Hands On System Design - Distributed Systems Implementation

Hands On System Design - Distributed Systems Implementation

Hands On Production-grade distributed log platform — Build LogStream (Java/Spring boot)

Day 63: Chaos Engineering - Building Resilience Through Controlled Failure

Jun 16, 2026
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What We’re Building Today

  • Chaos testing framework that randomly introduces network failures, service crashes, and resource exhaustion

  • Automated failure injection across Kafka, Redis, PostgreSQL, and API services

  • Resilience verification suite that validates circuit breakers, retry logic, and graceful degradation

  • Production-grade monitoring to observe system behavior under failure conditions

Why This Matters

After implementing backpressure mechanisms on Day 62, your log processing system can handle traffic spikes. But real production failures aren’t predictable—they’re messy, cascading, and often occur at the worst possible moment. Netflix’s Chaos Monkey famously shuts down production instances randomly, not because they want outages, but because controlled chaos builds antifragile systems.

In distributed systems, failure is not an edge case—it’s the default state. Network partitions, disk failures, OOM kills, and cascade failures happen constantly at scale. The difference between a robust system and a brittle one is whether you’ve tested these scenarios before your users experience them. Chaos engineering shifts failure discovery from 3 AM production incidents to controlled daytime experiments.

Your log processing system processes thousands of events per second across multiple services. When Kafka becomes unavailable, does your producer gracefully degrade or crash the entire pipeline? When PostgreSQL experiences latency spikes, does the consumer exhaust its thread pool? These aren’t hypothetical questions—they’re Tuesday morning at any company running distributed systems.

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