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src: url(https://fonts.gstatic.com/s/fragmentmono/v6/4iCr6K5wfMRRjxp0DA6-2CLnB45HhrUI.woff2) format('woff2');
unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
}
/* latin-ext */
@font-face {
font-family: 'Fragment Mono';
font-style: normal;
font-weight: 400;
src: url(https://fonts.gstatic.com/s/fragmentmono/v6/4iCr6K5wfMRRjxp0DA6-2CLnB41HhrUI.woff2) format('woff2');
unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
}
/* latin */
@font-face {
font-family: 'Fragment Mono';
font-style: normal;
font-weight: 400;
src: url(https://fonts.gstatic.com/s/fragmentmono/v6/4iCr6K5wfMRRjxp0DA6-2CLnB4NHhg.woff2) format('woff2');
unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
}
/* cyrillic-ext */
@font-face {
font-family: 'Martian Mono';
font-style: normal;
font-weight: 400;
font-stretch: 100%;
src: url(https://fonts.gstatic.com/s/martianmono/v6/2V0PKIcADoYhV6w87xrTKjs4CYElh_VS9YA4TlTnaTe9wWmm.woff2) format('woff2');
unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
}
/* cyrillic */
@font-face {
font-family: 'Martian Mono';
font-style: normal;
font-weight: 400;
font-stretch: 100%;
src: url(https://fonts.gstatic.com/s/martianmono/v6/2V0PKIcADoYhV6w87xrTKjs4CYElh_VS9YA4TlTnaT69wWmm.woff2) format('woff2');
unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
}
/* latin-ext */
@font-face {
font-family: 'Martian Mono';
font-style: normal;
font-weight: 400;
font-stretch: 100%;
src: url(https://fonts.gstatic.com/s/martianmono/v6/2V0PKIcADoYhV6w87xrTKjs4CYElh_VS9YA4TlTnaTS9wWmm.woff2) format('woff2');
unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
}
/* latin */
@font-face {
font-family: 'Martian Mono';
font-style: normal;
font-weight: 400;
font-stretch: 100%;
src: url(https://fonts.gstatic.com/s/martianmono/v6/2V0PKIcADoYhV6w87xrTKjs4CYElh_VS9YA4TlTnaTq9wQ.woff2) format('woff2');
unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
}
/* cyrillic-ext */
@font-face {
font-family: 'Martian Mono';
font-style: normal;
font-weight: 700;
font-stretch: 100%;
src: url(https://fonts.gstatic.com/s/martianmono/v6/2V0PKIcADoYhV6w87xrTKjs4CYElh_VS9YA4TlTnaTe9wWmm.woff2) format('woff2');
unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
}
/* cyrillic */
@font-face {
font-family: 'Martian Mono';
font-style: normal;
font-weight: 700;
font-stretch: 100%;
src: url(https://fonts.gstatic.com/s/martianmono/v6/2V0PKIcADoYhV6w87xrTKjs4CYElh_VS9YA4TlTnaT69wWmm.woff2) format('woff2');
unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
}
/* latin-ext */
@font-face {
font-family: 'Martian Mono';
font-style: normal;
font-weight: 700;
font-stretch: 100%;
src: url(https://fonts.gstatic.com/s/martianmono/v6/2V0PKIcADoYhV6w87xrTKjs4CYElh_VS9YA4TlTnaTS9wWmm.woff2) format('woff2');
unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
}
/* latin */
@font-face {
font-family: 'Martian Mono';
font-style: normal;
font-weight: 700;
font-stretch: 100%;
src: url(https://fonts.gstatic.com/s/martianmono/v6/2V0PKIcADoYhV6w87xrTKjs4CYElh_VS9YA4TlTnaTq9wQ.woff2) format('woff2');
unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
}
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style="display:contents"></div><!--/$--></div></div></a><!--/$--></div><!--/$--><div class="framer-er8v3w"><div class="framer-1d4jins"><div class="framer-2rmjfk" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><p style="--font-selector:SW50ZXItQm9sZA==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-weight:700;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--token-6552104a-6025-4e9e-ab2d-8ff6a4234871, rgb(255, 255, 255))" class="framer-text"><time datetime="2025-11-05T00:00:00.000Z">Nov 5, 2025 | 8 min read</time></p></div><div class="framer-14a86yo-container"><div class="framer-mswy9 framer-l9lex4 framer-v-l9lex4" data-framer-name="Variant 1" data-highlight="true" style="max-width:100%;width:100%"><div class="framer-1jjk2jm" data-framer-component-type="RichTextContainer" style="--extracted-gdpscs:var(--variable-reference-cpLgwGnqL-RgKVzUbaT);--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;--variable-reference-cpLgwGnqL-RgKVzUbaT:var(--token-6552104a-6025-4e9e-ab2d-8ff6a4234871, rgb(255, 255, 255));--variable-reference-Cs8DBmCHs-RgKVzUbaT:30;transform:none"><h1 class="framer-text" style="--font-selector:RlI7SW50ZXJEaXNwbGF5LVNlbWlCb2xk;--framer-font-family:&quot;Inter Display&quot;, &quot;Inter Display Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss07' on, 'ss08' on, 'cv01' on, 'cv09' on, 'cv02' on, 'cpsp' on, 'ss04' on;--framer-font-size:calc(var(--variable-reference-Cs8DBmCHs-RgKVzUbaT) * 1px);--framer-font-weight:600;--framer-line-height:1.25em;--framer-text-alignment:left;--framer-text-color:var(--extracted-gdpscs, var(--variable-reference-cpLgwGnqL-RgKVzUbaT))">SRE math every engineer should know: a practical guide</h1></div></div></div></div><div aria-label="Srivatsa RV" class="framer-revgkd"><div class="framer-35k58q"><!--$--><!--$--><a class="framer-16ojnzc framer-ohleip" href="../author/srivatsa-rv"><div class="framer-1k37j0t" data-framer-name="Mask-Group-36.png"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="2412" height="2981" sizes="(min-width: 1280px) max(40px, 30px), (min-width: 992px) and (max-width: 1279.98px) max(40px, 30px), (min-width: 810px) and (max-width: 991.98px) max(40px, 30px), (max-width: 575.98px) max(40px, 30px), (min-width: 576px) and (max-width: 809.98px) max(40px, 30px)" srcset="https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?scale-down-to=1024&amp;width=2412&amp;height=2981 828w,https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?scale-down-to=2048&amp;width=2412&amp;height=2981 1657w,https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?width=2412&amp;height=2981 2412w" src="https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?width=2412&amp;height=2981" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-1w15h5"><div class="framer-cv0n1m" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-size:14px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--token-6552104a-6025-4e9e-ab2d-8ff6a4234871, rgb(255, 255, 255))" class="framer-text">Srivatsa RV</p></div><div class="framer-cnktun" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><p style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--token-6552104a-6025-4e9e-ab2d-8ff6a4234871, rgb(255, 255, 255))" class="framer-text">SRE @One2N</p></div></div></a><!--/$--><!--/$--></div></div></div></div></div></section></div><article class="framer-14dkc17" data-border="true" data-framer-name="Blog Container"><div aria-label="Curious how top engineers keep systems reliable? This guide breaks down the math behind Site Reliability Engineering into simple, real-life examples whether it’s understanding error budgets, decoding percentiles, or making sense of dashboards. Perfect if you want to stop firefighting and start making data-driven, confident decisions on call." class="framer-8t0pn3"><div class="framer-1er1xxw"><div class="ssr-variant hidden-xqfman hidden-oe03ot hidden-1p0xigt hidden-3hi7mq"><!--$--><style>.framer-text {
scroll-margin-top: 100px;
}</style><div class="framer-1cbu18j" data-framer-name="Content" data-framer-component-type="RichTextContainer" style="transform:none"><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="introduction-why-math-matters-in-site-reliability-engineering"><a href="#introduction-why-math-matters-in-site-reliability-engineering" class="framer-text framer-styles-preset-14upndn">Introduction: why math matters in Site Reliability Engineering</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">It is 2 a.m. Your PagerDuty goes off while you see Slack filled with messages from the product team: customers cannot complete their checkout. You open Grafana. The dashboard says average latency is stable at 200 ms. To a casual reader, this looks fine. But your users are feeling the heat with delays, and frustration builds up.&nbsp;</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">This is a familiar problem in Site Reliability Engineering. Dashboards provide numbers, but numbers alone do not explain the system. Averages, CPU, and throughput plots are misleading if you do not know the math behind them. At One2N, our SRE practice has seen this many times. What separates a reactive engineer from a confident SRE is not more dashboards but the ability to interpret them correctly.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">The math is simple, not academic. Percentiles show you tails that averages hide. Little’s Law ties latency to throughput. Error budgets translate abstract percentages into downtime minutes. Queueing theory explains why systems collapse suddenly at high utilisation. Graph literacy helps you avoid being tricked by clean-looking dashboards. This article brings these concepts together into a single guide.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="percentiles-in-sre-why-averages-hide-user-pain"><a href="#percentiles-in-sre-why-averages-hide-user-pain" class="framer-text framer-styles-preset-14upndn">Percentiles in SRE: why averages hide user pain</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Monitoring tools often default to averages. Averages produce neat, smooth lines that make dashboards easy to read. But averages lie. They erase the very slow requests that cause frustration.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Imagine this case. Your system handles 1,000 requests in about 100 milliseconds each. At the same time, 50 requests take between two and five seconds. The average works out around 200 ms. The graph is flat, steady, and looks perfectly normal. But the 50 users who waited seconds had a broken experience. They are the ones raising tickets, retrying in anger, and leaving the app.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Percentiles capture this distribution more honestly. The <strong class="framer-text">p50 (median)</strong> tells you what the middle request saw half faster, half slower. The <strong class="framer-text">p95</strong> shows where performance begins to degrade: 5 percent of requests were worse than this point. The <strong class="framer-text">p99</strong> reveals the tail: the slowest one percent. In large-scale systems that process thousands of requests per second, that “one percent” still means thousands of unhappy users every minute.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="latency-distribution"><a href="#latency-distribution" class="framer-text framer-styles-preset-14upndn">Latency Distribution</a></h3><img alt width="960" height="540" src="https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg" srcset="https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?scale-down-to=512&amp;width=1920&amp;height=1080 512w,https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?scale-down-to=1024&amp;width=1920&amp;height=1080 1024w,https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?width=1920&amp;height=1080 1920w" class="framer-text framer-image framer-styles-preset-b6ci4h" style="aspect-ratio:1920 / 1080" sizes="(min-width: 1280px) 100vw, (min-width: 810px) and (max-width: 991.98px) 100vw, (min-width: 992px) and (max-width: 1279.98px) 100vw, (max-width: 575.98px) 100vw, (min-width: 576px) and (max-width: 809.98px) 100vw"><p dir="auto" class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Latency distribution: average vs percentiles</strong></p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">The chart shows how the average (yellow line) stays calm while the p95 and p99 percentiles reveal the painful slow tail. This is why every SRE must speak in percentiles, not averages.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="latency-and-throughput-two-sides-of-the-same-coin"><a href="#latency-and-throughput-two-sides-of-the-same-coin" class="framer-text framer-styles-preset-14upndn">Latency and Throughput: two sides of the same coin</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Latency is the time one request takes. Throughput is the number of requests per second. They are not separate metrics; they are tied together by <strong class="framer-text">Little’s Law</strong>.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">L = λ × W</strong></p><ul dir="auto" class="framer-text"><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">L = number of concurrent requests in the system</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">λ = arrival rate (req/sec)</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">W = average latency (seconds)</p></li></ul><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Think about a coffee shop. Ten customers arrive every minute. Each stays five minutes. At any given time, there are about 50 people inside. If arrivals double and staff do not, queues form.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Systems behave the same way. As arrival rates push closer to system capacity, latency grows sharply.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="latency-vs-load"><a href="#latency-vs-load" class="framer-text framer-styles-preset-14upndn">Latency vs Load</a></h3><img alt width="960" height="540" src="https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg" srcset="https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?scale-down-to=512&amp;width=1920&amp;height=1080 512w,https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?scale-down-to=1024&amp;width=1920&amp;height=1080 1024w,https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?width=1920&amp;height=1080 1920w" class="framer-text framer-image framer-styles-preset-b6ci4h" style="aspect-ratio:1920 / 1080" sizes="(min-width: 1280px) 100vw, (min-width: 810px) and (max-width: 991.98px) 100vw, (min-width: 992px) and (max-width: 1279.98px) 100vw, (max-width: 575.98px) 100vw, (min-width: 576px) and (max-width: 809.98px) 100vw"><p dir="auto" class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Latency grows as arrival rate nears system capacity</strong></p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">The plot makes the relationship clear. Latency stays low when utilisation is modest, but as arrival rate approaches capacity (200 req/sec), latency shoots upward. This is why SREs at One2N recommend designing for slack aiming for 60–70% utilisation in steady state, not squeezing servers to 95% “efficiency.”</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="error-budgets-turning-percentages-into-downtime-minutes"><a href="#error-budgets-turning-percentages-into-downtime-minutes" class="framer-text framer-styles-preset-14upndn">Error Budgets: turning percentages into downtime minutes</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Service Level Objectives (SLOs) are often expressed as percentages: 99.9%, 99.99%, and so on. These numbers sound good in slides, but they are meaningless until you convert them into real downtime.</p><ul dir="auto" class="framer-text"><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">99.9% uptime allows about <strong class="framer-text">43 minutes</strong> of downtime per month.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">99.99% allows about <strong class="framer-text">4 minutes</strong> per month.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">99.999% allows only <strong class="framer-text">26 seconds</strong> per month.</p></li></ul><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Understanding these numbers changes the way you handle incidents. If you lose an hour to latency or outage in a 99.9% system, the budget is gone for the month. If you are already at the edge of your budget, pushing another risky release could tip you over.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Error budgets connect engineering and business. They tell you when it is safe to release fast and when you must slow down. They keep conversations grounded in math instead of gut feel.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="queueing-in-sre-why-high-utilisation-breaks-systems"><a href="#queueing-in-sre-why-high-utilisation-breaks-systems" class="framer-text framer-styles-preset-14upndn">Queueing in SRE: why high utilisation breaks systems</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Even if average latency looks fine and error budgets are intact, queues can change the picture in seconds. Queues form whenever demand gets close to capacity, and the growth is not linear, it is explosive.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">At 50% utilisation, requests pass smoothly. At 80%, queues start to show up. At 90%, even small bursts of traffic push waiting times through the roof. This is why “90% CPU” should not make you feel efficient; it should make you nervous.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">We’ve seen this play out at One2N. Chinmay highlighted in a <!--$--><a class="framer-text framer-styles-preset-1p4hoeh" href="../talks/just-enough-queuing-theory-to-be-dangerous">recent talk</a><!--/$--> that queueing theory is practical, not just theoretical. Understanding these patterns is key to spotting incidents before they grow out of control.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="queueing-delay-vs-utilisation"><a href="#queueing-delay-vs-utilisation" class="framer-text framer-styles-preset-14upndn">Queueing Delay vs Utilisation</a></h3><img alt width="960" height="540" src="https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg" srcset="https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?scale-down-to=512&amp;width=1920&amp;height=1080 512w,https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?scale-down-to=1024&amp;width=1920&amp;height=1080 1024w,https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?width=1920&amp;height=1080 1920w" class="framer-text framer-image framer-styles-preset-b6ci4h" style="aspect-ratio:1920 / 1080" sizes="(min-width: 1280px) 100vw, (min-width: 810px) and (max-width: 991.98px) 100vw, (min-width: 992px) and (max-width: 1279.98px) 100vw, (max-width: 575.98px) 100vw, (min-width: 576px) and (max-width: 809.98px) 100vw"><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Waiting time soars near 100% utilisation</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">The curve explains why systems collapse suddenly. Waiting time grows slowly at first, but once utilisation passes ~85–90%, even a small spike in arrivals causes delays to blow up. For SREs, this is the math behind the advice to run with headroom instead of chasing high utilisation.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="graph-literacy-reading-dashboards-without-being-fooled"><a href="#graph-literacy-reading-dashboards-without-being-fooled" class="framer-text framer-styles-preset-14upndn">Graph Literacy: reading dashboards without being fooled</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Even when you track percentiles, throughput, and error budgets, you can still misread dashboards. Graphs are not truth they are a representation. Many incidents are prolonged because engineers trusted the wrong graph.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="common-mistakes-explained"><a href="#common-mistakes-explained" class="framer-text framer-styles-preset-14upndn">Common mistakes explained</a></h3><ul dir="auto" class="framer-text"><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Averages instead of percentiles:</strong> A flat average hides the tail. Always ask what kind of metric you are looking at.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Sampling windows:</strong> A one-minute average smooths spikes that are visible on five-second windows. Short windows often show the real stress.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Axis scale:</strong> A log scale compresses big spikes into small bumps. Always check if the axis is linear or log.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Heatmaps:</strong> They can look calm, but if most of the density is at the top, it signals trouble.</p></li></ul><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="how-to-build-safe-habits"><a href="#how-to-build-safe-habits" class="framer-text framer-styles-preset-14upndn">How to build safe habits</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Instead of memorising rules, practice slow thinking when reading graphs. Start by asking what the metric means. Then check the window and the scale. Compare across related metrics: if CPU is flat but latency rises, check the queue length. Finally, match metrics with reality do they explain the user complaints? Graphs only help if they connect back to what customers experience.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="putting-it-all-together-an-on-call-scenario"><a href="#putting-it-all-together-an-on-call-scenario" class="framer-text framer-styles-preset-14upndn">Putting it all together: an on-call scenario</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">At 2 a.m., the pager fires. Users cannot check out. Average latency is flat at 200 ms. Without math, you would trust the graph and assume the problem is elsewhere. With SRE math, you follow a better path.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">First, you check percentiles. p95 shows 2 seconds, p99 shows 5 seconds. The tail is red hot. Next, you look at throughput. The system is running at 180 requests per second, close to the 200 req/sec capacity. That explains why queues are forming. You calculate the <!--$--><a class="framer-text framer-styles-preset-1p4hoeh" href="./error-budget-calculation-downtime-minutes-for-every-slo">error budget</a><!--/$--> impact: if this continues for an hour, the team will burn 60 minutes, more than a month’s allowance for a 99.9% SLO. Finally, you examine queues directly. Depth is climbing, confirming that high utilisation is the root cause.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Armed with this, you act. You slow down releases because the budget is nearly gone. You add temporary capacity to cut the queues. In the post-incident review, you show your team the percentiles, the throughput vs latency curve, and the queueing math. Everyone leaves with a clearer picture of how the system actually behaves.</p><h3 dir="auto" class="framer-text framer-styles-preset-hy83hm" id="conclusion-sre-math-as-a-toolkit"><a href="#conclusion-sre-math-as-a-toolkit" class="framer-text framer-styles-preset-14upndn">Conclusion: SRE math as a toolkit</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">SRE math is not about complex equations. It is about seeing systems honestly. Percentiles expose the pain hidden by averages. Little’s Law explains why latency rises with load. Error budgets translate uptime into real minutes. Queueing theory warns why high utilisation is unsafe. Graph literacy ensures dashboards tell you the truth.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">At One2N, we treat these as essential skills. They make you a better on-call engineer, a stronger teammate, and a clearer decision-maker. Master these basics, and you move from reacting to incidents to understanding them. That is what Site Reliability Engineering is meant to be.</p></div><!--/$--></div><div class="ssr-variant hidden-gf36nj"><!--$--><style>.framer-text {
scroll-margin-top: 100px;
}</style><div class="framer-1cbu18j" data-framer-name="Content" data-framer-component-type="RichTextContainer" style="transform:none"><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="introduction-why-math-matters-in-site-reliability-engineering"><a href="#introduction-why-math-matters-in-site-reliability-engineering" class="framer-text framer-styles-preset-14upndn">Introduction: why math matters in Site Reliability Engineering</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">It is 2 a.m. Your PagerDuty goes off while you see Slack filled with messages from the product team: customers cannot complete their checkout. You open Grafana. The dashboard says average latency is stable at 200 ms. To a casual reader, this looks fine. But your users are feeling the heat with delays, and frustration builds up.&nbsp;</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">This is a familiar problem in Site Reliability Engineering. Dashboards provide numbers, but numbers alone do not explain the system. Averages, CPU, and throughput plots are misleading if you do not know the math behind them. At One2N, our SRE practice has seen this many times. What separates a reactive engineer from a confident SRE is not more dashboards but the ability to interpret them correctly.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">The math is simple, not academic. Percentiles show you tails that averages hide. Little’s Law ties latency to throughput. Error budgets translate abstract percentages into downtime minutes. Queueing theory explains why systems collapse suddenly at high utilisation. Graph literacy helps you avoid being tricked by clean-looking dashboards. This article brings these concepts together into a single guide.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="percentiles-in-sre-why-averages-hide-user-pain"><a href="#percentiles-in-sre-why-averages-hide-user-pain" class="framer-text framer-styles-preset-14upndn">Percentiles in SRE: why averages hide user pain</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Monitoring tools often default to averages. Averages produce neat, smooth lines that make dashboards easy to read. But averages lie. They erase the very slow requests that cause frustration.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Imagine this case. Your system handles 1,000 requests in about 100 milliseconds each. At the same time, 50 requests take between two and five seconds. The average works out around 200 ms. The graph is flat, steady, and looks perfectly normal. But the 50 users who waited seconds had a broken experience. They are the ones raising tickets, retrying in anger, and leaving the app.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Percentiles capture this distribution more honestly. The <strong class="framer-text">p50 (median)</strong> tells you what the middle request saw half faster, half slower. The <strong class="framer-text">p95</strong> shows where performance begins to degrade: 5 percent of requests were worse than this point. The <strong class="framer-text">p99</strong> reveals the tail: the slowest one percent. In large-scale systems that process thousands of requests per second, that “one percent” still means thousands of unhappy users every minute.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="latency-distribution"><a href="#latency-distribution" class="framer-text framer-styles-preset-14upndn">Latency Distribution</a></h3><img alt width="960" height="540" src="https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg" srcset="https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?scale-down-to=512&amp;width=1920&amp;height=1080 512w,https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?scale-down-to=1024&amp;width=1920&amp;height=1080 1024w,https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?width=1920&amp;height=1080 1920w" class="framer-text framer-image framer-styles-preset-b6ci4h" style="aspect-ratio:1920 / 1080" sizes="(min-width: 1280px) 100vw, (min-width: 810px) and (max-width: 991.98px) 100vw, (min-width: 992px) and (max-width: 1279.98px) 100vw, (max-width: 575.98px) 100vw, (min-width: 576px) and (max-width: 809.98px) 100vw"><p dir="auto" class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Latency distribution: average vs percentiles</strong></p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">The chart shows how the average (yellow line) stays calm while the p95 and p99 percentiles reveal the painful slow tail. This is why every SRE must speak in percentiles, not averages.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="latency-and-throughput-two-sides-of-the-same-coin"><a href="#latency-and-throughput-two-sides-of-the-same-coin" class="framer-text framer-styles-preset-14upndn">Latency and Throughput: two sides of the same coin</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Latency is the time one request takes. Throughput is the number of requests per second. They are not separate metrics; they are tied together by <strong class="framer-text">Little’s Law</strong>.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">L = λ × W</strong></p><ul dir="auto" class="framer-text"><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">L = number of concurrent requests in the system</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">λ = arrival rate (req/sec)</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">W = average latency (seconds)</p></li></ul><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Think about a coffee shop. Ten customers arrive every minute. Each stays five minutes. At any given time, there are about 50 people inside. If arrivals double and staff do not, queues form.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Systems behave the same way. As arrival rates push closer to system capacity, latency grows sharply.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="latency-vs-load"><a href="#latency-vs-load" class="framer-text framer-styles-preset-14upndn">Latency vs Load</a></h3><img alt width="960" height="540" src="https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg" srcset="https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?scale-down-to=512&amp;width=1920&amp;height=1080 512w,https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?scale-down-to=1024&amp;width=1920&amp;height=1080 1024w,https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?width=1920&amp;height=1080 1920w" class="framer-text framer-image framer-styles-preset-b6ci4h" style="aspect-ratio:1920 / 1080" sizes="(min-width: 1280px) 100vw, (min-width: 810px) and (max-width: 991.98px) 100vw, (min-width: 992px) and (max-width: 1279.98px) 100vw, (max-width: 575.98px) 100vw, (min-width: 576px) and (max-width: 809.98px) 100vw"><p dir="auto" class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Latency grows as arrival rate nears system capacity</strong></p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">The plot makes the relationship clear. Latency stays low when utilisation is modest, but as arrival rate approaches capacity (200 req/sec), latency shoots upward. This is why SREs at One2N recommend designing for slack aiming for 60–70% utilisation in steady state, not squeezing servers to 95% “efficiency.”</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="error-budgets-turning-percentages-into-downtime-minutes"><a href="#error-budgets-turning-percentages-into-downtime-minutes" class="framer-text framer-styles-preset-14upndn">Error Budgets: turning percentages into downtime minutes</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Service Level Objectives (SLOs) are often expressed as percentages: 99.9%, 99.99%, and so on. These numbers sound good in slides, but they are meaningless until you convert them into real downtime.</p><ul dir="auto" class="framer-text"><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">99.9% uptime allows about <strong class="framer-text">43 minutes</strong> of downtime per month.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">99.99% allows about <strong class="framer-text">4 minutes</strong> per month.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt">99.999% allows only <strong class="framer-text">26 seconds</strong> per month.</p></li></ul><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Understanding these numbers changes the way you handle incidents. If you lose an hour to latency or outage in a 99.9% system, the budget is gone for the month. If you are already at the edge of your budget, pushing another risky release could tip you over.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Error budgets connect engineering and business. They tell you when it is safe to release fast and when you must slow down. They keep conversations grounded in math instead of gut feel.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="queueing-in-sre-why-high-utilisation-breaks-systems"><a href="#queueing-in-sre-why-high-utilisation-breaks-systems" class="framer-text framer-styles-preset-14upndn">Queueing in SRE: why high utilisation breaks systems</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Even if average latency looks fine and error budgets are intact, queues can change the picture in seconds. Queues form whenever demand gets close to capacity, and the growth is not linear, it is explosive.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">At 50% utilisation, requests pass smoothly. At 80%, queues start to show up. At 90%, even small bursts of traffic push waiting times through the roof. This is why “90% CPU” should not make you feel efficient; it should make you nervous.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">We’ve seen this play out at One2N. Chinmay highlighted in a <!--$--><a class="framer-text framer-styles-preset-1p4hoeh" href="../talks/just-enough-queuing-theory-to-be-dangerous">recent talk</a><!--/$--> that queueing theory is practical, not just theoretical. Understanding these patterns is key to spotting incidents before they grow out of control.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="queueing-delay-vs-utilisation"><a href="#queueing-delay-vs-utilisation" class="framer-text framer-styles-preset-14upndn">Queueing Delay vs Utilisation</a></h3><img alt width="960" height="540" src="https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg" srcset="https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?scale-down-to=512&amp;width=1920&amp;height=1080 512w,https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?scale-down-to=1024&amp;width=1920&amp;height=1080 1024w,https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?width=1920&amp;height=1080 1920w" class="framer-text framer-image framer-styles-preset-b6ci4h" style="aspect-ratio:1920 / 1080" sizes="(min-width: 1280px) 100vw, (min-width: 810px) and (max-width: 991.98px) 100vw, (min-width: 992px) and (max-width: 1279.98px) 100vw, (max-width: 575.98px) 100vw, (min-width: 576px) and (max-width: 809.98px) 100vw"><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Waiting time soars near 100% utilisation</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">The curve explains why systems collapse suddenly. Waiting time grows slowly at first, but once utilisation passes ~85–90%, even a small spike in arrivals causes delays to blow up. For SREs, this is the math behind the advice to run with headroom instead of chasing high utilisation.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="graph-literacy-reading-dashboards-without-being-fooled"><a href="#graph-literacy-reading-dashboards-without-being-fooled" class="framer-text framer-styles-preset-14upndn">Graph Literacy: reading dashboards without being fooled</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Even when you track percentiles, throughput, and error budgets, you can still misread dashboards. Graphs are not truth they are a representation. Many incidents are prolonged because engineers trusted the wrong graph.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="common-mistakes-explained"><a href="#common-mistakes-explained" class="framer-text framer-styles-preset-14upndn">Common mistakes explained</a></h3><ul dir="auto" class="framer-text"><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Averages instead of percentiles:</strong> A flat average hides the tail. Always ask what kind of metric you are looking at.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Sampling windows:</strong> A one-minute average smooths spikes that are visible on five-second windows. Short windows often show the real stress.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Axis scale:</strong> A log scale compresses big spikes into small bumps. Always check if the axis is linear or log.</p></li><li data-preset-tag="p" class="framer-text framer-styles-preset-12rsoqt"><p class="framer-text framer-styles-preset-12rsoqt"><strong class="framer-text">Heatmaps:</strong> They can look calm, but if most of the density is at the top, it signals trouble.</p></li></ul><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="how-to-build-safe-habits"><a href="#how-to-build-safe-habits" class="framer-text framer-styles-preset-14upndn">How to build safe habits</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Instead of memorising rules, practice slow thinking when reading graphs. Start by asking what the metric means. Then check the window and the scale. Compare across related metrics: if CPU is flat but latency rises, check the queue length. Finally, match metrics with reality do they explain the user complaints? Graphs only help if they connect back to what customers experience.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="putting-it-all-together-an-on-call-scenario"><a href="#putting-it-all-together-an-on-call-scenario" class="framer-text framer-styles-preset-14upndn">Putting it all together: an on-call scenario</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">At 2 a.m., the pager fires. Users cannot check out. Average latency is flat at 200 ms. Without math, you would trust the graph and assume the problem is elsewhere. With SRE math, you follow a better path.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">First, you check percentiles. p95 shows 2 seconds, p99 shows 5 seconds. The tail is red hot. Next, you look at throughput. The system is running at 180 requests per second, close to the 200 req/sec capacity. That explains why queues are forming. You calculate the <!--$--><a class="framer-text framer-styles-preset-1p4hoeh" href="./error-budget-calculation-downtime-minutes-for-every-slo">error budget</a><!--/$--> impact: if this continues for an hour, the team will burn 60 minutes, more than a month’s allowance for a 99.9% SLO. Finally, you examine queues directly. Depth is climbing, confirming that high utilisation is the root cause.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">Armed with this, you act. You slow down releases because the budget is nearly gone. You add temporary capacity to cut the queues. In the post-incident review, you show your team the percentiles, the throughput vs latency curve, and the queueing math. Everyone leaves with a clearer picture of how the system actually behaves.</p><h3 dir="auto" class="framer-text framer-styles-preset-1r9sdjl" id="conclusion-sre-math-as-a-toolkit"><a href="#conclusion-sre-math-as-a-toolkit" class="framer-text framer-styles-preset-14upndn">Conclusion: SRE math as a toolkit</a></h3><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">SRE math is not about complex equations. It is about seeing systems honestly. Percentiles expose the pain hidden by averages. Little’s Law explains why latency rises with load. Error budgets translate uptime into real minutes. Queueing theory warns why high utilisation is unsafe. Graph literacy ensures dashboards tell you the truth.</p><p dir="auto" class="framer-text framer-styles-preset-12rsoqt">At One2N, we treat these as essential skills. They make you a better on-call engineer, a stronger teammate, and a clearer decision-maker. Master these basics, and you move from reacting to incidents to understanding them. That is what Site Reliability Engineering is meant to be.</p></div><!--/$--></div><div class="ssr-variant hidden-xqfman"><div class="framer-zfci4g-container hidden-gf36nj hidden-oe03ot"><div class="framer-7JGeH framer-zaHAO framer-u97efg framer-v-1t1usrw" data-border="true" data-framer-name="Variant 3" style="--border-bottom-width:0px;--border-color:var(--token-a29369db-9597-480d-9b32-39e5357ae027, rgba(0, 0, 0, 0.05));--border-left-width:0px;--border-right-width:0px;--border-style:solid;--border-top-width:0px;background-color:rgba(0, 0, 0, 0);width:100%;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-top-left-radius:0px;border-top-right-radius:0px;box-shadow:none"><div class="framer-12kefk" data-framer-component-type="RichTextContainer" style="--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;transform:none"><h5 class="framer-text framer-styles-preset-1d63ehh" data-styles-preset="qQAxVosgW" dir="auto" style="--framer-text-alignment:left"><strong class="framer-text">Share</strong></h5></div><div class="framer-hm3wax"><div class="framer-1kdbjm7-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-56b90151-3131-4b01-9bb9-b04750389a99, rgb(0, 128, 255));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z"/></svg></div></div><!--/$--></div><div class="framer-7etnzb-container"><!--$--><div style="height:100%;width:100%;display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:15px;background:rgb(19, 20, 21);font-size:16px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:var(--token-686b418d-48b9-47d2-845e-4279eb714a12, rgba(238, 238, 238, 0.15));display:flex;align-items:center;gap:10px"><svg viewBox="0 0 1200 1227" height="20" fill="none"><path fill="rgb(255, 255, 255)" font-size="20" d="M714.163 519.284 1160.89 0h-105.86L667.137 450.887 357.328 0H0l468.492 681.821L0 1226.37h105.866l409.625-476.152 327.181 476.152H1200L714.137 519.284h.026ZM569.165 687.828l-47.468-67.894-377.686-540.24h162.604l304.797 435.991 47.468 67.894 396.2 566.721H892.476L569.165 687.854v-.026Z"/></svg></div></div><!--/$--></div><div class="framer-1wdmqvc-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-62fddc32-619f-424a-baa6-c717c1120ca5, rgb(0, 175, 228));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 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class="ssr-variant hidden-oe03ot hidden-gf36nj hidden-1p0xigt hidden-3hi7mq"><div class="framer-zfci4g-container hidden-gf36nj hidden-oe03ot"><div class="framer-7JGeH framer-zaHAO framer-u97efg framer-v-1t1usrw" data-border="true" data-framer-name="Variant 3" style="--border-bottom-width:0px;--border-color:var(--token-a29369db-9597-480d-9b32-39e5357ae027, rgba(0, 0, 0, 0.05));--border-left-width:0px;--border-right-width:0px;--border-style:solid;--border-top-width:0px;background-color:rgba(0, 0, 0, 0);max-width:100%;width:100%;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-top-left-radius:0px;border-top-right-radius:0px;box-shadow:none"><div class="framer-12kefk" data-framer-component-type="RichTextContainer" style="--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;transform:none"><h5 class="framer-text framer-styles-preset-1d63ehh" data-styles-preset="qQAxVosgW" dir="auto" style="--framer-text-alignment:left"><strong class="framer-text">Share</strong></h5></div><div class="framer-hm3wax"><div class="framer-1kdbjm7-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-56b90151-3131-4b01-9bb9-b04750389a99, rgb(0, 128, 255));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z"/></svg></div></div><!--/$--></div><div class="framer-7etnzb-container"><!--$--><div style="height:100%;width:100%;display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:15px;background:rgb(19, 20, 21);font-size:16px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:var(--token-686b418d-48b9-47d2-845e-4279eb714a12, rgba(238, 238, 238, 0.15));display:flex;align-items:center;gap:10px"><svg viewBox="0 0 1200 1227" height="20" fill="none"><path fill="rgb(255, 255, 255)" font-size="20" d="M714.163 519.284 1160.89 0h-105.86L667.137 450.887 357.328 0H0l468.492 681.821L0 1226.37h105.866l409.625-476.152 327.181 476.152H1200L714.137 519.284h.026ZM569.165 687.828l-47.468-67.894-377.686-540.24h162.604l304.797 435.991 47.468 67.894 396.2 566.721H892.476L569.165 687.854v-.026Z"/></svg></div></div><!--/$--></div><div class="framer-1wdmqvc-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-62fddc32-619f-424a-baa6-c717c1120ca5, rgb(0, 175, 228));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 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3.2-26.4-1.3-2.5-5-3.9-10.5-6.6z"/></svg></div></div><!--/$--></div><div class="framer-1mc2beh-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-698bfb79-d4c3-4beb-8c0b-fbde8e9e4f31, rgba(0, 0, 0, 0.66));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M326.612 185.391c59.747 59.809 58.927 155.698.36 214.59-.11.12-.24.25-.36.37l-67.2 67.2c-59.27 59.27-155.699 59.262-214.96 0-59.27-59.26-59.27-155.7 0-214.96l37.106-37.106c9.84-9.84 26.786-3.3 27.294 10.606.648 17.722 3.826 35.527 9.69 52.721 1.986 5.822.567 12.262-3.783 16.612l-13.087 13.087c-28.026 28.026-28.905 73.66-1.155 101.96 28.024 28.579 74.086 28.749 102.325.51l67.2-67.19c28.191-28.191 28.073-73.757 0-101.83-3.701-3.694-7.429-6.564-10.341-8.569a16.037 16.037 0 0 1-6.947-12.606c-.396-10.567 3.348-21.456 11.698-29.806l21.054-21.055c5.521-5.521 14.182-6.199 20.584-1.731a152.482 152.482 0 0 1 20.522 17.197zM467.547 44.449c-59.261-59.262-155.69-59.27-214.96 0l-67.2 67.2c-.12.12-.25.25-.36.37-58.566 58.892-59.387 154.781.36 214.59a152.454 152.454 0 0 0 20.521 17.196c6.402 4.468 15.064 3.789 20.584-1.731l21.054-21.055c8.35-8.35 12.094-19.239 11.698-29.806a16.037 16.037 0 0 0-6.947-12.606c-2.912-2.005-6.64-4.875-10.341-8.569-28.073-28.073-28.191-73.639 0-101.83l67.2-67.19c28.239-28.239 74.3-28.069 102.325.51 27.75 28.3 26.872 73.934-1.155 101.96l-13.087 13.087c-4.35 4.35-5.769 10.79-3.783 16.612 5.864 17.194 9.042 34.999 9.69 52.721.509 13.906 17.454 20.446 27.294 10.606l37.106-37.106c59.271-59.259 59.271-155.699.001-214.959z"/></svg></div></div><!--/$--></div></div></div></div></div><div class="ssr-variant hidden-xqfman hidden-1p0xigt hidden-3hi7mq"><div class="framer-uwjz8i-container hidden-gf36nj hidden-oe03ot"><div class="framer-bPyCB framer-NoPAz framer-3hjeyr framer-v-3hjeyr" data-border="true" data-framer-name="Variant 1" style="--border-bottom-width:0.5px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0.5px;--border-right-width:0.5px;--border-style:dashed;--border-top-width:0.5px;backdrop-filter:blur(5px);background-color:var(--token-79c92420-7975-4ece-b5f0-7033685bd715, rgb(247, 247, 247));-webkit-backdrop-filter:blur(5px);width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-13bth5a" data-framer-name="Title" data-highlight="true" tabindex="0" style="border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><svg class="framer-Zt3B0 framer-fey5lj" role="presentation" viewBox="0 0 24 24" style="--1m6trwb:0;--21h8s6:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--pgex8v:2"><use href="#471393433"/></svg><div class="framer-1fk7apb" data-framer-component-type="RichTextContainer" style="--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;transform:none"><h6 class="framer-text framer-styles-preset-tg4ohr" data-styles-preset="HtP0GYiWs" dir="auto" style="--framer-text-alignment:left">On this page</h6></div></div><div class="framer-e1n6on-container"><!--$--><div class="framer-4IB9Z framer-NoPAz framer-sim9v3 framer-v-sim9v3" data-border="true" data-framer-name="h2" tabindex="0" style="--border-bottom-width:0px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0px;--border-right-width:0px;--border-style:dashed;--border-top-width:1px;background-color:rgba(0, 0, 0, 0);width:100%"><div class="framer-1rodicj" data-framer-name="Title"><div class="framer-12dvl2i" data-framer-component-type="RichTextContainer" style="--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;transform:none"><h6 class="framer-text framer-styles-preset-tg4ohr" data-styles-preset="HtP0GYiWs" dir="auto" style="--framer-text-alignment:left">Section</h6></div></div></div><!--/$--></div></div></div></div><div class="ssr-variant hidden-oe03ot hidden-gf36nj"><div class="framer-uwjz8i-container hidden-gf36nj hidden-oe03ot"><div class="framer-bPyCB framer-NoPAz framer-3hjeyr framer-v-qz4g8d" data-border="true" data-framer-name="Variant 2" style="--border-bottom-width:0.5px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0.5px;--border-right-width:0.5px;--border-style:dashed;--border-top-width:0.5px;backdrop-filter:blur(5px);background-color:var(--token-79c92420-7975-4ece-b5f0-7033685bd715, rgb(247, 247, 247));-webkit-backdrop-filter:blur(5px);width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-13bth5a" data-framer-name="Title" data-highlight="true" tabindex="0" style="border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><svg class="framer-2TOMF framer-fey5lj" role="presentation" viewBox="0 0 24 24" style="--1m6trwb:0;--21h8s6:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--pgex8v:2"><use href="#2741301580"/></svg><div class="framer-1fk7apb" data-framer-component-type="RichTextContainer" style="--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;transform:none"><h6 class="framer-text framer-styles-preset-tg4ohr" data-styles-preset="HtP0GYiWs" dir="auto" style="--framer-text-alignment:left">On this page</h6></div></div></div></div></div><div class="framer-1ba8wyv hidden-gf36nj hidden-oe03ot" data-border="true" data-framer-name="Container"><div class="framer-1l1t01f" data-framer-name="Header"><div class="framer-w1as3u" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1d63ehh" data-styles-preset="qQAxVosgW" dir="auto" style="--framer-text-alignment:left"><strong class="framer-text">Tags</strong></h5></div></div><div aria-label="SRE math concepts, Site Reliability Engineering, SLO vs SLA vs SLI, Error budget calculation, Reliability metrics, Incident response metrics, MTTD, MTTR, MTBF, System observability, SRE best practices, Cloud reliability engineering, Service uptime and availability, Monitoring and alerting, Engineering dashboards, Production systems math" class="framer-17d4lr9"><div class="framer-1tte4gx"><!--$--><div class="framer-jf5hik"><div class="framer-100efbg" data-border="true" data-framer-name="Variant 1"><div class="framer-1kpklen" data-framer-name="Title" id="sre-math-hero-heading" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/sre-math">#SRE-Math</a><!--/$--></p></div></div></div><div class="framer-jf5hik"><div class="framer-100efbg" data-border="true" data-framer-name="Variant 1"><div class="framer-1kpklen" data-framer-name="Title" id="how-to-hero-heading" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/how-to">#How To</a><!--/$--></p></div></div></div><div class="framer-jf5hik"><div class="framer-100efbg" data-border="true" data-framer-name="Variant 1"><div class="framer-1kpklen" data-framer-name="Title" id="sre-hero-heading" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/sre">#SRE</a><!--/$--></p></div></div></div><div class="framer-jf5hik"><div class="framer-100efbg" data-border="true" data-framer-name="Variant 1"><div class="framer-1kpklen" data-framer-name="Title" id="monitoring-hero-heading" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/monitoring">#Monitoring</a><!--/$--></p></div></div></div><div class="framer-jf5hik"><div class="framer-100efbg" data-border="true" data-framer-name="Variant 1"><div class="framer-1kpklen" data-framer-name="Title" id="incident-management-hero-heading" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/incident-management">#Incident Management</a><!--/$--></p></div></div></div><div class="framer-jf5hik"><div class="framer-100efbg" data-border="true" data-framer-name="Variant 1"><div class="framer-1kpklen" data-framer-name="Title" id="performance-optimization-hero-heading" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/performance-optimization">#Performance Optimization</a><!--/$--></p></div></div></div><!--/$--></div></div></div></div><div class="framer-tg9w9y hidden-3hi7mq hidden-1p0xigt hidden-xqfman"><div class="framer-low71x" data-border="true" data-framer-name="Container"><div class="framer-eufl1v" data-framer-name="Header"><div class="framer-q73j31" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1d63ehh" data-styles-preset="qQAxVosgW" dir="auto" style="--framer-text-alignment:left"><strong class="framer-text">In this post</strong></h5></div></div><div class="framer-1jb73ce"><div class="framer-1tqxwjh-container"><!--$--><div class="framer-O6lWz framer-it3xdc framer-v-it3xdc" data-framer-name="h2" style="width:100%"><div class="framer-9x5kwq" data-framer-component-type="RichTextContainer" style="justify-content:center;--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:0px;transform:none"><p dir="auto" class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss08' on, 'ss07' on;--framer-font-size:calc(var(--framer-root-font-size, 1rem) * 1);--framer-font-weight:500;--framer-letter-spacing:0.026em;--framer-line-height:1.5em;--framer-text-alignment:left;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">section</p></div></div><!--/$--></div></div></div><div class="framer-qnzh4d" data-border="true" data-framer-name="Container"><div class="framer-12d9u4q" data-framer-name="Header"><div class="framer-95ib0l" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1d63ehh" data-styles-preset="qQAxVosgW" dir="auto" style="--framer-text-alignment:left"><strong class="framer-text">Tags</strong></h5></div></div><div aria-label="SRE math concepts, Site Reliability Engineering, SLO vs SLA vs SLI, Error budget calculation, Reliability metrics, Incident response metrics, MTTD, MTTR, MTBF, System observability, SRE best practices, Cloud reliability engineering, Service uptime and availability, Monitoring and alerting, Engineering dashboards, Production systems math" class="framer-156480r"><div class="framer-1eh9ul1"><!--$--><div class="framer-v5409r"><div class="framer-lp0yyr" data-border="true" data-framer-name="Variant 1"><div class="framer-1far0ed" data-framer-name="Title" id="sre-math-hero-heading-1" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/sre-math">#SRE-Math</a><!--/$--></p></div></div></div><div class="framer-v5409r"><div class="framer-lp0yyr" data-border="true" data-framer-name="Variant 1"><div class="framer-1far0ed" data-framer-name="Title" id="how-to-hero-heading-1" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/how-to">#How To</a><!--/$--></p></div></div></div><div class="framer-v5409r"><div class="framer-lp0yyr" data-border="true" data-framer-name="Variant 1"><div class="framer-1far0ed" data-framer-name="Title" id="sre-hero-heading-1" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/sre">#SRE</a><!--/$--></p></div></div></div><div class="framer-v5409r"><div class="framer-lp0yyr" data-border="true" data-framer-name="Variant 1"><div class="framer-1far0ed" data-framer-name="Title" id="monitoring-hero-heading-1" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/monitoring">#Monitoring</a><!--/$--></p></div></div></div><div class="framer-v5409r"><div class="framer-lp0yyr" data-border="true" data-framer-name="Variant 1"><div class="framer-1far0ed" data-framer-name="Title" id="incident-management-hero-heading-1" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/incident-management">#Incident Management</a><!--/$--></p></div></div></div><div class="framer-v5409r"><div class="framer-lp0yyr" data-border="true" data-framer-name="Variant 1"><div class="framer-1far0ed" data-framer-name="Title" id="performance-optimization-hero-heading-1" data-framer-component-type="RichTextContainer" style="transform:none"><p dir="auto" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlETXlMQ0FpZDJkb2RDSWdOekF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Variable Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:15px;--framer-font-variation-axes:&quot;opsz&quot; 32, &quot;wght&quot; 700;--framer-line-height:2em;--framer-text-alignment:center;--framer-text-color:var(--token-1e7264a5-f17a-4011-95b2-31b2ffd4cb1d, rgb(0, 175, 228));--framer-text-transform:inherit" class="framer-text"><!--$--><a class="framer-text framer-styles-preset-14upndn" data-styles-preset="srByRsyMj" href="../tag/performance-optimization">#Performance Optimization</a><!--/$--></p></div></div></div><!--/$--></div></div></div><div class="framer-31e35a-container"><div class="framer-7JGeH framer-zaHAO framer-u97efg framer-v-1kdilmp" data-border="true" style="--border-bottom-width:0.5px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0.5px;--border-right-width:0.5px;--border-style:dashed;--border-top-width:0.5px;background-color:var(--token-79c92420-7975-4ece-b5f0-7033685bd715, rgb(247, 247, 247));width:100%;border-bottom-left-radius:16px;border-bottom-right-radius:16px;border-top-left-radius:16px;border-top-right-radius:16px;box-shadow:0px 0.6021873017743928px 0.6021873017743928px -1.25px rgba(0, 153, 255, 0.24), 0px 2.288533303243457px 2.288533303243457px -2.5px rgba(0, 153, 255, 0.21), 0px 10px 10px -3.75px rgba(0, 153, 255, 0.08)"><div class="framer-12kefk" data-framer-component-type="RichTextContainer" style="--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;transform:none"><h5 class="framer-text framer-styles-preset-1d63ehh" data-styles-preset="qQAxVosgW" dir="auto" style="--framer-text-alignment:left"><strong class="framer-text">Share</strong></h5></div><div class="framer-hm3wax"><div class="framer-1kdbjm7-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-56b90151-3131-4b01-9bb9-b04750389a99, rgb(0, 128, 255));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z"/></svg></div></div><!--/$--></div><div class="framer-7etnzb-container"><!--$--><div style="height:100%;width:100%;display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:15px;background:rgb(19, 20, 21);font-size:16px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:var(--token-686b418d-48b9-47d2-845e-4279eb714a12, rgba(238, 238, 238, 0.15));display:flex;align-items:center;gap:10px"><svg viewBox="0 0 1200 1227" height="20" fill="none"><path fill="rgb(255, 255, 255)" font-size="20" d="M714.163 519.284 1160.89 0h-105.86L667.137 450.887 357.328 0H0l468.492 681.821L0 1226.37h105.866l409.625-476.152 327.181 476.152H1200L714.137 519.284h.026ZM569.165 687.828l-47.468-67.894-377.686-540.24h162.604l304.797 435.991 47.468 67.894 396.2 566.721H892.476L569.165 687.854v-.026Z"/></svg></div></div><!--/$--></div><div class="framer-1wdmqvc-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-62fddc32-619f-424a-baa6-c717c1120ca5, rgb(0, 175, 228));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg></div></div><!--/$--></div><div class="framer-qh03pq-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-983291aa-6a52-4cb0-8792-202cd4f35e40, rgb(255, 89, 0));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M440.3 203.5c-15 0-28.2 6.2-37.9 15.9-35.7-24.7-83.8-40.6-137.1-42.3L293 52.3l88.2 19.8c0 21.6 17.6 39.2 39.2 39.2 22 0 39.7-18.1 39.7-39.7s-17.6-39.7-39.7-39.7c-15.4 0-28.7 9.3-35.3 22l-97.4-21.6c-4.9-1.3-9.7 2.2-11 7.1L246.3 177c-52.9 2.2-100.5 18.1-136.3 42.8-9.7-10.1-23.4-16.3-38.4-16.3-55.6 0-73.8 74.6-22.9 100.1-1.8 7.9-2.6 16.3-2.6 24.7 0 83.8 94.4 151.7 210.3 151.7 116.4 0 210.8-67.9 210.8-151.7 0-8.4-.9-17.2-3.1-25.1 49.9-25.6 31.5-99.7-23.8-99.7zM129.4 308.9c0-22 17.6-39.7 39.7-39.7 21.6 0 39.2 17.6 39.2 39.7 0 21.6-17.6 39.2-39.2 39.2-22 .1-39.7-17.6-39.7-39.2zm214.3 93.5c-36.4 36.4-139.1 36.4-175.5 0-4-3.5-4-9.7 0-13.7 3.5-3.5 9.7-3.5 13.2 0 27.8 28.5 120 29 149 0 3.5-3.5 9.7-3.5 13.2 0 4.1 4 4.1 10.2.1 13.7zm-.8-54.2c-21.6 0-39.2-17.6-39.2-39.2 0-22 17.6-39.7 39.2-39.7 22 0 39.7 17.6 39.7 39.7-.1 21.5-17.7 39.2-39.7 39.2z"/></svg></div></div><!--/$--></div><div class="framer-1rwpmem-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:rgb(7, 201, 0);font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M380.9 97.1C339 55.1 283.2 32 223.9 32c-122.4 0-222 99.6-222 222 0 39.1 10.2 77.3 29.6 111L0 480l117.7-30.9c32.4 17.7 68.9 27 106.1 27h.1c122.3 0 224.1-99.6 224.1-222 0-59.3-25.2-115-67.1-157zm-157 341.6c-33.2 0-65.7-8.9-94-25.7l-6.7-4-69.8 18.3L72 359.2l-4.4-7c-18.5-29.4-28.2-63.3-28.2-98.2 0-101.7 82.8-184.5 184.6-184.5 49.3 0 95.6 19.2 130.4 54.1 34.8 34.9 56.2 81.2 56.1 130.5 0 101.8-84.9 184.6-186.6 184.6zm101.2-138.2c-5.5-2.8-32.8-16.2-37.9-18-5.1-1.9-8.8-2.8-12.5 2.8-3.7 5.6-14.3 18-17.6 21.8-3.2 3.7-6.5 4.2-12 1.4-32.6-16.3-54-29.1-75.5-66-5.7-9.8 5.7-9.1 16.3-30.3 1.8-3.7.9-6.9-.5-9.7-1.4-2.8-12.5-30.1-17.1-41.2-4.5-10.8-9.1-9.3-12.5-9.5-3.2-.2-6.9-.2-10.6-.2-3.7 0-9.7 1.4-14.8 6.9-5.1 5.6-19.4 19-19.4 46.3 0 27.3 19.9 53.7 22.6 57.4 2.8 3.7 39.1 59.7 94.8 83.8 35.2 15.2 49 16.5 66.6 13.9 10.7-1.6 32.8-13.4 37.4-26.4 4.6-13 4.6-24.1 3.2-26.4-1.3-2.5-5-3.9-10.5-6.6z"/></svg></div></div><!--/$--></div><div class="framer-1mc2beh-container"><!--$--><div style="display:flex;justify-content:center;align-items:center;overflow:visible"><div style="border-radius:16px;padding:12px;background:var(--token-698bfb79-d4c3-4beb-8c0b-fbde8e9e4f31, rgba(0, 0, 0, 0.66));font-size:25px;font-weight:bold;color:rgb(255, 255, 255);font-family:'Inter';overflow:visible;border-width:0;border-style:solid;border-color:rgb(34, 36, 38);display:flex;align-items:center;gap:10px"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M326.612 185.391c59.747 59.809 58.927 155.698.36 214.59-.11.12-.24.25-.36.37l-67.2 67.2c-59.27 59.27-155.699 59.262-214.96 0-59.27-59.26-59.27-155.7 0-214.96l37.106-37.106c9.84-9.84 26.786-3.3 27.294 10.606.648 17.722 3.826 35.527 9.69 52.721 1.986 5.822.567 12.262-3.783 16.612l-13.087 13.087c-28.026 28.026-28.905 73.66-1.155 101.96 28.024 28.579 74.086 28.749 102.325.51l67.2-67.19c28.191-28.191 28.073-73.757 0-101.83-3.701-3.694-7.429-6.564-10.341-8.569a16.037 16.037 0 0 1-6.947-12.606c-.396-10.567 3.348-21.456 11.698-29.806l21.054-21.055c5.521-5.521 14.182-6.199 20.584-1.731a152.482 152.482 0 0 1 20.522 17.197zM467.547 44.449c-59.261-59.262-155.69-59.27-214.96 0l-67.2 67.2c-.12.12-.25.25-.36.37-58.566 58.892-59.387 154.781.36 214.59a152.454 152.454 0 0 0 20.521 17.196c6.402 4.468 15.064 3.789 20.584-1.731l21.054-21.055c8.35-8.35 12.094-19.239 11.698-29.806a16.037 16.037 0 0 0-6.947-12.606c-2.912-2.005-6.64-4.875-10.341-8.569-28.073-28.073-28.191-73.639 0-101.83l67.2-67.19c28.239-28.239 74.3-28.069 102.325.51 27.75 28.3 26.872 73.934-1.155 101.96l-13.087 13.087c-4.35 4.35-5.769 10.79-3.783 16.612 5.864 17.194 9.042 34.999 9.69 52.721.509 13.906 17.454 20.446 27.294 10.606l37.106-37.106c59.271-59.259 59.271-155.699.001-214.959z"/></svg></div></div><!--/$--></div></div></div></div><div class="framer-1ypokwy" data-border="true" data-framer-name="Container"><div class="framer-qbm2b8" data-framer-name="Header"><div class="framer-pn5caf" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1d63ehh" data-styles-preset="qQAxVosgW" dir="auto" 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class="framer-ovpo66"><!--$--><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="2412" height="2981" sizes="(min-width: 1280px) max(40px, 30px), (min-width: 992px) and (max-width: 1279.98px) max(40px, 30px), (min-width: 810px) and (max-width: 991.98px) max(40px, 30px), (max-width: 575.98px) max(40px, 30px), (min-width: 576px) and (max-width: 809.98px) max(40px, 30px)" srcset="https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?scale-down-to=1024&amp;width=2412&amp;height=2981 828w,https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?scale-down-to=2048&amp;width=2412&amp;height=2981 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RV</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">SRE @One2N</p></div></div></div><!--/$--></div><div class="framer-1rwlp5c" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Learn how OpenSearch Workload Management (WLM) isolates heavy search queries with workload groups, resource limits, and resiliency modes - without over-provisioning.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-09-10T00:00:00.000Z">September 10, 2026 | 6 min read</time></p></div></div></div></a><!--/$--></div></div><!--/$--><!--$--><div class="ssr-variant"><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 framer-xg43ix" data-border="true" href="./how-to-evaluate-ai-sre-agents-for-production" style="--border-bottom-width:0.5px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0.5px;--border-right-width:0.5px;--border-style:dashed;--border-top-width:0.5px;background-color:var(--token-b2df6ef2-9a14-4d8a-9700-e8b670ab09b4, rgba(255, 255, 255, 0.1));height:100%;width:100%;border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;box-shadow:none"><div class="framer-kru29m" style="border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;opacity:0.03"><div data-framer-background-image-wrapper="true" style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0;background-image:url(https://framerusercontent.com/images/6mcf62RlDfRfU61Yg5vb2pefpi4.png?width=256&amp;height=256);background-repeat:repeat;background-position:left top;border:0;background-size:128px auto"></div></div><div class="framer-10x8fai-container"><div class="framer-xBzDN framer-majf9k framer-v-majf9k" data-framer-name="Default State" style="--971bz:0px;background-color:rgba(255, 255, 255, 0);height:100%;width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-3tusre" data-framer-name="Hover Wrap Link" data-highlight="true"><div class="framer-1tano9l"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1820" height="1024" sizes="(min-width: 1280px) max(calc(100vw - 20px) - 0px, 1px), (min-width: 810px) and (max-width: 991.98px) max(calc(100vw - 20px) - 0px, 1px), (min-width: 992px) and (max-width: 1279.98px) max(calc(100vw - 20px) - 0px, 1px), (max-width: 575.98px) max(calc(max(min(max(min(100vw - 40px, 1440px), 1px), 1440px), 370px) - 20px) - 0px, 1px), (min-width: 576px) and (max-width: 809.98px) max(calc(100vw - 20px) - 0px, 1px)" srcset="https://framerusercontent.com/images/JwnDZqoiustxmB5cNzOsvjCRKw.jpg?scale-down-to=512&amp;width=1820&amp;height=1024 512w,https://framerusercontent.com/images/JwnDZqoiustxmB5cNzOsvjCRKw.jpg?scale-down-to=1024&amp;width=1820&amp;height=1024 1024w,https://framerusercontent.com/images/JwnDZqoiustxmB5cNzOsvjCRKw.jpg?width=1820&amp;height=1024 1820w" src="https://framerusercontent.com/images/JwnDZqoiustxmB5cNzOsvjCRKw.jpg?width=1820&amp;height=1024" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div></div><div class="framer-12qry2q-container"><!--$--><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant" style="position:fixed;top:0;left:0;pointer-events:none;z-index:9999;transform:none"><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant"><div class="framer-1i9biuz" data-border="true" data-framer-name="Cursor Wrapper" style="--border-bottom-width:1px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:1px;--border-right-width:1px;--border-style:solid;--border-top-width:1px;backdrop-filter:blur(8px);background-color:var(--token-79c92420-7975-4ece-b5f0-7033685bd715, rgb(247, 247, 247));-webkit-backdrop-filter:blur(8px);border-bottom-left-radius:6px;border-bottom-right-radius:6px;border-top-left-radius:6px;border-top-right-radius:6px;transform:scale(0);transform-origin:0% 0% 0"><div class="framer-1r3jgwo" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--variable-reference-EJs5nImDh-JHLkZ5jDx);--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;--variable-reference-EJs5nImDh-JHLkZ5jDx:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));transform:none"><p dir="auto" class="framer-text" style="--font-selector:SW50ZXItU2VtaUJvbGQ=;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:0.05em;--framer-text-color:var(--extracted-r6o4lv, var(--variable-reference-EJs5nImDh-JHLkZ5jDx))">Read Blog</p></div></div></div></div><!--/$--></div></div></div><div class="framer-i2cbuz" data-framer-name="Content" style="border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-vfulws" data-framer-name="Middle"><div class="framer-1pcegix"><div class="framer-1w17b63" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1c4oif0" data-styles-preset="DJtd02SM4">How to evaluate AI SRE agents for production?</h5></div></div><div class="framer-ovpo66"><!--$--><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="512" height="512" src="https://framerusercontent.com/images/lesrcrGIGBJJc2fd50iGcZzPsc.webp?width=512&amp;height=512" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-rllawr"><div class="framer-byt38y" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Hemant Kumar</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Staff SRE @One2N</p></div></div></div><!--/$--></div><div class="framer-1rwlp5c" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">AI SRE agents promise faster incident response. The hard part is knowing which ones you can trust when production is noisy. This post shares how we evaluated OpenSRE before we let any of them influence a production incident.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-08-11T00:00:00.000Z">August 11, 2026 | 12 min read</time></p></div></div></div></a><!--/$--></div></div><!--/$--><!--$--><div class="ssr-variant"><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 framer-xg43ix" data-border="true" href="./fixing-legacy-architectures-with-conways-law" style="--border-bottom-width:0.5px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0.5px;--border-right-width:0.5px;--border-style:dashed;--border-top-width:0.5px;background-color:var(--token-b2df6ef2-9a14-4d8a-9700-e8b670ab09b4, rgba(255, 255, 255, 0.1));height:100%;width:100%;border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;box-shadow:none"><div class="framer-kru29m" style="border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;opacity:0.03"><div data-framer-background-image-wrapper="true" style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0;background-image:url(https://framerusercontent.com/images/6mcf62RlDfRfU61Yg5vb2pefpi4.png?width=256&amp;height=256);background-repeat:repeat;background-position:left top;border:0;background-size:128px auto"></div></div><div class="framer-10x8fai-container"><div class="framer-xBzDN framer-majf9k framer-v-majf9k" data-framer-name="Default State" style="--971bz:0px;background-color:rgba(255, 255, 255, 0);height:100%;width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-3tusre" data-framer-name="Hover Wrap Link" data-highlight="true"><div class="framer-1tano9l"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1820" height="1024" sizes="(min-width: 1280px) max(calc(100vw - 20px) - 0px, 1px), (min-width: 810px) and (max-width: 991.98px) max(calc(100vw - 20px) - 0px, 1px), (min-width: 992px) and (max-width: 1279.98px) max(calc(100vw - 20px) - 0px, 1px), (max-width: 575.98px) max(calc(max(min(max(min(100vw - 40px, 1440px), 1px), 1440px), 370px) - 20px) - 0px, 1px), (min-width: 576px) and (max-width: 809.98px) max(calc(100vw - 20px) - 0px, 1px)" srcset="https://framerusercontent.com/images/Aekz9HhW8pgrR144TqwvZmHjFI.jpg?scale-down-to=512&amp;width=1820&amp;height=1024 512w,https://framerusercontent.com/images/Aekz9HhW8pgrR144TqwvZmHjFI.jpg?scale-down-to=1024&amp;width=1820&amp;height=1024 1024w,https://framerusercontent.com/images/Aekz9HhW8pgrR144TqwvZmHjFI.jpg?width=1820&amp;height=1024 1820w" src="https://framerusercontent.com/images/Aekz9HhW8pgrR144TqwvZmHjFI.jpg?width=1820&amp;height=1024" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div></div><div class="framer-12qry2q-container"><!--$--><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant" style="position:fixed;top:0;left:0;pointer-events:none;z-index:9999;transform:none"><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant"><div class="framer-1i9biuz" data-border="true" data-framer-name="Cursor Wrapper" style="--border-bottom-width:1px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:1px;--border-right-width:1px;--border-style:solid;--border-top-width:1px;backdrop-filter:blur(8px);background-color:var(--token-79c92420-7975-4ece-b5f0-7033685bd715, rgb(247, 247, 247));-webkit-backdrop-filter:blur(8px);border-bottom-left-radius:6px;border-bottom-right-radius:6px;border-top-left-radius:6px;border-top-right-radius:6px;transform:scale(0);transform-origin:0% 0% 0"><div class="framer-1r3jgwo" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--variable-reference-EJs5nImDh-JHLkZ5jDx);--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;--variable-reference-EJs5nImDh-JHLkZ5jDx:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));transform:none"><p dir="auto" class="framer-text" style="--font-selector:SW50ZXItU2VtaUJvbGQ=;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:0.05em;--framer-text-color:var(--extracted-r6o4lv, var(--variable-reference-EJs5nImDh-JHLkZ5jDx))">Read Blog</p></div></div></div></div><!--/$--></div></div></div><div class="framer-i2cbuz" data-framer-name="Content" style="border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-vfulws" data-framer-name="Middle"><div class="framer-1pcegix"><div class="framer-1w17b63" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1c4oif0" data-styles-preset="DJtd02SM4">Conway's Law as a lever to fix legacy architectures</h5></div></div><div class="framer-ovpo66"><!--$--><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1700" height="1050" sizes="(min-width: 1280px) 30px, (min-width: 810px) and (max-width: 991.98px) 30px, (min-width: 992px) and (max-width: 1279.98px) 30px, (max-width: 575.98px) 30px, (min-width: 576px) and (max-width: 809.98px) 30px" srcset="https://framerusercontent.com/images/aCrmODcREHH9o8p56ScAUoXmM.jpg?scale-down-to=512&amp;width=1700&amp;height=1050 512w,https://framerusercontent.com/images/aCrmODcREHH9o8p56ScAUoXmM.jpg?scale-down-to=1024&amp;width=1700&amp;height=1050 1024w,https://framerusercontent.com/images/aCrmODcREHH9o8p56ScAUoXmM.jpg?width=1700&amp;height=1050 1700w" src="https://framerusercontent.com/images/aCrmODcREHH9o8p56ScAUoXmM.jpg?width=1700&amp;height=1050" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-rllawr"><div class="framer-byt38y" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Chinmay Naik</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">CEO @One2N</p></div></div></div><!--/$--></div><div class="framer-1rwlp5c" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Conway’s law talks about how software architecture mirrors the org chart. Learn what this means in practice and how to use Reverse Conway Maneuver to refactor existing system architectures.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-07-08T00:00:00.000Z">July 8, 2026 | 6 min read</time></p></div></div></div></a><!--/$--></div></div><!--/$--><!--$--><div class="ssr-variant"><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 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style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0;background-image:url(https://framerusercontent.com/images/6mcf62RlDfRfU61Yg5vb2pefpi4.png?width=256&amp;height=256);background-repeat:repeat;background-position:left top;border:0;background-size:128px auto"></div></div><div class="framer-10x8fai-container"><div class="framer-xBzDN framer-majf9k framer-v-majf9k" data-framer-name="Default State" style="--971bz:0px;background-color:rgba(255, 255, 255, 0);height:100%;width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-3tusre" data-framer-name="Hover Wrap Link" data-highlight="true"><div class="framer-1tano9l"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1820" height="1024" sizes="(min-width: 1280px) max(calc(100vw - 20px) - 0px, 1px), (min-width: 810px) and (max-width: 991.98px) max(calc(100vw - 20px) - 0px, 1px), (min-width: 992px) and (max-width: 1279.98px) max(calc(100vw - 20px) - 0px, 1px), (max-width: 575.98px) max(calc(max(min(max(min(100vw - 40px, 1440px), 1px), 1440px), 370px) - 20px) - 0px, 1px), (min-width: 576px) and (max-width: 809.98px) max(calc(100vw - 20px) - 0px, 1px)" srcset="https://framerusercontent.com/images/v15qpPCTbzugWx1kuiMJ489spQ.jpg?scale-down-to=512&amp;width=1820&amp;height=1024 512w,https://framerusercontent.com/images/v15qpPCTbzugWx1kuiMJ489spQ.jpg?scale-down-to=1024&amp;width=1820&amp;height=1024 1024w,https://framerusercontent.com/images/v15qpPCTbzugWx1kuiMJ489spQ.jpg?width=1820&amp;height=1024 1820w" src="https://framerusercontent.com/images/v15qpPCTbzugWx1kuiMJ489spQ.jpg?width=1820&amp;height=1024" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div></div><div class="framer-12qry2q-container"><!--$--><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant" style="position:fixed;top:0;left:0;pointer-events:none;z-index:9999;transform:none"><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant"><div class="framer-1i9biuz" data-border="true" data-framer-name="Cursor Wrapper" style="--border-bottom-width:1px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:1px;--border-right-width:1px;--border-style:solid;--border-top-width:1px;backdrop-filter:blur(8px);background-color:var(--token-79c92420-7975-4ece-b5f0-7033685bd715, rgb(247, 247, 247));-webkit-backdrop-filter:blur(8px);border-bottom-left-radius:6px;border-bottom-right-radius:6px;border-top-left-radius:6px;border-top-right-radius:6px;transform:scale(0);transform-origin:0% 0% 0"><div class="framer-1r3jgwo" data-framer-component-type="RichTextContainer" 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data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1c4oif0" data-styles-preset="DJtd02SM4">Hardening Kubernetes Security with Istio Ambient Mode on Flat Networks</h5></div></div><div class="framer-ovpo66"><!--$--><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="512" height="512" src="https://framerusercontent.com/images/QSq0BuBsFji23xmld9AM4Ebvw8.png?width=512&amp;height=512" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-rllawr"><div class="framer-byt38y" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Harshwardhan Mehrotra</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter 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data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Spandan Ghosh</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Content @One2N</p></div></div></div><!--/$--></div><div class="framer-1rwlp5c" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Learn how One2N used Istio Ambient mode to enforce zero-trust security on a flat EKS Hybrid network - with mTLS, SPIFFE identity, egress control, and NetworkPolicies.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-06-01T00:00:00.000Z">June 1, 2026 | 7 min read</time></p></div></div></div></a><!--/$--></div></div><!--/$--><!--$--><div class="ssr-variant"><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 framer-xg43ix" data-border="true" href="./git-worktrees-for-agentic-development" style="--border-bottom-width:0.5px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0.5px;--border-right-width:0.5px;--border-style:dashed;--border-top-width:0.5px;background-color:var(--token-b2df6ef2-9a14-4d8a-9700-e8b670ab09b4, rgba(255, 255, 255, 0.1));height:100%;width:100%;border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;box-shadow:none"><div class="framer-kru29m" style="border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;opacity:0.03"><div data-framer-background-image-wrapper="true" style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0;background-image:url(https://framerusercontent.com/images/6mcf62RlDfRfU61Yg5vb2pefpi4.png?width=256&amp;height=256);background-repeat:repeat;background-position:left top;border:0;background-size:128px auto"></div></div><div class="framer-10x8fai-container"><div class="framer-xBzDN framer-majf9k framer-v-majf9k" data-framer-name="Default State" style="--971bz:0px;background-color:rgba(255, 255, 255, 0);height:100%;width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-3tusre" data-framer-name="Hover Wrap Link" data-highlight="true"><div class="framer-1tano9l"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1820" height="1024" 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data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1c4oif0" data-styles-preset="DJtd02SM4">Git was not built for multiple AI agents. Worktrees fix that.</h5></div></div><div class="framer-ovpo66"><!--$--><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="2412" height="2981" sizes="(min-width: 1280px) max(40px, 30px), (min-width: 992px) and (max-width: 1279.98px) max(40px, 30px), (min-width: 810px) and (max-width: 991.98px) max(40px, 30px), (max-width: 575.98px) max(40px, 30px), (min-width: 576px) and (max-width: 809.98px) max(40px, 30px)" srcset="https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?scale-down-to=1024&amp;width=2412&amp;height=2981 828w,https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?scale-down-to=2048&amp;width=2412&amp;height=2981 1657w,https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?width=2412&amp;height=2981 2412w" src="https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?width=2412&amp;height=2981" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-rllawr"><div class="framer-byt38y" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Srivatsa RV</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">SRE @One2N</p></div></div></div><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="400" height="400" src="https://framerusercontent.com/images/TPCYRJFWgaFnkmme2smxFBL7pI.jpg?width=400&amp;height=400" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-rllawr"><div class="framer-byt38y" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Spandan Ghosh</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Content @One2N</p></div></div></div><!--/$--></div><div class="framer-1rwlp5c" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Running multiple AI coding agents on the same repo? Git's single-checkout model breaks fast. Learn how git worktrees give each agent its own isolated workspace.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-05-26T00:00:00.000Z">May 26, 2026 | 6 min read</time></p></div></div></div></a><!--/$--></div></div><!--/$--><!--$--><div class="ssr-variant"><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 framer-xg43ix" data-border="true" 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style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0;background-image:url(https://framerusercontent.com/images/6mcf62RlDfRfU61Yg5vb2pefpi4.png?width=256&amp;height=256);background-repeat:repeat;background-position:left top;border:0;background-size:128px auto"></div></div><div class="framer-10x8fai-container"><div class="framer-xBzDN framer-majf9k framer-v-majf9k" data-framer-name="Default State" style="--971bz:0px;background-color:rgba(255, 255, 255, 0);height:100%;width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-3tusre" data-framer-name="Hover Wrap Link" data-highlight="true"><div class="framer-1tano9l"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1820" height="1024" sizes="(min-width: 1280px) max(calc(100vw - 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style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">SRE</p></div></div></div><!--/$--></div><div class="framer-1rwlp5c" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">A story about WAL segments, missing events, and the one line of SQL that should have been there from the start.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-04-28T00:00:00.000Z">April 28, 2026 | 7 min read</time></p></div></div></div></a><!--/$--></div></div><!--/$--></div><div class="ssr-variant hidden-xqfman hidden-oe03ot hidden-gf36nj"><!--$--><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 framer-xg43ix" data-border="true" href="./opensearch-workload-management" style="--border-bottom-width:0.5px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0.5px;--border-right-width:0.5px;--border-style:dashed;--border-top-width:0.5px;background-color:var(--token-b2df6ef2-9a14-4d8a-9700-e8b670ab09b4, rgba(255, 255, 255, 0.1));height:100%;width:100%;border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;box-shadow:none"><div class="framer-kru29m" style="border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;opacity:0.03"><div data-framer-background-image-wrapper="true" style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0;background-image:url(https://framerusercontent.com/images/6mcf62RlDfRfU61Yg5vb2pefpi4.png?width=256&amp;height=256);background-repeat:repeat;background-position:left top;border:0;background-size:128px auto"></div></div><div class="framer-10x8fai-container"><div class="framer-xBzDN framer-majf9k framer-v-majf9k" data-framer-name="Default State" style="--971bz:0px;background-color:rgba(255, 255, 255, 0);height:100%;width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-3tusre" data-framer-name="Hover Wrap Link" data-highlight="true"><div class="framer-1tano9l"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1820" height="1024" sizes="(min-width: 1280px) max(30px, max(calc(100vw - 20px) - 0px, 1px)), (min-width: 992px) and (max-width: 1279.98px) max(30px, max(calc(100vw - 20px) - 0px, 1px)), (min-width: 810px) and (max-width: 991.98px) max(30px, max(calc(100vw - 20px) - 0px, 1px)), (min-width: 576px) and (max-width: 809.98px) max(30px, max(calc(100vw - 20px) - 0px, 1px)), (max-width: 575.98px) max(30px, max(calc(max(min(max(min(100vw - 40px, 1440px), 1px), 1440px), 370px) - 20px) - 0px, 1px))" srcset="https://framerusercontent.com/images/gUN1n0hCKLRn0KsArS0btkDzQU.jpg?scale-down-to=512&amp;width=1820&amp;height=1024 512w,https://framerusercontent.com/images/gUN1n0hCKLRn0KsArS0btkDzQU.jpg?scale-down-to=1024&amp;width=1820&amp;height=1024 1024w,https://framerusercontent.com/images/gUN1n0hCKLRn0KsArS0btkDzQU.jpg?width=1820&amp;height=1024 1820w" src="https://framerusercontent.com/images/gUN1n0hCKLRn0KsArS0btkDzQU.jpg?width=1820&amp;height=1024" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div></div><div class="framer-12qry2q-container"><!--$--><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant" style="position:fixed;top:0;left:0;pointer-events:none;z-index:9999;transform:none"><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant"><div class="framer-1i9biuz" data-border="true" data-framer-name="Cursor Wrapper" style="--border-bottom-width:1px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:1px;--border-right-width:1px;--border-style:solid;--border-top-width:1px;backdrop-filter:blur(8px);background-color:var(--token-79c92420-7975-4ece-b5f0-7033685bd715, rgb(247, 247, 247));-webkit-backdrop-filter:blur(8px);border-bottom-left-radius:6px;border-bottom-right-radius:6px;border-top-left-radius:6px;border-top-right-radius:6px;transform:scale(0);transform-origin:0% 0% 0"><div class="framer-1r3jgwo" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--variable-reference-EJs5nImDh-JHLkZ5jDx);--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;--variable-reference-EJs5nImDh-JHLkZ5jDx:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));transform:none"><p dir="auto" class="framer-text" style="--font-selector:SW50ZXItU2VtaUJvbGQ=;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:0.05em;--framer-text-color:var(--extracted-r6o4lv, var(--variable-reference-EJs5nImDh-JHLkZ5jDx))">Read Blog</p></div></div></div></div><!--/$--></div></div></div><div class="framer-i2cbuz" data-framer-name="Content" style="border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-vfulws" data-framer-name="Middle"><div class="framer-1pcegix"><div class="framer-1w17b63" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1c4oif0" data-styles-preset="DJtd02SM4">OpenSearch Workload Management (WLM): How to Control Heavy Search Queries</h5></div></div><div class="framer-ovpo66"><!--$--><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="2412" height="2981" sizes="(min-width: 1280px) max(40px, 30px), (min-width: 992px) and (max-width: 1279.98px) max(40px, 30px), (min-width: 810px) and (max-width: 991.98px) max(40px, 30px), (max-width: 575.98px) max(40px, 30px), (min-width: 576px) and (max-width: 809.98px) max(40px, 30px)" srcset="https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?scale-down-to=1024&amp;width=2412&amp;height=2981 828w,https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?scale-down-to=2048&amp;width=2412&amp;height=2981 1657w,https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?width=2412&amp;height=2981 2412w" src="https://framerusercontent.com/images/bI5Nt16JaZUyxsCk3768iNkEY.jpg?width=2412&amp;height=2981" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-rllawr"><div class="framer-byt38y" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Srivatsa RV</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">SRE @One2N</p></div></div></div><!--/$--></div><div class="framer-1rwlp5c" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Learn how OpenSearch Workload Management (WLM) isolates heavy search queries with workload groups, resource limits, and resiliency modes - without over-provisioning.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-09-10T00:00:00.000Z">September 10, 2026 | 6 min read</time></p></div></div></div></a><!--/$--></div><!--/$--><!--$--><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 framer-xg43ix" data-border="true" href="./how-to-evaluate-ai-sre-agents-for-production" style="--border-bottom-width:0.5px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:0.5px;--border-right-width:0.5px;--border-style:dashed;--border-top-width:0.5px;background-color:var(--token-b2df6ef2-9a14-4d8a-9700-e8b670ab09b4, rgba(255, 255, 255, 0.1));height:100%;width:100%;border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;box-shadow:none"><div class="framer-kru29m" style="border-bottom-left-radius:18px;border-bottom-right-radius:18px;border-top-left-radius:18px;border-top-right-radius:18px;opacity:0.03"><div data-framer-background-image-wrapper="true" style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0;background-image:url(https://framerusercontent.com/images/6mcf62RlDfRfU61Yg5vb2pefpi4.png?width=256&amp;height=256);background-repeat:repeat;background-position:left top;border:0;background-size:128px auto"></div></div><div class="framer-10x8fai-container"><div class="framer-xBzDN framer-majf9k framer-v-majf9k" data-framer-name="Default State" style="--971bz:0px;background-color:rgba(255, 255, 255, 0);height:100%;width:100%;border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-3tusre" data-framer-name="Hover Wrap Link" data-highlight="true"><div class="framer-1tano9l"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1820" height="1024" sizes="(min-width: 1280px) max(calc(100vw - 20px) - 0px, 1px), (min-width: 810px) and (max-width: 991.98px) max(calc(100vw - 20px) - 0px, 1px), (min-width: 992px) and (max-width: 1279.98px) max(calc(100vw - 20px) - 0px, 1px), (max-width: 575.98px) max(calc(max(min(max(min(100vw - 40px, 1440px), 1px), 1440px), 370px) - 20px) - 0px, 1px), (min-width: 576px) and (max-width: 809.98px) max(calc(100vw - 20px) - 0px, 1px)" srcset="https://framerusercontent.com/images/JwnDZqoiustxmB5cNzOsvjCRKw.jpg?scale-down-to=512&amp;width=1820&amp;height=1024 512w,https://framerusercontent.com/images/JwnDZqoiustxmB5cNzOsvjCRKw.jpg?scale-down-to=1024&amp;width=1820&amp;height=1024 1024w,https://framerusercontent.com/images/JwnDZqoiustxmB5cNzOsvjCRKw.jpg?width=1820&amp;height=1024 1820w" src="https://framerusercontent.com/images/JwnDZqoiustxmB5cNzOsvjCRKw.jpg?width=1820&amp;height=1024" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div></div><div class="framer-12qry2q-container"><!--$--><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant" style="position:fixed;top:0;left:0;pointer-events:none;z-index:9999;transform:none"><div class="framer-LWTD5 framer-134bn0u framer-v-198qk3i" data-framer-name="Sample Variant"><div class="framer-1i9biuz" data-border="true" data-framer-name="Cursor Wrapper" style="--border-bottom-width:1px;--border-color:var(--token-ada3f64b-4672-426a-b684-0f8cf10694bb, rgba(170, 170, 170, 0.2));--border-left-width:1px;--border-right-width:1px;--border-style:solid;--border-top-width:1px;backdrop-filter:blur(8px);background-color:var(--token-79c92420-7975-4ece-b5f0-7033685bd715, rgb(247, 247, 247));-webkit-backdrop-filter:blur(8px);border-bottom-left-radius:6px;border-bottom-right-radius:6px;border-top-left-radius:6px;border-top-right-radius:6px;transform:scale(0);transform-origin:0% 0% 0"><div class="framer-1r3jgwo" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--variable-reference-EJs5nImDh-JHLkZ5jDx);--framer-link-text-color:rgb(0, 153, 255);--framer-link-text-decoration:underline;--variable-reference-EJs5nImDh-JHLkZ5jDx:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));transform:none"><p dir="auto" class="framer-text" style="--font-selector:SW50ZXItU2VtaUJvbGQ=;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:0.05em;--framer-text-color:var(--extracted-r6o4lv, var(--variable-reference-EJs5nImDh-JHLkZ5jDx))">Read Blog</p></div></div></div></div><!--/$--></div></div></div><div class="framer-i2cbuz" data-framer-name="Content" style="border-bottom-left-radius:12px;border-bottom-right-radius:12px;border-top-left-radius:12px;border-top-right-radius:12px"><div class="framer-vfulws" data-framer-name="Middle"><div class="framer-1pcegix"><div class="framer-1w17b63" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1c4oif0" data-styles-preset="DJtd02SM4">How to evaluate AI SRE agents for production?</h5></div></div><div class="framer-ovpo66"><!--$--><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="512" height="512" src="https://framerusercontent.com/images/lesrcrGIGBJJc2fd50iGcZzPsc.webp?width=512&amp;height=512" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-rllawr"><div class="framer-byt38y" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Hemant Kumar</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Staff SRE @One2N</p></div></div></div><!--/$--></div><div class="framer-1rwlp5c" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">AI SRE agents promise faster incident response. The hard part is knowing which ones you can trust when production is noisy. This post shares how we evaluated OpenSRE before we let any of them influence a production incident.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-08-11T00:00:00.000Z">August 11, 2026 | 12 min read</time></p></div></div></div></a><!--/$--></div><!--/$--><!--$--><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 framer-xg43ix" data-border="true" 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data-framer-name="Text" data-framer-component-type="RichTextContainer" style="transform:none"><h5 class="framer-text framer-styles-preset-1c4oif0" data-styles-preset="DJtd02SM4">Conway's Law as a lever to fix legacy architectures</h5></div></div><div class="framer-ovpo66"><!--$--><div class="framer-qjdqu9"><div class="framer-1a6p41k" data-framer-name="Mask-Group-36.png" style="border-bottom-left-radius:25px;border-bottom-right-radius:25px;border-top-left-radius:25px;border-top-right-radius:25px"><div style="position:absolute;border-radius:inherit;corner-shape:inherit;top:0;right:0;bottom:0;left:0" data-framer-background-image-wrapper="true"><img decoding="async" width="1700" height="1050" sizes="(min-width: 1280px) 30px, (min-width: 810px) and (max-width: 991.98px) 30px, (min-width: 992px) and (max-width: 1279.98px) 30px, (max-width: 575.98px) 30px, (min-width: 576px) and (max-width: 809.98px) 30px" srcset="https://framerusercontent.com/images/aCrmODcREHH9o8p56ScAUoXmM.jpg?scale-down-to=512&amp;width=1700&amp;height=1050 512w,https://framerusercontent.com/images/aCrmODcREHH9o8p56ScAUoXmM.jpg?scale-down-to=1024&amp;width=1700&amp;height=1050 1024w,https://framerusercontent.com/images/aCrmODcREHH9o8p56ScAUoXmM.jpg?width=1700&amp;height=1050 1700w" src="https://framerusercontent.com/images/aCrmODcREHH9o8p56ScAUoXmM.jpg?width=1700&amp;height=1050" alt style="display:block;width:100%;height:100%;border-radius:inherit;corner-shape:inherit;object-position:center;object-fit:cover"></div></div><div class="framer-rllawr"><div class="framer-byt38y" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, 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style="--extracted-1w1cjl5:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--extracted-l1lhml:&quot;opsz&quot; 14, &quot;wght&quot; 500;transform:none"><h6 class="framer-text" style="--font-selector:SW50ZXItVmFyaWFibGVWRj1JbTl3YzNvaUlERTBMQ0FpZDJkb2RDSWdOVEF3;--framer-font-family:&quot;Inter Variable&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-open-type-features:'ss01' on, 'ss02' on, 'ss03' on, 'ss04' on, 'ss07' on, 'ss08' on;--framer-font-size:13px;--framer-font-variation-axes:var(--extracted-l1lhml, &quot;opsz&quot; 14, &quot;wght&quot; 500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Conway’s law talks about how software architecture mirrors the org chart. Learn what this means in practice and how to use Reverse Conway Maneuver to refactor existing system architectures.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time datetime="2026-07-08T00:00:00.000Z">July 8, 2026 | 6 min read</time></p></div></div></div></a><!--/$--></div><!--/$--><!--$--><div class="framer-6uw2uo-container"><!--$--><a class="framer-tkcHb framer-8sIIR framer-l2r238 framer-v-l2r238 framer-xg43ix" data-border="true" 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data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItNjAw;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:600;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Spandan Ghosh</p></div><div class="framer-1lcrake" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:R0Y7SW50ZXItcmVndWxhcg==;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, 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500);--framer-letter-spacing:-0.03em;--framer-line-height:160%;--framer-text-alignment:left;--framer-text-color:var(--extracted-1w1cjl5, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))">Learn how One2N used Istio Ambient mode to enforce zero-trust security on a flat EKS Hybrid network - with mTLS, SPIFFE identity, egress control, and NetworkPolicies.</h6></div><div class="framer-dhlkcm" data-framer-name="Text" data-framer-component-type="RichTextContainer" style="--extracted-r6o4lv:var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0));--framer-paragraph-spacing:30px;transform:none"><p class="framer-text" style="--font-selector:SW50ZXItTWVkaXVt;--framer-font-family:&quot;Inter&quot;, &quot;Inter Placeholder&quot;, sans-serif;--framer-font-size:12px;--framer-font-weight:500;--framer-letter-spacing:-0.04em;--framer-line-height:130%;--framer-text-color:var(--extracted-r6o4lv, var(--token-e965426b-c169-4a12-8f85-19c3977c15e2, rgb(0, 0, 0)))"><time 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math every engineer should know: a practical guide",{"type":6,"value":9},"SRE Math Essentials: Practical SLO, Error Budget & Reliability Metrics for Engineers",{"type":11,"value":12},"array",[13,15,17,19,21,23],{"type":6,"value":14},"W_bQgWDie",{"type":6,"value":16},"AV4xqsfFl",{"type":6,"value":18},"EZNMOPmkh",{"type":6,"value":20},"IY4tKXRop",{"type":6,"value":22},"pAuECXwCq",{"type":6,"value":24},"wubc4i_y8",{"type":26,"value":27},"responsiveimage",{"src":28,"srcSet":29,"pixelWidth":30,"pixelHeight":31},"https://framerusercontent.com/images/z2u6JRRpvJWw3ySdMhzFyYVJk8.jpg?width=1920&height=1080","https://framerusercontent.com/images/z2u6JRRpvJWw3ySdMhzFyYVJk8.jpg?scale-down-to=512&width=1920&height=1080 512w,https://framerusercontent.com/images/z2u6JRRpvJWw3ySdMhzFyYVJk8.jpg?scale-down-to=1024&width=1920&height=1080 1024w,https://framerusercontent.com/images/z2u6JRRpvJWw3ySdMhzFyYVJk8.jpg?width=1920&height=1080 1920w",1920,1080,{"type":6,"value":33},"8 min read",{"type":11,"value":35},[36],{"type":6,"value":37},"TMDeneQdh",{"type":6,"value":39},"sre-math-every-engineer-should-know-a-practical-guide",{"type":41,"value":42},"date","2025-11-05T00:00:00.000Z",{"type":6,"value":44},"Curious how top engineers keep systems reliable? This guide breaks down the math behind Site Reliability Engineering into simple, real-life examples whether it’s understanding error budgets, decoding percentiles, or making sense of dashboards. Perfect if you want to stop firefighting and start making data-driven, confident decisions on call.",{"type":46,"value":47},"richtext",{"collectionId":48,"pointer":49},"ec8322da-557e-4301-833a-3e146a304bd1default","[1,[4,\"h3\",{\"dir\":\"auto\"},[5,\"Introduction: why math matters in Site Reliability Engineering\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"It is 2 a.m. Your PagerDuty goes off while you see Slack filled with messages from the product team: customers cannot complete their checkout. You open Grafana. The dashboard says average latency is stable at 200 ms. To a casual reader, this looks fine. But your users are feeling the heat with delays, and frustration builds up. \"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"This is a familiar problem in Site Reliability Engineering. Dashboards provide numbers, but numbers alone do not explain the system. Averages, CPU, and throughput plots are misleading if you do not know the math behind them. At One2N, our SRE practice has seen this many times. What separates a reactive engineer from a confident SRE is not more dashboards but the ability to interpret them correctly.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"The math is simple, not academic. Percentiles show you tails that averages hide. Little’s Law ties latency to throughput. Error budgets translate abstract percentages into downtime minutes. Queueing theory explains why systems collapse suddenly at high utilisation. Graph literacy helps you avoid being tricked by clean-looking dashboards. This article brings these concepts together into a single guide.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Percentiles in SRE: why averages hide user pain\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Monitoring tools often default to averages. Averages produce neat, smooth lines that make dashboards easy to read. But averages lie. They erase the very slow requests that cause frustration.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Imagine this case. Your system handles 1,000 requests in about 100 milliseconds each. At the same time, 50 requests take between two and five seconds. The average works out around 200 ms. The graph is flat, steady, and looks perfectly normal. But the 50 users who waited seconds had a broken experience. They are the ones raising tickets, retrying in anger, and leaving the app.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Percentiles capture this distribution more honestly. The \"],[4,\"strong\",null,[5,\"p50 (median)\"]],[5,\" tells you what the middle request saw half faster, half slower. The \"],[4,\"strong\",null,[5,\"p95\"]],[5,\" shows where performance begins to degrade: 5 percent of requests were worse than this point. The \"],[4,\"strong\",null,[5,\"p99\"]],[5,\" reveals the tail: the slowest one percent. In large-scale systems that process thousands of requests per second, that “one percent” still means thousands of unhappy users every minute.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Latency Distribution\"]],[4,\"img\",{\"alt\":\"\",\"width\":\"960\",\"height\":\"540\",\"src\":\"https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg\",\"srcSet\":\"https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?scale-down-to=512&width=1920&height=1080 512w,https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?scale-down-to=1024&width=1920&height=1080 1024w,https://framerusercontent.com/images/ti8Z46LQ4AsykgbNoghCeYepZ90.jpg?width=1920&height=1080 1920w\",\"className\":\"framer-image\",\"style\":{\"aspectRatio\":\"1920 / 1080\"}}],[4,\"p\",{\"dir\":\"auto\"},[4,\"strong\",null,[5,\"Latency distribution: average vs percentiles\"]]],[4,\"p\",{\"dir\":\"auto\"},[5,\"The chart shows how the average (yellow line) stays calm while the p95 and p99 percentiles reveal the painful slow tail. This is why every SRE must speak in percentiles, not averages.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Latency and Throughput: two sides of the same coin\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Latency is the time one request takes. Throughput is the number of requests per second. They are not separate metrics; they are tied together by \"],[4,\"strong\",null,[5,\"Little’s Law\"]],[5,\".\"]],[4,\"p\",{\"dir\":\"auto\"},[4,\"strong\",null,[5,\"L = λ × W\"]]],[4,\"ul\",{\"dir\":\"auto\"},[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[5,\"L = number of concurrent requests in the system\"]]],[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[5,\"λ = arrival rate (req/sec)\"]]],[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[5,\"W = average latency (seconds)\"]]]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Think about a coffee shop. Ten customers arrive every minute. Each stays five minutes. At any given time, there are about 50 people inside. If arrivals double and staff do not, queues form.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Systems behave the same way. As arrival rates push closer to system capacity, latency grows sharply.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Latency vs Load\"]],[4,\"img\",{\"alt\":\"\",\"width\":\"960\",\"height\":\"540\",\"src\":\"https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg\",\"srcSet\":\"https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?scale-down-to=512&width=1920&height=1080 512w,https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?scale-down-to=1024&width=1920&height=1080 1024w,https://framerusercontent.com/images/COtAX6TZqlABjwePLST8UpEtoUA.jpg?width=1920&height=1080 1920w\",\"className\":\"framer-image\",\"style\":{\"aspectRatio\":\"1920 / 1080\"}}],[4,\"p\",{\"dir\":\"auto\"},[4,\"strong\",null,[5,\"Latency grows as arrival rate nears system capacity\"]]],[4,\"p\",{\"dir\":\"auto\"},[5,\"The plot makes the relationship clear. Latency stays low when utilisation is modest, but as arrival rate approaches capacity (200 req/sec), latency shoots upward. This is why SREs at One2N recommend designing for slack aiming for 60–70% utilisation in steady state, not squeezing servers to 95% “efficiency.”\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Error Budgets: turning percentages into downtime minutes\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Service Level Objectives (SLOs) are often expressed as percentages: 99.9%, 99.99%, and so on. These numbers sound good in slides, but they are meaningless until you convert them into real downtime.\"]],[4,\"ul\",{\"dir\":\"auto\"},[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[5,\"99.9% uptime allows about \"],[4,\"strong\",null,[5,\"43 minutes\"]],[5,\" of downtime per month.\"]]],[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[5,\"99.99% allows about \"],[4,\"strong\",null,[5,\"4 minutes\"]],[5,\" per month.\"]]],[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[5,\"99.999% allows only \"],[4,\"strong\",null,[5,\"26 seconds\"]],[5,\" per month.\"]]]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Understanding these numbers changes the way you handle incidents. If you lose an hour to latency or outage in a 99.9% system, the budget is gone for the month. If you are already at the edge of your budget, pushing another risky release could tip you over.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Error budgets connect engineering and business. They tell you when it is safe to release fast and when you must slow down. They keep conversations grounded in math instead of gut feel.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Queueing in SRE: why high utilisation breaks systems\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Even if average latency looks fine and error budgets are intact, queues can change the picture in seconds. Queues form whenever demand gets close to capacity, and the growth is not linear, it is explosive.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"At 50% utilisation, requests pass smoothly. At 80%, queues start to show up. At 90%, even small bursts of traffic push waiting times through the roof. This is why “90% CPU” should not make you feel efficient; it should make you nervous.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"We’ve seen this play out at One2N. Chinmay highlighted in a \"],[2,{\"href\":{\"webPageId\":\"tXTd6NoBn\",\"pathVariables\":{\"jpB3jiD25\":\"just-enough-queuing-theory-to-be-dangerous\"},\"unresolvedPathSlugs\":{\"jpB3jiD25\":{\"collectionItemId\":\"WD_lNesh2\",\"collectionId\":\"wNoK1rHxW\"}}},\"openInNewTab\":false,\"smoothScroll\":false,\"relValues\":[],\"motionChild\":true,\"nodeId\":\"ADzm_ZRdI\",\"scopeId\":\"contentManagement\"},[4,\"a\",null,[5,\"recent talk\"]]],[5,\" that queueing theory is practical, not just theoretical. Understanding these patterns is key to spotting incidents before they grow out of control.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Queueing Delay vs Utilisation\"]],[4,\"img\",{\"alt\":\"\",\"width\":\"960\",\"height\":\"540\",\"src\":\"https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg\",\"srcSet\":\"https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?scale-down-to=512&width=1920&height=1080 512w,https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?scale-down-to=1024&width=1920&height=1080 1024w,https://framerusercontent.com/images/3cty1WrnGA5Bod3u1UG4Mkf7s.jpg?width=1920&height=1080 1920w\",\"className\":\"framer-image\",\"style\":{\"aspectRatio\":\"1920 / 1080\"}}],[4,\"p\",{\"dir\":\"auto\"},[5,\"Waiting time soars near 100% utilisation\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"The curve explains why systems collapse suddenly. Waiting time grows slowly at first, but once utilisation passes ~85–90%, even a small spike in arrivals causes delays to blow up. For SREs, this is the math behind the advice to run with headroom instead of chasing high utilisation.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Graph Literacy: reading dashboards without being fooled\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Even when you track percentiles, throughput, and error budgets, you can still misread dashboards. Graphs are not truth they are a representation. Many incidents are prolonged because engineers trusted the wrong graph.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Common mistakes explained\"]],[4,\"ul\",{\"dir\":\"auto\"},[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[4,\"strong\",null,[5,\"Averages instead of percentiles:\"]],[5,\" A flat average hides the tail. Always ask what kind of metric you are looking at.\"]]],[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[4,\"strong\",null,[5,\"Sampling windows:\"]],[5,\" A one-minute average smooths spikes that are visible on five-second windows. Short windows often show the real stress.\"]]],[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[4,\"strong\",null,[5,\"Axis scale:\"]],[5,\" A log scale compresses big spikes into small bumps. Always check if the axis is linear or log.\"]]],[4,\"li\",{\"data-preset-tag\":\"p\"},[4,\"p\",null,[4,\"strong\",null,[5,\"Heatmaps:\"]],[5,\" They can look calm, but if most of the density is at the top, it signals trouble.\"]]]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"How to build safe habits\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Instead of memorising rules, practice slow thinking when reading graphs. Start by asking what the metric means. Then check the window and the scale. Compare across related metrics: if CPU is flat but latency rises, check the queue length. Finally, match metrics with reality do they explain the user complaints? Graphs only help if they connect back to what customers experience.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Putting it all together: an on-call scenario\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"At 2 a.m., the pager fires. Users cannot check out. Average latency is flat at 200 ms. Without math, you would trust the graph and assume the problem is elsewhere. With SRE math, you follow a better path.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"First, you check percentiles. p95 shows 2 seconds, p99 shows 5 seconds. The tail is red hot. Next, you look at throughput. The system is running at 180 requests per second, close to the 200 req/sec capacity. That explains why queues are forming. You calculate the \"],[2,{\"href\":{\"webPageId\":\"BZt2rFXbw\",\"pathVariables\":{\"KtsjVNpZy\":\"error-budget-calculation-downtime-minutes-for-every-slo\"},\"unresolvedPathSlugs\":{\"KtsjVNpZy\":{\"collectionItemId\":\"upuUGz6Gz\",\"collectionId\":\"ADzm_ZRdI\"}}},\"openInNewTab\":false,\"smoothScroll\":false,\"relValues\":[],\"motionChild\":true,\"nodeId\":\"ADzm_ZRdI\",\"scopeId\":\"contentManagement\"},[4,\"a\",null,[5,\"error budget\"]]],[5,\" impact: if this continues for an hour, the team will burn 60 minutes, more than a month’s allowance for a 99.9% SLO. Finally, you examine queues directly. Depth is climbing, confirming that high utilisation is the root cause.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"Armed with this, you act. You slow down releases because the budget is nearly gone. You add temporary capacity to cut the queues. In the post-incident review, you show your team the percentiles, the throughput vs latency curve, and the queueing math. Everyone leaves with a clearer picture of how the system actually behaves.\"]],[4,\"h3\",{\"dir\":\"auto\"},[5,\"Conclusion: SRE math as a toolkit\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"SRE math is not about complex equations. It is about seeing systems honestly. Percentiles expose the pain hidden by averages. Little’s Law explains why latency rises with load. Error budgets translate uptime into real minutes. Queueing theory warns why high utilisation is unsafe. Graph literacy ensures dashboards tell you the truth.\"]],[4,\"p\",{\"dir\":\"auto\"},[5,\"At One2N, we treat these as essential skills. They make you a better on-call engineer, a stronger teammate, and a clearer decision-maker. Master these basics, and you move from reacting to incidents to understanding them. That is what Site Reliability Engineering is meant to be.\"]]]",{"type":6,"value":51},"Srivatsa RV",{"type":6,"value":53},"SRE math concepts, Site Reliability Engineering, SLO vs SLA vs SLI, Error budget calculation, Reliability metrics, Incident response metrics, MTTD, MTTR, MTBF, System observability, SRE best practices, Cloud reliability engineering, Service uptime and availability, Monitoring and alerting, Engineering dashboards, Production systems 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