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URL: https://apify.com/trend_wizard/youtube-niche-scrapper

โ‡ฑ Youtube Niche Scrapper ยท Apify


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from $0.10 / final ranked video

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Youtube Niche Scrapper

Stop guessing what content will work on YouTube. Discover high-growth niches, emerging trends, and viral content opportunities with AI-powered market intelligence. Instead of providing raw search results, the actor combines data with advanced AI analysis to identify trending topics. opportunities.

Pricing

from $0.10 / final ranked video

Rating

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(0)

Developer

๐Ÿ‘ Yashwardhan

Yashwardhan

Maintained by Community

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1

Monthly active users

20 days ago

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๐Ÿš€ YouTube Niche Intelligence AI

Discover Viral Opportunities Before Everyone Else

Transform YouTube search data into actionable niche intelligence using AI-powered trend analysis, content classification, title psychology insights, and opportunity detection.

Instead of manually analyzing hundreds of videos, this Actor automatically finds trending content, identifies emerging opportunities, measures growth velocity, and explains why videos are performing well.

Perfect for creators, agencies, SEO professionals, researchers, consultants, and entrepreneurs looking to discover profitable content opportunities faster.

๐Ÿ”ฅ Popular Niches

From emerging AI trends to evergreen business opportunities, the Actor helps users discover high-growth content opportunities across virtually any YouTube category.

Some of the most frequently researched and fastest-growing niches include:

๐Ÿค– AI Automation

๐Ÿ’ฐ Make Money Online

๐ŸŽฅ YouTube Growth

๐Ÿ“ˆ Digital Marketing

๐Ÿ›’ E-Commerce

๐Ÿ’ธ Personal Finance

๐Ÿ‹๏ธ Health & Fitness

๐ŸŽฎ Gaming

๐Ÿ’ป Technology & SaaS

๐ŸŽ“ Education & Skill Development

โšก Whether you're exploring established markets or searching for the next breakout trend, the Actor analyzes content performance, audience demand, and growth momentum to uncover opportunities with the highest potential.

๐ŸŽฏ What This Actor Does

This Actor combines:

โœ… YouTube Search Scraping

โœ… AI Analysis

โœ… Trend Velocity Detection

โœ… Niche Opportunity Scoring

โœ… Content-Type Classification

โœ… Title Psychology Analysis

โœ… Views-Per-Day Intelligence

โœ… Emerging Trend Detection

โœ… Excel Report Generation

โœ… Structured Dataset Export


๐Ÿ”ฅ Key Features

๐Ÿ“ˆ Trend Velocity Analysis

Identify videos growing rapidly using views-per-day and trend scoring models.

๐Ÿง  AI Relevance Scoring

Gemini AI evaluates how closely each video matches the target niche.

๐ŸŽฏ Opportunity Detection

Automatically classifies opportunities as:

  • High
  • Medium
  • Low

based on growth patterns and market momentum.

๐Ÿš€ Emerging Trend Discovery

Detect rising topics before they become saturated.

๐Ÿช Title Psychology Analysis

Understand the emotional and psychological triggers behind successful video titles.

Examples:

  • Curiosity Gap
  • FOMO
  • Financial Aspiration
  • Urgency
  • Loss Aversion
  • Transformation Promise

๐Ÿ“š Content Classification

Automatically categorizes videos into:

  • Tutorial
  • Case Study
  • Business Strategy
  • AI Automation
  • Educational
  • Review
  • Challenge
  • Documentary
  • Motivation

๐Ÿ“Š Excel Intelligence Reports

Generate clean, structured Excel reports ready for research, strategy, and client delivery.


๐Ÿ›  Input Example

{
"searchKeywords":["AI Automation"],
"maxVideoAgeDays":365,
}

๐Ÿ“ฆ What Data Can Be Extracted?

FieldDescription
TitleYouTube video title
ChannelCreator/channel name
URLDirect video URL
ViewsTotal video views
Views Per DayDaily growth velocity
Days Since UploadVideo age analysis
Relevance ScoreAI niche relevance score
Trend ScoreViral momentum indicator
Title HookPsychological click trigger
Video AboutAI-generated content summary
Content TypeAI content classification
Is EmergingEmerging trend detection
Opportunity LevelHigh / Medium / Low opportunity
Thumbnail URLHigh-quality thumbnail link
Duration TypeShort / Medium / Long
Verified BadgeVerified creator detection
Search RankYouTube ranking position
Has ChaptersChapter structure detection

๐Ÿ’ก Use Cases

๐ŸŽฅ YouTube Creators

Discover high-performing content ideas before competitors.

๐Ÿ“ฃ Marketing Agencies

Research winning content strategies for clients.

๐Ÿ” SEO Professionals

Identify growing search demand and audience interests.

๐Ÿค– AI Automation Businesses

Track automation trends, tools, and emerging opportunities.

๐Ÿ“š Researchers

Analyze niche evolution and content performance patterns.

๐Ÿ’ฐ Entrepreneurs

Validate business opportunities and market demand.


๐Ÿ“Š Example Insights Generated

Example Opportunity

Keyword:

AI Automation

Detected Insight:

High-growth niche with strong views-per-day velocity,
increasing creator demand,
and emerging business monetization content.

Opportunity Level:

HIGH

โšก Why Use This Instead of Manual Research?

Manual YouTube research is:

โŒ Slow

โŒ Inconsistent

โŒ Difficult to scale

โŒ Biased by personal assumptions

This Actor automatically:

โœ… Finds trends faster

โœ… Measures actual momentum

โœ… Uses AI for content understanding

โœ… Generates structured intelligence

โœ… Exports actionable reports


๐Ÿ“ค Export Formats

Dataset Output

Structured JSON records ready for APIs and automations.

Excel Reports

Professional spreadsheets for research, planning, and client presentations.


๐Ÿ”— Integration Ready

Works seamlessly with:

  • Make
  • Zapier
  • n8n
  • Airtable
  • Google Sheets
  • CRM Systems
  • Data Warehouses
  • AI Workflows
  • Custom APIs

๐Ÿง  Powered By

  • Apify
  • Crawlee
  • Playwright
  • Google Gemini AI

๐Ÿš€ Start Discovering Winning YouTube Niches

Find viral opportunities, uncover emerging trends, and build smarter content strategies with AI-powered YouTube niche intelligence.

โ“ Frequently Asked Questions

1. What does this Actor do?

This Actor analyzes YouTube search results and combines them with Gemini AI to identify trending content, emerging niches, high-opportunity topics, title psychology, and content strategies.


2. Is this a YouTube scraper?

Not just a scraper.

Unlike traditional YouTube scrapers that only collect data, this Actor transforms YouTube data into actionable niche intelligence using AI-powered analysis and trend scoring.


3. What makes the Trend Score valuable?

The Trend Score combines video performance, growth velocity, and recency to help identify videos gaining momentum rather than simply showing high view counts.


4. What is the Opportunity Level?

Opportunity Level estimates the potential for creators to enter a niche based on current growth patterns.

Possible values:

  • ๐ŸŸข High
  • ๐ŸŸก Medium
  • ๐Ÿ”ด Low

5. What is an Emerging Trend?

An Emerging Trend is a topic showing strong recent growth and audience interest before becoming highly competitive.


6. How is the AI Relevance Score calculated?

Gemini AI evaluates how closely a video matches the target keyword or niche and assigns a relevance score between 0 and 1.

Higher scores indicate stronger relevance.


7. Can I analyze any niche?

Yes.

Examples:

  • AI Automation
  • Fitness
  • Cryptocurrency
  • E-commerce
  • Dropshipping
  • Personal Finance
  • SaaS
  • Education
  • Productivity
  • Marketing
  • Real Estate
  • Gaming

and virtually any YouTube topic.


8. What export formats are available?

The Actor provides:

โœ… Structured Dataset Output

โœ… Excel (.xlsx) Reports

Both formats are suitable for research, reporting, automation, and further analysis.


9. Do I need a Gemini API key?

Yes.

A valid Google Gemini API key is required for:

  • Relevance Scoring
  • Title Analysis
  • Content Classification
  • Opportunity Detection
  • AI-Powered Insights

10. Can I use the output in automation workflows?

Absolutely.

The output can be integrated with:

  • n8n
  • Make
  • Zapier
  • Airtable
  • Google Sheets
  • CRM Platforms
  • Data Warehouses
  • Custom APIs

11. How many videos are analyzed per run?

The Actor intelligently scrapes and ranks videos based on relevance, recency, and performance before selecting the most valuable opportunities for analysis.


12. Who should use this Actor?

๐ŸŽฅ Content Creators

Discover content opportunities and trending ideas.

๐Ÿ“ˆ Marketing Agencies

Research competitors and content strategies.

๐Ÿ” SEO Professionals

Identify growing search demand.

๐Ÿค– AI Automation Businesses

Track emerging automation trends.

๐Ÿ’ฐ Entrepreneurs

Validate niche demand and business opportunities.

๐Ÿ“š Researchers

Analyze YouTube ecosystem trends and audience interests.


13. Does the Actor support worldwide niches?

Yes.

The Actor can analyze YouTube content from virtually any niche, industry, or market available on YouTube.


14. Why are some videos marked as High Opportunity?

Videos are typically classified as High Opportunity when they demonstrate strong growth velocity, recent audience demand, and favorable market conditions for new creators.


15. Can I use this for competitor research?

Yes.

The Actor is highly effective for:

  • Competitor Analysis
  • Content Strategy Research
  • Niche Validation
  • Trend Discovery
  • Market Intelligence
  • Audience Research

making it a powerful tool for creators, agencies, and businesses.

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