API deprecation is a common challenge in Kubernetes, especially when transitioning between major versions. Staying compliant is crucial for success in certifications like CKAD (Certified Kubernetes Application Developer). To address this: Understand Deprecations: Review the Kubernetes Changelog and API versions targeted for removal. Update Manifests: Identify deprecated API versions (e.g., apps/v1beta1) in your YAML manifests and update to stable versions like apps/v1. Use Tools: Employ kubectl deprecations or tools like Pluto to scan for outdated APIs. Test Changes: Deploy updated manifests in a non-production cluster to validate compatibility. Prepare for CKAD: CKAD expects familiarity with Kubernetes best practices, including the use of supported APIs. For More Detail Visit - https://prepbolt.com/paths/linux-foundation/data/ckad Proactive API management ensures operational stability, compliance, and enhances your CKAD exam readiness.