8 Best TikTok Scrapers 2022: How to Scrape TikTok with Python & Selenium

Last Updated: August 22, 2022
Please see this list of the best TikTok scrapers on the market now that are capable of scraping data for you on the platform.
Best TikTok Scrapers
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Scraper API
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In a hurry?
The best TikTok scraper in 2022, as found in our independent testing, is Phantombuster!


TikTok can no longer be considered a new kid on the block with over 2 billion downloads and 1 billion monthly active users.

If you are trying to extract data from the popular social media app TikTok; then you can achieve this by either using a TikTok scraper to make your work fast or if you’ve got the coding skills, you might be able to develop a custom-made TikTok scraper.

Let’s review a list of the best TikTok scrapers on the market in 2022 that are capable of scraping data for you on the platform.

Best TikTok Scrapers 2022

These are some of the best ready-made TikTok scrapers that make the scraping of data seamless.

  1. Phantombuster – 🏆 Winner!
  2. ScraperAPI
  3. BrightData
  4. Apify Web Scraper
  5. ScrapingBee
  6. Octoparse
  7. ScrapeStorm
  8. ParseHub

1. Phantombuster

Phantombuster TikTok Profile Video Extractor

If you’re specifically looking for a TikTok video scraper, then you definitely need to check out Phantombuster.

This is a TikTok scraper that can easily help you scrape all available data from a list of TikTok videos, so that you can stay on top of what’s trending when it comes to TikTok, and keep all of your information in one place, so that you can produce the right TikTok videos.

This TikTok scraper is going to help you scrape all relevant information from the TikTok posts that you are currently interested in, so that you can stay on top of what your competitors are doing.

You can monitor your competitors, and how their videos are doing, and as a result, you can keep your TikTok strategy looking good with essential insights so that you can find inspiration when it comes to new posts.

The best part of all of this is that it takes place within the cloud, which means that you don’t have to download anything on your computer or have your browser on your screen all the time for it to work.

All you need to do is connect your TikTok account to their tool and gather the TikTok videos that you’re wanting to scrape.

Then, you can launch their features, and set them on repeat, so you can start scraping videos.

2. ScraperAPI

ScraperAPI

ScraperAPI is helpful as a TikTok scraper if you are trying to make the most of TikTok for your brand, but you know that you are only going to be able to get so far with TikTok’s features.

They can help you not just with TikTok scraping features, but they equip you with a proxy as well, so that you can ensure that all of your TikTok scraping activity is going to stay completely anonymous.

They have a trial for free on offer so that you can check them out before you buy, and the best part of this is that you don’t have to part with your credit card details.

It’s never been more simple to use a proxy with API scraping features, so that you are able to get all the information that you require to do better on TikTok in general and create a new branch of target audience for your existing brand.

3. TikTok Data Collector by BrightData

BrightData Data Collector

It is no wonder that we would recognize Bright data so high on this list.

Bright Data provides scraping features that are considered the best in the data collection industry.

Bright data is a renowned leader in the proxy-providing market. It has established itself in the business of providing suitable proxies.

It has now branched out into the market of web scraping, with its data collector tool being the requisite tool to carry out this new venture. Its tool has the support that is needed to scrape data from TikTok successfully.

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Bright Data’s features can be easily used for scraping TikTok profiles, and you can scrape TikTok content by hashtags. 

Another exciting thing about the Bright Data tool is that if there is any custom data that you want to get your hands on and they do not have the default support for it, you can quickly request it from them; The Bright Data collector tool is available as a web-based service, and you can easily access through the use of your browser. 

Bright Data doesn’t come cheap; however, the upside to this is that you get to enjoy free trials before you make a payment.

Another feature of this service is that the data output format is Excel and the supported platform for this kind of process is web-based.

4. Apify Web Scraper

Apify Web Scraper

The Apify platform was developed and well-equipped to assist you in automating tasks that you would have carried out manually on your browser.

To achieve this, they have a significant number of bots or actors that can quickly help you get the job done.

Apify has several specialized scrapers for scraping many popular websites. They don’t currently have a specialized TikTok scraper for carrying out specific TikTok-related scraping of content and hashtags though. 

That being said, the Apify scraper is considered helpful when scraping TikTok regardless, and the good news is that their actors are free to use; however, rather than use the free shared set of proxies that come with it, you can spend money on their residential proxies because unlike the features of the Data collector by Bright Data, Apify is only designed for Node.JS coders. 

The key feature of this proxy service provider is that it is free, though you would need to add proxies to browse.

Another feature is that it allows for freemium tools; the data output allowed on Apify is JSON, while the only supported platform is the NodeJS library.

5. ScrapingBee

ScrapingBee

If you are someone who has tried to scrape TikTok a lot in the past, but you feel like you are always coming up against blocks, then you should check out ScrapingBee.

These guys are the kind of TikTok scraper that are going to make it really easy for you to handle everything to do with TikTok scraping, even if you don’t know anything about this process.

They are even going to rotate your proxies for you, so that literally all you need to do is find the information that you are looking for, and scrape it.

They have a ton of 4.9 star reviews out there on third-party websites, and they are adaptable to the latest version of Chrome.

6. Octoparse

Octoparse Scraper

Octoparse is another interesting visual scraper that can be used to scrape TikTok relatively quickly. The tool allows you to thoroughly and successfully scrape profile details—video links and also comments, among other scraping options.

This tool is relatively easy to use, and it also has a free tier with some limitations.

You’d have to subscribe to the paid plan to enjoy their services fully. Using Octoparse, you can easily convert all your data from the Tiktok platform to a spreadsheet.

One thing that we think you’ll like about Octoparse is the fact that if you do not carry out the scraping yourself, you can quickly contact them to tell them that they offer you the data that you want at the price you want.

The features of Octoparse include being able to access it for $75 per month. It offers a 14-day free trial with limitations; the Data Output format allowed are CDV, Excel, JSON, MySQL, SQLServer while supporting platforms like Cloud and Desktop.

7. ScrapeStorm

ScrapeStorm

ScrapeStorm web scraper is regarded as one of the best web scrapers for scrapers who lack coding experience.

The integration of this software provides you with an intuitive interface that allows you to scrape data through its embedded visual click operations.

ScrapeStorm can be used to scrape data that is available on the TIkTok web app. ScrapeStorm has been effectively developed for modern apps.

The team behind Scrapestorm is seasoned and experienced when it comes to bypassing anti-scraping systems that have been put in place by TikTok to prevent unauthorized access to its data. 

The team has the experience of an ex-Google crawler, meaning that you can sit back and relax, knowing that you’re taken care of. 

The features of ScrapeStorm begin with access for $49.99 per amount: it also provides a free trial which is unrestricted, though with limitations.

It supports Desktop and the Cloud platforms, and the format of its data output ranges from TXT, CSV, JAON, MySQL, Google Sheets, Excel, etc.

8. ParseHub

Parsehub

ParseHub is another good web scraper that you could employ to scrape TikTok. The central selling point for ParseHub is its marketing strategy of being a free web scraper.

Though this might be true, it also has a paid plan which is like its main course if you intend to employ a scraping tool that would guarantee you peace of mind. Another feature that makes it a viable tool is its relative ease of use. 

To begin, all you need to do is point and click the interface in the manual operation to identify the data you want to scrape, and then the tool takes it from there and does its job for you seamlessly.

ParseHub was developed for the modern web, meaning that you can relax even though TikTok is a website that relies massively on JavaScript programming.

The features of this web scraper are that it’s free to use, albeit with a paid plan option, presence of free trials, and advanced features that you can access for a little bit more money.

The available data output formats are Excel and JSON, while the supported platforms are cloud and Desktop.

TikTok Scraping – an Overview

Scraping

If you intend on developing your own custom Tiktok scraper that extracts data from TikTok, then you should pay close attention to this section.

Otherwise, you might want to proceed to the recommendation section; however, the intention is that there is something you can learn here about web scraping.

It is important to note that TikTok, with its integrated systems, has made it quite challenging to scrape, making it difficult to collect its data via web scraping to protect the integrity of its content. 

The developers of TikTok have invested so much technology in tracking their users and their behavior on the platform; this action of tracking users’ behavior has experienced numerous backlashes from different users on the platform.

If you engage in web scraping of data on TikTok, you should be somewhat concerned. This is simply because web scraping on a website that monitors the activities of its users is a relatively tricky task.

TikTok has the infrastructure in place to track IPs and cookies while also fingerprinting its users as they monitor your digital print on the net.

With the presence of such an extensive system for tracking and ensuring anti-spam, you’ll have to be pretty smart and adopt a significantly stealth approach to be successful at scraping data off of TikTok.

The implication of this is that you would need to stealthily work around the numerous tracking systems, working hard to make it ineffective and inefficient for it to succeed in stopping you.

If you don’t adopt this approach, your scraping software could immediately be blocked after a few attempts at scraping their data, mainly due to the degree of efficiency of the anti-spam system in place for detecting such unauthorized access.

If you eventually succeed at scraping data off of TikTok, you could quickly get an issue from the legal team of TikTok; the severity could depend on what type of data you have been scraping.

However, it is essential to note that when you scrape that is publicly available data off the net, it is not considered illegal in most jurisdictions across the globe.

However, you should err on the side of caution by seeking legal advice if you intend to do so.

How to Scrape TikTok Data Using Python and Selenium

As stated earlier, scraping on TikTok is not an easy task.

The thing about scraping on other sites is that all you need to worry about is rotating IP addresses to spoof the servers, and you are good to go.

However, in the case of TikTok, that’s just one of the hurdles you would have to cross before you can scrape successfully.

You should also note that, unlike sites that do not rely so much on JavaScript to run, you cannot scrape on TikTok without running JavaScript.

A feasible example is if you notice that by disconnecting Wi-Fi on the system, JavaScript is immediately triggered.

This behavior, combined with many more on TikTok, would let you become aware that it is JavaScript-heavy, making it behave more in sync like a native application.

This fact implies that you cannot use Scrapy, Requests, or BeautifulSoup when attempting to Scrape data on TikTok if you are a Python programmer.

You should be aware that for other programming coding languages, it also means that you cannot attempt scraping on TikTok using the traditional scraping libraries that are not capable of rendering and executing JavaScript successfully.

By this Implication, and to ensure that you can scrape successfully, we suggest using Selenium as the guiding tool. Selenium Web Driver is a renowned browsing Automator.

For this article, we focus on its capacity to render TikTok content effectively and successfully to allow you to extract relevant data.

When you are implementing IP tracking, then there is a need to employ the use of proxies to allow you to scale through.

The use of proxies will provide you with ample alternative addresses that would grant you access to TikTok: these proxies would make it difficult for the TikTok to expose you.

However, you should note that this would only work if you are using high-quality proxies that are relatively undetectable and have the infrastructure to rotate its IPs frequently.

You should note that for TikTok, it would be best if you used residential proxies; this is because the cost of mobile proxies is expensive, and data center proxies are prone to detection.

It is highly recommended that you make use of the residential proxies that either Bright Data or Smartproxy provides to ensure that you get the best out of this process. 

Since you would be opting for the use of your custom-made scraper, tracking your cookies is not going to pose a problem as you are not being forced to save any; meaning that you only save the one you want to and easily discard the ones that you consider to be irrelevant.

Therefore, it is important to stress here that you have to conduct your web scraping nicely.

This advice is essential for someone who uses a very powerful scraper that might be capable of overwhelming the TikTok server; however, if you are only a medium-scale scraper or small-scale scraper, there is no possibility that your actions would have any impact on the TikTok servers as the servers have been built to scale and take on large requests with ease effectively.

Code Sample for a TikTok Scraper

Written Below is a small script that explicitly shows you how you can scrape on TikTok while using Python and the Selenium web browser to carry out your actions.

You should be aware that Google Chrome can be automated to access the video’s comments section, then scrape the number of comments from TikTok.

from selenium import webdriver

class TikTokScraper:

def__init__(self):

self.PATH = “chromedriver.exe”

self.driver = webdriver.Chrome(self.PATH)

self.text = “”

defget_comment_count(self, url):

self.driver.get(url)

# Parse data out of the page

self.text = self.driver.find_element_by_xpath(‘/html/body/div/div/div[2]/div[2]/div/div/main/div/div[1]/span[1]/div/div[1]/div[4]/div[2]/div[2]/strong’).text

urls = [“https://www.tiktok.com/@gordonramsayofficial/video/6916583398500748550?lang=en”,]

TikTokScraper = TikTokScraper()

for urlin urls:

TikTokScraper.get_comment_count(url)

print(TikTokScraper.text)

Conclusion

As you can see from the article above, it is possible to scrape data from TikTok regardless of your coding ability.

If you are an experienced coder, you might want to employ your skills to develop a custom TikTok scraper for your scraping on TikTok.

However, if you are inexperienced when it comes to coding, or your TikTok scraper keeps getting blocked as you continue to attempt scraping with a custom scraper, you might want to try one of the options above.

One fact to note is that there are specialized TikTok scrapers on this list and there are general web scrapers that can be used to scrape data on other websites as well; therefore, you can select the best that you believe is capable of success for all of your web scraping needs.

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Written by Jason Wise

Hi! I’m Jason. I tend to gravitate towards business and technology topics, with a deep interest in social media, privacy and crypto. I enjoy testing and reviewing products, so you’ll see a lot of that from me here on EarthWeb.
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