<ul data-eligibleForWebStory="true">This article discusses four key Kubernetes scaling mechanisms that every DevOps engineer, platform architect, or backend developer should understand.The first approach is ideal for stateless services to maintain responsiveness during load spikes and reduce idle resource consumption.The second approach is suitable for monolithic applications or workloads where more resources per pod improve performance.Cloud integration allows this mechanism to work with major platforms like AWS, GCP, and Azure.The third approach involves autoscaling to ensure infrastructure meets demand without manual intervention.The fourth approach is useful for systems with predictable traffic patterns like e-commerce or media streaming.The article also mentions resources for learning system design and coding interview preparation.Current Guidelines:3. Grokking the Advanced System Design Interview: Learn system design through architectural review of real systems.4. Grokking the Coding Interview: Patterns for Coding Questions: Faster preparation for coding interviews.5. Grokking the Object Oriented Design Interview: Learn to prepare for object-oriented design interviews with practice questions.6. System Design Course Bundle7. Coding Interviews Bundle8. Tech Design Bundle9. All Courses Bundle