blog.cloudflare.com/protecting-apis-from-abuse-using-sequence-learning-and-variable-order-markov

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https://blog.cloudflare.com/protecting-apis-from-abuse-using-sequence-learning-and-variable-order-markov

Protecting APIs from abuse using sequence learning and variable order Markov chains

At Cloudflare, we protect customer APIs from abuse. This is no easy task, as abusive traffic can take different forms, from giant DDoS attacks to low-and-slow credential stuffing campaigns. We now address this challenge in a new way: by looking outside typical volumetric measures and using statistical machine learning to find important API client request sequences.



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Protecting APIs from abuse using sequence learning and variable order Markov chains

https://blog.cloudflare.com/protecting-apis-from-abuse-using-sequence-learning-and-variable-order-markov

At Cloudflare, we protect customer APIs from abuse. This is no easy task, as abusive traffic can take different forms, from giant DDoS attacks to low-and-slow credential stuffing campaigns. We now address this challenge in a new way: by looking outside typical volumetric measures and using statistical machine learning to find important API client request sequences.



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https://blog.cloudflare.com/protecting-apis-from-abuse-using-sequence-learning-and-variable-order-markov

Protecting APIs from abuse using sequence learning and variable order Markov chains

At Cloudflare, we protect customer APIs from abuse. This is no easy task, as abusive traffic can take different forms, from giant DDoS attacks to low-and-slow credential stuffing campaigns. We now address this challenge in a new way: by looking outside typical volumetric measures and using statistical machine learning to find important API client request sequences.

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      At Cloudflare, we protect customer APIs from abuse. This is no easy task, as abusive traffic can take different forms, from giant DDoS attacks to low-and-slow credential stuffing campaigns. We now address this challenge in a new way: by looking outside typical volumetric measures and using statistical machine learning to find important API client request sequences.
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      Protecting APIs from abuse using sequence learning and variable order Markov chains
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      At Cloudflare, we protect customer APIs from abuse. This is no easy task, as abusive traffic can take different forms, from giant DDoS attacks to low-and-slow credential stuffing campaigns. We now address this challenge in a new way: by looking outside typical volumetric measures and using statistical machine learning to find important API client request sequences.
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