Access to Sensitive Data

In this lesson, we explore how attackers might gain unauthorized access to sensitive information in a Kubernetes cluster and provide best practices to mitigate these risks. By following the principles of least privilege, secure logging, and network encryption, you can significantly reduce the attack surface.

Common Attack Vectors

Attack Vector	Description	Mitigation
etcd Access	Direct reads or writes to etcd can expose Secrets, ConfigMaps, and cluster state.	Enable TLS for etcd, use RBAC for etcd API, rotate encryption keys.
Kubelet API	Exposed kubelet endpoints may reveal logs, exec shells, and pod details.	Restrict kubelet API with TLS client certs and network policies.
Application Logs	Logs containing passwords, tokens, or PII become high-value targets if compromised.	Redact sensitive fields and centralize logs in an access-controlled store.
Persistent Volumes	Mounting volumes in another pod or network-exposed volumes can leak data.	Use volume accessModes, encryption at rest, and Pod Security Policies.
Network Shares (NFS)	Unprotected NFS/SMB shares may be read by unauthorized clients.	Enforce mount restrictions, network segmentation, and authentication.
Cluster Encryption Keys	If master encryption keys are compromised, all encrypted data at rest becomes accessible.	Rotate keys regularly and store them in Hardware Security Modules.

Example: Over-Permissive RBAC in a Node.js Backend

Imagine a Node.js service running in the backend namespace. Its ServiceAccount (backend-sa) has read access to Secrets and ConfigMaps. An attacker who compromises the pod could enumerate sensitive data.

Secret Definition

apiVersion: v1
kind: Secret
metadata:
  name: database-credentials
  namespace: backend
type: Opaque
data:
  DB_USERNAME: dXNlcm5hbWU=      # base64 "username"
  DB_PASSWORD: cGFzc3dvcmQ=      # base64 "password"
  DB_HOST: ZGItc2VydmVyLmV4YW1wbGUuY29tOjU0MzI=  # base64 "db-server.example.com:5432"
  DB_PORT: NTQzMg==              # base64 "5432"

Misconfigured RBAC

This Role grants broad read access to Secrets and pods:

apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
  name: backend-read-only
  namespace: backend
rules:
- apiGroups: [""]
  resources: ["configmaps", "secrets"]
  verbs: ["get", "list"]
- apiGroups: [""]
  resources: ["pods"]
  verbs: ["get", "list", "watch"]
---
apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
  name: backend-rolebinding
  namespace: backend
roleRef:
  apiGroup: rbac.authorization.k8s.io
  kind: Role
  name: backend-read-only
subjects:
- kind: ServiceAccount
  name: backend-sa
  namespace: backend

Granting get/list on Secrets lets any pod with that ServiceAccount access database credentials, API keys, or other secrets.

Hardened RBAC

Limit the ServiceAccount to only the resources it truly needs:

apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
  name: backend-limited
  namespace: backend
rules:
- apiGroups: [""]
  resources: ["configmaps"]
  verbs: ["get", "list"]
- apiGroups: [""]
  resources: ["pods"]
  verbs: ["get", "list"]
---
apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
  name: backend-limited-binding
  namespace: backend
roleRef:
  apiGroup: rbac.authorization.k8s.io
  kind: Role
  name: backend-limited
subjects:
- kind: ServiceAccount
  name: backend-sa
  namespace: backend

Always follow the principle of least privilege when defining RBAC rules.

Securing Application Logs

Logging sensitive data can expose credentials, tokens, and PII if logs are compromised.

Risky Logging Example

[INFO] Connected to database at db-server.example.com:5432
[INFO] Executing query: SELECT * FROM users WHERE email='user@example.com' AND password='superSecretPassword123'
[ERROR] Connection timed out with username db_user and password dbPass123!
[DEBUG] Payload: {"creditCardNumber":"4111111111111111","expiration":"12/25","cvv":"123"}

Redacted Logging Example

[INFO] Connected to database at db-server.example.com:5432
[INFO] Executing query: SELECT * FROM users WHERE email='**********' AND password='**********'
[ERROR] Connection timed out with username db_user and password='**********'
[DEBUG] Payload: {"creditCardNumber":"************","expiration":"**/**","cvv":"***"}

Best practices for log security:

Avoid logging credentials, tokens, or other secrets.
Mask or redact sensitive fields before writing logs.
Centralize logs in a secure, access-controlled system (e.g., Elasticsearch with RBAC).
Continuously monitor log access and anomalies.

Encrypting Network Traffic

All inter-service communication should use TLS to prevent packet sniffing and man-in-the-middle attacks.

Unencrypted HTTP Example

GET /api/user/login HTTP/1.1
Host: backend.example.com
Content-Type: application/json

{
  "username": "john_doe",
  "password": "superSecret123"
}

Encrypted HTTPS Example

GET /api/user/login HTTP/1.1
Host: backend.example.com
Authorization: Bearer <token>
Content-Type: application/json
TLS: true

{
  "username": "john_doe",
  "password": "superSecret123"
}

Enable mTLS between pods and enforce HTTPS for all east-west and north-south traffic.

Summary & Best Practices

Apply least-privilege RBAC so pods only have the permissions they require.
Never log sensitive information; mask or omit secrets in application logs.
Enforce TLS/mTLS for all inter-service and external communications.
Rotate encryption keys and Secrets regularly.

Implementing these controls will help safeguard your Kubernetes cluster against unauthorized data access.

Introduction

Overview of Cloud Native Security

Kubernetes Cluster Component Security

Kubernetes Security Fundamentals

Kubernetes Threat Model

Platform Security

Compliance and Security Frameworks

Access to Sensitive Data

Common Attack Vectors

Example: Over-Permissive RBAC in a Node.js Backend

Secret Definition

Misconfigured RBAC

Hardened RBAC

Securing Application Logs

Risky Logging Example

Redacted Logging Example

Encrypting Network Traffic

Unencrypted HTTP Example

Encrypted HTTPS Example

Summary & Best Practices

Links and References

Watch Video

​Common Attack Vectors

​Example: Over-Permissive RBAC in a Node.js Backend

​Secret Definition

​Misconfigured RBAC

​Hardened RBAC

​Securing Application Logs

​Risky Logging Example

​Redacted Logging Example

​Encrypting Network Traffic

​Unencrypted HTTP Example

​Encrypted HTTPS Example

​Summary & Best Practices

​Links and References

Watch Video

Common Attack Vectors

Example: Over-Permissive RBAC in a Node.js Backend

Secret Definition

Misconfigured RBAC

Hardened RBAC

Securing Application Logs

Risky Logging Example

Redacted Logging Example

Encrypting Network Traffic

Unencrypted HTTP Example

Encrypted HTTPS Example

Summary & Best Practices

Links and References