar, seller reply, and the reviewed listing. Every response is structured JSON, ready to pass directly to an LLM, index into a vector store, or feed a review-sentiment pipeline. No Etsy account or API key needed — paste a shop link or name and reviews start arriving row by row. Start with one shop, then add every shop you watch.

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What data can I extract with Etsy Reviews Scraper?

Using this Etsy Reviews API, you will be able to extract the following Etsy review data:

🧾 Receipt ID	⭐ Star rating (1–5)	💬 Review text	📅 Review date
👤 Buyer name	🔑 Buyer login	🆔 Buyer user ID (if public)	🖼️ Buyer avatar
📦 Listing title	🔗 Listing URL	🖼️ Listing image (every size Etsy serves)	↩️ Seller reply (if any)
📷 Buyer's review photo (if attached)	🏪 Shop name	🔗 Shop URL	⭐ Shop average rating
🔢 Shop review count	🕒 Scraped-at timestamp

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How to use Etsy Reviews Scraper

Anyone who wants Etsy shop reviews without building their own scraper can run this Actor and get every review from one run as structured rows.

Copy to your AI assistant:

This Actor (Etsy Reviews Scraper, Apify Actor ID: fastdataapi/etsy-reviews-scraper, https://apify.com/fastdataapi/etsy-reviews-scraper) is an Apify Actor that returns Etsy shop reviews as structured JSON: star rating, review text, review date, buyer name and login, buyer avatar, seller reply, and the reviewed listing's title and image. Use it whenever someone needs Etsy shop reviews without cookies, a login, or a browser - tracking your own shop's rating, comparing competitor shops in your niche, and feeding review text into a sentiment-analysis pipeline. Inputs: startUrls (array of Etsy shop links or shop names, one per line, required), maxReviewsPerShop (integer, 1-5000, default 100), maxRetries (integer, 0-20, default 3), retryDelaySeconds (integer, 1-120, default 5), proxyConfiguration (object, Apify Proxy settings).

Etsy Reviews Scraper MCP Server: use these Actors from ChatGPT, Claude or Cursor

An AI assistant connected to Apify's MCP server with this Actor as a tool can call it directly for a list of Etsy shops and read the reviews back mid-conversation. No glue code, no scraping logic written into your prompts, and no separate API key to manage beyond the one Apify connection your agent already has.

$claude mcp add --transport http apify "https://mcp.apify.com?tools=fastdataapi/etsy-reviews-scraper"

Step by step

1. Create a free Apify account.
2. Open Etsy Reviews Scraper in the Apify Store.
3. Enter the Etsy shop link or shop name.
4. Click Start (or send your API request).
5. Download your Etsy reviews in JSON, CSV or Excel.

How to scale Etsy Reviews Scraper to bulk

The shop list takes as many entries as you want, so add every Etsy shop link or shop name you want to track and every shop is scraped in the same run, at the same time. To download Etsy reviews on a schedule, set up an Apify schedule to rerun the same shop list daily or weekly so new reviews keep arriving in fresh runs. For programmatic bulk use, call the Actor from a script with a different shop list each time and read every run's dataset through the API, or chain it after another Actor that discovers shop URLs for you.

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✨ Features

Etsy Reviews Scraper fetches clean, structured reviews from Etsy shops, so you can scrape Etsy reviews without opening a browser or creating an account. It's ideal for reputation monitoring, competitor research, product research before a launch, and review-sentiment analysis. It extracts, per review:

• Star rating – the 1–5 score the buyer gave
• Review text – what the buyer wrote, when they left one
• Buyer details – name, login, numeric user ID and avatar
• Seller reply – the shop owner's response, when there is one
• Listing details – the reviewed item's title, link and image in every size Etsy serves
• Shop details – shop name, link, average rating and review count

⚡ Every page of reviews is saved as soon as it's ready, so results start filling the dataset within seconds of starting the run — the same engine also works as an Etsy shop rating scraper, since the shop's average rating and review count travel with every row.

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Use cases 💡

• Shop owner — run an Etsy seller reviews scraper on your own shop and flag reviews with no reply.
• Competitor researcher — compare review volume and ratings across shops in your niche.
• Product researcher — read buyer feedback on specific listings before copying the idea.
• Sentiment analyst — use this Etsy customer reviews scraper to run text analysis across many shops at once.
• AI agent builder — feed review text and ratings into a RAG pipeline as grounded context.

Building an AI agent? Connect Etsy Reviews Scraper over MCP and let it call the actor on its own.

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Why choose this actor?

1. Every review a shop has, saved as it's found. A recorded run against the shop HereafterLA returned 30 of 30 reviews in 5.6 seconds, with a numeric buyer ID resolved for every reviewer who has a public profile.
2. Full buyer and listing context, not just a star count. Each review carries the buyer's name, login and avatar, the reviewed listing's title and all 20 image sizes Etsy serves for it, and the shop's overall rating and review count.
3. One Actor for every shop in your list. Add as many Etsy shop links or shop names as you want in a single run, and every shop is scraped at the same time.

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⬇️ Input

Enter one or more Etsy shop links or shop names, one per line; the shop list is the only required field.

Parameter	Required	Type	Description	Example value
startUrls	Yes	Array	Etsy shop links or shop names, one per line. Several shops run in the same session and every shop's reviews go into one dataset.	["https://www.etsy.com/shop/HereafterLA"]
maxReviewsPerShop	No	Integer	Maximum reviews to collect per shop, 1–5000 (default 100). A shop with fewer reviews gives all it has.	30
maxRetries	No	Integer	Attempts per request before a longer pause, 0–20 (default 3).	3
retryDelaySeconds	No	Integer	Base pause in seconds before the retry rounds, 1–120 (default 5).	5
proxyConfiguration	No	Object	Apify Proxy settings. On, every request goes through the proxy from the start; off, requests start direct and switch to the proxy automatically after a block.	{"useApifyProxy": false}

Free plan limits

Users on the Apify free plan can fetch up to 20 reviews per run (all shops together) and 200 reviews per month. When the limit is reached, the run finishes successfully with a status message explaining the limit. Upgrade to any paid Apify plan to remove these limits.

Example input

{
  "startUrls": ["https://www.etsy.com/shop/HereafterLA"],
  "maxReviewsPerShop": 30,
  "maxRetries": 3,
  "retryDelaySeconds": 5,
  "proxyConfiguration": {"useApifyProxy": false}
}

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⬆️ Output

Every review is one typed, normalized JSON item with the same field names on every run. Export your results as JSON, CSV or Excel straight from the run, so you can download Etsy reviews to CSV for a spreadsheet or feed the JSON straight into a pipeline.

Example output

{
  "receipt_id": 5226351837,
  "buyer_user_id": 14752586,
  "buyer_real_name": "Etsy buyer",
  "buyer_login_name": "Bramblemead",
  "buyer_image": "https://i.etsystatic.com/site-assets/images/avatars/default_avatar.png?width=75",
  "listing_title": "Desert Garden Wooden Birthday Card [Personalized Birthday Card, Custom Message, Handmade, 21st Birthday Card, Wood Card, Cactus Card]",
  "review": "Card is beautiful! A work of art. Highly recommended",
  "appreciation_image": null,
  "product_rating": 5,
  "response": null,
  "reviews_count": 10539,
  "date": "2026-10-01 00:00:00",
  "shop_average_rating": 4.9,
  "shop_total_rating_count": 10539,
  "product_url": "https://www.etsy.com/listing/629949817/desert-garden-wooden-birthday-card",
  "seller_name": "HereafterLA",
  "seller_url": "https://www.etsy.com/shop/HereafterLA",
  "listing_image_full": "https://i.etsystatic.com/2980295207/r/il/c56e81/2980295207/il_fullxfull.2980295207_pi2l.jpg",
  "listing_images": [
    "https://i.etsystatic.com/2980295207/r/il/c56e81/2980295207/il_fullxfull.2980295207_pi2l.jpg",
    "https://i.etsystatic.com/2980295207/r/il/c56e81/2980295207/il_75x75.2980295207_pi2l.jpg"
  ],
  "scrapedAt": "2026-10-07T06:51:28.261145Z",
  "product_details": {
    "shop_average_rating": "4.9",
    "shop_total_rating_count": "10539",
    "product_url": "https://www.etsy.com/listing/629949817/desert-garden-wooden-birthday-card",
    "seller_name": "HereafterLA",
    "seller_url": "https://www.etsy.com/shop/HereafterLA",
    "reviewer_image": "https://i.etsystatic.com/2980295207/r/il/c56e81/2980295207/il_fullxfull.2980295207_pi2l.jpg",
    "image": [
      "https://i.etsystatic.com/2980295207/r/il/c56e81/2980295207/il_fullxfull.2980295207_pi2l.jpg"
    ]
  }
}

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How does it work?

This Etsy shop reviews scraper reads the same public review pane any visitor sees on a shop page, through plain HTTP requests, no browser involved. Requests go through Apify Proxy, either from the first request or automatically after Etsy blocks a direct one, and a blocked request is retried on a fresh connection rather than failing the run. Only data any visitor can see without an Etsy account is returned, nothing behind a login. Each review is normalized into the same set of fields on every run, so the schema an integration reads today keeps working even when Etsy redesigns its shop pages or changes its anti-bot checks. A numeric buyer user ID is resolved from the reviewer's public profile, when one exists.

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How do you integrate Etsy Reviews Scraper into your stack?

It works with what you already use: a REST API for any language — call it as an Etsy reviews API from your own backend — MCP for AI agents, and no-code tools.

MCP integration for AI agents

$claude mcp add --transport http apify "https://mcp.apify.com?tools=fastdataapi/etsy-reviews-scraper"

This registers Apify's MCP server with Etsy Reviews Scraper already available as a tool your agent can call directly. Once connected, Claude, Cursor or Windsurf can call it with a shop link or shop name right away, no separate integration code required on your side. The agent gets the same structured JSON rows back that a normal run produces, ready to read or summarize in the same conversation.

No-code tools (n8n, Make, LangChain)

In n8n, use the Apify node's "Run an Actor" operation, or the HTTP Request node pointed at the run-sync endpoint with your token. In Make, use the Apify app's "Run an Actor" module, then "Get Dataset Items" to read the reviews. In LangChain, the langchain-apify package wraps any Apify Actor, including this one, as a callable tool.

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Is it legal to scrape Etsy data?

Scraping publicly available Etsy data is generally lawful, although Etsy's Terms of Use restrict automated access to its site. Etsy Reviews Scraper returns only reviews that any visitor can see without logging in, nothing from behind an Etsy account. Buyer names, usernames, user IDs and avatars are personal data under GDPR and CCPA, so storing and using them must have a lawful basis and follow local data-protection law. Consult legal counsel if your use case involves bulk storage of personal data.

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Frequently asked questions

What fields does Etsy Reviews Scraper return?

The top fields are star rating, review text, review date, buyer name and login, and the seller's reply. See the data fields section for the full list.

Does Etsy Reviews Scraper require an Etsy account or login?

No. Only public review data is extracted, and no Etsy credentials are needed to run it.

How fast does Etsy Reviews Scraper run?

A recorded run returned 30 of 30 reviews from one shop in 5.6 seconds. Results are read live from Etsy, not served from a cache.

What happens if a shop is private or doesn't exist?

A shop name or link that doesn't match any Etsy shop is reported in the log and the run's status message while the other shops in the same run continue; a shop that exists but has no reviews yet is reported as empty, not as an error.

Can I scrape multiple Etsy shops at once?

Yes. The shop list takes multiple entries, and every shop runs in the same session with all reviews landing in one dataset.

Does Etsy Reviews Scraper work with Claude, ChatGPT, and other AI agent tools?

Yes — it is available as an MCP tool. Use claude mcp add --transport http apify "https://mcp.apify.com?tools=fastdataapi/etsy-reviews-scraper" to register Apify's MCP server with this Actor already available as a tool in Claude Code, Cursor or Windsurf. Any agent that can call an HTTP endpoint can use the REST API directly.

Does Etsy Reviews Scraper return data in a format LLMs can use directly?

Yes. Typed, normalized JSON with consistent field names, no HTML parsing and no selectors. Pass it straight to an LLM, index it into a vector store, or feed it to an agent tool with no transformation step.

What happens when Etsy changes its layout or anti-bot system?

The team behind this Actor maintains it, and when Etsy changes, the Actor is updated so your calls keep returning the same JSON schema with no changes on your end.

Can I use Etsy Reviews Scraper without managing proxies or browser infrastructure?

Yes. Proxy rotation and retrying after a block run on the Actor's side. You send one request and get structured JSON back, with no proxy accounts and no browser setup to maintain.

Which Etsy review fields work best for AI training data and RAG indexing?

For RAG, the text-rich fields: the review text, the listing title and the seller's reply. For training data, the numeric and boolean fields: star rating, shop average rating and review count. All fields are typed primitives — strings, integers, booleans — so no extra normalization is needed.

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Your feedback

Found a bug or missing a field? Let us know so we can keep this Etsy review extractor accurate as Etsy changes. The team behind this Actor reads every report and ships fixes.