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Tutorial

How to Discover Content Creators by Niche Tags

Generic creator-discovery pattern: input niche tags, output ranked YouTube channels. Pairs with any outreach automation.

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TagRadar uses Steam tags to surface YouTubers. The same pattern fits SaaS, books, apps, brands. This tutorial walks the niche-agnostic version.

Prerequisites

  • Python 3.10+
  • Scavio API key

Walkthrough

Step 1: Define niche tags

5-15 specific tags or topics.

Python
TAGS = ['async python', 'pydantic', 'fastapi', 'ai agent dev']

Step 2: YouTube search per tag

Same Scavio endpoint as TagRadar's pattern.

Python
import requests, os
API_KEY = os.environ['SCAVIO_API_KEY']

def yt(tag):
    return requests.post('https://api.scavio.dev/api/v1/youtube/search',
        headers={'x-api-key': API_KEY},
        json={'query': f'{tag} tutorial 2026'}).json()

Step 3: Aggregate by channel

Count tag overlap per channel.

Python
from collections import Counter
channels = Counter()
for tag in TAGS:
    for v in yt(tag).get('videos', []):
        channels[(v['channel'], v.get('channel_url'))] += 1

Step 4: Filter by subscriber band

Mid-band creators (1K-100K subs) are most outreach-friendly.

Python
BAND = (1000, 100000)
filtered = {c: cnt for c, cnt in channels.items() if BAND[0] <= int(c[1].split('subscribers')[0].split()[-1].replace('K','000').replace('M','000000') or 0) <= BAND[1]}

Step 5: Rank by tag overlap

Higher overlap = better fit.

Python
ranked = sorted(filtered.items(), key=lambda x: -x[1])

Python Example

Python
# 5 tags × 1 query = 5 credits ≈ $0.022.

JavaScript Example

JavaScript
// Same pattern in TS.

Expected Output

JSON
Ranked list of niche-relevant creators with subscriber bands. Pair with outreach automation downstream.

Related Tutorials

  • How to Build a YouTube Creator Discovery Tool

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Python 3.10+. Scavio API key. A Scavio API key gives you 50 free credits on signup.

Yes. The free tier includes 50 credits on signup, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

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Start Building

Generic creator-discovery pattern: input niche tags, output ranked YouTube channels. Pairs with any outreach automation.

Get Free API KeyRead the Docs
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