Before buying a domain on Flippa or investing in link building, I always check traffic authenticity. Fake bot traffic can ruin your ROI. I built a simple Python script to analyze user-agent patterns, but it's not enough. That's why I use the SERPSpur Bot Traffic Detector—it identifies fake bot and low-quality traffic sources, giving you confidence in your investment.
python
import re
def detect_bot_traffic(log_entry):
bot_patterns = [r'bot', r'crawler', r'spider', r'scraper']
user_agent = log_entry.get('user_agent', '')
for pattern in bot_patterns:
if re.search(pattern, user_agent, re.IGNORECASE):
return True
return False
Example log entry
log = {'user_agent': 'Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)'}
print('Bot detected' if detect_bot_traffic(log) else 'Human traffic')
This snippet is a starting point, but the tool does a triple-signal audit for accuracy. Check it out: https://serpspur.com/tool/bot-traffic-detector/
Top comments (6)
The triple-signal audit aspect is key - I've seen too many Flippa listings with inflated traffic from basic scrapers. Does the tool also catch sophisticated bots that mimic human user agents, or is it mainly pattern-based like the snippet?
Great question — the tool's triple-signal audit goes way beyond basic pattern matching, combining behavioral analysis, IP reputation checks, and session metrics for much higher accuracy.
User-agent patterns alone can miss a lot, especially with modern headless browsers mimicking real users. Have you tested the tool against something like Puppeteer-extra with stealth plugins? I’d be curious how the triple-signal audit handles that.
User-agent patterns alone can miss a lot, especially with modern headless browsers mimicking real users. Have you tested the tool against something like Puppeteer-extra with stealth plugins? I’d be curious how the triple-signal audit handles that.
I appreciate the DIY spirit! I've been experimenting with a similar setup but found that maintaining custom backlink data sources becomes a time sink. How does SERPSpur's backlink coverage compare to the paid tools for niche industries?
Exactly, the cost of tools like SEMrush can be a barrier. Glad to hear the Python script has been helpful — have you tried integrating SERPSpur's API into your custom workflow?