The Best TikTok Scrapers for 2023

TikTok has exploded in popularity over the last few years, becoming one of the most used social media platforms worldwide. The app provides a constant stream of short, entertaining videos that keeps users engaged.

But TikTok isn‘t just a source of entertainment. The huge amount of data generated on the platform also presents valuable opportunities for brands, marketers, and developers. By scraping TikTok, you can uncover influencer partnerships, find trending content ideas, conduct competitive research, and more.

However, scraping TikTok brings unique challenges. The platform has robust anti-bot measures in place to prevent large-scale data collection. You‘ll need an advanced web scraper – ideally one purpose-built for TikTok – to collect meaningful amounts of data.

In this guide, we’ll cover the top tools and services for scraping TikTok in 2023. We evaluated each provider based on key factors like success rate, speed, features, pricing, and ease of use.

Overview of the Best TikTok Scrapers

Scraping Service	Description
BrightData	Feature-packed scraping tools, including a TikTok dataset. Ideal for programmers.
Apify	No-code TikTok scraper with premade templates. Great for beginners.
ScraperAPI	Budget-friendly API, good for small-scale scraping.
Proxyrack	Scalable scraping API with advanced targeting options.
Smartproxy	Specialized scraping API for social media sites.

Below, we’ll explore the highlights of each service in more detail.

BrightData – Robust Scraping Tools for Developers

BrightData stands out as one of the top scraping services for collecting data from TikTok at scale. The provider offers highly capable tools backed by a large proxy network.

BrightData provides three main options for TikTok scraping:

• Web Scraper – Fully customizable scraper you can program via Python, NodeJS, C#, and more. Gives you full control over the scraping logic.

• Web Unblocker API – Acts as a proxy to access TikTok. Apply as needed for anti-bot protection.

• TikTok Dataset – Ready-to-use dataset with over 16 million TikTok profiles. Filter and export as needed.

The Web Scraper delivers the most flexibility. You can build scrapers tailored to your exact use case, whether that‘s harvesting videos and comments or extracting hashtag and influencer data.

The code library includes tools to evade detection, like fingerprint randomization and cookie handling. You‘ll also get features like JS rendering, proxy rotation, and CAPTCHA solving built-in.

For those new to web scraping, BrightData offers ample documentation and code samples to help get started.

The Web Unlocker API provides an easier option. You simply send requests through the BrightData proxy network, which will unblock sites and obscure your scraping activities. Handy for basic profile scraping.

Finally, BrightData‘s TikTok dataset contains a wealth of pre-extracted influencer data. You can filter and sort profiles by followers, videos count, likes, shares, and more. Great for competitor research or influencer marketing.

BrightData roughly costs around $500/month, making it one of the more expensive services on this list. But you get premium tools and the ability to scrape data at a large scale.

Key Features:

• 100% success rate in our tests
• Fast proxy network (3.8s average response time)
• Customizable web scraper
• 16 million TikTok profiles in ready-made dataset
• JavaScript rendering
• Proxy rotation and fingerprint randomization
• CAPTCHA solving

Apify – Easy TikTok Scraping for Non-Coders

Apify offers a simple way to scrape TikTok without any coding required. The visual interface and premade scrapers are perfect for beginners.

The key advantage of Apify lies in its template gallery. Here you‘ll find a ready-made scraper for collecting TikTok data. It can extract profile info, hashtags, videos, and more.

You don‘t need to touch any code. Just set the inputs like keywords or usernames to search for, and Apify handles the rest. It launches browsers to open TikTok and collects the data you configured.

Results get stored on Apify‘s cloud storage or sent to your own database. You can export as JSON, CSV, Excel, HTML, and other formats.

For more advanced needs, you can fork the TikTok scraper and edit the underlying code. Apify uses the JavaScript-based Puppeteer library for browser automation.

The scraper comes preloaded with proxy rotation and fingerprint randomization to avoid detection. But Apify only provides datacenter IPs – you‘ll likely need to upgrade to residential proxies for more challenging scraping tasks.

Apify starts at $49/month for 30GB of proxy traffic, including free trials for all plans. It‘s one of the most affordable TikTok scraping options, providing a simple UI and premade scrapers.

Key Features:

• Ready-made TikTok scraper
• No coding required
• Visual interface to manage scraping
• Browser automation handles JavaScript
• Built-in proxy rotation
• Data exporting in various formats
• Starting at $49/month

ScraperAPI – Budget API for Basic TikTok Scraping

If you need to collect simple profile data from TikTok, ScraperAPI provides a cost-effective API option. It‘s ideal for small-scale scraping tasks.

ScraperAPI works like a typical web scraping API. You make requests to the API endpoints with your scraping logic, and it returns the HTML from the target site.

The API integrates with Python, NodeJS, Ruby, PHP, C#, and more. So you can write scrapers in your language of choice.

For TikTok, you would configure profiles or hashtags to scrape. The API fetches the pages and returns the HTML to your script. You‘ll then need to parse the data using a library like BeautifulSoup in Python or cheerio in NodeJS.

The main limitations are that ScraperAPI won‘t render JavaScript or prevent blocking like more advanced tools. You‘ll mainly rely on proxies to avoid detection.

ScraperAPI starts with a free plan with 1,000 requests per month. Paid plans are around ~$80 for 300,000 requests.

The API is a cost-effective option for gathering simple profile data. The free tier lets you validate it works before upgrading. But the lack of JavaScript support means ScraperAPI likely won‘t suffice for large-scale scraping.

Key Features:

• Budget-friendly API
• Free plan with 1,000 requests
• Integrations for Python, NodeJS, PHP, etc
• Simple scraping for basic profile data
• Starting at ~$80 for 300,000 requests

Proxyrack – Highly Scalable API for Heavy Scraping

Proxyrack operates one of the largest dedicated proxy networks optimized specifically for web scraping. The API integrates directly into your code for programmatic control.

You get access to millions of residential IPs covering 190 regions. Meanwhile, advanced targeting lets you pinpoint subnets and ASNs for specific locations or providers. This helps avoid patterns that could trigger blocking.

Proxyrack handles proxy cycling automatically. The API even detects when IPs get blocked and removes them from rotation.

With features like dynamic fingerprint randomization, cookie handling, and rotating curl headers, Proxyrack makes it easier to scrape under the radar. You also get CAPTCHA solving to deal with bot mitigation measures.

For parsing data, Proxyrack returns raw HTML that you can then extract fields from. It doesn‘t render JavaScript, so the scraping logic needs to work around that limitation.

Plans start at $300 per month, putting Proxyrack on the more expensive side. But the highly scalable API and advanced targeting options make it suitable for large-scale scraping projects.

Key Features:

• Millions of residential IPs
• Granular targeting by subnet, ASN, etc
• Automatic proxy cycling
• CAPTCHA solving
• Blocked proxy detection
• Randomized fingerprints and headers
• Starting at $300/month

Smartproxy – Specialized API for Social Media Scraping

Smartproxy offers an API tailored specifically for scraping major social media sites like TikTok, Instagram, Facebook, YouTube, and Twitter. It simplifies collecting public social data.

The Social Media Scraping API provides endpoints to search for posts, hashtags, comments, videos, and profiles on each platform. You can scrape by username, keywords, locations, etc.

Smartproxy manages proxy rotation in the background. The API even parses profile data, so you don‘t have to extract it from the raw HTML yourself.

You get dynamic residential proxies with country-level targeting to avoid patterns that could trigger blocking. The API comes integrated for Python, NodeJS, PHP, and Ruby for easy implementation.

Pricing starts at $50 for 25,000 API calls ($2 per 1,000 calls). The specialized social media focus makes this API well-suited for sites like TikTok and Instagram. But keep in mind it lacks some advanced capabilities like CAPTCHA solving offered by others on this list.

Key Features:

• API tailored for major social media platforms
• Extract data from TikTok profiles, posts, videos, etc
• Built-in parsing for easy data import
• Residential proxies with country targeting
• Integrations for Python, NodeJS, PHP, Ruby
• Starting at $50 for 25,000 calls

Which TikTok Scraping Tool is Right For You?

Picking the right TikTok scraper depends largely on your use case, skill level, and budget. Here‘s a quick summary:

• BrightData – Best for large-scale scraping demanding advanced tools. Ideal for skilled developers.

• Apify – Perfect for beginners who want simple scraping without coding. Provides premade scrapers.

• ScraperAPI – Good budget option for light scraping tasks up to 1000s of requests.

• Proxyrack – Scalable API with millions of proxies for heavy scraping by experienced developers.

• Smartproxy – Specialized API streamlines social media scraping. Simple integration.

No matter which tool you choose, be sure to scrape ethically and stay within TikTok‘s terms of service. Avoid scraping private profiles, direct messages, or other non-public info.

Now you have all the knowledge to pick the top TikTok scraping service that fits your needs in 2023 and extract valuable data from the platform.