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Building the future of resilient tech: Lessons from two decades in SRE </h1>
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<p>Back in the early 2000s, the phrase Site Reliability Engineering (SRE) didn’t even exist—at least not outside a few rooms at Google, where Ben Treynor Sloss was quietly reshaping how we build</p>
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<p>Back in the early 2000s, the phrase <em>Site Reliability Engineering</em> (SRE) didn’t even exist—at least not outside a few rooms at Google, where Ben Treynor Sloss was quietly reshaping how we build and run systems. I was already deep in the world of infrastructure back then, when we called it Systems Engineering or just plain Ops. Fast forward two decades, I’ve had the privilege of growing with this discipline through my time at startups like InMobi and Olacabs (ANI Technologies), and enterprises like Yahoo, Google, Target, and now, my second stint at Walmart.</p>
<p>It’s been a journey through chaos—one that taught me an enduring lesson: in SRE, your job is to not crash when the world is falling apart.</p>
<h3>Resilience ≠ Reliability</h3>
<p>Let’s get something straight: resilience and reliability are not the same thing.</p>
<p>A system can be resilient—meaning it can take hits, survive hardware failures, or outlast network disruptions—and still not be reliable. Imagine a service that stays &#8220;up&#8221; during a deployment, but constantly serves 500 errors. It hasn’t crashed, but it’s failing its users and violating its SLOs. That’s not reliability.</p>
<p>Conversely, a system can be “reliable” in calm waters but crumble the moment a dependency slows down or fails. That’s not resilience. True resiliency is built on reliability—but goes beyond it. It ensures graceful behavior under unpredictable stress.</p>
<h3>Why It’s Harder Now</h3>
<p>The modern cloud has changed everything. Your applications no longer run in isolated data centers. They now co-exist with thousands of other workloads on GCP, AWS, or Azure. While cloud providers work hard to keep the infrastructure available, it’s on us to handle what happens when things get slow—not broken, just slow.</p>
<p>And slow is dangerous.</p>
<p>Retries kick in. Load multiplies. Your mobile app, your client SDKs, your user base—they all become amplifiers of failure. You’re suddenly dealing with a quiet meltdown, where no one thing has failed, but everything’s falling apart.</p>
<p>This is where resilience shines. The ability to <em>not crash when the world is falling apart</em> means building systems that degrade gracefully, recover quickly, and stay out of everyone else’s way when disaster strikes.</p>
<h3>So How Do We Build Resilient Systems?</h3>
<p><strong>Test them—ruthlessly.</strong></p>
<p>When a developer tells you their system is resilient, believe them—but verify. Inject chaos. Simulate failures. Introduce slowness. Not all at once, but deliberately, one component at a time:</p>
<ul>
<li><strong>DNS slowness</strong>: Often overlooked. Slow down CoreDNS or node-level resolution and watch what breaks. You&#8217;ll uncover hidden bugs buried in client libraries and timeout configs.</li>
<li><strong>Data system lag</strong>: Inject latency into Kafka, Cassandra, or MySQL connections. Set network delay to 50ms, then 100ms, then 1000ms. Ask your devs what their timeouts are, then exceed them. Observe what happens.</li>
<li><strong>Failover behavior</strong>: Kill pods in one region and check if traffic fails over. Measure TTLs, cache expiry, and actual client behavior—especially in Kubernetes setups with Ingress Gateways. This is where theory and reality diverge sharply.</li>
</ul>
<h3>Chaos Without Big Budgets</h3>
<p>If budget isn’t unlimited, you don’t need tools like Gremlin right away. I’ve had great success with ChaosBlade—simple, scriptable, and Kubernetes-native. For teams that need visualization and control, ChaosMesh is a great choice with a user-friendly UI. Pair these with lightweight load generators like JMeter or Apache Bench, and you can simulate meaningful chaos at small scale.</p>
<h3>Timeout Tuning: Your Secret Weapon</h3>
<p>One of the most underappreciated tools in building resilient systems? Timeouts.</p>
<p>Default library timeouts are often too generous. You’re giving a failing service too much rope—and it’s hanging <em>your</em> system with it. Tune your timeouts to 150% of the 95th percentile latency of your downstream service. Use fault-tolerant libraries like Hystrix or its modern equivalents, but remember—don’t push the pain forward. Isolate failure. Contain it.</p>
<h3>Final Word: Be Graceful, Not Invincible</h3>
<p>At the heart of resiliency is a simple truth: don’t crash when the world is falling apart. That doesn’t mean your system must be invincible. It means it must be graceful. Fail in ways that are visible, recoverable, and non-destructive.</p>
<p>SRE isn’t about preventing failure—it’s about mastering it. The future of resilient tech will belong to those who can anticipate chaos, build for it, and thrive through it.</p>
<p><em>The article is authored by Hemant Burman, Director of Engineering-Walmart. </em></p>
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