David Lewin David Lewin
Proxies & Web Scraping

Best e-commerce scrapers in 2026: Apify vs ScrapingBee vs Browse AI for price monitoring and product data

Disclosure: some links in this guide are affiliate links. If you sign up through them, I may earn a commission at no extra cost to you. How this site makes money.

๐ŸŽฏ Direct Comparison Verdict (Quick Answer)
Pick Apify for ready-made scrapers (Actors) for Amazon, Google Maps and social platforms, plus scheduling and storage. Pick ScrapingBee if you write code and want one API call that handles proxies and JavaScript rendering. Pick Browse AI for point-and-click monitoring of a few competitor pages, synced to Google Sheets, without code.

E-commerce teams scrape for a few recurring jobs: tracking competitor prices and stock, collecting product and review data for research, monitoring marketplace listings, and feeding catalog data into spreadsheets or automations. The three tools here solve those jobs in very different ways. One is a marketplace of ready-made scrapers, one is an API for developers, and one is a no-code recorder.

How this comparison was made

It's based on each vendor's documentation and pricing model as of October 2026. Credit costs and plan sizes change often, so confirm them on the vendor's pricing page. Success on a specific site depends on that site's defenses on the day you run it, so test your real targets on the free tier first.

Quick comparison

ApifyScrapingBeeBrowse AI
What it isCloud platform plus a store of ready-made scrapers ("Actors")Scraping API: send a URL, get HTML or extracted dataNo-code "robots" you train by clicking on a page
Coding neededNone for store Actors; JavaScript or Python to build your ownYes (any language that can make HTTP requests)None
Free tier$5 of platform credit every month1,000 trial credits, no cardSmall free plan with limited credits
Pricing unitCompute units and proxy traffic, or a per-result price set by the ActorCredits per request; JavaScript rendering and premium proxies cost more creditsCredits per task run, monthly plans
JavaScript sitesYes, via headless browsers in ActorsYes, rendering on by defaultYes, it uses a real browser
Scheduling and alertsBuilt-in schedules, webhooks, datasetsYou schedule it yourself (cron, n8n, Make)Built-in monitoring with change alerts
IntegrationsAPI, webhooks, Make, Zapier, n8n, MCP for AI agentsAPI and SDKsGoogle Sheets, Airtable, Zapier, Make, webhooks
Best forCommon targets at scale without maintaining codeDevelopers with their own pipelineWatching a few dozen competitor pages
Where each tool sits in a data pipeline
Where each tool sits in a data pipelineScheduler โ†’ Apify actor / ScrapingBee API / Browse AI robot โ†’ Parse and validate โ†’ Storage and alertsScheduler: cron, n8n, Make or the tool's own schedulerSchedulercron, n8n, Make or the tool's own schedulerApify actor: ready-made or custom scraper on Apify's platformApify actorready-made orcustom scraper onApify's platformScrapingBee API: your code calls one endpoint per pageScrapingBee APIyour code callsone endpoint perpageBrowse AI robot: no-code, trained by clickingBrowse AI robotno-code, trainedby clickingParse and validate: check prices, stock and fields; drop bad rowsParse and validatecheck prices, stock and fields; drop bad rowsStorage and alerts: spreadsheet, database, Slack or emailStorage and alertsspreadsheet, database, Slack or email
All three replace the fetching step. You still own scheduling, validation and what happens with the data.

1. Apify: ready-made scrapers and a platform to run them

Apify Store lists thousands of Actors, many maintained by third-party developers, for targets like Amazon product pages, Google Maps, Google Search and social platforms. You fill in a form (keywords, URLs, countries), run it, and download JSON, CSV or Excel. Apify handles servers, proxies, retries, schedules and storage. Developers can build their own Actors with Crawlee, Apify's open-source scraping library.

Good at

  • Fastest route from zero to data on popular sites
  • Scheduling, webhooks and dataset storage built in
  • Good fit for automation and AI agents (Make, n8n, MCP)

Watch out for

  • Costs depend on the Actor's efficiency and proxy use. Set a spending limit on large runs
  • Third-party Actors vary in quality and can break when a site changes. Check ratings, issue history and last update
  • Unused monthly free credit doesn't roll over

2. ScrapingBee: one API call for developers

ScrapingBee turns scraping into a single HTTP request. You pass a URL and options, and it fetches the page through its proxy pool, renders JavaScript in a headless browser if needed, and returns HTML, a screenshot, or data extracted with CSS rules or an AI prompt. You're billed for successful responses, not failed attempts.

import requests

r = requests.get("https://app.scrapingbee.com/api/v1/", params={
    "api_key": "YOUR_KEY",
    "url": "https://shop.example.com/product/123",
    "render_js": "false",          # turn on only if the price loads via JavaScript
    "extract_rules": '{"price": ".price", "stock": ".availability"}',
}, timeout=60)
print(r.status_code, r.json())

Good at

  • Fits into any codebase in minutes
  • No proxy or headless-browser infrastructure to maintain
  • Predictable billing on successful requests

Watch out for

  • Credit cost multiplies with JavaScript rendering and premium proxies. Disable rendering when the data is in the raw HTML
  • No scheduler, storage or ready-made site parsers. You build that part

Alternative: ScraperAPI works the same way (URL in, page out) and is worth testing side by side on your own targets.

3. Browse AI: no-code monitoring

Browse AI records what you click on a page, such as a price, a stock badge or a list of products, and turns it into a "robot" that runs on a schedule. When a value changes, it alerts you or pushes the new row to Google Sheets or Airtable. It's the quickest way for a non-technical team to watch competitors.

Good at

  • No code at all, and set up in minutes
  • Change detection and alerts out of the box
  • Direct sync to spreadsheets and automation tools

Watch out for

  • Built for monitoring tens or hundreds of pages, not crawling whole catalogs
  • Robots can need retraining when a site's layout changes
  • Per-task credits get expensive at high frequency

4. Which one for your job

JobBest fitWhy
Watch 30 competitor product pages dailyBrowse AISet-and-forget alerts, no code
Pull 10,000 Amazon products for niche researchApifyReady-made Actors with built-in proxies and export
Feed prices into your own repricing scriptScrapingBee or ScraperAPIClean API inside your existing code
Update a Google Sheet when a price changesBrowse AI or Apify + Make/n8nNative integrations
Scrape a site with heavy bot protectionTest all three on the free tierResults vary by site and change over time

5. Keep costs under control

  • Check the page source first. If the price is already in the HTML or in an embedded JSON block, you don't need JavaScript rendering, which is the most expensive option on every platform.
  • Scrape only the pages that changed. Use sitemaps, category pages or "last modified" signals instead of re-crawling everything.
  • Match frequency to how often prices actually move. Hourly checks on a page that changes weekly cost 168 times more for the same information.
  • Set hard spending limits on every platform before your first large run.
  • Public product data such as prices and stock levels is the lowest-risk category. Data behind a login, and any personal data like reviewer names, carries contractual and privacy obligations (GDPR, CCPA).
  • Read the target site's terms and respect rate limits. Hammering a small competitor's server isn't competitive research. It's a problem for them and a legal risk for you.
  • For marketplaces, check for an official API or data program first. Amazon, eBay and Shopify all offer official data access for some use cases.
Bottom line

Non-technical team watching competitors: Browse AI. Large-scale data from popular sites without maintaining code: Apify. Developers who want scraping as a function call: ScrapingBee, tested against ScraperAPI. All three have free tiers, so run your three most important target URLs through each before paying.

David Lewin
David Lewin

Founder of StealthScale.io and e-commerce infrastructure engineer writing field-tested playbooks on proxies, cloud VPS, anti-detect browsers and SEO.