Best e-commerce scraping APIs in 2026: we ran the same shops through 8 of them

The short answer

• DeepScout was the only API in the top two on both shops. It collected 99 of 100 Brooklinen products, the most of any API, and 95 of 98 REI products, tied second with Zyte behind ScraperAPI's 97.
• The shop decides the winner. ScraperAPI was the best on REI, at $0.94 per 1,000 products, and returned no products from Brooklinen, because Brooklinen's pages carry no schema.org product data to parse.
• An HTTP 200 isn't a product. Oxylabs in its default mode reported "parse success" on REI pages with every field empty. It had parsed a bot-challenge page.
• Check which price you got. On Brooklinen, almost every API that renders JavaScript returned the "15% off your first order" price as the product price. DeepScout returned the catalog price on all 99 products it collected.
• Count cost per successful product. Among APIs that return structured product data without a parser you write, DeepScout cost the least on both shops: $0.45 per 1,000 successful products on Brooklinen and $1.34 on REI.

How we tested

We ran every test on 2–3 November 2026.

• Shops. Brooklinen (bedding, Shopify, ~300 products, no bot protection) and REI (outdoor gear, ~27,000 products, Akamai bot protection). We picked 100 random product URLs from Brooklinen and 98 from REI. Every API got the same list.
• Modes. Each vendor's recommended mode for product pages. When it failed, we moved up to the next mode (JavaScript rendering, premium proxies), the way a developer would.
• Success means a product with a name and a price. An empty or half-filled response counts as a failure, whatever its status code.
• Cost is what the run used (credits, events or dashboard spend), priced at the vendor's mid plan (around $100–200 a month), divided by the number of successful products. Retries and failed requests count. DeepScout has no plans: we used its list price for the shop's difficulty tier.
• Price check. For Brooklinen we compared prices with the shop's own catalog data (Shopify's public products.json).
• Raw HTML APIs (ScraperAPI, Bright Data, ScrapingBee raw mode) got the same minimal parser: it reads the schema.org Product data on the page.
• Not tested hands-on: ZenRows (sign-up blocked from our network) and Extralt (sign-ups closed). Their cards use published prices only.
• DeepScout is our product. It was measured the same way, through its public API, with the same URLs and scoring.
• Rerun it. The URL lists, every API's results and the scoring script are on GitHub.

Three kinds of "scraping API"

The vendors in this test sell three different things under the same name. Which kind you need decides more than any price table.

Unblockers. They get you past bot protection and return raw HTML. You write and maintain the parser. ScraperAPI, ScrapingBee, Bright Data Web Unlocker, ZenRows.

AI extraction. You describe the fields, an LLM fills them from each page. Works on any page; costs more per page. Firecrawl JSON, Oxylabs AI parsing, ScrapingBee AI extraction.

Product-native. A fixed product schema for any shop: name, price, brand, images, GTIN. Zyte product extraction, Apify E-commerce Scraping Tool, Extralt, DeepScout.

Results

Sec / page: median time per request. DeepScout runs as batch jobs: a job of about 100 URLs took 35 minutes to 1.5 hours. GTIN: share of successful products with a barcode.

ScrapingBee collected no REI products, so it isn't on the chart.

Catalog price found: the shop's own price appears in the price or regular-price field, out of successful products. Promo shown as price: the first-order discount was returned as the main price. ScraperAPI and Bright Data fetched every page; the zero comes from the missing schema.org data, not from blocking.

ScraperAPI and Bright Data collected no Brooklinen products, so they aren't on the chart.

Four things the test taught us

1. The shop decides, not the vendor

ScraperAPI was the best and cheapest API on REI and returned nothing usable from Brooklinen. ScrapingBee was blocked on REI in every mode we tried. Bright Data fetched every Brooklinen page but, like ScraperAPI, found no product data to read. Test on your own shops before you pick.

2. A 200 response isn't a product

Oxylabs' default mode returned HTTP 200 and "parse success" for REI pages with empty fields: it had received Akamai's challenge page. Bright Data sometimes returned a full REI page without the product data block, and a second request for the same URL had it. Validate name and price on every record, or you'll store empty rows as successes.

3. Which price did you get?

Brooklinen shows new visitors a "15% off your first order" price, computed in the browser. APIs that render JavaScript saw that price and most returned it as the product price. For price monitoring that's the wrong number. Products with several sizes add a second problem: the best of the APIs that render JavaScript found the shop's catalog price on only about three in four products. DeepScout fetched the pages without a browser, read the price from the page's product data and matched the catalog on all 99 products.

4. Price per request isn't price per product

Failed requests, retries, JavaScript rendering and premium proxies all multiply the sticker price. ScraperAPI used about 6 credits per REI page. ScrapingBee's stealth mode costs 75 credits a request. Firecrawl's structured JSON costs 5 credits a page. Divide what you spent by the products you got.

The vendors, one by one

ScraperAPI

• Kind: Unblocker. Structured data only for Amazon, eBay, Walmart and Home Depot.
• Price: Startup $149 for 1M credits. JS rendering and premium proxies multiply credits.
• Pick it when: You scrape protected shops that publish schema.org product data, and you'll maintain the parser.
• Watch out: No product data on shops without schema.org markup (0/100 on Brooklinen).

Zyte

• Kind: Product-native: automatic product extraction for any shop, including GTIN.
• Price: Pay as you go, tiered per website by difficulty, plus product extraction.
• Pick it when: You want high success on hard shops and the budget allows it.
• Watch out: The most expensive per product on REI ($9.47 per 1,000). Your cost depends on the tier Zyte assigns to each shop.

Oxylabs

• Kind: Web API with AI parsing to your schema; dedicated parsers for some large stores.
• Price: From $30 a month. AI parsing costs extra per 1,000 results.
• Pick it when: You need one API for many site types and can use JavaScript rendering.
• Watch out: Use JS rendering on protected shops: default mode got 1/98 on REI and still reported success.

Bright Data

• Kind: Web Unlocker returns raw HTML. Structured scrapers exist only for specific large sites.
• Price: $1.50 per 1,000 requests, pay as you go. The hosted MCP server has a free monthly allowance.
• Pick it when: You need a large proxy network and will build your own parsing.
• Watch out: Slowest in our test (median 112 s per REI page). The same URL sometimes came back with and sometimes without product data.

Firecrawl

• Kind: AI extraction: you send a JSON schema, an LLM fills it from any page.
• Price: Standard $99 for 100,000 credits. Structured JSON costs 5 credits a page.
• Pick it when: Small volumes from many kinds of pages, not only shops.
• Watch out: 34/98 on REI. Returned the first-order discount as the price on Brooklinen.

Apify E-commerce Scraping Tool

• Kind: Product-native actor on the Apify platform. Starts from product or category URLs.
• Price: Per event: about $1.50 per 1,000 products, plus browser and residential proxy fees.
• Pick it when: You already run your scraping on Apify.
• Watch out: 24/98 on REI. On Brooklinen it avoided the promo price but found the catalog price on only 61% of products.

ScrapingBee

• Kind: Unblocker with an optional AI extraction add-on.
• Price: Startup $99 for 1M credits. JS 5 credits, premium proxies 10–25, stealth 75.
• Pick it when: Unprotected sites and simple AI extraction at a low entry price.
• Watch out: Blocked on REI in every mode we tried, including stealth.

ZenRows (published prices only)

• Kind: Unblocker ("Fetch") with newer Extract and Crawl products.
• Price: From $19 a month. Premium proxies and JS rendering multiply the price.
• Pick it when: You want an unblocker with a low entry plan.
• Watch out: Not tested: sign-up was blocked from our network.

Extralt (published prices only)

• Kind: Product-native. Starts from a shop's homepage and claims matching across shops.
• Price: Free plan for some platforms; Scale from $30 a month for 10,000 products.
• Pick it when: You want product data from a shop's homepage without writing a crawler.
• Watch out: Not tested: sign-ups were closed during our test.

DeepScout (our product)

• Kind: Product-native. Scrapes a whole shop from its homepage, or only the product URLs you send, and matches products across shops.
• Price: €0.40, €0.70 or €1.20 per 1,000 products, by how hard the shop is to scrape. You pay only for products collected; a job costs at least €0.10. The first 10 shop analyses each month are free.
• Pick it when: You need product data from many shops at a low cost per product, through an API, an MCP server or a console.
• Watch out: Batch jobs, not real-time requests: a job of about 100 URLs took from 35 minutes to 1.5 hours in our test.

DeepScout in the console

The same flow works through the API, the MCP server or the console: add a shop, check a sample of its products and a price, approve, download.

Adding a shop in the DeepScout console, from URL to finished scrape (demo shop).

The REI sample before approval: brand, category path and EAN on every product.

The price for all of REI before you approve: 26,700 products for €32.04, never more than €48.06.

What 10,000 or 100,000 products a month cost

The monthly bill on the smallest plan that covers the volume, using the credits each API used per successful product in our test.

Prices from each vendor's pricing page on 4 November 2026. Product pages only: a full catalog also needs category or listing pages, which per-request APIs bill on top. DeepScout bills per product collected with a €0.10 minimum per job, in euros, converted at 1.12 USD per EUR (ECB, 3 November 2026). Oxylabs: 100k REI products need slightly more than the Flexible plan includes, and the page lists no overage price.

How to choose

1. Test on your own shops. Results flipped completely between our two shops.
2. Count successful products, not requests. Check that name and price are filled before you count a record.
3. Check the price against the page. Look for promo prices, member prices and the price of the wrong size.
4. Decide who writes the parser. An unblocker is cheap per request, but every shop needs a parser that someone maintains.
5. Check how you'll use it. Real-time single requests, batch jobs, or an MCP server your AI agent can call.

FAQ