Browser fingerprinting, bot detection, and device intelligence — engineering deep-dives, product updates, and security research from the Noxtica team.https://noxtica.com/enhttps://noxtica.com/blog/inside-khan-vm-tamper-resistant-collection/https://noxtica.com/blog/inside-khan-vm-tamper-resistant-collection/Client-side detection is easy to fake when it runs as readable code on the page. How the KHAN VM runs collection inside a sealed, sandboxed runtime to make it tamper-resistant.Tue, 12 May 2026 00:00:00 GMTkhan-vmarchitecturefingerprintingNoxtica Teamhttps://noxtica.com/blog/fingerprinting-without-the-privacy-backlash/https://noxtica.com/blog/fingerprinting-without-the-privacy-backlash/Bot-detection fingerprinting and user privacy are not opposites. How Noxtica uses consent-gated collection, scrambled data, and no cross-site tracking by design.Tue, 14 Apr 2026 00:00:00 GMTprivacyfingerprintingcomplianceNoxtica Teamhttps://noxtica.com/blog/detecting-headless-and-stealth-automation/https://noxtica.com/blog/detecting-headless-and-stealth-automation/Modern stealth automation hides any single tell. Here is how Noxtica catches it by cross-checking signals for consistency instead of trusting one fragile flag.Mon, 09 Mar 2026 00:00:00 GMTbot-detectionautomationfingerprintingNoxtica Teamhttps://noxtica.com/blog/calibrated-risk-vs-binary-verdicts/https://noxtica.com/blog/calibrated-risk-vs-binary-verdicts/Why a calibrated, five-tier risk score with confidence and clear reasons beats a flat bot / not-a-bot verdict — and who should really own the threshold.Wed, 11 Feb 2026 00:00:00 GMTrisk-scoringbot-detectionproductNoxtica Teamhttps://noxtica.com/blog/introducing-noxtica/https://noxtica.com/blog/introducing-noxtica/Announcing Noxtica, a browser fingerprinting and bot detection platform designed for the modern web.Tue, 06 Jan 2026 00:00:00 GMTannouncementfingerprintingbot-detectionNoxtica Team