Bright Data vs. Apify for AI agents and automation

Bright Data sells web data infrastructure: scraper APIs, proxies, an unblocker, hosted browsers, and datasets. Apify is a marketplace of ready-to-run tools for AI. Most of what Bright Data sells exists on Apify as individual Actors, next to thousands of others for automation, lead generation, and AI agents.

Both platforms can handle anything from collecting product prices to feeding external data into an AI agent. This comparison covers their ready-to-run tools, pricing, AI integrations, and development infrastructure, including where each platform has an advantage.

What is Bright Data?

Bright Data is a web data platform that provides infrastructure for collecting information from websites at scale.

Its main products include:

• Web Scraper APIs: Ready-made APIs for extracting structured data from specific websites, including social platforms, e-commerce stores, job boards, and real estate portals
• SERP API: Search results from seven search engines, including Google, Bing, and Baidu
• Proxy networks: Residential, datacenter, and ISP proxies
• Unlocker: An API that handles common anti-bot challenges, including CAPTCHA solving, proxy rotation, and browser fingerprinting
• Browser API: Hosted browsers for running browser automation through frameworks such as Playwright, Puppeteer, and Selenium
• Web Scraper IDE: A browser-based editor for building and hosting your own scrapers in JavaScript
• Dataset Marketplace: Pre-collected datasets, bought once or refreshed on a schedule, for businesses that need large quantities of structured data
• MCP server: Tools that let AI agents search, scrape, and interact with websites

Bright Data is particularly useful for teams that need large-scale web data collection, advanced proxy infrastructure, or bulk datasets.

What is Apify?

Apify is a marketplace of tools for AI agents, web scraping, and automation. The tools are called Actors. An Actor is a program that runs on the Apify platform. Some Actors scrape websites, others automate workflows, interact with APIs, process data, or run AI-powered tasks.

You can run Actors directly from Apify Store, through an API, or from an AI agent using the Apify MCP server. For example, an AI agent can use Actors to:

• Find local businesses on Google Maps
• Collect and analyze customer reviews
• Monitor competitor prices across online stores
• Track social media trends and advertising campaigns
• Find job postings or real estate listings

Actors are developed by both Apify and independent developers. Anyone can build an Actor, publish it in Apify Store, and charge others to use it. To build your own, Apify gives you the infrastructure: cloud execution, scheduling, storage, and integrations, plus Apify Proxy, an unblocking API that gets past anti-bot protection, and native support for Crawlee, Apify’s open-source library for web scraping and browser automation.

Bright Data vs. Apify at a glance

Ready-to-run tools

Both platforms offer tools that let you collect web data without building a scraper from scratch. Bright Data provides site-specific Web Scraper APIs that return structured records. Apify Store contains Actors for individual websites, multi-site scraping, and more specialized automation tasks.

The practical difference is how you find and use them.

With Bright Data, you select an API for the data source you need. With Apify, you search a marketplace that includes tools from different developers, often with multiple options for the same website or task.

Most teams start with a job: track competitor prices, monitor what people say about a brand, find leads. Here's how they compare across common use cases.

E-commerce and price monitoring

E-commerce is the center of Bright Data's catalog. About 1,100 of its 1,287 scraper APIs target online stores, many of them individual brand shops such as Action, Adidas, Chanel, and Samsung.

Apify has dedicated Actors for many of those stores, too. It also has E-commerce Scraping Tool, one Actor that gets product names, prices, images, reviews, and seller details from almost any online store, including Shopify, WooCommerce, and Magento shops. You give it product URLs, category pages, or keywords instead of looking for a separate tool per brand. On the Business plan, it costs $1.00 per 1k product details, compared to Bright Data's $1.30–$1.50. Stores that need residential proxies or browser rendering add $0.80 and $0.51 per 1k products.

For the big marketplaces (Amazon, Walmart, eBay, AliExpress, Shopee, Target, and Shein), coverage is similar:

• Apify is cheaper per record at scale and has separate Actors for search results, product details, and reviews on each marketplace.
• Bright Data suits you if you want one price across every marketplace you track.

On simple stores, that makes E-commerce Scraping Tool roughly a quarter to a third cheaper than Bright Data. On heavily protected stores, the extra fees bring the two close.

Social media

Social media is Apify's strongest category. Instagram Scraper, TikTok Scraper, and Tweet Scraper are among the most-used Actors on Apify Store.

Apify's advantage is the ability to combine Actors with other tools. You can collect social media posts, process them with an LLM, and send the analysis to another application. Several Actors have large established user bases:

Heavy use also means these Actors get fixed fast when a platform changes.

Bright Data also covers a wide range of social platforms, including Facebook, Instagram, TikTok, X, LinkedIn, YouTube, Reddit, and Pinterest. Its scraper APIs return profiles, posts, comments, and Reels, and you can find posts by profile, keyword, or hashtag. All of them use the same flat price: $1.50 per 1k records pay-as-you-go, or $1.30 on the $499/month Scale plan.

Local businesses and leads on Google Maps

Google Maps Scraper is one of the most-used Actors in Apify Store, with 640k users and a 4.7 rating. Bright Data offers Google Maps data too, at a lower base price per record, from $1.50 per 1k pay-as-you-go down to $1.00 on its largest plan.

Google Maps Scraper costs $1.50 per 1k places on the Business plan, but it goes further than a list of places. In the same run, you can add reviews and images ($0.26 per 1k each on Business), company contact details, business leads, verified emails, social media profiles, and AI competitor analysis. That makes it a lead generation workflow rather than a data feed, and an AI agent can run it end to end through the Apify MCP server.

Reviews, jobs, ads, and more

Reviews and reputation

Apify is cheaper for most review sites. On the Business plan, Trustpilot and Yelp reviews cost 4-5 times less than on Bright Data. G2 is the exception, where the two cost about the same.

Job postings

Indeed Jobs Scraper costs between $0.07 and $0.10 per 1k results depending on your plan, more than 10 times less than Bright Data. For LinkedIn, LinkedIn Jobs Scraper is a mature Actor with a large base of builders.

App store reviews

App Store Reviews Scraper costs $0.10 per 1k reviews, and Google Play Store Reviews Scraper costs between $0.10 and $0.15 per 1k. That's more than 10 times less than Bright Data, which adds up if you track reviews across many apps.

Competitor ads

TikTok Ads Scraper costs $0.49 per 1k ads, and Facebook Ads Scraper is maintained by the Apify team. Both cost far less than Bright Data's flat rate.

Real estate listings

The choice depends on your market. Bright Data has 21 real estate sources, including several that are hard to find elsewhere: Hemnet and Boligportal in the Nordics, Funda in the Netherlands, Immoweb in Belgium, 99acres and Magicbricks in India, and Zonaprop in Argentina.

Apify is strong in the US, UK, and Spain, with Actors for Zillow, Redfin, Realtor.com, Idealista, and Zoopla. Community builders cover many local markets, too. Iñigo Garcia Olaizola, for example, maintains Actors for 29 real estate sites across 19 countries.

Travel and hotel prices

Both cover Airbnb, Booking.com, and Hotels.com. Bright Data also has tools for hotel chains such as Hilton, Marriott, and Hyatt.

B2B and company lists

Both platforms cover Crunchbase, and Apify's LinkedIn Actors from HarvestAPI, an Apify partner, are competitive. B2B data providers such as BuiltWith, ScaleList, and Icypeas publish their own Actors in Apify Store, so you can get their data in the same place you run everything else.

Apify doesn't have a strong ZoomInfo Actor. If ZoomInfo data is central to your work, Bright Data is the better choice.

Finance and market data

Bright Data wins on breadth. Bright Data has crypto exchange datasets, company financials, and SEC/EDGAR filings. On Apify, you'll mostly find Yahoo Finance Actors. For regulated or institutional data, choose Bright Data. For basic Yahoo Finance data, Apify is enough.

Apify vs. Bright Data on G2

Pre-collected datasets vs. live data

Bright Data also sells datasets through its Dataset Marketplace, from $2.50 per 1k records with a $250 minimum order. It's a fast way to get a large dataset in one go, but instantly available datasets can be anywhere from a few days to a couple of months old unless you pay for a fresh collection.

Apify doesn't sell pre-collected datasets. Every Actor run gets live data, and you can schedule runs as often as you need. For AI agents, that matters: an agent answering a question about today's prices needs today's data.

Tools for AI agents and automation

Ready-to-run tools are only useful if your agents and workflows can reach them. This is where Bright Data and Apify differ the most.

Connecting AI agents with MCP

Both offer an MCP (Model Context Protocol) server, so AI agents in tools like Claude, Cursor, or VS Code can use them directly.

Bright Data's MCP server gives agents a fixed set of capabilities built on Bright Data's own products: search engine results, website crawling, unblocked page access, and remote browser sessions. The first 5,000 requests each month are free.

The Apify MCP server gives agents the whole of Apify Store. An agent can search for the right Actor, read its input schema and pricing, run it, and pull the results, without you configuring each tool in advance. If your agent needs Google Maps reviews today and TikTok trends tomorrow, it finds and runs the Actor for each job on its own. It works with Claude Desktop, Claude Code, Cursor, VS Code, Codex, and any other client that supports MCP.

Agent frameworks and workflow automation

Apify Actors plug into the frameworks builders already use for agents and RAG pipelines, including LangChain, LlamaIndex, the OpenAI Agents SDK, or Google ADK. Results can go straight into vector databases such as Pinecone or Qdrant.

For workflows, Actors run inside Zapier, Make, and n8n, and on the Apify platform itself. You can schedule runs, trigger them with webhooks, and chain multiple Actors together. That turns a single data pull into a workflow that runs on its own: get new reviews every morning, summarize them with an LLM, and post the summary to Slack. You can also build full apps on top of Apify data. Apify’s Lovable integration lets you vibe-code a web app that runs Actors and displays the results, with Apify as the data layer under the hood.

Bright Data also documents integrations with agent frameworks and automation tools. The difference is what sits behind them: Bright Data's own set of products, or an open marketplace of tools that keeps growing.

More than web data

Web data is where Apify started, and it's still the biggest part of Apify Store. But an Actor is any program packaged to run on the Apify platform, so builders also publish automations, integrations, and AI agents as Actors. Bright Data's catalog is focused on getting data out of websites.

Building your own tools: Bright Data vs. Apify infrastructure

If no ready-to-run tool fits your job, you can build one. Here's what each gives you to do that.

Proxies

Bright Data started as a proxy provider, and proxies are still its core product. It offers residential, datacenter, ISP, and mobile proxies, so it has the broader lineup.

Apify Proxy offers residential and datacenter proxies plus a dedicated Google SERP proxy. It's built into the Apify platform, so any Actor can use it without extra setup or a separate contract.

Unblocking

Bright Data Web Unlocker and Apify Web Fetch handle CAPTCHAs, fingerprinting, and other anti-bot measures for you. In Apify's web unblocker benchmark, run on August 20, 2026 against 384 deliberately hard URLs (paywalled news, Cloudflare-protected stores, social platforms, and anti-bot test pages), Apify got through on 91% of the pages and Bright Data on 90%.

Search results

Bright Data's SERP API covers seven search engines: Google, Bing, DuckDuckGo, Yandex, Baidu, Yahoo, and Naver. It costs $1.50 per 1k requests on pay-as-you-go, $1.30 per 1k on the $499/month plan, and down to $1.00 per 1k on its largest plan.

On Apify, Google Search Results Scraper costs $1.80 per 1k result pages on the Business plan ($4.50 on Free). It returns organic and paid results, AI Overviews, AI Mode, People Also Ask, and product listings. With add-ons, it also gets answers from ChatGPT, Perplexity, Microsoft Copilot, and Gemini, which makes it useful for tracking how AI search describes your brand. Choose Bright Data if you need many search engines; choose Apify if you need detailed Google results and AI search visibility in one tool.

Writing and running code

On Bright Data

Bright Data offers two ways to build your own tool:

1. Web Scraper IDE: A browser-based editor where you write a scraper in JavaScript and Bright Data runs it in the cloud. It includes more than 70 ready-made JavaScript functions for pagination, lazy loading, and parsing, plus a Chrome DevTools debugger, scheduling, and delivery to webhooks or cloud storage. Pricing starts at $1 per 1k page loads. The free trial lets you publish three scrapers with up to 100 records each.
2. Browser API: Hosted Chromium browsers that you control from your own Puppeteer, Playwright, or Selenium code. Change one endpoint URL, and your script runs on Bright Data's browsers with proxy rotation, CAPTCHA solving, and fingerprinting built in. You still host and run the script yourself.

The hosted option is JavaScript-only and lives in a web editor. The Browser API leaves hosting, scheduling, and storage to you.

On Apify

The Apify platform gives you more choice in how you build:

• Build where you work: Write code in the web IDE, locally with the Apify CLI, or in your own Git repository. The Apify MCP server and Apify agent skills let coding agents such as Claude Code help you build, test, and run Actors.
• Use the language you know: Python, JavaScript, and TypeScript are supported natively, and any other language runs if you package it in a Docker container.
• Start from Crawlee: Crawlee, Apify's open-source library for web crawling and browser automation, handles retries, request queues, browsers, and proxy rotation, so you write less boilerplate.
• Get hosting included: Every Actor gets cloud runs, scheduling, storage, an API, webhooks, an MCP endpoint, and integrations without extra setup.

Pricing for your own code

Bright Data charges a fixed $1 per 1k page loads in the Web Scraper IDE. It's predictable, but you pay the same whether a page is light or heavy.

Apify charges for what your code uses: compute units ($0.20 per compute unit on Free and Starter, down to $0.13 on Business) plus proxy traffic. An efficient Actor that uses plain HTTP requests instead of a full browser can cost far less per page. The more efficient your code, the lower your bill.

Earning from what you build

This is the difference that comes from Apify being a marketplace. Bright Data has no way to sell the tools you build. On Apify, you can publish your Actor in Apify Store and charge per result or per event using the Apify SDK. Apify handles billing, hosting, and distribution, and your Actor becomes available to every builder and every AI agent that uses Apify Store.

Bright Data or Apify: which should you choose?

Choose Bright Data if:

• You need pre-collected datasets delivered in bulk
• You want one flat price across every site you collect data from
• You need ISP or mobile proxies, ZoomInfo data, institutional financial data, or real estate data from markets like the Nordics or India

Choose Apify if:

• You want your AI agents to find and run the right tool for each job through one MCP server
• You work with reviews, job postings, app stores, or ads, where Actors are often several times cheaper per record
• You want live data on every run instead of cached datasets
• You're building workflows that combine data, LLMs, and other apps, not just collecting data
• You build your own tools and want Python, a CLI, Git, or coding agents, plus the option to earn from what you publish

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FAQ

Can AI agents use Bright Data and Apify?

Yes. Both have an MCP server. Bright Data's gives agents search, crawling, page access, and browser tools. Apify's lets agents search Apify Store and run any of its thousands of Actors without setting each one up in advance.

Is Apify cheaper than Bright Data?

It depends on the job. On the Business plan, Apify Actors for reviews, job postings, app stores, and ads often cost several times less per record than Bright Data's $1.30–$1.50 per 1k. For Google Maps, Instagram, and e-commerce, prices are similar. For TikTok, LinkedIn profiles, and Google Search results, Bright Data is cheaper per record.

Does Apify sell datasets like Bright Data?

No. Apify doesn't sell pre-collected datasets. Every Actor run gets live data from the source, and you can schedule runs to keep data up to date.

Is there a free plan?

Both have one. Bright Data's free tier includes 5,000 records per month. Apify's free plan gives you $5 of platform credit every month to run any Actor in Apify Store, with no credit card required.