Kubernetes 1.33 brings in-place pod vertical scaling, allowing seamless CPU and memory adjustments without pod restarts.This feature enables changing resource allocations on running pods, enhancing flexibility and resource efficiency.By making resources mutable and introducing the resize subresource, Kubernetes simplifies resource tuning with minimal disruption.Benefits include improved performance tuning, cost optimization, handling spiky workloads, and supporting stateful applications.Resizing pods involves updating resource specs, validating against node capacity, dynamically reconfiguring cgroups, and updating pod status.A sample code snippet demonstrates how to leverage in-place resizing for CPU changes without restarting the pod.resizePolicy allows controlling behavior, specifying whether changes require a restart, offering flexibility based on specific needs.Limitations include no Windows support, only resizing CPU and memory, and restrictions on decreasing memory limits without restarts.In-place resizing sets the stage for VPA integration, paving the way for efficient resource management and scaling strategies.Kubernetes 1.33's in-place pod resizing feature revolutionizes vertical scaling workflows, eliminating disruptions and enhancing resource management.