TikTok Scraping: How to Scrape Data From TikTok and Why To Do So

Written by:

Vira Larionova

11

min read

Date:

Dec 29, 2024

Updated on:

Jan 6, 2025

TikTok phenomenon, data importance, TikTok scraping and why it matters for businesses and non-commercial projects: if these subjects are bothering you, then this is the right place to be. Here we are to answer all your questions.

Eric Schmidt’s quote

Once considered a short-lived teen phenomenon, TikTok has maintained its position as one of the most popular social media platforms, with a 215% growth rate in brand value. This makes it a valuable media entertainment brand worldwide, with marketers dedicating more time and money.

Fastest growing media brands worldwide in 2022, by brand value growth rate

Truthfully, not only marketers or businesses now use the platform. Below we are highlighting why TikTok data is a subject of interest and efficient ways to extract the needed insights. 

If you’re seeking public data from TikTok, Data365 is a sophisticated data retrieval tool that can benefit your project whether it’s a commercial or non-commercial one. You can contact our manager to find out how our API can be useful just for you.

What is a TikTok Scraper, and What It Does?

Here is some background information. Roughly, over a billion people now sing, perform, dance, and shop on TikTok. In 2023, the app's user base reached an unprecedented 1.92 billion, marking a 16% growth from the year before. It is projected that by the end of 2024, the app would have 2 billion downloads. 

It's nearly impossible to imagine the amount of data that is generated daily. And what about collecting and filtering all that information? Manually? Hardly. It’s the very reason of TikTok scraper appearance. Yet, what is that? Usually, it’s used as a common name for all the automated tools that designed to extract public data from the platform.

What They Do?

Obviously, they scrape data from TikTok or, if to rephrase, they automate the process of gathering the public information from the social media by previously settled parameters. The type of data extracted typically includes trending hashtags, user profiles, engagement metrics, video content details, and even comments.

For instance, you need to gather all the videos with certain hashtag and TikTok scrapers can do that for you. Here are some more examples of what they can do:

  • Monitor hashtags and trends: Track definite hashtags to understand and predict emerging trends in the industry/niche/social group/etc.;
  • Capture video data: Extract metadata like captions, view counts, likes, and shares from public videos;
  • Collect profile public data: Gather user-specific information, including follower counts, bio descriptions, profile photos, and content engagement rates;
  • Assess engagement metrics: Scrape likes, shares, and comments to identify how content resonates with audiences. 

Who Uses Them?

Believe it or not, you’re going to be amazed, but the usage of TikTok data scraper is really broad. So, TikTok scrapers can be used across various industries, let's name a few:

  • Marketing: Scrapers are used by marketing specialists to find new trends, check when your business is mentioned, and to better organize your content and ads strategies.
  • Science and sociology: Data from TikTok is used by social scientists and university researchers to study changes in the way the culture changes and how languages evolve with time, what makes people behave in a certain way at social levels.
  • Businesses: By keeping tabs on what their competitors on TikTok are doing, companies gather data to learn what content tactics work well and about their competitors.

Why They Matter?

There are at least 5 reasons to use one of TikTok data scrapers:

  1. Time efficiency: The most attractive aspects of any TikTok data scraper are accuracy, speed, and scale. Oftentimes, scrapers can collect thousands of data points in minutes that wouldn’t have been collected within hours or days by manually. 
  2. Real-time insights: Most scrapers always update the data in real time, so users can act on trends as they appear.
  3. Scalability: If you're a small business looking to acquire niche focused data, or a global brand trying to analyze millions of posts, scrapers can get the job done.
  4. Cost-effective: Scrapers are a budget friendly way of getting actionable insights compared to traditional research methods or outsourcing.
  5. Enhanced competitive edge: Using TikTok data analysis will let users understand what works and what doesn’t and keep them on top of everything in the industry.

Why to Scrape TikTok Data or How It Can Benefit Your Project?

Mark Twain’s quote

TikTok data scraper can bridge the gap between raw data and actionable insights, helping businesses and non-commercial projects adapt, strategize, and thrive in their respective domains. Let’s take a closer look at ways TikTok scraper can benefit projects by extracting publicly available data like hashtags, user profiles, video metrics, and comments.

It’s your choice how to collect data, manually, through scraping or automated tools. If you need a reliable way to get data, try the Data365 Social Media API. To find out how our solution may help your project, contact our manager and ask any questions you may have.

Ways Businesses Can Use TikTok Scraping

Today's businesses have to contend with changing customer behaviors and competitive markets fast-paced. Here are a few ways TikTok data scraper can be useful for businesses in various fields:

  1. Trendspotting: Businesses can find out what’s trending, what are viral challenges and predict market demands by monitoring trending hashtags. For example, by searching and tracking something like #TikTokMadeMeBuyIt, an e-commerce platform can monitor which new product category is taking off, and adjust their inventory accordingly.
  2. Influencer marketing: TikTok scraping lets businesses review influencer metrics – such as engagement rates, follower demographics and content performance – in order to understand what kind of content works best. This data guarantees brands and influencers work together to achieve maximum ROI in campaigns to come.
  3. Competitive intelligence: Scraping tools come in handy when companies want to monitor what other competitors are doing on TikTok, for example seeing what kinds of content or campaigns are performing well, and filling in gaps in the market. For something like that, a fashion retailer could use competitor social media strategies and study how hashtags such as #OOTD (Outfit of the Day) are used to further their own social media strategy.
  4. Product feedback: Comments and user feedback can be scraped by the business to get unfiltered customer feedback. For example, suppose a cosmetics brand finds a CoryxKenshin viral product review video that goes viral; they can take a look at the TikTok comments to better suggest, modify or define what their products should look like.
  5. AI learning: Some tech startup that creates AI solutions can scrape trending videos and hashtags on TikTok to train a model that predicts what is going to be the next big thing in the niche and understand audience behavior. Let’s take a fashion niche, the AI can analyze the data collected to look for patterns in video content and comments and use that to predict emerging preferences like pastel tones or oversized clothing. With these tools, fashion retailers have the ability to adjust future collections to match these predictions, outdoing the competition.

So, now it's clear why TikTok data matters for business projects and if you're looking for a solution with these features to collect publicly available information, then Data365 Social Media API is the answer. Just fill in the form to get started with a free trial period and/or get answers to all your questions.

How TikTok Scraping Benefits Non-Commercial Projects

Non-commercial endeavors, including research, public awareness campaigns, education, journalism, and community projects, can also scrape TikTok data for their needs. Here are a few examples of TikTok scraper applications:

  1. Academic research: TikTok is a cultural mirror, capturing the trends of the culture, the evolution of the language and digital behavior. Since TikTok’s data are searchable, researchers can scrape TikTok posts and captions to study linguistic changes, like the rise or decline of slang, abbreviations, or syntax, all driven by digital communication. As an example, we could understand how phrases like “rizz” or “no cap” emerge and evolve amongst divergent communities, and together with this gain popularity.
  2. Public awareness campaigns: If implemented, NGOs can calculate the impact of their campaigns by analyzing hashtag performance. For example, organizations use scraping data on hashtags including #ClimateChange or #SaveTheOcean to follow engagement and determine how well their awareness efforts are working.
  3. Educational initiatives: TikTok scraping allows educators and content creators to know which educational trends or topic is popular through posts, captions, and video descriptions. For example, they can watch how people engage with instructional videos on things like math tricks or do it yourself science experiments. Comments on such videos can also tell educators a lot about where learners are confused or have common questions, which helps educators work better and more targeted materials.
  4. Media and journalism: TikTok has evolved into a place of breaking news and real time public sentiment. By scraping trending videos, captions and comments, journalists can get an understanding on how the story evolves and how audiences respond to them. Take the example of an earthquake or an election. Scraping video metadata or analyzing user content uploaded with keywords such as 'earthquake' or 'election' would serve to provide user generated reports in real time, public sentiment, or unique regional trending.
  5. Community projects: TikTok scraping lets grassroots organizations use it to share with local people, considering that content that is tagged relevant to a geographic area or that contains captions including the location. For instance, scraping videos and comments about community clean-ups, cultural festivals, etc., will provide organization key participants, a sense of community interest and expand their outreach. And you can track videos of local challenges or trends that might inspire creative ways in which to engage with their community.

TikTok Scraper: API As Accessible Solutions for Non-Techies

When it comes to non-techies and TikTok scraper, API turns to be one of the best solutions. It’s because they provide an efficient way to collect insights like user profiles, video statistics, trending hashtags, and more without a need to write a custom code, setting up and continuously maintain your own scraper.

Built to deliver data in a format for easy analysis such as JSON or CSV, these tools like a boss at organizing data and let you get to analyzing in no time flat. What’s more, the results of APIs are designed to be compatible with dashboards, analytics tools, or business intelligence software. APIs are also highly customizable, letting the user specify requirements based on which they do need, like specific niches hashtags, regional trends/patterns, influencer metrics and so on.

Among the available options, the official TikTok API serves as a reliable entry point, offering developers access to selected data types. Yet, TikTok imposes strict rate limits, and daily/hourly request limits are in place. Free-tier access is limited, while higher usage requires business approval. TikTok's Business API supports hashtag analytics but does not explicitly allow free-text searches for non-business accounts.

The good news is — it's not the only option. There are several of third-party solutions on offer. The difference here mainly comes down to customization capabilities and price – and in that regard the official tool is inferior to other solutions.

A great example of the third party solution is the Data365 API that allows you to get real time data in any size. Built on an auto-scalable framework, it easily handles large volumes and helps you gather publicly available data according to your requests in minutes. This flexibility allows users to determine which data to extract and what to focus on, while maintaining reliability, relevance and timeliness.

Let's take a marketing agency. Working in the competitive niche, they need data to do their work well. They can use Data365 API for their clients to monitor influencer campaigns by extracting engaging metrics such as views, likes, and shares, tracking related hashtags. The raw data collected can be used by the agency for further analysis and generating detailed engagement reports. These insights enable the agency to refine future campaigns, maximize ROI, and stay ahead of trends – all without requiring technical expertise.

For more information about Data365 and its features, or for help, please contact our support team.

TikTok Scraper Online for No-code Data Collection

TikTok scraper online (extension) provides a no-code, beginner-friendly approach for those wanting quick access to data without any tech knowledge. Please note, that while users don't need in-depth coding knowledge, they might still need to understand basic configurations or workflows to get optimal results.

The TikTok scrapers online have simple interfaces that make them good for use by non-developers and are suitable for businesses looking to do small scale data collection with little setup. Users have the ability to extract these insights within a few clicks, including trending hashtags, user engagement metrics, and video statistics.

Online scrapers definitely put in capabilities, but they also come with some limitations. These are cheap and work well for collecting data rapidly, but the amount of data they can process isn’t usually high enough for large projects. Furthermore, the data retrieved may need to undergo additional filtering to remove any useless or incomplete data in them, adding another step that users want their data to have superior accuracy. Nevertheless, online scrapers continue to serve as useful resources for businesses and everyday users in need of a low cost, easily accessible and quick data collection method.

TikTok Scraper Python: Developing Custom Solutions

If you’re a developer looking to build your own custom TikTok data scraper, Python is one of the best languages to consider — first and foremost because of how easy and flexible it is, but also because it offers so many powerful, specific libraries for web scraping. Users can use Python to create incredibly specific scrapers for whatever kind of data you’re after, whether it’s what hashtags are trending, edit user analytics, and so on.

Here are a few popular libraries for scraping TikTok to keep in mind:

  • BeautifulSoup: Good for parsing HTML and pulling out stand alone TikTok web page data points.
  • Selenium: For its heavily interactive platform, the scraping of dynamic content rendered with JavaScript is a necessity for TikTok.
  • Scrapy: Built for large scale data extraction, a robust library for making ideal scraping projects scalable and efficient.

With Python, there is flexibility beyond scraping into libraries — developers can seamlessly integrate scrapers into tools for analytics and machine learning to get even deeper insights.

There has been some open source TikTok scrapers offered by the Python community for devs to reuse the code and the inspiration. Some examples include:

TikTok Data Scraper: Demand For Data or Reshaping Impact of TikTok Scraping

W. Edwards Deming’s quote

TikTok scraping is changing the way that business, researchers, and organizations think about trends, engage with audiences, and innovate. It powers smarter marketing, supports non-commercial initiatives and even makes cultural shifts based on real time insights extracted.

Scrapers and APIs break with traditional intuition, and as more and more decisions are driven by data, industries are forced to realign their way of thinking to a data first mindset. Tools like Data365 virtually facilitate this transition with scalable, real-time solutions to get the most of the data. The question now is: are you ready to accept this life changing force? If yes, then fill in the form to get started with a 14-days free trial period and/or also get answers to all your questions.

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FAQ TikTok Scraping:

What is TikTok scraping, and how does it work?

TikTok scraping simply means taking publicly available data out of the platform to be analyzed further. It’s usually automated tools or scripts like APIs or scrapers. Afterward, the collected data can be processed to analyze trends, monitor engagement, and improve the strategy.

What kind of data can you scrape from TikTok? 

TikTok scraping gives you access to non-sensitive data like hashtags, video metadata (captions, views), profile information (bios, number of followers), comments in posts, engagement metrics, etc. These data can be used for analysis and for developing strategy.

How can I extract data from TikTok using an API?

You can use either the official TikTok API or a third-party tool like Data365 to get TikTok data. Send GET requests to get specific information, like profile details, video stats, or hashtags, and POST requests to make your searches more specific. It gives structured responses in the form of JSON or CSV reports that can be analyzed or used in other ways.

Can I scrape TikTok data without coding skills?

Yes, you can scrape TikTok data without code, using browser extensions or APIs designed for people who don’t know how to code. Data collection task setup is quick and easy with fairly simple interfaces of online tools. Additionally, the Data365 Social Media API is able to easily retrieve data of any size with less or no effort at all, via a detailed documentation and proper live support.

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