Etsy Listing Scraper — Real Product Data: Reviews, Carts & Competitors

Point it at one Etsy listing — yours or a competitor's — and get back everything the product page holds that a search scraper can't — ~70 fields in one clean record: full copy, per-variation pricing, the exact promo schedule, every real review (sub-ratings + photos), the listing's own star histogram, buyer "would-recommend %", seller trust signals, Etsy's AI alt-text in 10 languages, a photo-darkness audit, and the shop's other listings + true competitors.

Every figure is Etsy's own — real prices, reviews, ratings, and live cart counts pulled straight from the listing, never estimated, modeled, or guessed (unlike search-volume tools). No login, no proxies, no setup — just paste a listing and run.

Don't have the listing URL? Pass a shop name instead — it returns that shop's listings (id + title) to pick from.

Quick start

Inspect listings (paste URLs or IDs):

{ "listings": ["https://www.etsy.com/listing/1853337433/...", "4418320341"] }

Or deep-dive a whole shop — its top listings, ranked by live demand:

{ "shopName": ["MyhandcraftGoods"], "maxShopListings": 10 }

Want more than one shop at once? No problem — pass a list, and you get each shop's best in a single run:

{ "shopName": ["MyhandcraftGoods", "AnotherShop"], "maxShopListings": 10 }

(The limit applies per shop. Turn on listTitlesOnly to just get each shop's listing menu to pick from — no deep fetch.)

How many listings you get — and how they're picked

• Paste listings → you get exactly those, one deep record each.
• Give a shop → it scans the shop's catalog and deep-dives the top listings by demand — 10 by default, up to 25 per shop (maxShopListings). Pass several shops and you get that many from each.
• How "top" is decided → listings are ranked by real demand, not catalog order: bestsellers first, then live cart counts, then most-recently-sold. So you always get a shop's highest-impact listings — never a random slice. (A volatile signal like live carts is blended with bestseller status and recent sales, so one quiet day doesn't bury a strong listing.)

So a 2-shop run at the default returns up to 20 deep records (10 per shop); bump maxShopListings to widen each shop's cut.

What makes it different

Most of the ~70 fields are self-explanatory in the sample below. These are the ones no search scraper gives you — with a real snippet of each:

💲 Per-variation price ladder — the real buyer price for each option, not a vague "from" price

"price_ladder": [
  { "option": "10 cards", "price": 3.02 },
  { "option": "50 cards", "price": 5.33 },
  { "option": "100 cards", "price": 8.77 }
]

👍 Buyer "would-recommend %" — Etsy's post-purchase survey, separate from stars (a 4.9★ listing can hide unhappy buyers); auto-flagged when it dips below ~90%

"would_recommend_pct": 98.9,
"would_recommend_count": 3946,
"would_recommend_flag": "ok"

⭐ Every real review — full text, per-review sub-ratings, photos, seller replies — plus Etsy's own review themes

"reviews": [
  { "rating": 5, "text": "Such a cool necklace!", "item_quality": 5, "shipping": 5, "photo": "https://…", "seller_response": null }
],
"review_themes": [ { "theme": "Appearance", "count": 4082 }, { "theme": "Quality", "count": 2925 } ]

🥊 True competitors — the visually-similar listings from other shops, live carts, sorted by demand (same-shop items filtered out)

"competitors": [
  { "shop_name": "Goldmira", "in_cart_count": 59, "is_bestseller": true, "title": "14K Gold Custom Name Chain…" }
],
"top_competitor": "Goldmira (59 carts)"

📸 Photo-darkness audit — per-image brightness from the blurhash (Etsy's PhotoTooDark signal) — no image download

"photo_audit": {
  "avg_brightness": 0.59, "primary_brightness": 0.163, "dark_image_indexes": [0],
  "flags": ["primary photo is dark (weakest thumbnail in search)"]
}

🔑 Seller trust + AI SEO — years on Etsy, on-time %, category bestseller rank; Etsy's AI alt-text in 10 languages

"trust_signals": ["8 years on Etsy", "95%+ orders shipped on time"],
"ai_alt_text": "Gold necklace with a geometric pendant that spells out the name…",
"ai_alt_text_language_count": 10

Plus the basics: copy, tags, materials, taxonomy, promotions, star histogram, logistics, and the shop's own catalog.

Real data, not estimates — an EverBee / eRank alternative

Most Etsy research tools — EverBee, eRank, Marmalead — run on estimates and periodic data:

• EverBee gives estimated sales and revenue — modeled numbers, not the live figures from the listing itself.
• eRank and Marmalead are keyword-research tools — their numbers aren't pulled live from Etsy at the moment you look, and refresh on a schedule.

This is an Etsy listing scraper that returns real data, not estimates. Every figure — live cart counts, every real review with sub-ratings and photos, per-variation pricing, true competitor demand — is read straight from the live Etsy listing at the moment of the scan. Nothing is modeled, graded, or guessed.

	Estimate tools (EverBee, eRank, Marmalead)	This scraper
Demand / sales	Estimated (~80% accuracy)	Real, live cart counts
Reviews	Star rating + count	Every review + sub-ratings + photos
Freshness	Monthly (Google data) or cached	Live, at scan time
Source	Google Keyword Planner / models	Etsy's own listing data
Access	Monthly subscription, paywalled tiers	Run on demand, no lock-in

If you've searched for an EverBee alternative or an eRank alternative with data you can actually trust, this is the real-data option.

Sample output

One listing → one record (~70 fields). Arrays trimmed to […]; full set shown:

{
  "type": "listing",
  "listing_id": 1097017861,
  "title": "Personalized Name Necklace, Name Logo Necklace, Personalized necklace for mom",
  "listing_url": "https://www.etsy.com/listing/1097017861/personalized-name-necklace-name-logo",
  "shop_name": "RobertoGoldDiamond",
  "shop_url": "https://www.etsy.com/shop/RobertoGoldDiamond",
  "listed_on": "2026-06-11",

  "description": "This necklace brings you a chance to carry your name …",
  "tags": ["gold name necklace", "personalized gift", "…"],
  "tags_joined": "gold name necklace, personalized gift, necklace with name, …",
  "materials": ["Rose gold", "White gold", "Brass", "Yellow gold"],
  "materials_joined": "Rose gold, White gold, Brass, Yellow gold",
  "when_made": "made_to_order",
  "taxonomy_path": "jewelry.necklaces.monogram_and_name_necklaces",
  "taxonomy_leaf": "Monogram & Name Necklaces",
  "category_attribute_menus": { "Occasion": ["Anniversary", "…"], "Holiday": ["Lunar New Year", "…"], "Chain style": ["Ball", "…"], "Recipient": ["Women", "…"], "Material": ["…"], "Style": ["…"], "Sustainable features": ["Upcycled", "…"] },

  "price_min": 120.0,
  "price_max": 120.0,
  "variations": [{ "name": "Primary color", "options": [{ "option": "White", "price": null, "available": true }, "…"] }, "…"],
  "price_ladder": [{ "option": "White", "price": null }, "…"],
  "promotions": [{ "percent_off": 60, "min_items": 0, "starts": "2026-06-11", "ends": "2026-06-12", "is_shop_wide": true }],

  "listing_avg_rating": 4.92,
  "listing_reviews_count": 11420,
  "star_histogram": { "1_star": 36, "2_star": 31, "3_star": 93, "4_star": 416, "5_star": 10844 },
  "star_percents": { "5_star_pct": 94, "4_star_pct": 3, "3_star_pct": 1, "2_star_pct": 1, "1_star_pct": 1 },
  "photo_review_count": 1258,
  "video_review_count": 10,
  "would_recommend_pct": 98.9,
  "would_recommend_count": 3946,
  "would_recommend_flag": "ok",

  "reviews": [{ "rating": 5, "text": "Such a cool necklace! …", "date": "2026-06-11", "buyer": "Sara", "item_quality": 5, "shipping": 5, "service": null, "photo": null, "seller_response": null }, "…"],
  "reviews_fetched": 2,
  "review_themes": [{ "theme": "Appearance", "count": 4082 }, "…"],
  "review_themes_summary": "Appearance 4082 · Quality 2925 · Shipping & Packaging 1493 · Seller service 1…",
  "review_avg_subratings": { "item_quality": 5.0, "shipping": 5.0, "seller_customer_service": 5.0 },

  "seller_response_rate": "Typically responds within a few hours",
  "trust_signals": ["8 years on Etsy", "95%+ orders shipped on time", "…"],
  "star_seller_highlights": ["Smooth shipping: Has a history of shipping on time with tracking.", "…"],
  "shop_highlight": "Buyers are raving! This shop got multiple 5-star reviews in the past 7 days.",
  "follower_count": 19493,

  "demand_nudge": "",
  "last_sale_date": "2026-06-11",
  "signal_pecking_order": ["promotion", "free_shipping"],
  "is_surfaceable": true,

  "ai_alt_text": "May include: Gold necklace with a geometric design pendant that spells out the name …",
  "ai_alt_text_all_languages": { "en-US": "…", "en-GB": "…", "fr": "…", "de": "…", "nl": "…", "es": "…", "it": "…", "pl": "…", "pt": "…", "ja": "…" },
  "ai_alt_text_language_count": 10,
  "available_languages": ["en-US", "…"],
  "image_count": 10,
  "images": ["https://i.etsystatic.com/14647199/r/il/…/il_fullxfull.6602175450.jpg", "…"],
  "image_quality": [{ "hue": 60, "saturation": 3, "blur_hash": "L04.9+xZ04-:s=tQkCt4D,%M~pt6", "w": 2000, "h": 2000 }, "…"],

  "photo_audit": { "image_count": 10, "avg_brightness": 0.59, "primary_brightness": 0.163, "darkest_brightness": 0.163, "dark_image_indexes": [0, "…"], "flags": ["primary photo is dark (weakest thumbnail in search)", "…"] },
  "photo_avg_brightness": 0.59,
  "photo_primary_brightness": 0.163,
  "photo_dark_count": 2,
  "photo_flags": "primary photo is dark (weakest thumbnail in search); 2 dark photo(s) may trip Etsy's PhotoTooDark filter",

  "quantity_available": 2762,
  "processing_time": "1-3 business days",
  "ships_from": "Stafford, TX, United States",
  "ships_to": ["United States", "…"],
  "free_shipping_threshold": "",
  "returns_accepted": true,
  "return_window_days": 30,
  "return_terms": "Buyers are responsible for return shipping costs. …",

  "same_shop_catalog": [{ "listing_id": 1070218458, "title": "Unique Womens Style Gift Name Logo Necklace …", "url": "https://www.etsy.com/listing/1070218458/…", "in_cart_count": 5, "is_bestseller": false, "last_sale_date": "2026-06-10" }, "…"],

  "competitors": [{ "listing_id": 1620394821, "title": "14K Gold Custom Name Chain, Gold Name Necklace …", "shop_name": "Goldmira", "in_cart_count": 59, "is_bestseller": true, "url": "https://www.etsy.com/listing/1620394821/…" }, "…"],
  "competitor_count": 27,
  "competitor_avg_carts": 6.1,
  "top_competitor": "Goldmira (59 carts)"
}

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Exporting — JSON, not CSV ⚠️

The record is deep (nested arrays: every review, all competitors, the price ladder, per-image data), so export JSON / JSONL for everything.

Need a spreadsheet? Pick the "Spreadsheet (CSV-safe)" view in the Export dialog — flat scalar columns that fold the nested intel into clean summary cells (review_themes_summary, top_competitor, photo_flags, tags_joined). Exporting CSV on "All fields" explodes the arrays into hundreds of columns — that's tabular formats, not a bug.

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Best for

🛍️ Audit your own shop — point it at your shop name and it deep-dives your top listings: catch your dark-photo flags, a would-recommend % that's slipped, weak titles, and which of your own listings Etsy actually favors. The diagnostics speak straight to the owner — it's a self-audit in one run.

🥊 Research competitors & the market — tear down a rival listing or shop: their per-variation pricing, live competitor carts, review themes, and exactly what's working for them.

One listing (or shop) in, the whole page out — for sellers sharpening their own listings and researchers sizing up the field.

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⚠️ Unofficial. Not affiliated with, endorsed by, or sponsored by Etsy, Inc. "Etsy" is a trademark of Etsy, Inc., used here for descriptive purposes only.