Best YouTube Comments and Replies Scraper Alternatives

What changes when replies matter

A basic YouTube comments scraper can stop at top-level rows. A YouTube replies scraper has to open reply drawers, expand read-more controls, pair each reply with its parent comment, and preserve the source video context.

Searches for how to scrape YouTube comments usually split into these lanes:

• Official API access through commentThreads.list and comments.list.
• Cloud actors such as Apify YouTube comments actors.
• No-code SaaS templates such as Octoparse.
• Managed products such as Bright Data or Scrapingdog.
• Local desktop workflows such as UScraper templates.
• Custom scripts and open-source projects.

The practical question is not "can this collect comments?" It is "will the rows preserve parent comment, reply text, video URL, timing, and a maintenance path your team can own?"

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YouTube comments scraper alternatives compared

UScraper wins in a narrower job: run a visible local workflow and save reply-aware CSV rows to a folder you choose.

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When UScraper is the better YouTube replies scraper

UScraper is strongest when the deliverable is a spreadsheet and the operator needs to see what happened. The YouTube Comments and Replies Scraper template opens each watch URL, scrolls to lazy-load comments, expands visible reply and read-more controls, creates normalized export rows, and appends them to youtube-comments-replies-scraper.csv.

The visual flow matters during QA. If the CSV is empty, you can inspect whether YouTube showed a sign-in gate, comments were disabled, replies stayed collapsed, or a selector stopped matching.

Source URLs, browser state, and CSV output remain in the desktop workflow unless you add a sync or upload step. The template JSON is free to import; UScraper itself is licensed.

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When the YouTube Data API is the safer choice

The official API is not just another competitor. commentThreads.list returns comment threads for a video, while comments.list can retrieve replies by parent comment. Production code also has to handle page tokens, quotas, and errors.

Use the API for product features, customer dashboards, or repeatable integrations that need sanctioned access and predictable JSON. Use a scraper only when browser-visible collection fits your legal, privacy, and platform review.

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Export shape summary and JSON workflow sample

There is no bundled CSV sample for this workflow. The authoritative sample is the exported JSON definition: multi-URL Navigate, reply expansion script, synthetic row selector, and Structured Export columns.

{
  "project": {
    "name": "YouTube Comments  Replies Scraper",
    "description": "Best-effort scraper for public YouTube video comment threads."
  },
  "blocks": [
    {
      "title": "Navigate",
      "config": {
        "urls": [
          "https://www.youtube.com/watch?v=xBBAD407zzU",
          "https://www.youtube.com/watch?v=WOuzDxHdz6I"
        ]
      }
    },
    {
      "title": "Inject JavaScript",
      "config": {
        "waitForCompletion": true,
        "timeout": 150
      }
    },
    {
      "title": "Structured Export",
      "config": {
        "rowSelector": "[data-uscraper-comment-row]",
        "fileName": "youtube-comments-replies-scraper.csv",
        "includeHeaders": true,
        "fileMode": "append",
        "columns": [
          "video_url",
          "video_title",
          "comment_user",
          "content",
          "comment_time",
          "like_count",
          "reply_user",
          "reply_content",
          "reply_comment_time",
          "reply_like_count",
          "post_comment_count",
          "CrawlTime",
          "reply_count",
          "comment_url"
        ]
      }
    }
  ]
}

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Which YouTube comments scraper should you choose?

Choose UScraper for defined video lists, no-code local CSV, and reply text beside parent comment context. Choose Octoparse for hosted no-code tasks, Apify for actors and datasets, Bright Data or a scraper API for managed scale, and scripts for parser ownership.

For adjacent workflows, browse the template library, read the YouTube comments and replies tutorial, or compare options in the UScraper blog.

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Frequently asked questions