Detecting fake visitors is a essential challenge for online businesses today. Pinpointing the patterns of bot activity, which can range from rudimentary web spiders to sophisticated malicious bots, requires a thorough approach. These unwanted visitors can spuriously inflate metrics, drain bandwidth,