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      <image:loc>https://fingerly.io/guides/what-is-device-fingerprinting-1440.webp</image:loc>
      <image:title>What Is Device Fingerprinting? How It Works and Why It Matters</image:title>
      <image:caption>Device fingerprinting recognises a returning browser or phone by its characteristics, not cookies. How it works, what it is used for, and where it falls short.</image:caption>
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      <image:loc>https://fingerly.io/guides/browser-fingerprinting-vs-cookies-1440.webp</image:loc>
      <image:title>Browser Fingerprinting vs Cookies: Differences and Trade-offs</image:title>
      <image:caption>Browser fingerprinting vs cookies: how each recognises a visitor, which survives clearing and private windows, and when to use one, the other, or both.</image:caption>
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      <image:loc>https://fingerly.io/guides/mobile-device-fingerprinting-ios-android-1440.webp</image:loc>
      <image:title>Mobile Device Fingerprinting for iOS and Android: SDK Guide</image:title>
      <image:caption>Mobile device fingerprinting on iOS and Android: how native SDKs recognise a returning device, what they report, how consent works, and how to integrate one.</image:caption>
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      <image:loc>https://fingerly.io/guides/device-fingerprinting-privacy-gdpr-1440.webp</image:loc>
      <image:title>Is Device Fingerprinting Legal? GDPR, Consent and Privacy</image:title>
      <image:caption>Is device fingerprinting legal? A plain-language look at GDPR, consent and purpose for fraud prevention, and how Fingerly handles consent and erasure.</image:caption>
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    <priority>0.8</priority>
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      <image:loc>https://fingerly.io/guides/how-accurate-is-device-fingerprinting-1440.webp</image:loc>
      <image:title>How Accurate Is Device Fingerprinting? Limits and Confidence</image:title>
      <image:caption>How accurate is device fingerprinting? An honest look at collisions, browser updates, resets and private browsing, and how a visitor ID and confidence work.</image:caption>
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    <priority>0.8</priority>
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      <image:loc>https://fingerly.io/guides/what-is-fingerly-1440.webp</image:loc>
      <image:title>What Is Fingerly? Device Intelligence for Fraud Prevention</image:title>
      <image:caption>What is Fingerly? Device intelligence for web and mobile apps: a visitor ID, a suspect score and the signals behind it. Who uses it, how it integrates, pricing.</image:caption>
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    <image:image>
      <image:loc>https://fingerly.io/guides/bot-detection-for-signups-and-logins-1440.webp</image:loc>
      <image:title>Bot Detection API for Signups and Logins: A How-to</image:title>
      <image:caption>How to detect bots on signup and login with a bot detection API: where to check, what to read on your server, and how to challenge scripts, not people.</image:caption>
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      <image:loc>https://fingerly.io/guides/prevent-multi-accounting-and-promo-abuse-1440.webp</image:loc>
      <image:title>Prevent Multiple Accounts, Promo Abuse and Free Trial Abuse</image:title>
      <image:caption>How to prevent multiple accounts, promo abuse and free trial abuse by limiting claims per device instead of per email, with a policy you can start from.</image:caption>
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      <image:loc>https://fingerly.io/guides/stop-account-takeover-with-device-signals-1440.webp</image:loc>
      <image:title>Account Takeover Prevention: Device Recognition at Login</image:title>
      <image:caption>Account takeover prevention with device signals: recognise the devices each customer uses, challenge new or suspicious logins, and keep a recovery path.</image:caption>
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    <priority>0.8</priority>
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      <image:loc>https://fingerly.io/guides/session-cover-1440.webp</image:loc>
      <image:title>VPN, Proxy and Tor Detection API: A Practical How-to</image:title>
      <image:caption>A practical how-to for VPN detection, proxy detection and Tor detection: what an IP intelligence API reports, how to weigh it, and when not to block.</image:caption>
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      <image:loc>https://fingerly.io/guides/mobile-app-fraud-emulators-clones-and-tampering-1440.webp</image:loc>
      <image:title>Mobile App Fraud Prevention: Detect Emulators and Rooted Devices</image:title>
      <image:caption>Mobile app fraud prevention with native SDKs: detect emulators, rooted and jailbroken devices, cloned apps and tampering, with server-verified attestation.</image:caption>
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      <image:loc>https://fingerly.io/guides/build-vs-buy-device-identification-1440.webp</image:loc>
      <image:title>Build vs Buy Device Fingerprinting: A Decision Guide</image:title>
      <image:caption>Build vs buy device fingerprinting: what building really takes, what buying gives, and the cases where building is the right call, for engineering teams.</image:caption>
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    <lastmod>2026-11-12</lastmod>
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      <image:loc>https://fingerly.io/guides/how-much-does-device-fingerprinting-cost-1440.webp</image:loc>
      <image:title>Device Fingerprinting Pricing: What It Costs and How It Works</image:title>
      <image:caption>Device fingerprinting pricing explained: the common pricing models, what a cost per identification looks like, and how Fingerly’s pay as you go pricing works.</image:caption>
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    <image:image>
      <image:loc>https://fingerly.io/guides/device-fingerprinting-vs-captcha-1440.webp</image:loc>
      <image:title>Device Fingerprinting vs CAPTCHA: Which Stops Bots Better?</image:title>
      <image:caption>Device fingerprinting vs CAPTCHA compared: what each one proves, where CAPTCHA adds friction, and how to use device signals to challenge scripts, not people.</image:caption>
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    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/device-fingerprinting-vs-ip-address-blocking-1440.webp</image:loc>
      <image:title>Device Fingerprinting vs IP Address Blocking: What Works</image:title>
      <image:caption>Device fingerprinting vs IP address blocking: why IP bans block the wrong people and miss the right ones, and how to use IP data as context, not a verdict.</image:caption>
    </image:image>
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  <url>
    <loc>https://fingerly.io/blog/how-to-detect-multiple-accounts-from-one-person</loc>
    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/how-to-detect-multiple-accounts-from-one-person-1440.webp</image:loc>
      <image:title>How to Detect Multiple Accounts From One Person or Device</image:title>
      <image:caption>How to detect multiple accounts from one person: link duplicate accounts and sockpuppets by device, review the clusters, and act without punishing households.</image:caption>
    </image:image>
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  <url>
    <loc>https://fingerly.io/blog/how-to-stop-free-trial-abuse</loc>
    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/how-to-stop-free-trial-abuse-1440.webp</image:loc>
      <image:title>How to Stop Free Trial Abuse in SaaS and Subscription Apps</image:title>
      <image:caption>How to stop free trial abuse and freemium abuse: limit trials per device instead of per email, pick the right moment to check, and keep real customers moving.</image:caption>
    </image:image>
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  <url>
    <loc>https://fingerly.io/blog/referral-fraud-and-reward-abuse-prevention</loc>
    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/referral-fraud-and-reward-abuse-prevention-1440.webp</image:loc>
      <image:title>Referral Fraud and Reward Abuse Prevention: A Practical Guide</image:title>
      <image:caption>Referral fraud and reward abuse prevention: how self-referral rings work, which checks catch them, and how to pay rewards only for real, distinct new customers.</image:caption>
    </image:image>
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  <url>
    <loc>https://fingerly.io/blog/how-to-stop-fake-signups-and-spam-accounts</loc>
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      <image:loc>https://fingerly.io/guides/how-to-stop-fake-signups-and-spam-accounts-1440.webp</image:loc>
      <image:title>How to Stop Fake Signups and Spam Accounts, Without CAPTCHAs</image:title>
      <image:caption>How to stop fake signups and spam accounts: layer device, network and behaviour evidence, verify on your server, and add friction only where the risk is.</image:caption>
    </image:image>
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    <loc>https://fingerly.io/blog/credential-stuffing-and-login-protection</loc>
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    <image:image>
      <image:loc>https://fingerly.io/guides/credential-stuffing-and-login-protection-1440.webp</image:loc>
      <image:title>Credential Stuffing Detection and Login Protection: A How-to</image:title>
      <image:caption>Credential stuffing detection and login protection: why per-IP limits fail, how to read device and automation evidence at login, and how to step up safely.</image:caption>
    </image:image>
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    <loc>https://fingerly.io/blog/headless-browsers-and-automation-detection</loc>
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      <image:loc>https://fingerly.io/guides/headless-browsers-and-automation-detection-1440.webp</image:loc>
      <image:title>Headless Browser Detection and Browser Automation Detection</image:title>
      <image:caption>Headless browser detection and browser automation detection explained: what automated traffic looks like, what can be reported, where the limits are.</image:caption>
    </image:image>
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    <loc>https://fingerly.io/blog/rooted-and-jailbroken-devices-what-they-mean-for-fraud</loc>
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    <image:image>
      <image:loc>https://fingerly.io/guides/rooted-and-jailbroken-devices-what-they-mean-for-fraud-1440.webp</image:loc>
      <image:title>Rooted and Jailbroken Device Detection: What It Means for Fraud</image:title>
      <image:caption>How to detect rooted devices and jailbreaks in your app, what the signals mean for fraud, where they fall short, and how to decide when a device is modified.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://fingerly.io/blog/anti-detect-browsers-and-fingerprint-spoofing</loc>
    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/anti-detect-browsers-and-fingerprint-spoofing-1440.webp</image:loc>
      <image:title>Anti-Detect Browser Detection and Fingerprint Spoofing Limits</image:title>
      <image:caption>Anti-detect browser detection and fingerprint spoofing explained honestly: how browser spoofing works, what contradictions it leaves, and where detection stops.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://fingerly.io/blog/device-farms-and-click-farms-explained</loc>
    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/device-farms-and-click-farms-explained-1440.webp</image:loc>
      <image:title>Device Farm and Click Farm Detection: How to Spot Them</image:title>
      <image:caption>Device farm detection, phone farm detection and click farm detection explained: how they work, what shows in your traffic, and how to reduce the payoff.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://fingerly.io/blog/what-a-device-can-tell-you-about-a-session</loc>
    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/what-a-device-can-tell-you-about-a-session-1440.webp</image:loc>
      <image:title>Device Intelligence: What a Device Can Tell You About a Session</image:title>
      <image:caption>A session has more than one clue. How to attach device intelligence to the moments that matter, read what comes back, and plan for what it cannot tell you.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://fingerly.io/blog/vpn-proxy-or-tor</loc>
    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/vpn-proxy-or-tor-1440.webp</image:loc>
      <image:title>VPN, Proxy or Tor Detection: How to Weigh Network Signals</image:title>
      <image:caption>Different routes, different context. Why network indicators belong in separate buckets, and how to weigh them without mistaking privacy for intent.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://fingerly.io/blog/build-a-risk-policy-not-a-wall</loc>
    <lastmod>2026-11-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
    <image:image>
      <image:loc>https://fingerly.io/guides/build-a-risk-policy-not-a-wall-1440.webp</image:loc>
      <image:title>How to Build a Fraud Risk Policy Without Blocking Real Customers</image:title>
      <image:caption>A good policy has a purpose, an evidence threshold, and a way to recover when it is wrong. A playbook for rules that stop abuse without stopping customers.</image:caption>
    </image:image>
  </url>
</urlset>
