Apify vs. Bright Data

Marketplace Actors or Proxy Infrastructure?

Apify and Bright Data both solve “how do I get structured data off the web at scale,” but they approach it from opposite directions. Apify is built around a marketplace of pre-built “Actors” — ready-made scrapers you can run with little to no code, billed in compute units. Bright Data is built around proxy infrastructure first — residential, datacenter, and ISP IP networks — with scraping APIs and managed tools layered on top, billed per gigabyte or per request depending on the product.

The practical question is whether you need a tool that gets you usable data quickly with minimal setup, or raw infrastructure that your team builds custom scraping logic on top of.

What Each Platform Does

Apify centers on the Apify Store, a marketplace of thousands of pre-built Actors for sites like Google Maps, Instagram, Amazon, and LinkedIn. You can run an Actor directly from the Console with minimal configuration — paste a URL, set a few inputs, and get structured output in a dataset you can export or pipe via webhook. For custom needs, Apify also supports building your own Actors using the Crawlee framework (Node.js or Python), with the platform handling hosting, scheduling, and proxy rotation.

Bright Data is fundamentally a proxy and web-data infrastructure provider. Its core products include residential, datacenter, and ISP proxy networks, plus a layered set of APIs — Web Unlocker, SERP API, Crawl API, Browser API — that handle CAPTCHA-solving and anti-bot bypass on top of the proxy network. It also offers a managed Web Scraper product and pre-collected Datasets for teams that don’t want to run scraping infrastructure at all. Bright Data positions itself as a full web data platform serving a large base of enterprise and research customers.

If you’ve read our Apify web scraping tutorial or our Bright Data review, you’ve seen how each platform’s starting point shapes the rest of the workflow — Apify starts from “what data do I want,” Bright Data starts from “how do I reach this site without getting blocked.”

Feature Comparison

Pre-built solutions vs. infrastructure: Apify’s Store is the bigger differentiator for non-technical users — thousands of ready-made Actors mean many common scraping needs (Google Maps leads, Instagram profiles, Amazon listings) are solved with a few clicks. Bright Data’s equivalent is its Datasets product (pre-collected data) and managed Web Scraper, but its core identity remains proxy infrastructure that technical teams build on top of.

Proxy network scale: Bright Data’s proxy network is its core asset — a large residential IP network is central to its pitch for scraping sites with aggressive anti-bot measures. Apify includes proxy rotation and stealth settings within its Actors, but doesn’t position itself primarily as a proxy provider; its proxies exist to support Actor runs rather than as a standalone product.

Ease of use for non-developers: Apify is generally more approachable for non-technical users — the AI Web Scraper Actor, for example, lets you describe what data you want in plain language and have the Actor configure its own extraction logic. Bright Data’s product set assumes more technical familiarity, particularly for its proxy and API products, though its managed Web Scraper and Datasets reduce this gap for less technical buyers.

JavaScript rendering and anti-bot handling: Both platforms handle JavaScript-heavy sites and anti-bot measures, but through different mechanisms. Apify Actors built on Playwright handle browser rendering, with stealth settings configurable per Actor. Bright Data’s Browser API and Web Unlocker are purpose-built products specifically for this, often described as more robust for hardened, aggressively-protected targets — which is part of why Bright Data is frequently positioned for compliance-conscious enterprises and data engineers scraping difficult targets at volume.

MCP/AI agent integration: Apify has leaned into AI-agent integrations, with Actors runnable directly from tools like Claude Desktop and Cursor via its MCP server — relevant for teams building AI-driven data workflows. Bright Data also offers API-based integration suitable for agent workflows, but doesn’t have the same marketplace-of-pre-built-tools angle that makes Apify’s MCP integration distinctive.

Monetization/publishing: Apify allows developers to publish their own Actors to the Store and earn revenue when others run them — a feature with no direct equivalent on Bright Data’s platform.

Pricing Comparison

Apify is billed in Compute Units (CUs), with a free tier including $5/month in credits — enough for light scraping (a 30-story Hacker News-style scrape costs essentially nothing). A site with around 10,000 pages using Playwright-based rendering costs roughly $0.50–$1 in compute. Pricing scales with actual usage rather than flat tiers, and many Store Actors are free to use (you only pay for platform compute), though some premium Actors carry their own pricing on top.

Bright Data is priced per product, which makes direct comparison harder. Residential proxies run around $8.40/GB (with promotional pricing as low as $2.50/GB reported), datacenter proxies around $0.60–$0.90 per IP, and API products (Web Unlocker, SERP API, Crawl API) around $1–3 per 1,000 requests. The managed Web Scraper runs around $3 per 1,000 page loads. A scraping job pulling a few thousand prospect-style records from a moderately protected site might cost roughly $4–17 in residential proxy bandwidth alone, before accounting for the extraction layer. Reported median annual spend for Bright Data customers is around $24,000/year, reflecting its lean toward larger, enterprise-scale usage — though pay-as-you-go options exist for smaller, occasional use.

Note: Apify’s affiliate commission rate is listed as still needing verification — confirm current commission terms before publishing pricing-based claims tied to affiliate links.

For small, occasional scraping jobs against sites without aggressive anti-bot measures, Apify’s free tier and low-cost compute will almost always be cheaper. For high-volume scraping against hardened targets where proxy quality directly determines success rate, Bright Data’s per-GB and per-request pricing — while higher per unit — may be the only practical option once Apify’s Actors start getting blocked.

Best For

Apify is best for:

• Teams that want pre-built scrapers for common targets (Google Maps, social platforms, marketplaces) with minimal setup
• Non-technical users who want to describe what data they need in plain language
• Developers building custom Actors who want hosting, scheduling, and proxy rotation handled for them
• AI-agent-driven workflows that benefit from Apify’s MCP server integration
• Smaller, occasional scraping jobs where the free tier or low compute costs are sufficient

Bright Data is best for:

• Teams scraping sites with aggressive anti-bot protection at volume
• Enterprises with compliance requirements around data sourcing
• Technical teams that want raw proxy infrastructure to build custom solutions on top of
• High-volume, ongoing data collection where proxy quality is the limiting factor on success rate

Final Recommendation

If you’re trying to get usable data from common sources quickly — and especially if you’re not deeply technical — Apify’s Store and AI-assisted scraping tools will get you there faster and at a lower starting cost. If your target sites actively fight back against scraping (heavy CAPTCHA, IP-based blocking, rate limiting tuned to detect bots), and you’re running this at meaningful volume, Bright Data’s proxy infrastructure and unlocker APIs are built specifically for that fight, at a price point that reflects it. Many technical teams end up using both: Apify for orchestration and common targets, Bright Data’s proxy network as the underlying connection layer for the hardest sites.

For a hands-on walkthrough of running and building Actors, see our Apify web scraping tutorial. For more tools in this category, visit the Data, Tools & Digital Infrastructure hub.

Related Reading

• Read our full Bright Data review for a detailed breakdown of products and pricing
• See our Apify web scraping tutorial for a hands-on walkthrough
• Return to the Data, Tools & Digital Infrastructure hub for more comparisons in this category