Resiliency Engineering is the practice of designing and building systems to achieve resiliency. Ensuring they can handle failures, adapt to disruptions, and recover gracefully without major downtime.

Anything that can go wrong will go wrong.
Murphyโ€™s Law

๐—ช๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐˜†?
Before understanding Resiliency Engineering, it is necessary to understand what Resiliency is. Resiliency is an outcome, not a practice. It is the ability of a system to handle failures, adapt to disruptions, and maintain functionality under pressure.

๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐˜† ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด

๐—ช๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐˜† ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด?
Resiliency Engineering is the practice of designing and building systems to achieve resiliency. It involves strategies like fault tolerance, redundancy, self-healing mechanisms, and failure recovery to ensure systems remain stable and reliable even in unpredictable conditions.

๐—ง๐˜†๐—ฝ๐—ฒ๐˜€ ๐—ผ๐—ณ ๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐˜† ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด
Resiliency engineering can be broadly categorized into three types: proactive resiliency, reactive resiliency, adaptive resiliency.

๐—ฃ๐—ฟ๐—ผ๐—ฎ๐—ฐ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐˜†
Proactive resiliency prevents failures before they happen, keeping systems stable and reliable. It ensures smooth operations by distributing traffic, limiting overload, and maintaining backups. All are called Upstream Resiliency.

  • Load Balancing, Load Shedding & Load Leveling โ€“ Distribute traffic efficiently and prevent overload.
  • Throttling & Rate Limiting โ€“ Control excessive requests to maintain system stability.
  • Chaos Engineering โ€“ Inject controlled failures to test and improve system resilience.
  • Redundancy & Replication โ€“ Ensure backup systems are active to prevent downtime.

๐—ฅ๐—ฒ๐—ฎ๐—ฐ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐˜†
Reactive Resiliency ensures systems recover quickly with minimal impact when failures occur. All are called Downstream Resiliency.

  • Timeout - Setting a timeout ensures operations donโ€™t hang indefinitely.
  • Retry Strategies & Retry Amplification โ€“ Reattempt failed operations with increasing delays to reduce strain and avoid simultaneous retries.
  • Fallback Plan & Failover Mechanisms โ€“ Offering alternative flows and switch to backup systems seamlessly.
  • Circuit Breakers โ€“ Prevent repeated failures from overwhelming services while avoiding unnecessary retries.

๐—”๐—ฑ๐—ฎ๐—ฝ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐˜†
Adaptive Resiliency bridges Upstream and Downstream Resiliency by learning from failures and continuously improving system resilience.

  • Observability & Monitoring โ€“ Track failures in real time for better insights.
  • Chaos Engineering โ€“ Identify weaknesses and enhance system robustness.
  • Automated Scaling โ€“ Dynamically adjust resources based on demand.
  • Machine Learning & AI โ€“ Predict and prevent failures before they happen.

๐—–๐—ผ๐—ฟ๐—ฒ ๐—–๐—ผ๐—ป๐—ฐ๐—ฒ๐—ฝ๐˜๐˜€ ๐—ผ๐—ณ ๐—ฅ๐—ฒ๐˜€๐—ถ๐—น๐—ถ๐—ฒ๐—ป๐—ฐ๐˜† ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด
Building resilient systems requires key principles that ensure systems can withstand failures, adapt to disruptions, and recover quickly. These core concepts provide the foundation for designing resilient architectures.

  • To engineer resiliency, systems must be built with key principles:
  • Fault Tolerance โ€“ The ability to operate even when components fail
  • Redundancy โ€“ Backup systems that take over in case of failure.
  • Failover & Recovery โ€“ Mechanisms to switch to a working state quickly.
  • Observability & Monitoring โ€“ Real-time insights into system health.
  • Chaos Testing โ€“ Simulating failures to test system robustness.

๐—–๐—ผ๐—ป๐—ฐ๐—น๐˜‚๐˜€๐—ถ๐—ผ๐—ป
A truly resilient system integrates all threeโ€”proactively preventing failures, reacting gracefully when they occur, and continuously adapting to become stronger over time.

๐—œ๐—ป๐˜€๐—ฝ๐—ถ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—ฅ๐—ฒ๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐—ฐ๐—ฒ๐˜€