Boozt scraper: Nordic fashion price and deal tracker

This Boozt scraper reads Boozt (the Nordic online fashion retailer) category, brand and deals pages and returns one flat row per product colourway: the current price in the market's currency (EUR, SEK, DKK or NOK), the list price, the deal price and percent, Boozt's own SEK conversion, brand, colour, sizes, stock level, labels, the product link and the photo. Run it on a schedule and diff the dataset to get a Nordic fashion price and markdown watch: which Polo Ralph Lauren, BOSS or Barbour colourways got a deal since last week, and how deep.

No account, no API key, no login, no browser. One request returns 80 products.

Input

Field	Notes
categories	One or more Boozt listing pages, one per line: a category or brand path (menswear/clothing, women/deals, menswear/deals/clothing, ugg) read in the market below, or a full boozt.com listing URL (its own market is kept, any ?query is ignored). Copy the path from the address bar of any category, brand or deals page. A product that two listings both show is returned once, under the first. A page that is not a product listing, and a mistyped category (Boozt redirects it to its parent), are refused with a message and not charged.
market	The Boozt country and language that bare paths are read in: eu/en (EUR, default), se/en or se/sv (SEK), dk/en (DKK), de/en (EUR), no/en (NOK), fi/en (EUR). English paths are the same in every English market; se/sv needs Swedish paths (klader-for-man/visa-allt).
sort	popular (Boozt's default), newest, best-deals (deepest deal percent first), price-asc, price-desc, bestsellers.
maxItems	Products to read per listing (default 100, up to 10,000). 80 per page.
onlyOnSale	Return only products whose price is below their list price (on_sale). Products that are not marked down are read, not returned and not charged, and do not count toward maxItems. A listing with few markdowns reads many pages to find them; best-deals order avoids that.
proxyConfiguration	Apify datacenter proxy by default.

Example input:

{
  "categories": ["menswear/deals/clothing", "women/deals"],
  "market": "se/en",
  "sort": "best-deals",
  "maxItems": 200,
  "onlyOnSale": true
}

Output

Prices are numbers in the market's currency; currency says which (read from the page: EUR on eu, de and fi, SEK on se, DKK on dk, NOK on no).

Field	Notes
query, position	The listing path that first found the product (/se/en/women/deals), and its place in Boozt's order for it (1 is first, counted over every organic product of the pages read; paid placements and banners take no number).
product_id	Boozt's colourway id, a string, unique per row and the number after the last underscore of url. One row is one colourway: every colour has its own id, price and link.
name, display_name, brand, color	As the page shows them. display_name is the name plus the garment type (Classic Fit Big Pony Mesh Polo Shirt - Short-sleeved polos). brand, display_name and color are null if the page sends none.
attribute, labels	The short attribute label some entries carry, as sent (Regular fit, Slim fit, Cashmere, 3-pack, Unisex; null otherwise) and the splash texts on the card (20% Deal, New season; empty list if none).
url, image_url	The product link for this colour, and its first photo (a .webp on image-resizing.booztcdn.com).
price	The lowest current price: sale_price if there is one, else deal_price, else list_price.
list_price	Boozt's base price, before any sale or deal. Sent for every product.
deal_price, deal_percent_off	The price shown as "156 EUR with Deal" and the site's whole-number percent (20 for "20% Deal"). The deal applies once it is activated at checkout. Null when the product has no deal, never 0. 974 of the 1,368 products read carried one.
sale_price	The price in Boozt's sale slot. Null when absent, and it was absent on every product read on 2026-10-21 (1,368 entries over 16 pages: men's clothing, men's and women's deals); the slot is read so a sale season shows up here.
price_sek	The current price in Swedish krona, Boozt's own conversion, as sent. Null if not sent.
on_sale	True when price is below list_price (a deal or a sale price).
discount_amount, percent_off	List price minus price, and the whole percent off (the site's figure when it sends one, else worked out from the two prices). Null when not on sale, never 0.
sizes, in_stock, stock_status	The size labels the listing carries (XS, S, M, 30/32), whether it says the colourway is in stock, and its stock word (good, few, last were seen).
currency	The ISO currency of every price column.

Example row (real values, 2026-10-21):

{
  "query": "/eu/en/menswear/clothing",
  "position": 1,
  "product_id": "32892435",
  "name": "30/1 DOUBLE KNT CVC-LSL-SWS",
  "display_name": "30/1 DOUBLE KNT CVC-LSL-SWS - Sweatshirts",
  "brand": "Polo Ralph Lauren",
  "url": "https://www.boozt.com/eu/en/polo-ralph-lauren/30-1-double-knt-cvc-lsl-sws_32892435",
  "image_url": "https://image-resizing.booztcdn.com/polo-ralph-lauren/raf710p06234_cpoloblackc1730_v10581803ds7_10.webp?has_webp=1&version=0b6216a226a187b3b9b1061a5831e4b7",
  "color": "POLO BLACK/C1730",
  "attribute": null,
  "labels": ["20% Deal"],
  "currency": "EUR",
  "price": 156.0,
  "list_price": 195.0,
  "sale_price": null,
  "deal_price": 156.0,
  "deal_percent_off": 20,
  "price_sek": 1741.27,
  "on_sale": true,
  "discount_amount": 39.0,
  "percent_off": 20,
  "sizes": ["XS", "S", "M", "L", "XL", "XXL"],
  "in_stock": true,
  "stock_status": "good"
}

Honest nulls

A field the page did not send is null, never 0 or "". labels and sizes are empty lists when there are none.

• No per-size stock. The listing carries the size labels and one stock word, not a count per size.
• Paid placements are not rows. Boozt inserts about 22 paid product placements into most pages (flagged sponsored_product_tracking in its data). They are not the listing's own order and are left out, so every page yields its 80 organic products and none of them is billed twice.
• No description or product detail. This is the listing, one row per colour.

Pricing

Pay per event:

• $0.002 per run (actor-start), charged only after your input is validated, so a run that fails on bad input costs nothing.
• $0.00126 per product row written (product-scraped), i.e. $1.26 per 1,000 products. A row that is not written is not charged: rows filtered by onlyOnSale, paid placements, banners, and repeats of a colourway another listing already returned are free.

How it fetches

It reads the product list that boozt.com's own listing page embeds as JSON in its page store. Measured 2026-10-21: HTTP 200 HTML of 2 to 3 MB a page, no key or cookie needed. Boozt sits behind Cloudflare and refuses requests at random per exit address, whatever the market: from Apify datacenter addresses 11 of 30 pages answered (eu 3 of 10, se 4 of 10, dk 4 of 10), from residential addresses 6 of 9. A refusal is HTTP 403 or 429 with a 98 KB "Boozt OOPS!" challenge page, so it costs little. The actor takes a fresh exit address before every page (Boozt refuses a second request from one address within a minute) and retries a refusal from another, up to 10 times: at about 40% per datacenter attempt that leaves roughly 0.6% of pages unread, and a page it cannot read fails that listing with a message rather than returning less. A 200 that carries no page data, a page other than the one asked for, or a dropped connection is treated the same way.

Things worth knowing, all measured:

• Paging uses page=, 1-based, and is always sent. page=0 is answered as page 1. The page says which page it rendered, and the actor treats a mismatch as a refusal rather than return the wrong page and charge for it.
• The end is the first page with no organic product, not pageCount. Boozt's page count includes the paid placements, so it is one page too many: menswear/clothing read 21,062 products over 264 pages, but 263 x 80 = 21,040 are organic, and page 264 (like page 999) is HTTP 200 with only paid placements.
• Sorting uses order=. best-deals, price-asc, price-desc, newest and bestsellers each returned a different first page; an unknown value is ignored (the default order), and sort= is ignored altogether, so the actor never sends it.
• Not every 200 is a listing. /se/sv/klader-for-kvinnor is a content page with no products, and a mistyped category is redirected to its parent. The actor detects both and refuses them by name instead of returning the wrong products.
• Depth. 80 products per page and no page-size setting; at most 10,000 products per listing are read. A men's clothing listing runs to about 21,000.
• Totals drift. menswear/clothing read 21,067, 21,062 and 21,302 products within an hour (21,067 and 21,062 on eu, 21,302 on se).

If Boozt changes its page data, the run fails with a message instead of returning empty rows.