Explain Kubernetes autoscaling and traffic routing

Quick Overview

This question evaluates understanding of Kubernetes autoscaling mechanisms, external-to-pod traffic routing, and the differences between ReplicaSet and StatefulSet controllers.

Explain Kubernetes autoscaling and traffic routing

Company: Mercor

Role: Software Engineer

Category: System Design

Difficulty: medium

Interview Round: Technical Screen

In Kubernetes: 1) How does **autoscaling** work (pod and node scaling)? 2) How is **traffic routed** from outside the cluster to the right Pods? 3) What are the differences between **ReplicaSet** and **StatefulSet**, and when would you use each?

Overview: This question evaluates understanding of Kubernetes autoscaling mechanisms, external-to-pod traffic routing, and the differences between ReplicaSet and StatefulSet controllers.

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Mercor
Jan 17, 2026
mediumSoftware EngineerTechnical ScreenSystem Design
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In Kubernetes:

  1. How does autoscaling work (pod and node scaling)?
  2. How is traffic routed from outside the cluster to the right Pods?
  3. What are the differences between ReplicaSet and StatefulSet , and when would you use each?

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