YouTube Shorts Scraper + AI Content & Sentiment Analysis

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Scrape YouTube Shorts with full metadata and AI-powered insights. The cheapest YT Shorts scraper on Apify at $3 per 1,000 Shorts — with AI features no other actor has.

What You Get

For each Short: title, views, likes, comments, upload date, description, music/audio, hashtags, channel info, thumbnail.

Plus optional AI analysis:

• AI Content Analysis — What formats are going viral? What hooks work? When to post?
• AI Comment Sentiment — What does the audience love? What do they complain about?

Who Is This For?

• Marketing agencies — Vet influencers before brand deals. Audit engagement rates, comment sentiment, posting consistency
• Content creators — Reverse-engineer viral Shorts. Find trending formats, music, and hooks in your niche
• Brand managers — Monitor comment sentiment on your product campaigns. Catch PR issues early
• E-commerce brands — Find UGC featuring your products. Identify top-performing review formats
• Competitor analysts — Track competitor posting frequency, engagement trends, and content mix

4 Scraping Modes

1. Search by Keyword

Find Shorts about any topic.

{
"scrape_type":"search",
"search":"protein shake recipes",
"max_shorts":50,
"get_comments":true,
"ai_content_analysis":true
}

2. Channels List

Get all Shorts from specific channels — perfect for competitor analysis.

{
"scrape_type":"channels",
"channel_urls":["@MrBeast","@KhabyLame","@CharliDamelio"],
"max_shorts":30,
"get_comments":true,
"ai_comment_sentiment":true
}

3. Hashtags

Find trending Shorts by hashtag.

{
"scrape_type":"hashtags",
"hashtags":["fitness","gymtok","workout"],
"max_shorts":50,
"ai_content_analysis":true
}

4. Video URLs

Scrape specific Shorts by URL — always includes comments.

{
"scrape_type":"video_urls",
"video_urls":[
"https://www.youtube.com/shorts/fb7p1xmVsz0",
"https://www.youtube.com/shorts/abc123"
],
"ai_comment_sentiment":true
}

Use Case Examples

Influencer Vetting

You're a skincare brand looking for micro-influencers. Scrape 500 beauty creators' Shorts, filter for high engagement, and check comment sentiment.

{
"scrape_type":"search",
"search":"skincare routine",
"max_shorts":100,
"get_comments":true,
"max_comments_per_video":20,
"ai_content_analysis":true,
"ai_comment_sentiment":true
}

What you get:

• 100 skincare Shorts with views, likes, engagement rates
• AI Content Analysis: which formats perform best (before/after, routine, product review)
• Per-video sentiment: which creators have genuinely positive audience reactions vs. bot comments

Viral Content Reverse-Engineering

You run a faceless YouTube channel and want to find what's working in your niche right now.

{
"scrape_type":"hashtags",
"hashtags":["historyfacts","didyouknow"],
"max_shorts":200,
"ai_content_analysis":true
}

AI Content Analysis output:

{
"top_performing_formats":["countdown lists","myth vs fact","this day in history"],
"viral_hooks":["Most people don't know...","POV:","The reason why..."],
"trending_music":["original sound - HistoryBuff","dramatic orchestral #2"],
"engagement_benchmark":{"avg_views":45000,"avg_engagement_rate":"4.2%"},
"content_recommendations":[
"Switch to countdown format — 3x more views than narrative style",
"Use dramatic music — top 5 Shorts all use orchestral tracks"
]
}

Brand Monitoring

You launched a new product and want to know what people are saying in Shorts comments.

{
"scrape_type":"search",
"search":"iPhone 17 review",
"max_shorts":30,
"get_comments":true,
"max_comments_per_video":50,
"ai_comment_sentiment":true
}

Per-video sentiment output:

{
"ai_comment_sentiment":{
"positive_pct":62,
"negative_pct":28,
"neutral_pct":10,
"top_praise":["camera quality","design","fast"],
"top_complaints":["battery life","price","no USB-C"],
"audience_summary":"Mostly positive. Viewers love the camera upgrade but are frustrated with battery life and pricing."
}
}

Output Fields

Pricing

Cheapest YouTube Shorts scraper on Apify. The market leader charges $4-6/1K.

Typical Run Costs

Tips

• Start small — Test with 5-10 Shorts first to verify data quality
• AI Content Analysis works best with 50+ Shorts — More data = better pattern detection
• AI Comment Sentiment needs comments — Enable "Scrape comments" first
• No proxy needed for small runs — YouTube is lenient for <100 requests. Enable proxy for larger scrapes
• Use channels mode for competitor tracking — Scrape the same channels weekly to track trends

Keywords

YouTube Shorts scraper, YouTube Shorts data extractor, scrape YouTube Shorts, YouTube Shorts analytics, YouTube Shorts comments scraper, YouTube Shorts views likes, YouTube viral content analysis, influencer vetting tool, YouTube content strategy, YouTube Shorts trending, YouTube Shorts hashtag scraper, YouTube Shorts channel scraper, YouTube AI analysis, comment sentiment analysis, viral hooks, content creator tools