AI & Machine Learning
Bot Detection Patterns Dataset
Structured dataset of bot detection techniques: fingerprinting signals, behavioral patterns, Bloom filter configurations, CAPTCHA integration points, and scoring algorithms from production anti-bot systems.
bot detectionsecurityfingerprintinganti-botrate limiting
What's Inside
50+records
Formats: JSON
Last updated: March 18, 2026
Category: AI & Machine Learning
Fields included:
technique_namecategorysignal_typedetection_ratefalse_positive_rateimplementationbypass_difficulty
Why This Data Is Hard to Get
- Anti-bot protection and rate limiting across sources
- Data scattered across hundreds of individual pages
- Requires continuous monitoring and incremental updates
- Normalization and deduplication across multiple schemas
Building this yourself: 40–80 hours of engineering time + $500+ in API and proxy fees
Sample Preview
| technique_name | category | signal_type | detection_rate | false_positive_rate |
|---|---|---|---|---|
| sample data… | sample data… | sample data… | sample data… | sample data… |
| sample data… | sample data… | sample data… | sample data… | sample data… |
| sample data… | sample data… | sample data… | sample data… | sample data… |
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