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Introduction: 

\n

Web Application Firewall (WAF) has evolved to protect web applications from attack. A signature-based WAF responds to threats through the implementation of application-specific detection rules which block malicious traffic. These managed rules work extremely well for patterns of established attack vectors, as they have been extensively tested to minimize both false negatives and false positives.  

\n

Most of the Web Applications development is concentrated to deliver services seamlessly rather than integrating security services to tackle recent or every security attack. Some applications might have a logic or an operation that looks suspicious and might trigger a WAF rule. But that is how applications are built and made to behave depending on their purpose. Under these circumstances WAF considers requests to these areas as attack, which is truly not, and the respective attack signature is invoked which is called as False Positive. Though the requests are legitimate WAF blocks these requests. 

\n

It is tedious to update the signature rule set which requires greater human effort. AI/ML helps to solve this problem so that the real user requests are not blocked by WAF.  

\n

This article aims to provide configuration of WAF along with Automatic attack signature tuning to suppress false positives using AI/ML model. 

\n

 

\n

A More Intelligent Solution: 

\n

F5 Distributed Cloud (F5 XC) AI/ML model uses self-learning probabilistic machine learning model that suppresses false positives triggered by Signature Engine.  

\n

AI/ML is a tool that identifies the false positives triggered by signature engine and acts as an additional layer of intelligence, which automatically suppresses false positives based on a Machine learning model without human intervention. This model minimizes false positives and helps to determine the probability that triggered the particular signature is evidence of an attack or just an error or a change in how users interact with the application. This model is trained using vast amount of benign and an attack traffic of real time customer log. AI/ML model does not rely on human involvement to understand operational patterns and user interactions with Web Application. Hence it saves a lot of human effort.  

\n

 

\n

Step by step procedure to enable attack signature tuning to supress false positives 

\n

These are the steps to enable attack signatures and its accuracy 

\n
    \n
  1. Create a firewall by enabling Automatic attack signatures 
  2. \n
  3. Assign the firewall to Load Balancer 
  4. \n
\n

 

\n

Step 1: Create an App Firewall 

\n\n

Fig 1: Security policy settings to enable Automatic Attack Signature Tuning

\n

Steps 2: Assigning the Firewall to the Load Balancer 

\n\n\n

Fig 2: Selecting menu to manage configurations for load balancer

\n\n\n

Fig 3: Assigning firewall to the load balancer

\n

Step 3: Verify the auto supressed signatures for false positives 

\n\n

\n

Fig 4: F5 XC Auto suppress attack signature Abuse of Functionality.

\n

Fig 5: Attack Signature is Auto Suppressed.

\n

 

\n
\n

\"Nature is a mutable cloud, which is always and never the same.\" - Ralph Waldo Emerson

\n

We might not wax that philosophically around here, but our heads are in the cloud nonetheless! Join the F5 Distributed Cloud user group today and learn more with your peers and other F5 experts.

\n
\n

Conclusion: 

\n

With the additional layer of intelligence to the signature engine F5 XC's AI/ML model can automatically suppresses false positives without human intervention. Customer can be less concerned about their activities of application that look suspicious which in turns to be actual behaviour and hence the legitimate requests are not blocked by this model. Decisions are based on enormous amount of real data fed to the system to understand application and user’s behaviour which makes this model more intelligent.  

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With machine learning attack signatures are tuned to suppress false positives.","placeholder":false,"originalMessageForPlaceholder":null,"contributors":{"__typename":"UserConnection","edges":[]},"nonCoAuthorContributors":{"__typename":"UserConnection","edges":[]},"coAuthors":{"__typename":"UserConnection","edges":[]},"tkbMessagePolicies":{"__typename":"TkbMessagePolicies","canDoAuthoringActionsOnTkb":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.tkb.policy_can_do_authoring_action.accessDenied","key":"error.lithium.policies.tkb.policy_can_do_authoring_action.accessDenied","args":[]}}},"archivalData":null,"customFields":[],"body":"

Introduction: 

\n

Web Application Firewall (WAF) has evolved to protect web applications from attack. A signature-based WAF responds to threats through the implementation of application-specific detection rules which block malicious traffic. These managed rules work extremely well for patterns of established attack vectors, as they have been extensively tested to minimize both false negatives and false positives.  

\n

Most of the Web Applications development is concentrated to deliver services seamlessly rather than integrating security services to tackle recent or every security attack. Some applications might have a logic or an operation that looks suspicious and might trigger a WAF rule. But that is how applications are built and made to behave depending on their purpose. Under these circumstances WAF considers requests to these areas as attack, which is truly not, and the respective attack signature is invoked which is called as False Positive. Though the requests are legitimate WAF blocks these requests. 

\n

It is tedious to update the signature rule set which requires greater human effort. AI/ML helps to solve this problem so that the real user requests are not blocked by WAF.  

\n

This article aims to provide configuration of WAF along with Automatic attack signature tuning to suppress false positives using AI/ML model. 

\n

 

\n

A More Intelligent Solution: 

\n

F5 Distributed Cloud (F5 XC) AI/ML model uses self-learning probabilistic machine learning model that suppresses false positives triggered by Signature Engine.  

\n

AI/ML is a tool that identifies the false positives triggered by signature engine and acts as an additional layer of intelligence, which automatically suppresses false positives based on a Machine learning model without human intervention. This model minimizes false positives and helps to determine the probability that triggered the particular signature is evidence of an attack or just an error or a change in how users interact with the application. This model is trained using vast amount of benign and an attack traffic of real time customer log. AI/ML model does not rely on human involvement to understand operational patterns and user interactions with Web Application. Hence it saves a lot of human effort.  

\n

 

\n

Step by step procedure to enable attack signature tuning to supress false positives 

\n

These are the steps to enable attack signatures and its accuracy 

\n
    \n
  1. Create a firewall by enabling Automatic attack signatures 
  2. \n
  3. Assign the firewall to Load Balancer 
  4. \n
\n

 

\n

Step 1: Create an App Firewall 

\n\n

Fig 1: Security policy settings to enable Automatic Attack Signature Tuning

\n

Steps 2: Assigning the Firewall to the Load Balancer 

\n\n\n

Fig 2: Selecting menu to manage configurations for load balancer

\n\n\n

Fig 3: Assigning firewall to the load balancer

\n

Step 3: Verify the auto supressed signatures for false positives 

\n\n

\n

Fig 4: F5 XC Auto suppress attack signature Abuse of Functionality.

\n

Fig 5: Attack Signature is Auto Suppressed.

\n

 

\n
\n

\"Nature is a mutable cloud, which is always and never the same.\" - Ralph Waldo Emerson

\n

We might not wax that philosophically around here, but our heads are in the cloud nonetheless! Join the F5 Distributed Cloud user group today and learn more with your peers and other F5 experts.

\n
\n

Conclusion: 

\n

With the additional layer of intelligence to the signature engine F5 XC's AI/ML model can automatically suppresses false positives without human intervention. Customer can be less concerned about their activities of application that look suspicious which in turns to be actual behaviour and hence the legitimate requests are not blocked by this model. Decisions are based on enormous amount of real data fed to the system to understand application and user’s behaviour which makes this model more intelligent.  

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HI SamFok_hk , Yes, this model will not block auto-suppressed signature requests when WAF is in blocking mode.

","body@stringLength":"322","rawBody":"

HI  , Yes, this model will not block auto-suppressed signature requests when WAF is in blocking mode.

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