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Microsoft Sentinel is a cloud-native SIEM, enriched with AI and automation to provide expansive visibility across your digital environment.

\n\n\n

When evaluating various solutions, your peers value hearing from people like you who’ve used the product. Review Microsoft Sentinel by filling out a Gartner Peer Insights survey and receive a $25 USD gift card (for customers only). Here are the Privacy/Guideline links: Microsoft Privacy Statement, Gartner’s Community Guidelines & Gartner Peer Insights Review Guide.

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A guide to using Microsoft Sentinel for monitoring the security of your containerized applications and orchestration platforms.

\n

Part 3 of 3 part series about security monitoring of your Kubernetes Clusters and CI/CD pipelines by Abhi Singh and Umesh Nagdev, Security GBB

\n

Link to Part 1

\n

Link to Part 2

","body":"

A guide to using Microsoft Sentinel for monitoring the security of your containerized applications and orchestration platforms.

\n

Part 3 of 3 part series about security monitoring of your Kubernetes Clusters and CI/CD pipelines by singhabhi  and Umesh_Nagdev , Security GBB

\n

Link to Part 1

\n

Link to Part 2

\n

 

\n

Introduction 

\n

In part 1 and part 2 of this series, we discussed the type of log sources you should consider for monitoring the security of your Kubernetes environment, most pertinent risks (and corresponding use cases) in your AKS environment, and log sources to ingest data. This blog will demonstrate how to configure Microsoft Sentinel to derive identify the risks.

\n

More specifically we will show: 

\n
    \n
  1. Mapping of container security risks with Microsoft Defender for Cloud  
  2. \n
  3. Data connectors to ingest AKS data 
  4. \n
  5. Container Security Workbooks in Sentinel 
  6. \n
  7. Search queries to mine specific log tables for more pressing risks
  8. \n
\n

 

\n

How Microsoft Defender for Cloud addresses container risks 

\n

Microsoft Defender for Containers is a security solution designed specifically for containerized environments. Microsoft Defender for Containers provides several key capabilities to enhance container security: 

\n\n

There are several alerts https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-reference#alerts-for-containers---kubernetes-clusters that you get out of the box.

\n

 

\n

Additionally, you can secure the Kubernetes Control Plane using Azure Policy (https://learn.microsoft.com/en-us/azure/aks/use-azure-policy).

\n

 

\n

This resource https://techcommunity.microsoft.com/t5/microsoft-defender-for-cloud/leveraging-defender-for-containers-to-simplify-policy-management/ba-p/3755757 provides additional background on how Azure Policies work to protect your Kubernetes Control Plane.

\n

 

\n

There are several out of the box policies that can quickly get you started https://learn.microsoft.com/en-us/azure/aks/policy-reference

\n

 

\n

The table below shows a mapping of container risks to MDC alerts and Azure Policies. You will see that with the help of Defender for Containers you will get a great coverage across several risks that we discussed in blog part 2

\n

 

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\n

# 

\n
\n

Kubernetes Risk 

\n
\n

Risk Area 

\n
\n

MDC Alert(s) 

\n
\n

Azure Policy(s) 

\n
Detect unauthorized or suspicious pods running in the cluster. Pod Security Monitoring Attempt to create a new Linux namespace from a container detected 
Anomalous pod deployment (Preview) 
Anomalous secret access (Preview) 
Behavior similar to common Linux bots detected (Preview) 
Command within a container running with high privileges 
Container running in privileged mode 
Container with a sensitive volume mount detected 
Kubernetes cluster containers should only pull images when image pull secrets are present 
Kubernetes cluster containers CPU and memory resource limits should not exceed the specified limits 
Kubernetes cluster containers should only use allowed capabilities 
Kubernetes cluster containers should only use allowed images 
Kubernetes cluster containers should only use allowed pull policy 
Kubernetes cluster containers should run with a read only root file system 
Kubernetes cluster pod hostPath volumes should only use allowed host paths 
Kubernetes cluster pods and containers should only run with approved user and group IDs 
Monitor for privilege escalation attempts within pods. Pod Security Monitoring Attempt to create a new Linux namespace from a container detected 
Anomalous secret access (Preview) 
Command within a container running with high privileges 
Container running in privileged mode 
Container with a sensitive volume mount detected 
Detected file download from a known malicious source 
Excessive role permissions assigned in Kubernetes cluster (Preview) 
Privileged container detected 
Kubernetes cluster containers should only pull images when image pull secrets are present 
Kubernetes cluster containers CPU and memory resource limits should not exceed the specified limits 
Kubernetes cluster containers should only use allowed capabilities 
Kubernetes cluster containers should only use allowed images 
Kubernetes cluster containers should only use allowed pull policy 
Kubernetes cluster containers should run with a read only root file system 
Kubernetes cluster pod hostPath volumes should only use allowed host paths 
Kubernetes cluster pods and containers should only run with approved user and group IDs 
Track and alert on changes to pod security policies. Pod Security Monitoring None None 
Identify and alert on unexpected network traffic patterns. Network Security Monitoring An uncommon connection attempt detected 
CoreDNS modification in Kubernetes detected 
K8S API requests from proxy IP address detected 
Potential reverse shell detected 
Potential port forwarding to external IP address 
Suspicious use of DNS over HTTPS 
None 
Monitor for unauthorized ingress and egress traffic. Network Security Monitoring An uncommon connection attempt detected 
CoreDNS modification in Kubernetes detected 
K8S API requests from proxy IP address detected 
Potential reverse shell detected 
Potential port forwarding to external IP address 
Suspicious use of DNS over HTTPS 
None 
Detect and investigate potential denial-of-service (DoS) attacks. Network Security Monitoring Indicators associated with DDOS toolkit detected None 
Scan container images for vulnerabilities before deployment. Container Image Security None (Gating when released) 
Scanning is automatically done as part of ACR 
Running container images should have vulnerability findings resolved 
Running container images should have vulnerability findings resolved (powered by Microsoft Defender Vulnerability Management) 
Monitor for unauthorized or unsigned images. Container Image Security None Kubernetes cluster containers should only use allowed images 
Kubernetes clusters should only use images signed by notation 
[Preview]: Deploy Image Integrity on Azure Kubernetes Service 
Track changes to container image repositories. Container Image Security None Configure container registries to disable anonymous authentication 
Configure container registries to disable ARM audience token authentication. 
Configure container registries to disable local admin account. 
Container registries should be encrypted with a customer-managed key 
Container registries should have anonymous authentication disabled. 
10 Monitor kubelet logs for signs of compromise or unauthorized access. Kubelet Activity Monitoring Possible credential access tool detected 
Abnormal Kubernetes service account operation detected 
Anomalous secret access (Preview) 
Creation of admission webhook configuration detected 
None 
11 Detect abnormal activities related to node management. Kubelet Activity Monitoring \"K8S.NODE_\" Alerts [Preview]: Cannot Edit Individual Nodes 
[Preview]: Kubernetes clusters should restrict creation of given resource type 
Azure Kubernetes Clusters should enable Container Storage Interface(CSI) 
Azure Kubernetes Clusters should enable Key Management Service (KMS) 
Azure Kubernetes Clusters should use Azure CNI 
Azure Kubernetes Service Clusters should enable node os auto-upgrade 
Azure Role-Based Access Control (RBAC) should be used on Kubernetes Services 
Both operating systems and data disks in Azure Kubernetes Service clusters should be encrypted by customer-managed keys 
Configure Node OS Auto upgrade on Azure Kubernetes Cluster 
Deploy Azure Policy Add-on to Azure Kubernetes Service clusters 
Kubernetes cluster containers CPU and memory resource limits should not exceed the specified limits 
Kubernetes clusters should not allow container privilege escalation 
Kubernetes clusters should not allow endpoint edit permissions of ClusterRole/system:aggregate-to-edit 
Kubernetes clusters should not grant CAP_SYS_ADMIN security capabilities 
Kubernetes clusters should use internal load balancers 
12 Monitor Kubernetes API server logs for suspicious activities. API Server Security \"K8S_*\" Alerts None 
13 Track and alert on failed authentication attempts. API Server Security AKS clusters should be set up to use Azure AD Authentication 
https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-kubernetes-service-rbac-options-in-practice/ba-p/3684275 
Azure Kubernetes Service Clusters should enable Microsoft Entra ID integration 
14 Detect unusual API server request patterns. API Server Security \"K8S_*\" Alerts None 
15 Monitor changes to RBAC policies and roles. RBAC (Role-Based Access Control) Monitoring Role binding to the cluster-admin role detected 
AKS clusters should be set up to use Azure AD Authentication 
https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-kubernetes-service-rbac-options-in-practice/ba-p/3684275 
Azure Kubernetes Service Clusters should enable Microsoft Entra ID integration 
16 Detect and alert on unauthorized access attempts. RBAC (Role-Based Access Control) Monitoring Role binding to the cluster-admin role detected 
AKS clusters should be set up to use Azure AD Authentication 
https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-kubernetes-service-rbac-options-in-practice/ba-p/3684276 
Azure Kubernetes Service Clusters should enable Microsoft Entra ID integration 
17 Track role binding changes and escalations. RBAC (Role-Based Access Control) Monitoring Role binding to the cluster-admin role detected Kubernetes clusters should minimize wildcard use in role and cluster role 
18 Monitor for unauthorized access to Kubernetes secrets and ConfigMaps. Secrets and ConfigMap Access Monitoring Anomalous secret access (Preview) 
Process seen accessing the SSH authorized keys file in an unusual way 
Defender for Key Vault also detects unusual access patterns 
None 
19 Detect changes to sensitive configuration data. Secrets and ConfigMap Access Monitoring None 
Should be using Key Vault for Sensitive Data 
Defender for Key Vault also detects unusual access patterns 
None 
20 Track usage patterns of sensitive information. Secrets and ConfigMap Access Monitoring None 
Should be using Key Vault for Sensitive Data 
Defender for Key Vault also detects unusual access patterns 
None 
21 Enable and monitor Kubernetes audit logs for cluster-wide activities. Audit Logging A history file has been cleared 
Kubernetes events deleted 
Possible Log Tampering Activity Detected 
Deploy - Configure diagnostic settings for Azure Kubernetes Service to Log Analytics workspace 
22 Correlate audit logs to identify security events and policy violations. Audit Logging Done natively by Defender for Container alerts Deploy - Configure diagnostic settings for Azure Kubernetes Service to Log Analytics workspace 
23 Regularly review audit logs for anomalies and potential threats. Audit Logging Not applicable Not applicable 
24 Ensure compliance with security standards and policies. Compliance Monitoring Defender for CSPM Regulatory Recommendations None 
25 Monitor for deviations from security best practices. Compliance Monitoring Defender for CSPM Regulatory Recommendations None 
26 Generate reports on compliance status and potential risks. Compliance Monitoring Defender for CSPM Regulatory Recommendations None 
27 Monitor runtime activities of containers for abnormal behavior. Container Runtime Security \"K8S_*\" Alerts None 
28 Detect and alert on suspicious system calls within containers. Container Runtime Security \"K8S_*\" Alerts None 
29 Integrate with container runtime security tools for enhanced monitoring. Container Runtime Security \"K8S_*\" Alerts None 
30 Develop and test incident response plans for Kubernetes security incidents. Incident Response and Forensics Not applicable Not applicable 
31 Monitor for indicators of compromise (IoCs) and initiate investigations. Incident Response and Forensics Done natively by Defender for Container alerts Not applicable 
32 Collect and analyze forensics data in the event of a security incident Incident Response and Forensics Done natively by Defender for Container alerts Not applicable 
\n

 

\n

AKS Security Workbook 

\n

There is an out of the box work that you can enable once you deploy the AKS Connector from Content Hub. If you are not familiar with Sentinel workbooks please refer to this resource https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/azure-sentinel-workbooks-101-with-sample-workbook/ba-p/1409216 to learn about how to enable and leverage workbooks.  

\n

 

\n

Let’s do a walkthrough of the AKS Security Workbook

\n

 

\n

Understanding the security coverage  

\n

As we showcased above, Defender for Cloud provides a great coverage for your container security related risks.  

\n

 

\n

The first part would be to understand where you might have some blind spots that is the AKS clusters that are currently not being monitored by Defender for Cloud. The workbook allows you to look at the data across different subscriptions and the coverage table provides insights into where coverage is lacking. 

\n

 

\n

Note: The is a drop down for selecting the Time Range so you can see the items like alerts, recommendations etc. for that time period. 

\n

 

\n\n\n\n\n\n\n
\n

 

\n
\n

 

\n

Looking at the Overview of security alerts 

\n

For the given time period as we discussed earlier, you will see the security state of your clusters. This dashboard helps you understand where you have the most exposure across container image repos and clusters. 

\n

 

\n

You can also see how alerts have changed over period of time.

\n\n\n\n\n\n\n
\n

 

\n
\n

 

\n

Diving deeper into specific alerts 

\n

Now that we understand our AKS Cluster coverage and areas of risk exposures, this next section shows you security alerts that exists in your environment. This way you can quickly prioritize where it would make sense to start to close most gaps.

\n\n\n\n\n\n\n
\n

 

\n
\n

 

\n

Search queries for security monitoring

\n

In this section we will talk about building custom content to search for common use cases.

\n
1. Identifying the Users and IPs who have most number of denies 
\n

You would want to understand who is trying to get situational awareness of your AKS environment. This can be an existing user or a script that’s trying to query your cluster. 

\n
//API Authorization Deny by User, Source IP 
AKSAudit
| where TimeGenerated > ago (1h)
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| project TimeGenerated, PodName, Verb, sourceIps[0],user.username, authorizationDecision[\"authorization.k8s.io/decision\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
2. Users that are assigned to Cluster Roles 
\n

A ClusterRole can be used to grant the same permissions as a Role. Because ClusterRoles are cluster-scoped, you can also use them to grant access to: 

\n\n

You should not assign users to cluster roles. The following query shows you the users are aligned to a Cluster Role 

\n
AKSAudit 
| where TimeGenerated > ago (1h)
| where RequestObject.kind == \"ClusterRoleBinding\"
| where ResponseObject.subjects[0].name != \"aks-support\"
| project TimeGenerated, PodName, Verb, SourceIP=SourceIps[0],User=ResponseObject.subjects[0].name,ClusterRoleBinding=ResponseObject.metadata.name,ClusterRole=RequestObject.roleRef.name
| order by TimeGenerated asc
\n

 

\n
3. Users that have Admin Access 
\n

Users should not be part of system:masters and system:accounts. Any user who is a member of this group bypasses all RBAC rights checks and will always have unrestricted superuser access, which cannot be revoked by removing RoleBindings or ClusterRoleBindings.

\n
//Users part of system:masters or Users that are part of system:accounts 
AKSAudit
| where TimeGenerated > ago (1h)
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| where user.groups[0] in (\"system:masters\",\"system:accounts\") or user.groups[1] in (\"system:masters\",\"system:accounts\")
| where user.username !in (\"aksService\",\"system:apiserver\",\"aksProblemDetector\")
| project TimeGenerated, PodName, Verb, SourceIP=sourceIps[0],Username=user.username, AuthorizationDecision=authorizationDecision[\"authorization.k8s.io/decision\"], AuthorizationDecisionReason=authorizationDecision[\"authorization.k8s.io/reason\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
4. Resources that can run unauthenticated and anonymous API calls 
\n

You would want to know who is part of system:unauthenticated group and remove them where possible, as this gives access to anyone who can contact the API server at a network level. 

\n
/Bindings of system:unauthenticated and system:anonymous group 
AKSAudit
| where TimeGenerated > ago (1h)
| where PodName !startswith \"kube-apiserver\"
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| extend ObjectRef = parse_json(ObjectRef)
| where user.groups[0] in (\"system:unauthenticated\",\"system:anonymous\") or user.groups[1] in (\"system:unauthenticated\",\"system:anonymous\")
| project TimeGenerated, PodName, Verb, Resource=ObjectRef.resource, SourceIP=sourceIps[0],Username=user.username, AuthorizationDecision=authorizationDecision[\"authorization.k8s.io/decision\"], AuthorizationDecisionReason=authorizationDecision[\"authorization.k8s.io/reason\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
5. Users that are trying to get secrets  
\n

There are not many common use cases where a user is getting Kubernetes secrets.

\n
//Users that have executed 'kubectl get secrets' 
AKSAudit
| where TimeGenerated > ago (1h)
| where Verb == \"get\"
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| extend ObjectRef = parse_json(ObjectRef)
| where ObjectRef.resource == \"secrets\"
| where user.username !startswith \"system:serviceaccount\"
| project TimeGenerated, PodName, Verb, SourceIP=sourceIps[0],Username=user.username, AuthorizationDecision=authorizationDecision[\"authorization.k8s.io/decision\"], AuthorizationDecisionReason=authorizationDecision[\"authorization.k8s.io/reason\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
6. Users that are trying to bind to Cluster Admin roles 
\n

Like we discussed above Cluster Admin roles should be used sparingly. You would want to know who is trying to bind to Cluster Roles

\n
//Users that have executed Cluster Role Binding on cluster admin 
AKSAudit
| where TimeGenerated > ago (1h)
| where Verb == \"create\"
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| extend ObjectRef = parse_json(ObjectRef)
| where user.username != \"aksService\"
| where ObjectRef.resource startswith \"clusterrole\"
| project TimeGenerated, PodName, Verb, Resource=ObjectRef.resource, SourceIP=sourceIps[0],Username=user.username, AuthorizationDecision=authorizationDecision[\"authorization.k8s.io/decision\"], AuthorizationDecisionReason=authorizationDecision[\"authorization.k8s.io/reason\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
7. Pods that are in default namespace  
\n

In Kubernetes, namespaces provides a mechanism for isolating groups of resources within a single cluster. Namespaces are a way to divide cluster resources between multiple users. Kubernetes includes the default namespace so that you can start using your new cluster without first creating a namespace. Unless a namespace is specified when creating a resource Kubernetes assumes the default namespace. As a result users will deploy their resources in Default Namespace and can make potentially malicious changes to running applications in the default namespace. 

\n
ContainerLogV2 
| where TimeGenerated > ago (1h)
| where LogSource == \"stdout\"
| where PodNamespace == \"default\"
| extend ContainerHostName1 = tostring(LogMessage.hostname)
| join ContainerInventory on $left.ContainerHostName1 == $right.ContainerHostname
| summarize dcount(Image) by ContainerHostname, Repository, Image
| project ContainerHostname, Repository, Image
\n

 

\n

Conclusion

\n

In this document we showed you: 

\n\n\n\n\n","body@stringLength":"54282","rawBody":"

A guide to using Microsoft Sentinel for monitoring the security of your containerized applications and orchestration platforms.

\n

Part 3 of 3 part series about security monitoring of your Kubernetes Clusters and CI/CD pipelines by   and  , Security GBB

\n

Link to Part 1

\n

Link to Part 2

\n

 

\n

Introduction 

\n

In part 1 and part 2 of this series, we discussed the type of log sources you should consider for monitoring the security of your Kubernetes environment, most pertinent risks (and corresponding use cases) in your AKS environment, and log sources to ingest data. This blog will demonstrate how to configure Microsoft Sentinel to derive identify the risks.

\n

More specifically we will show: 

\n
    \n
  1. Mapping of container security risks with Microsoft Defender for Cloud  
  2. \n
  3. Data connectors to ingest AKS data 
  4. \n
  5. Container Security Workbooks in Sentinel 
  6. \n
  7. Search queries to mine specific log tables for more pressing risks
  8. \n
\n

 

\n

How Microsoft Defender for Cloud addresses container risks 

\n

Microsoft Defender for Containers is a security solution designed specifically for containerized environments. Microsoft Defender for Containers provides several key capabilities to enhance container security: 

\n\n

There are several alerts https://learn.microsoft.com/en-us/azure/defender-for-cloud/alerts-reference#alerts-for-containers---kubernetes-clusters that you get out of the box.

\n

 

\n

Additionally, you can secure the Kubernetes Control Plane using Azure Policy (https://learn.microsoft.com/en-us/azure/aks/use-azure-policy).

\n

 

\n

This resource https://techcommunity.microsoft.com/t5/microsoft-defender-for-cloud/leveraging-defender-for-containers-to-simplify-policy-management/ba-p/3755757 provides additional background on how Azure Policies work to protect your Kubernetes Control Plane.

\n

 

\n

There are several out of the box policies that can quickly get you started https://learn.microsoft.com/en-us/azure/aks/policy-reference

\n

 

\n

The table below shows a mapping of container risks to MDC alerts and Azure Policies. You will see that with the help of Defender for Containers you will get a great coverage across several risks that we discussed in blog part 2

\n

 

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# 

\n
\n

Kubernetes Risk 

\n
\n

Risk Area 

\n
\n

MDC Alert(s) 

\n
\n

Azure Policy(s) 

\n
Detect unauthorized or suspicious pods running in the cluster. Pod Security Monitoring Attempt to create a new Linux namespace from a container detected 
Anomalous pod deployment (Preview) 
Anomalous secret access (Preview) 
Behavior similar to common Linux bots detected (Preview) 
Command within a container running with high privileges 
Container running in privileged mode 
Container with a sensitive volume mount detected 
Kubernetes cluster containers should only pull images when image pull secrets are present 
Kubernetes cluster containers CPU and memory resource limits should not exceed the specified limits 
Kubernetes cluster containers should only use allowed capabilities 
Kubernetes cluster containers should only use allowed images 
Kubernetes cluster containers should only use allowed pull policy 
Kubernetes cluster containers should run with a read only root file system 
Kubernetes cluster pod hostPath volumes should only use allowed host paths 
Kubernetes cluster pods and containers should only run with approved user and group IDs 
Monitor for privilege escalation attempts within pods. Pod Security Monitoring Attempt to create a new Linux namespace from a container detected 
Anomalous secret access (Preview) 
Command within a container running with high privileges 
Container running in privileged mode 
Container with a sensitive volume mount detected 
Detected file download from a known malicious source 
Excessive role permissions assigned in Kubernetes cluster (Preview) 
Privileged container detected 
Kubernetes cluster containers should only pull images when image pull secrets are present 
Kubernetes cluster containers CPU and memory resource limits should not exceed the specified limits 
Kubernetes cluster containers should only use allowed capabilities 
Kubernetes cluster containers should only use allowed images 
Kubernetes cluster containers should only use allowed pull policy 
Kubernetes cluster containers should run with a read only root file system 
Kubernetes cluster pod hostPath volumes should only use allowed host paths 
Kubernetes cluster pods and containers should only run with approved user and group IDs 
Track and alert on changes to pod security policies. Pod Security Monitoring None None 
Identify and alert on unexpected network traffic patterns. Network Security Monitoring An uncommon connection attempt detected 
CoreDNS modification in Kubernetes detected 
K8S API requests from proxy IP address detected 
Potential reverse shell detected 
Potential port forwarding to external IP address 
Suspicious use of DNS over HTTPS 
None 
Monitor for unauthorized ingress and egress traffic. Network Security Monitoring An uncommon connection attempt detected 
CoreDNS modification in Kubernetes detected 
K8S API requests from proxy IP address detected 
Potential reverse shell detected 
Potential port forwarding to external IP address 
Suspicious use of DNS over HTTPS 
None 
Detect and investigate potential denial-of-service (DoS) attacks. Network Security Monitoring Indicators associated with DDOS toolkit detected None 
Scan container images for vulnerabilities before deployment. Container Image Security None (Gating when released) 
Scanning is automatically done as part of ACR 
Running container images should have vulnerability findings resolved 
Running container images should have vulnerability findings resolved (powered by Microsoft Defender Vulnerability Management) 
Monitor for unauthorized or unsigned images. Container Image Security None Kubernetes cluster containers should only use allowed images 
Kubernetes clusters should only use images signed by notation 
[Preview]: Deploy Image Integrity on Azure Kubernetes Service 
Track changes to container image repositories. Container Image Security None Configure container registries to disable anonymous authentication 
Configure container registries to disable ARM audience token authentication. 
Configure container registries to disable local admin account. 
Container registries should be encrypted with a customer-managed key 
Container registries should have anonymous authentication disabled. 
10 Monitor kubelet logs for signs of compromise or unauthorized access. Kubelet Activity Monitoring Possible credential access tool detected 
Abnormal Kubernetes service account operation detected 
Anomalous secret access (Preview) 
Creation of admission webhook configuration detected 
None 
11 Detect abnormal activities related to node management. Kubelet Activity Monitoring \"K8S.NODE_\" Alerts [Preview]: Cannot Edit Individual Nodes 
[Preview]: Kubernetes clusters should restrict creation of given resource type 
Azure Kubernetes Clusters should enable Container Storage Interface(CSI) 
Azure Kubernetes Clusters should enable Key Management Service (KMS) 
Azure Kubernetes Clusters should use Azure CNI 
Azure Kubernetes Service Clusters should enable node os auto-upgrade 
Azure Role-Based Access Control (RBAC) should be used on Kubernetes Services 
Both operating systems and data disks in Azure Kubernetes Service clusters should be encrypted by customer-managed keys 
Configure Node OS Auto upgrade on Azure Kubernetes Cluster 
Deploy Azure Policy Add-on to Azure Kubernetes Service clusters 
Kubernetes cluster containers CPU and memory resource limits should not exceed the specified limits 
Kubernetes clusters should not allow container privilege escalation 
Kubernetes clusters should not allow endpoint edit permissions of ClusterRole/system:aggregate-to-edit 
Kubernetes clusters should not grant CAP_SYS_ADMIN security capabilities 
Kubernetes clusters should use internal load balancers 
12 Monitor Kubernetes API server logs for suspicious activities. API Server Security \"K8S_*\" Alerts None 
13 Track and alert on failed authentication attempts. API Server Security AKS clusters should be set up to use Azure AD Authentication 
https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-kubernetes-service-rbac-options-in-practice/ba-p/3684275 
Azure Kubernetes Service Clusters should enable Microsoft Entra ID integration 
14 Detect unusual API server request patterns. API Server Security \"K8S_*\" Alerts None 
15 Monitor changes to RBAC policies and roles. RBAC (Role-Based Access Control) Monitoring Role binding to the cluster-admin role detected 
AKS clusters should be set up to use Azure AD Authentication 
https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-kubernetes-service-rbac-options-in-practice/ba-p/3684275 
Azure Kubernetes Service Clusters should enable Microsoft Entra ID integration 
16 Detect and alert on unauthorized access attempts. RBAC (Role-Based Access Control) Monitoring Role binding to the cluster-admin role detected 
AKS clusters should be set up to use Azure AD Authentication 
https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-kubernetes-service-rbac-options-in-practice/ba-p/3684276 
Azure Kubernetes Service Clusters should enable Microsoft Entra ID integration 
17 Track role binding changes and escalations. RBAC (Role-Based Access Control) Monitoring Role binding to the cluster-admin role detected Kubernetes clusters should minimize wildcard use in role and cluster role 
18 Monitor for unauthorized access to Kubernetes secrets and ConfigMaps. Secrets and ConfigMap Access Monitoring Anomalous secret access (Preview) 
Process seen accessing the SSH authorized keys file in an unusual way 
Defender for Key Vault also detects unusual access patterns 
None 
19 Detect changes to sensitive configuration data. Secrets and ConfigMap Access Monitoring None 
Should be using Key Vault for Sensitive Data 
Defender for Key Vault also detects unusual access patterns 
None 
20 Track usage patterns of sensitive information. Secrets and ConfigMap Access Monitoring None 
Should be using Key Vault for Sensitive Data 
Defender for Key Vault also detects unusual access patterns 
None 
21 Enable and monitor Kubernetes audit logs for cluster-wide activities. Audit Logging A history file has been cleared 
Kubernetes events deleted 
Possible Log Tampering Activity Detected 
Deploy - Configure diagnostic settings for Azure Kubernetes Service to Log Analytics workspace 
22 Correlate audit logs to identify security events and policy violations. Audit Logging Done natively by Defender for Container alerts Deploy - Configure diagnostic settings for Azure Kubernetes Service to Log Analytics workspace 
23 Regularly review audit logs for anomalies and potential threats. Audit Logging Not applicable Not applicable 
24 Ensure compliance with security standards and policies. Compliance Monitoring Defender for CSPM Regulatory Recommendations None 
25 Monitor for deviations from security best practices. Compliance Monitoring Defender for CSPM Regulatory Recommendations None 
26 Generate reports on compliance status and potential risks. Compliance Monitoring Defender for CSPM Regulatory Recommendations None 
27 Monitor runtime activities of containers for abnormal behavior. Container Runtime Security \"K8S_*\" Alerts None 
28 Detect and alert on suspicious system calls within containers. Container Runtime Security \"K8S_*\" Alerts None 
29 Integrate with container runtime security tools for enhanced monitoring. Container Runtime Security \"K8S_*\" Alerts None 
30 Develop and test incident response plans for Kubernetes security incidents. Incident Response and Forensics Not applicable Not applicable 
31 Monitor for indicators of compromise (IoCs) and initiate investigations. Incident Response and Forensics Done natively by Defender for Container alerts Not applicable 
32 Collect and analyze forensics data in the event of a security incident Incident Response and Forensics Done natively by Defender for Container alerts Not applicable 
\n

 

\n

AKS Security Workbook 

\n

There is an out of the box work that you can enable once you deploy the AKS Connector from Content Hub. If you are not familiar with Sentinel workbooks please refer to this resource https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/azure-sentinel-workbooks-101-with-sample-workbook/ba-p/1409216 to learn about how to enable and leverage workbooks.  

\n

 

\n

Let’s do a walkthrough of the AKS Security Workbook

\n

 

\n

Understanding the security coverage  

\n

As we showcased above, Defender for Cloud provides a great coverage for your container security related risks.  

\n

 

\n

The first part would be to understand where you might have some blind spots that is the AKS clusters that are currently not being monitored by Defender for Cloud. The workbook allows you to look at the data across different subscriptions and the coverage table provides insights into where coverage is lacking. 

\n

 

\n

Note: The is a drop down for selecting the Time Range so you can see the items like alerts, recommendations etc. for that time period. 

\n

 

\n\n\n\n\n\n\n
\n

 

\n
\n

 

\n

Looking at the Overview of security alerts 

\n

For the given time period as we discussed earlier, you will see the security state of your clusters. This dashboard helps you understand where you have the most exposure across container image repos and clusters. 

\n

 

\n

You can also see how alerts have changed over period of time.

\n\n\n\n\n\n\n
\n

 

\n
\n

 

\n

Diving deeper into specific alerts 

\n

Now that we understand our AKS Cluster coverage and areas of risk exposures, this next section shows you security alerts that exists in your environment. This way you can quickly prioritize where it would make sense to start to close most gaps.

\n\n\n\n\n\n\n
\n

 

\n
\n

 

\n

Search queries for security monitoring

\n

In this section we will talk about building custom content to search for common use cases.

\n
1. Identifying the Users and IPs who have most number of denies 
\n

You would want to understand who is trying to get situational awareness of your AKS environment. This can be an existing user or a script that’s trying to query your cluster. 

\n
//API Authorization Deny by User, Source IP 
AKSAudit
| where TimeGenerated > ago (1h)
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| project TimeGenerated, PodName, Verb, sourceIps[0],user.username, authorizationDecision[\"authorization.k8s.io/decision\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
2. Users that are assigned to Cluster Roles 
\n

A ClusterRole can be used to grant the same permissions as a Role. Because ClusterRoles are cluster-scoped, you can also use them to grant access to: 

\n\n

You should not assign users to cluster roles. The following query shows you the users are aligned to a Cluster Role 

\n
AKSAudit 
| where TimeGenerated > ago (1h)
| where RequestObject.kind == \"ClusterRoleBinding\"
| where ResponseObject.subjects[0].name != \"aks-support\"
| project TimeGenerated, PodName, Verb, SourceIP=SourceIps[0],User=ResponseObject.subjects[0].name,ClusterRoleBinding=ResponseObject.metadata.name,ClusterRole=RequestObject.roleRef.name
| order by TimeGenerated asc
\n

 

\n
3. Users that have Admin Access 
\n

Users should not be part of system:masters and system:accounts. Any user who is a member of this group bypasses all RBAC rights checks and will always have unrestricted superuser access, which cannot be revoked by removing RoleBindings or ClusterRoleBindings.

\n
//Users part of system:masters or Users that are part of system:accounts 
AKSAudit
| where TimeGenerated > ago (1h)
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| where user.groups[0] in (\"system:masters\",\"system:accounts\") or user.groups[1] in (\"system:masters\",\"system:accounts\")
| where user.username !in (\"aksService\",\"system:apiserver\",\"aksProblemDetector\")
| project TimeGenerated, PodName, Verb, SourceIP=sourceIps[0],Username=user.username, AuthorizationDecision=authorizationDecision[\"authorization.k8s.io/decision\"], AuthorizationDecisionReason=authorizationDecision[\"authorization.k8s.io/reason\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
4. Resources that can run unauthenticated and anonymous API calls 
\n

You would want to know who is part of system:unauthenticated group and remove them where possible, as this gives access to anyone who can contact the API server at a network level. 

\n
/Bindings of system:unauthenticated and system:anonymous group 
AKSAudit
| where TimeGenerated > ago (1h)
| where PodName !startswith \"kube-apiserver\"
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| extend ObjectRef = parse_json(ObjectRef)
| where user.groups[0] in (\"system:unauthenticated\",\"system:anonymous\") or user.groups[1] in (\"system:unauthenticated\",\"system:anonymous\")
| project TimeGenerated, PodName, Verb, Resource=ObjectRef.resource, SourceIP=sourceIps[0],Username=user.username, AuthorizationDecision=authorizationDecision[\"authorization.k8s.io/decision\"], AuthorizationDecisionReason=authorizationDecision[\"authorization.k8s.io/reason\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
5. Users that are trying to get secrets  
\n

There are not many common use cases where a user is getting Kubernetes secrets.

\n
//Users that have executed 'kubectl get secrets' 
AKSAudit
| where TimeGenerated > ago (1h)
| where Verb == \"get\"
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| extend ObjectRef = parse_json(ObjectRef)
| where ObjectRef.resource == \"secrets\"
| where user.username !startswith \"system:serviceaccount\"
| project TimeGenerated, PodName, Verb, SourceIP=sourceIps[0],Username=user.username, AuthorizationDecision=authorizationDecision[\"authorization.k8s.io/decision\"], AuthorizationDecisionReason=authorizationDecision[\"authorization.k8s.io/reason\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
6. Users that are trying to bind to Cluster Admin roles 
\n

Like we discussed above Cluster Admin roles should be used sparingly. You would want to know who is trying to bind to Cluster Roles

\n
//Users that have executed Cluster Role Binding on cluster admin 
AKSAudit
| where TimeGenerated > ago (1h)
| where Verb == \"create\"
| extend authorizationDecision = parse_json(Annotations)
| extend user = parse_json(User)
| extend sourceIps = parse_json(SourceIps)
| extend ObjectRef = parse_json(ObjectRef)
| where user.username != \"aksService\"
| where ObjectRef.resource startswith \"clusterrole\"
| project TimeGenerated, PodName, Verb, Resource=ObjectRef.resource, SourceIP=sourceIps[0],Username=user.username, AuthorizationDecision=authorizationDecision[\"authorization.k8s.io/decision\"], AuthorizationDecisionReason=authorizationDecision[\"authorization.k8s.io/reason\"], RequestUri
| order by TimeGenerated asc
\n

 

\n
7. Pods that are in default namespace  
\n

In Kubernetes, namespaces provides a mechanism for isolating groups of resources within a single cluster. Namespaces are a way to divide cluster resources between multiple users. Kubernetes includes the default namespace so that you can start using your new cluster without first creating a namespace. Unless a namespace is specified when creating a resource Kubernetes assumes the default namespace. As a result users will deploy their resources in Default Namespace and can make potentially malicious changes to running applications in the default namespace. 

\n
ContainerLogV2 
| where TimeGenerated > ago (1h)
| where LogSource == \"stdout\"
| where PodNamespace == \"default\"
| extend ContainerHostName1 = tostring(LogMessage.hostname)
| join ContainerInventory on $left.ContainerHostName1 == $right.ContainerHostname
| summarize dcount(Image) by ContainerHostname, Repository, Image
| project ContainerHostname, Repository, Image
\n

 

\n

Conclusion

\n

In this document we showed you: 

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A guide to using Microsoft Sentinel for monitoring the security of your containerized applications and orchestration platforms.

\n

Part 3 of 3 part series about security monitoring of your Kubernetes Clusters and CI/CD pipelines by Abhi Singh and Umesh Nagdev, Security GBB

\n

Link to Part 1

\n

Link to Part 2

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Umesh_Nagdev the references to Azure Sentinel and Azure Security Center use the old product names. They should be Microsoft Sentinel and Defender for Cloud. 

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