TikTok Comment & Engagement Scraper

Extract high-value data from TikTok videos at lightning speed. This scraper pulls top-level comments, nested replies, user demographic hints, and video-level engagement metrics.

💡 Why This TikTok Comment Scraper is Essential

When extracting social media data at scale, speed and data richness are everything. This TikTok Comment Scraper bypasses the need for heavy, slow browser automation by interacting directly with TikTok's hidden web APIs. This means you get blazing-fast data extraction at a fraction of the compute cost of traditional scrapers.

Whether you are tracking viral video trends, monitoring brand reputation, or conducting academic research, this tool delivers structured, clean JSON/CSV data ready for immediate integration into your data pipelines, dashboards, or CRM systems.

Key Advantages:

• API-Driven Speed: No headless browsers means faster runs and lower platform usage costs.
• Granular Engagement Metrics: By pulling video-level stats (Views, Likes, Shares) alongside every comment, you skip the step of merging multiple datasets.
• Deep User Context: Extracting hidden fields like predicted_age_group and sec_uid gives you demographic insights that standard web scraping simply cannot reach.

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🌟 Key Features

• Deep Comment Extraction: Grabs both main comments and nested thread replies.
• Video Engagement Metrics: Automatically attaches the video's total Views, Likes, Shares, and Saves to every comment row for easy conversion rate analysis.
• User Data: Extracts handles, display names, unique user IDs, and avatar URLs.
• Creator Interactions: Flags whether the video creator liked or pinned specific comments.
• Smart Limits: Set precise global limits on total comments or caps on thread replies to control your scraping costs and speed.

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📥 Input Configuration

This scraper accepts a few simple parameters to customize your run:

Field	Type	Description	Default
startUrls	Array	One or more TikTok video URLs to scrape.	[]
maxTotalComments	Integer	The absolute maximum number of rows (comments + replies) to extract per video. The scraper hard-stops here.	150
maxRepliesPerThread	Integer	The maximum number of nested replies to scrape beneath a single top-level comment.	20

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📤 Output Structure

The scraper delivers clean, structured JSON (or CSV/Excel via platform export) ready for analysis.

Here is a sample output row:

{
    "Video_Id": "7606624566395292950",
    "Video_Views": 2300000,
    "Video_Likes": 238700,
    "Video_Shares": 615,
    "Video_Saved": 0,
    "Total_Comments": 966,
    "Comment_Id": "7606947388675277598",
    "Is_Reply": false,
    "Text": "I TOLD MY MOM IT WAS MY BIRTHDAY AND SHE GOT ME A IPAD PRO M5",
    "Likes": 26257,
    "Replies_Count": 20,
    "Creator_Liked": true,
    "Is_Pinned": false,
    "Language": "en",
    "Handle": "yarrie.jones",
    "Display_Name": "𝓹𝓻𝓮𝓽𝓽𝔂𝓰𝓲𝓽𝓻𝓵👾🫶",
    "User_ID": "7540456885520221198",
    "Sec_UID": "MS4wLjABAAAA9o_Po28HZOqYR6J6vXQMsnmEn2S7j8khPBhapq-pn7Idg0BKT-7cihvcvXEaujd2",
    "Predicted_Age": "",
    "Avatar_URL": "[https://p16-common-sign.tiktokcdn-us.com/tos-useast8-avt-0068-tx2/a74dfdd9123ec965bc0bf480b4991f49~tplv-tiktokx-cropcenter:100:100.jpg?dr=9640&refresh_token=73f8b78d&x-expires=1773561600&x-signature=eOk4twv8LvcRva33Rz7EwZMfR3s%3D&t=4d5b0474&ps=13740610&shp=30310797&shcp=ff37627b&idc=useast5](https://p16-common-sign.tiktokcdn-us.com/tos-useast8-avt-0068-tx2/a74dfdd9123ec965bc0bf480b4991f49~tplv-tiktokx-cropcenter:100:100.jpg?dr=9640&refresh_token=73f8b78d&x-expires=1773561600&x-signature=eOk4twv8LvcRva33Rz7EwZMfR3s%3D&t=4d5b0474&ps=13740610&shp=30310797&shcp=ff37627b&idc=useast5)",
    "Direct_URL": "",
    "Create_Date": "2026-02-15 04:42:32",
    "Date_of_Scraping": "2026-03-14"
}

What Analysis Can You Do With This Data?

This actor unlocks advanced social listening and data analysis capabilities. Here is how top brands, agencies, and researchers use this extracted data:

1. Sentiment Analysis & Brand Health

Export thousands of comments from your brand's (or your competitor's) videos and run them through NLP (Natural Language Processing) tools. Quickly determine if the audience reaction to a new product launch, campaign, or apology video is positive, negative, or neutral.

2. Competitor Research & Benchmarking

Scrape comments from rival creators or brands in your niche. Identify what their audience loves, what they are complaining about, and find gaps in the market that your product can solve.

3. Audience Demographics & Profiling

Utilize the Predicted_Age and User_ID fields to build accurate profiles of who is engaging with specific content. Cross-reference sec_uid data to track highly engaged "super-fans" across multiple viral videos.

4. E-commerce & Product Feedback

TikTok is the new search engine for product discovery. Scrape review videos for specific brands (like Amazon or Walmart finds) to extract authentic, unfiltered consumer feedback, pain points, and feature requests directly from the comment section.

5. Lead Generation & Influencer Discovery

Identify users who are asking buying questions (e.g., "Where can I buy this?", "Does this ship to the UK?") on niche videos. Sort the data by Likes and Replies_Count to instantly find micro-influencers and top community voices who drive the conversation.