Route HTTP requests to pods in a cluster

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Quick Overview

This question evaluates understanding of request routing, service discovery, virtual service abstractions, load balancing algorithms, health checks, and fault-tolerance mechanisms within containerized cluster environments, testing competencies in distributed systems and networked service architecture.

Route HTTP requests to pods in a cluster

Company: Turo

Role: Software Engineer

Category: System Design

Difficulty: medium

Interview Round: Technical Screen

In a Docker/Kubernetes-like container cluster running multiple replicas (pods) of a service, explain how an incoming HTTP request reaches a specific pod. Cover the end-to-end flow and components such as: - External entry point (DNS, ingress/reverse proxy, L4/L7 load balancer) - Service abstraction / virtual IP - Service discovery and service registry (how instances are registered and discovered) - Load-balancing algorithms and health checks Then address failure handling: - What can go wrong if a request fails between services/pods (e.g., mid-hop failure, timeout, partial execution)? - How would you implement retries with backoff safely? - How do you avoid duplicate side effects (idempotency, deduplication) and handle cascading failures (timeouts, circuit breakers)?

Overview: This question evaluates understanding of request routing, service discovery, virtual service abstractions, load balancing algorithms, health checks, and fault-tolerance mechanisms within containerized cluster environments, testing competencies in distributed systems and networked service architecture.

Read the full Turo Software Engineer interview experience this question came from

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Turo
Feb 12, 2026
mediumSoftware EngineerTechnical ScreenSystem Design
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In a Docker/Kubernetes-like container cluster running multiple replicas (pods) of a service, explain how an incoming HTTP request reaches a specific pod.

Cover the end-to-end flow and components such as:

  • External entry point (DNS, ingress/reverse proxy, L4/L7 load balancer)
  • Service abstraction / virtual IP
  • Service discovery and service registry (how instances are registered and discovered)
  • Load-balancing algorithms and health checks

Then address failure handling:

  • What can go wrong if a request fails between services/pods (e.g., mid-hop failure, timeout, partial execution)?
  • How would you implement retries with backoff safely?
  • How do you avoid duplicate side effects (idempotency, deduplication) and handle cascading failures (timeouts, circuit breakers)?

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