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The Best Facebook Scrapers of 2026

Whether you’re a business owner looking for ways to improve your marketing strategies or an individual searching for ideas, Facebook is a great place to start. Web scraping Facebook can help you get detailed insights into user behavior, track trends, analyze engagement patterns, and much more. 

Even though Facebook offers the official Graph API, it comes with limits on request volume and accessible data, and it requires a developer account.

If you’re looking for a tool that can handle all the web scraping roadblocks on Facebook, you’ll find one here.

the best facebook scrapers

The Best Facebook Scraping Tools of 2026:

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1. Oxylabs – solid choice for scraping Facebook.

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2. Zyte API – Facebook scraper for developers.

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3. Decodo (formerly Smartproxy) – affordable and performant Facebook scraper.

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4. Apify – no-code Facebook scrapers.

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5. ScrapingBee – straightforward and effective Facebook scraper.

Is it Legal to Scrape Facebook?

Websites, especially social media platforms, make it their life’s mission to fight against web scrapers. This leads many to think that automated data collection is illegal. That’s not really the case: web scraping is legal, but there are several things to know before collecting data from Facebook. 

In essence, you can scrape only publicly available Facebook data that’s not subject to intellectual property rights. Several legal cases have highlighted the contentious nature of web scraping. But each web scraping case is evaluated individually, so if you’re not sure about yours, it’s better to seek legal advice.

How Does Facebook Identify You?

Facebook uses a wide range of techniques to detect and block web scrapers. Here are some methods to keep an eye out:

  • IP address monitoring. Facebook tracks the number of requests coming from a single IP address and its location. This helps to monitor unusual activity that may indicate automated scraping tools. 
  • Dynamic content loading. Instead of rendering all the data in the HTML response, Facebook loads data via JavaScript once the page is loaded in the browser. Facebook can see whether your browser executes JavaScript before loading the page. Bots usually skip this step.
  • Digital fingerprint monitoring. A digital fingerprint consists of various data points from your device and browser like browser type and version, operating system, and screen resolution. By comparing these parameters across sessions, Facebook can identify when the same device or browser is being used, even if you switch your IP addresses.

What Type of Facebook Scraping Tool Is Best?

If you’re looking for a universal Facebook scraper, there isn’t a single tool that works best in all scenarios. Instead, let’s group them into three major categories based on setup difficulty:

  1. Pre-made web scrapers are designed for users with little to no programming skills. They come with a visual interface where you can define specific data you want to scrape by pointing and clicking. Such no-code tools are quick to set up, and you won’t need to write any code. However, they’re often less customizable and not as robust as the other approaches.
  2. Alternatively, you can get a web scraping API or proxy API. With just a few lines of code, you can send a request to the API, which then handles the scraping process, automatically handling proxies and unblocking mechanisms. The main distinction between a web scraping API and a proxy API is that the latter integrates as a proxy server.

The most advanced way is to build your own Facebook scraper. You can create a tool tailored to your specific needs. Custom-built scrapers give you complete control over the entire scraping process. However, this approach requires handling proxy rotation, CAPTCHAs, and other challenges.

The Best Facebook Scrapers of 2026

1. Oxylabs

Solid choice for scraping Facebook.

Oxylabs logo
Use the code proxyway35 to get 35% off your first purchase.
orange spider robot

Available tools:

General-purpose API

  • Integration: API (real-time or async), proxy, MCP
  • Data parsing: manual instructions (XPath, CSS, Regex) with savable presets, AI parser generator
  • Locations: 150+ 
  • Pricing model: subscription; based on successful requests 
  • Pricing starts at: $49/mo for up to 98K requests
  • Free trial: 7-day trial with 2K results

Oxylabs is a premium provider positioned at the enterprise end of the scraping market, with infrastructure built to handle highly protected public Facebook pages at scale. Its setup revolves around large proxy capacity, session control, and tooling designed to avoid encountering login walls and behavioral checks.

For basic access, Oxylabs offers Web Unblocker, a proxy-style API suited for opening Facebook pages and keeping sessions alive. That said, it focuses strictly on access, so any data extraction or parsing has to be implemented separately.

If you need structured outputs, Web Scraper API is the more practical option. It comes with an AI assistant that helps define XPath and CSS selectors for parsing content. It supports both real-time extraction and asynchronous batch tasks, which comes in handy when collecting larger volumes of Facebook data over time. Oxylabs also includes scheduling features, making it easier to set up recurring workflows without extra glue code.

On the user experience side, higher-tier plans include a dedicated account manager, so you’re not left navigating complex setups on your own.

Read the Oxylabs review for more information and performance tests.

2. Zyte API

Facebook scraper for developers.

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Available tools:

General-purpose API

  • Integration: API, proxy
  • Data parsing: not available
  • Locations: 150+ locations with country-level targeting
  • Pricing model: pay as you go, subscription
  • Starting price: $1.01 per 1K responses
  • Free trial: $5 platform credits for 30 days

Zyte is one of the most established scraping providers, with a general-purpose API configured to deal with a wide range of targets, including Facebook. It bundles access, proxy management, retries, and optional browser rendering into a single scraping interface.

The API integrates primarily over HTTP and automatically handles IP rotation and ban detection. JavaScript rendering is available when needed, and for more intricate workflows. There’s a cloud IDE where you can script browser actions to scrape Facebook’s multi-step pages that require multiple interactions, such as expanding comments, loading replies, or scrolling through dynamically loaded feeds.

In practice, Zyte takes care of most interaction and rendering quirks, while the IDE is mainly useful for handling more complex navigation flows.

Zyte employs a usage-based pricing model where costs depend on target difficulty and enabled features. You will definitely save a penny for simpler Facebook scraping tasks, though it scales up once browser rendering is required.

Read the Zyte review for more information and performance tests.

3. Decodo (formerly Smartproxy)

Affordable and performant Facebook scraper.

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Try with a 7-day free trial.

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Available tools:

General-purpose API

  • Integration: API (real-time or async), proxy
  • Data parsing: built-in parser, returned as structured JSON (no manual XPath/CSS)
  • Locations: 150+
  • Pricing model: subscription; based on successful requests
  • Pricing starts at: $20/month for up to 23K requests ($0.88/1K req)
  • Free trial: 7-day free trial with 1K results & 14-day money-back guarantee

Decodo is the provider to go with if you’re looking for well-maintained products at affordable prices. While it doesn’t offer a Facebook-specific scraper, you can utilize two robust general-purpose tools – Web Scraping API and Site Unblocker.

Web Scraping API is Decodo’s main workhorse. It supports both real-time requests and asynchronous execution, so you can either fetch Facebook pages on the spot or let jobs run in the background and collect the results later. This flexibility makes it easier to adapt to different scraping workflows, especially when you don’t want to keep connections open.

Site Unblocker integrates as a proxy server and does what its name suggests: it helps open Facebook pages and keep requests flowing. One practical advantage here is pricing flexibility. Decodo lets you choose between paying for successful requests or traffic, which can potentially save money when scraping small pages like website APIs.

Decodo also puts noticeable emphasis on usability. The interface is straightforward, setup is quick, and both tools support country-level targeting across a wide range of locations. An API playground, clear documentation, and top-notch customer support make experimentation less painful than it often is with other scraping tools.

Read the Decodo review for more information and performance tests.

4. Apify

No-code Facebook scrapers.

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Available tools:

Pre-built Facebook Scrapers (pages, posts, comments, ads, profiles...)

  • Integration: API (real-time), no-code
  • Data parsing: built-in parsing with predefined structured outputs (JSON, CSV, Excel, HTML)
  • Locations: unknown
  • Free trial: a free plan with $5 platform credits
  • Pricing model: monthly plans starting from $49 with $49 platform credits and 30 shared datacenter proxies.
  • Starting price: $1.50 per 1K results

Apify takes a different route by leaning heavily into no-code and low-code scrapers. On this platform, you will find ready-made Facebook scrapers, called Actors. These templates are designed to fetch specific types of data such as pages, posts, comments, or ads, and they come with built-in navigation and data parsing.

This approach means you don’t have to worry much about scraping logic or parsing Facebook’s often messy output. You trigger a run using URLs or search inputs, let the Actor do its thing, and then download the results in formats like JSON, CSV, Excel, or HTML

However, since Actors run as batch jobs, you have limited influence over request rates, or fine-grained behavior. That’s usually fine if your goal is to collect structured Facebook data without babysitting a scraper, but less ideal if you want to tune every request.

Pricing is subscription-based, with scraping activity consuming platform credits as you scale. A free tier is available for small jobs, but costs can climb at scale. Datacenter proxies are included by default, while residential IPs may be used as an optional add-on depending on the Actor and workload.

5. ScrapingBee

Straightforward and effective Facebook scraper.

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Available tools:

General-purpose API

  • Integration: API (real-time), proxy, SDK, MCP
  • Data parsing: manual or AI-generated parsing instructions
  • Locations: 150+
  • Pricing model: subscription and credits  
  • Pricing starts at: $49/mo for 250K credits
  • Free trial: 7-day trial with 1000 free API credits

ScrapingBee has been buzzing around the scraping space for half a decade, steadily building out its capabilities. You won’t find sprawling enterprise machinery here, but the real-time API is flexible enough to keep up with Facebook’s constantly shifting page layouts, provided you take the time to set it up properly.

ScrapingBee gives you a hands-on HTML request builder where you can enable JavaScript rendering, define JS scenarios, pass custom headers and cookies, and apply AI queries or extraction rules. You get plenty of control, but this is very much a hands-on workflow rather than a one-click solution. Expect some tuning and iteration along the way.

Pricing stays approachable at the entry level. Base plans are inexpensive and include a small free trial of 1,000 API credits, which is enough to poke around and see how Facebook behaves with your setup. The honey can start to get sticky once you turn on premium or stealth proxies, however, as each of these increases credit consumption sharply.

Read the ScrapingBee review for more information and performance tests.

6. ScraperAPI

Facebook scraper with many integration options.

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Available tools:

General-purpose API

  • Integration: API (real-time or async), proxy, SDK, no-code
  • Data parsing: not available
  • Locations: 70 with country-level targeting
  • Pricing model: credits; based on successful requests
  • Pricing starts at: $49 for 100K credits
  • Free trial: 7-days and 5K credits
     

ScraperAPI is a general-purpose scraping tool that can be used for Facebook data collection, especially if you want flexibility in how you integrate it. You can choose from several integration methods, including a proxy-style setup, SDKs, and two API modes for real-time and asynchronous requests.

The asynchronous API is useful if you need to queue Facebook URLs in batches and retrieve the results later via webhook. ScraperAPI provides extensive documentation and examples in languages like Python, Node.js, PHP, Ruby, and Java, making it approachable if you’re building or maintaining custom scraping scripts. Output formats include raw HTML, text, or Markdown, but there’s no built-in Facebook parser.

ScraperAPI includes its own proxy network, though the lowest-tier plans limit targeting to broader regions such as the US or EU. In practice, scraping Facebook usually means enabling JavaScript rendering and residential proxies, both of which consume more credits. As a result, while ScraperAPI can be inexpensive for simpler targets, costs tend to climb once you configure it for Facebook’s stricter access requirements.

Strong Options We Haven’t Tested Recently

7. Bright Data

One of the most robust Facebook scrapers.

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Add up to $500 to your account and get double the amount. 

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Available tools:

Facebook scraper API, Web Unlocker, Facebook Datasets

  • Integration: API (real-time), proxy
  • Data parsing: JSON/CSV
  • Locations: global with country and city level targeting
  • Free trial: 7-day trial for companies
  • Pricing model: based on successful requests
  • Starting price:
    – Facebook Scraper API: $1.5 for 1,000 records

    – Web Unblocker: $1.5 for 1,000 results
    – Facebook datasets: $600 for 100K records ($2.5/1K)

When it comes to web scraping Facebook, Bright Data will likely cover all aspects of your project. On its stack you will find two robust scrapers that do the job.

Bright Data’s Facebook Scraper API is a dedicated solution with predefined data collectors for common Facebook use cases, such as posts, comments, and reels. It supports both no-code and API-based access, returning parsed results in formats like JSON and CSV. It’s designed to handle concurrent requests and scale with your plan, removing the need to manage the parsing or scraping logic yourself.

If you prefer proxy-like integration, go with Bright Data’s Web Unlocker. It’s a general-purpose web scraper that can tackle Facebook data. It works as a drop-in proxy replacement, allowing you to route Facebook requests through Bright Data’s network without changing your scraping logic

All Bright Data’s services pack come with one of the largest residential proxy networks, extensive documentation, and great usage tracking. However, the pricing might come across as too high if you don’t need the full scope of features.

For more information and performance tests, read our Bright Data review.