Spam today is not just fake emails. It’s bots creating fake accounts, scraping data, spamming APIs, or flooding comment sections with junk. The costs are hidden, but real: reduced system performance, broken analytics, and wasted team time chasing noise. To hold the line, policy enforcement needs speed, precision, and