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class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#encoding-your-ownership">Encoding your ownership</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#routing-errors">Routing errors</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#1-extract-team-from-stack-trace">1. Extract team from stack trace</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#2-tag-team-on-error">2. Tag team on error</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#defining-fallbacks">Defining fallbacks</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#summary">Summary</a></li></ul></div></div><div class="lg:max-w-[788px] grow flex flex-col gap-4 lg:gap-10" id="content-top"><div class="flex flex-col gap-4"><div class="flex flex-col gap-2"><h1 class="text-h3 text-balance">Organizing ownership: How we assign errors in our monolith</h1></div><div class="flex flex-col gap-2 md:flex-row justify-between mt-auto"><div class="flex items-center gap-2"><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"></div><a class="text-body-sm-emphasis leading-[1.1] w-min sm:w-auto transition hover:text-alarmalade-500" href="/blog/author/martha">Martha Lambert</a></span></div><div class="text-body-sm text-content-secondary">November 18, 2024<span> — <!-- -->7 min read</span></div></div></div><div class="relative"><span class="relative overflow-hidden block align-top transition-opacity opacity-0 w-full rounded-lg"><img alt="" width="2400" height="1350" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent;view-transition-name:blog-organizing-ownership-how-we-assign-errors-in-our-monolith" sizes="100vw" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=60&q=75 60w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=64&q=75 64w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=96&q=75 96w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=128&q=75 128w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75 256w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=384&q=75 384w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Feaf4e4537f2366128145e55f513b472795a77e4a-2400x1350.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=3840&q=75"/></span></div><div class="prose prose-orange text-body max-w-none mb-6"><p class="">At incident.io, we run on a monolith.</p><p class="">This brings a whole load of benefits that we don’t want to give up any time soon. We don’t have to worry about the speed of internal network requests, complex deployments, or optimizing work that touches multiple services.</p><p class="">This blog post isn’t about the relative benefits of monoliths though (<a href="https://incident.io/blog/monolith" target="_blank" rel="noopener noreferrer" class="">but we’ve written more about that here if you are interested</a>)!</p><p class="">Ownership in monoliths is tricky.</p><p class="">Telling the right people about errors is really important. No-one wants to be paged up in the middle of the night for code that they don’t have context on! Micro-services naturally provide clear boundaries between code, but in a monolith it can feel like everything is in the same big bucket, without a sense of who owns things.</p><p class="">In this post, I’ll share exactly how we link our code to the team that owns it, so errors and alerting are routed to the right place with minimal maintenance burden. It’s changes like this that allow us to keep moving quickly and enjoying working with our monolith, as our organization and codebase continues to scale.</p><h2 id="defining-ownership" class=""><a class="heading-link" href="#defining-ownership"><span class="icon icon-link"></span></a>Defining ownership</h2><p class="">What is the highest level of abstraction in your codebase that can reasonably be assigned to a single team?</p><p class="">To have clear and easily traceable ownership we want to divide our codebase up into chunks that can sensibly be assigned to a single team.</p><p class="">For us, the core business logic in our codebase is split up in a few ways, each with ownership assigned to a single team.</p><ol><li><strong>Apps</strong> <code>/apps/...</code> ****These are any applications that we run separately to our monolith server. This includes our status page Vercel app, or our React web dashboard</li><li><strong>Packages</strong> <code>/server/app/...</code> Core backend packages grouping a single feature or section of business behavior. This could be follow-ups, custom fields, or billing</li><li><strong>Integrations</strong> <code>/server/integrations/...</code> Any integrations with external providers. For us this includes Sentry, Jira, Datadog, etc.</li></ol><p class="">Every single one of the subfolders in these packages should be assigned to a single team.</p><p class="">If you’re splitting up ownership for the first time this will be difficult. Newer features have clear dividing lines, but older code, or shared packages can be more political. Getting together as a team and agreeing on an initial ownership that balances pager load and context is the best way to get to an agreement.</p><p class="">Lower level packages that contain application logic or control how your code is run don’t need to be assigned, since they’re always called by some higher level code in our packages that do have owners assigned.</p><h2 id="encoding-your-ownership" class=""><a class="heading-link" href="#encoding-your-ownership"><span class="icon icon-link"></span></a>Encoding your ownership</h2><p class="">Now that we have clear definitions of ownership within our codebase, we need to define it.</p><p class="">For us, this looks like having a single required <code>module</code> file in the root of each subfolder. We write these in <code>jsonnet</code>, but you can use any language you prefer.</p><pre class="refractor language-go"><code class="language-go"><span class="token comment">// module.jsonnet</span>
|
||
<span class="token punctuation">{</span>
|
||
name<span class="token punctuation">:</span> std<span class="token punctuation">.</span>thisFile<span class="token punctuation">,</span>
|
||
<span class="token comment">// Owner is the team that owns this package - all errors will be routed to them </span>
|
||
owner<span class="token punctuation">:</span> <span class="token char">'on-call'</span><span class="token punctuation">,</span>
|
||
<span class="token comment">// Criticality is how important is this package for customers</span>
|
||
<span class="token comment">// We’ll define rules around required reviewers or test coverage based on this</span>
|
||
criticality<span class="token punctuation">:</span> <span class="token char">'medium'</span><span class="token punctuation">,</span>
|
||
<span class="token comment">// Features are a list of real customer facing features this package powers</span>
|
||
<span class="token comment">// So we can connect our backend packages to what our customers understand. </span>
|
||
features<span class="token punctuation">:</span> <span class="token punctuation">[</span>
|
||
<span class="token char">'holidays'</span><span class="token punctuation">,</span>
|
||
'on<span class="token operator">-</span>call<span class="token operator">-</span>pay'<span class="token punctuation">,</span>
|
||
<span class="token punctuation">]</span><span class="token punctuation">,</span>
|
||
<span class="token punctuation">}</span></code></pre><p class=""><strong>Make these </strong><code>module</code><strong> files required.</strong> Every one of our “features” must have an owning team. We have a CI step that ensures every single package we care about has clear ownership, meaning if someone adds a new feature package, there is no way of them forgetting to tag it.</p><pre class="refractor language-sh"><code class="language-sh"><span class="token assign-left variable">MUST_HAVE_OWNERS</span><span class="token operator">=</span><span class="token punctuation">(</span>
|
||
apps/*
|
||
server/app/*
|
||
server/integrations/*
|
||
<span class="token punctuation">)</span></code></pre><p class=""><strong>Roll up these values into a single</strong> <code>CODEOWNERS</code> <strong>file</strong></p><p class="">To easily search for the owner of a particular package, we want to roll up all these package ownerships into a single file.</p><pre class="refractor language-go"><code class="language-go"><span class="token comment">// CODEOWNERS</span>
|
||
|
||
<span class="token operator">/</span>server<span class="token operator">/</span>app<span class="token operator">/</span>action @incident<span class="token operator">-</span>io<span class="token operator">/</span>response
|
||
<span class="token operator">/</span>server<span class="token operator">/</span>app<span class="token operator">/</span>ai @incident<span class="token operator">-</span>io<span class="token operator">/</span>post<span class="token operator">-</span>incident
|
||
<span class="token operator">/</span>server<span class="token operator">/</span>app<span class="token operator">/</span>alert @incident<span class="token operator">-</span>io<span class="token operator">/</span>on<span class="token operator">-</span>call</code></pre><p class="">Write a script that searches for all <code>module</code> files and drops the package along with the owner into this file, and run it in CI.</p><h2 id="routing-errors" class=""><a class="heading-link" href="#routing-errors"><span class="icon icon-link"></span></a>Routing errors</h2><p class="">Application errors are sent from code, to monitoring tooling (like Sentry) to alerting tooling (like incident.io).</p><p class="">To correctly route our errors, and make decisions about how to handle them, and who to page, we need to have a team tagged on it as soon as it leaves our app.</p><p class="">We’ve just defined clear owners for each of our packages, so our next step is to apply this to any errors that we’re throwing.</p><h3 id="1-extract-team-from-stack-trace" class=""><a class="heading-link" href="#1-extract-team-from-stack-trace"><span class="icon icon-link"></span></a>1. Extract team from stack trace</h3><p class="">When errors leave our app, we want to assign a particular team in our error wrapping middleware (where you normally might apply tags, format your error, and send it to the right place). Our aim is to apply the correct tags so our error knows where to go in its onward journey.</p><p class="">We want to find the lowest level team assignment we can, since that is closest to the root of the problem, so we’ll keep recursively searching until we get there.</p><pre class="refractor language-go"><code class="language-go"><span class="token comment">// InferMetadata uses the module owners and feature lists to determine for a given error,</span>
|
||
<span class="token comment">// which team is responsible and what is impacted.</span>
|
||
<span class="token keyword">func</span> <span class="token function">InferMetadata</span><span class="token punctuation">(</span>ctx context<span class="token punctuation">.</span>Context<span class="token punctuation">,</span> err <span class="token builtin">error</span><span class="token punctuation">)</span> <span class="token punctuation">(</span>team <span class="token operator">*</span><span class="token builtin">string</span><span class="token punctuation">,</span> resultErr <span class="token builtin">error</span><span class="token punctuation">)</span> <span class="token punctuation">{</span>
|
||
<span class="token comment">// Recursively search down our error stack</span>
|
||
<span class="token comment">// We want to always assign the team that has the deepest error</span>
|
||
<span class="token comment">// So we unwrap our error and find the team assigned to that</span>
|
||
childTeam <span class="token operator">:=</span> <span class="token function">InferMetadata</span><span class="token punctuation">(</span>ctx<span class="token punctuation">,</span> <span class="token function">Unwrap</span><span class="token punctuation">(</span>err<span class="token punctuation">)</span><span class="token punctuation">)</span>
|
||
|
||
<span class="token comment">// If we found a team attached to the child of our error, let's use that </span>
|
||
<span class="token keyword">if</span> childTeam <span class="token operator">!=</span> <span class="token boolean">nil</span> <span class="token punctuation">{</span>
|
||
<span class="token keyword">return</span> childTeam
|
||
<span class="token punctuation">}</span>
|
||
|
||
<span class="token comment">// Otherwise lets find the team for the current level of error we're on and use that</span>
|
||
<span class="token keyword">return</span> <span class="token function">findTeam</span><span class="token punctuation">(</span>err<span class="token punctuation">)</span>
|
||
<span class="token punctuation">}</span>
|
||
|
||
<span class="token comment">// findOwner takes an error and finds the lowest level team</span>
|
||
<span class="token comment">// That owns the package it came from</span>
|
||
<span class="token keyword">func</span> <span class="token function">findOwner</span><span class="token punctuation">(</span>ctx context<span class="token punctuation">.</span>Context<span class="token punctuation">,</span> err <span class="token builtin">error</span><span class="token punctuation">)</span> <span class="token punctuation">(</span>team <span class="token operator">*</span><span class="token builtin">string</span><span class="token punctuation">)</span> <span class="token punctuation">{</span>
|
||
frames <span class="token operator">:=</span> err<span class="token punctuation">.</span><span class="token function">StackTrace</span><span class="token punctuation">(</span><span class="token punctuation">)</span>
|
||
|
||
<span class="token comment">// Go through each error frame and calculate the owning team</span>
|
||
<span class="token keyword">for</span> <span class="token boolean">_</span><span class="token punctuation">,</span> frame <span class="token operator">:=</span> <span class="token keyword">range</span> frames <span class="token punctuation">{</span>
|
||
<span class="token comment">// 1. Find source file from our error frame</span>
|
||
<span class="token comment">// 2. Find entries in CODEOWNERS where the owned package exists in our source file path</span>
|
||
<span class="token comment">// 3. Pick an owner by finding the packages which are involved in our source file path</span>
|
||
<span class="token punctuation">}</span>
|
||
<span class="token punctuation">}</span>
|
||
</code></pre><h3 id="2-tag-team-on-error" class=""><a class="heading-link" href="#2-tag-team-on-error"><span class="icon icon-link"></span></a>2. Tag team on error</h3><p class="">Next, we assign the team we identify to all errors that we’re sending outside of our app.</p><p class="">Use whatever the standard approach for tagging your errors or logs are, to add another tag that can be parsed in your monitoring or alerting tooling.</p><pre class="refractor language-go"><code class="language-go"><span class="token comment">// team_override allows us to manually override the team on a particular error if needed</span>
|
||
<span class="token keyword">if</span> fields<span class="token punctuation">[</span><span class="token string">"team_override"</span><span class="token punctuation">]</span> <span class="token operator">!=</span> <span class="token boolean">nil</span> <span class="token punctuation">{</span>
|
||
fields<span class="token punctuation">[</span><span class="token string">"team"</span><span class="token punctuation">]</span> <span class="token operator">=</span> fields<span class="token punctuation">[</span><span class="token string">"team_override"</span><span class="token punctuation">]</span>
|
||
<span class="token punctuation">}</span> <span class="token keyword">else</span> <span class="token keyword">if</span> team <span class="token operator">!=</span> <span class="token boolean">nil</span> <span class="token punctuation">{</span>
|
||
fields<span class="token punctuation">[</span><span class="token string">"team"</span><span class="token punctuation">]</span> <span class="token operator">=</span> <span class="token operator">*</span>team
|
||
<span class="token punctuation">}</span></code></pre><h2 id="defining-fallbacks" class=""><a class="heading-link" href="#defining-fallbacks"><span class="icon icon-link"></span></a>Defining fallbacks</h2><p class="">Your routing should always be best effort. Whilst most of your errors will come from your tagged modules, it’s essential that you don’t drop errors that don’t nicely fit into your defined ownership.</p><p class="">There will be scenarios where you can’t find a team, and it’s important to handle them in the rest of your stack.</p><p class="">For us, that looks like routing any unowned alerts to our <code>On-call</code> team in our alerting tooling (incident.io). You might want to handle the case where no team is assigned differently in the different places you handle your errors, so I’d recommend leaving these unowned errors unassigned as they leave your app, and treating this field as optional when you’re rooting them.</p><h2 id="summary" class=""><a class="heading-link" href="#summary"><span class="icon icon-link"></span></a>Summary</h2><p class="">Monoliths can be great, but having all your code running in a single place can make defining ownership tricky.</p><p class="">By breaking our codebase into clearly defined chunks, and enforcing ownership by a specific team, automated error routing can be really easy. The maintenance burden is tiny for this - it just works! Enforcing ownership through CI and monitoring tooling means it’s impossible for someone to write new code and forget to assign it to themselves.</p><p class="">Tagging errors by team means routing them is smooth, reducing the burden on on-call engineers and keeping things ticking. It’s this system that allows us to scale while still enjoying the benefits of our monolith.</p></div><div class="flex justify-between"><div class="flex gap-3"></div><div class="flex gap-6"><button title="Bluesky" class="relative"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512" class="shrink-0 size-6 text-content-primary transition-colors hover:text-alarmalade-500"><path fill="currentColor" d="M407.8 294.7c-3.3-.4-6.7-.8-10-1.3 3.4.4 6.7.9 10 1.3M288 227.1c-26.1-50.7-97.1-145.2-163.1-191.8C61.6-9.4 37.5-1.7 21.6 5.5 3.3 13.8 0 41.9 0 58.4S9.1 194 15 213.9c19.5 65.7 89.1 87.9 153.2 80.7 3.3-.5 6.6-.9 10-1.4-3.3.5-6.6 1-10 1.4-93.9 14-177.3 48.2-67.9 169.9C220.6 589.1 265.1 437.8 288 361.1c22.9 76.7 49.2 222.5 185.6 103.4 102.4-103.4 28.1-156-65.8-169.9-3.3-.4-6.7-.8-10-1.3 3.4.4 6.7.9 10 1.3 64.1 7.1 133.6-15.1 153.2-80.7C566.9 194 576 75 576 58.4s-3.3-44.7-21.6-52.9c-15.8-7.1-40-14.9-103.2 29.8C385.1 81.9 314.1 176.4 288 227.1"></path></svg></button><button 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srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fa7e8493e76844447f158be56ed4ee232ac4a39d3-500x500.png%3Fw%3D250%26h%3D250%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fa7e8493e76844447f158be56ed4ee232ac4a39d3-500x500.png%3Fw%3D250%26h%3D250%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fa7e8493e76844447f158be56ed4ee232ac4a39d3-500x500.png%3Fw%3D250%26h%3D250%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=640&q=75"/></span><div class="text-pretty"><div class="text-content-primary text-body-emphasis">Martha Lambert</div><div class="text-alarmalade-600 text-body-xs">Product Engineer</div></div></div><a class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] border border-stroke-primary hover:border-stroke-hover text-content-primary dark:text-white text-body-emphasis h-[41px] px-4 py-2 max-sm:w-full" href="/blog/author/martha">View more<!-- --> <span class="hidden sm:inline">from <!-- -->Martha</span><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="none" class="transition ease-in-out inline-block size-5 group-hover/button:translate-x-1"><path d="M12.8 8.59965H3.00002C2.66882 8.59965 2.40002 8.33085 2.40002 7.99965C2.40002 7.66845 2.66882 7.39965 3.00002 7.39965H12.8C13.1312 7.39965 13.4 7.66845 13.4 7.99965C13.4 8.33085 13.1312 8.59965 12.8 8.59965Z" fill="currentColor"></path><path d="M9.60002 11.9996C9.53122 11.9996 9.46082 11.9876 9.39202 11.9628C9.08082 11.8476 8.92242 11.5028 9.03682 11.1924C9.66242 9.49645 10.7328 8.53005 11.5816 8.00045C10.7328 7.47085 9.66322 6.50445 9.03682 4.80845C8.92162 4.49725 9.08082 4.15245 9.39202 4.03805C9.70322 3.92125 10.048 4.08285 10.1624 4.39325C11.0656 6.84205 13.0656 7.39805 13.1496 7.42045C13.4144 7.49085 13.5992 7.73085 13.5976 8.00365C13.596 8.27725 13.412 8.51565 13.1464 8.58285C13.0648 8.60445 11.0656 9.16045 10.1624 11.6092C10.0728 11.8516 9.84402 12.0012 9.59922 12.0012L9.60002 11.9996Z" fill="currentColor"></path></svg></a></div></div></div></section><section class="flex flex-col gap-6"><div class="flex flex-col md:flex-row justify-between gap-4"><h2 class="text-h3">See related articles</h2><a class="relative gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] bg-surface-secondary hover:bg-surface-tertiary active:bg-surface-quaternary text-content-primary text-body-emphasis h-[41px] px-4 py-2 hidden md:block" href="/blog">View all<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="none" class="transition ease-in-out inline-block size-5 group-hover/button:translate-x-1"><path d="M12.8 8.59965H3.00002C2.66882 8.59965 2.40002 8.33085 2.40002 7.99965C2.40002 7.66845 2.66882 7.39965 3.00002 7.39965H12.8C13.1312 7.39965 13.4 7.66845 13.4 7.99965C13.4 8.33085 13.1312 8.59965 12.8 8.59965Z" fill="currentColor"></path><path d="M9.60002 11.9996C9.53122 11.9996 9.46082 11.9876 9.39202 11.9628C9.08082 11.8476 8.92242 11.5028 9.03682 11.1924C9.66242 9.49645 10.7328 8.53005 11.5816 8.00045C10.7328 7.47085 9.66322 6.50445 9.03682 4.80845C8.92162 4.49725 9.08082 4.15245 9.39202 4.03805C9.70322 3.92125 10.048 4.08285 10.1624 4.39325C11.0656 6.84205 13.0656 7.39805 13.1496 7.42045C13.4144 7.49085 13.5992 7.73085 13.5976 8.00365C13.596 8.27725 13.412 8.51565 13.1464 8.58285C13.0648 8.60445 11.0656 9.16045 10.1624 11.6092C10.0728 11.8516 9.84402 12.0012 9.59922 12.0012L9.60002 11.9996Z" fill="currentColor"></path></svg></a></div><div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-8 md:gap-4"><a id="59bb806c-b2d4-4e43-ac1a-ce346a36d81d" class="group flex flex-col" href="/blog/interning-at-incident-io-rate-limiting-resiliently"><div class="bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video"><span class="block align-top w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [&_img]:transition-all [&_img]:rounded-lg group-hover:[&_img]:rounded"><img alt="Interning at incident.io: rate limiting, resiliently" loading="lazy" width="2400" height="1285" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F4208ab8bacb5b3cde27465ad8764fa7cd5e30895-2400x1285.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=3840&q=75 1x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F4208ab8bacb5b3cde27465ad8764fa7cd5e30895-2400x1285.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=3840&q=75"/></span></div><div class="max-w-[546px] grow flex flex-col gap-2"><h3 class="text-h4 text-pretty">Interning at incident.io: rate limiting, resiliently</h3><p class="text-body-sm line-clamp-2">Our rate limiter depends on Valkey. If Valkey goes down we fail open and stop limiting which isn't good enough for our platform. As an intern, I built per-pod in-memory top-k buffers so we keep rate limiting even with the backing store gone.</p><div class="flex flex-wrap items-center gap-x-4 gap-y-1"><div class="flex items-center gap-2 flex-wrap"><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"><span class="relative overflow-hidden block align-top"><img alt="Anthony Oparaocha" loading="lazy" width="100" height="100" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F1fa50382fde41588c782aac0b86b8a96df63e21b-4672x7008.jpg%3Frect%3D650%2C357%2C3335%2C3335%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=128&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F1fa50382fde41588c782aac0b86b8a96df63e21b-4672x7008.jpg%3Frect%3D650%2C357%2C3335%2C3335%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F1fa50382fde41588c782aac0b86b8a96df63e21b-4672x7008.jpg%3Frect%3D650%2C357%2C3335%2C3335%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75"/></span></div><span class="text-body-sm-emphasis leading-[1.1]">Anthony Oparaocha</span></span></div><div class="text-body-sm text-content-secondary">September 2, 2026</div></div></div></a><a id="f3ee3736-294b-4170-a14c-04abb899cc18" class="group flex flex-col" href="/blog/we-turned-off-pub-sub-and-nobody-noticed"><div class="bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video"><span class="block align-top w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [&_img]:transition-all [&_img]:rounded-lg group-hover:[&_img]:rounded"><img alt="We turned off Pub/Sub and nobody noticed" loading="lazy" width="2400" height="1285" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F02b1cabbed39c62eed6a6372f44b9b11b416c4f4-2400x1285.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=3840&q=75 1x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F02b1cabbed39c62eed6a6372f44b9b11b416c4f4-2400x1285.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=3840&q=75"/></span></div><div class="max-w-[546px] grow flex flex-col gap-2"><h3 class="text-h4 text-pretty">We turned off Pub/Sub and nobody noticed</h3><p class="text-body-sm line-clamp-2">Our entire event-driven platform ran through a single message broker, which made it a single point of failure. So we added a second one.
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This is the story of building an event load balancer, the queuing theory behind it, and the final chaos test where we turned off Pub/Sub in production and nobody noticed.</p><div class="flex flex-wrap items-center gap-x-4 gap-y-1"><div class="flex items-center gap-2 flex-wrap"><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"><span class="relative overflow-hidden block align-top"><img alt="Patrick Hamann" loading="lazy" width="100" height="100" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F8dbc717422b0562befb8ccc5c9399be570787e9f-1369x1369.png%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=128&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F8dbc717422b0562befb8ccc5c9399be570787e9f-1369x1369.png%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F8dbc717422b0562befb8ccc5c9399be570787e9f-1369x1369.png%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75"/></span></div><span class="text-body-sm-emphasis leading-[1.1]">Patrick Hamann</span><div class="text-body-sm-emphasis text-content-tertiary grow">+</div></span><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"><span class="relative overflow-hidden block align-top"><img alt="Mike Fisher" loading="lazy" width="100" height="100" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F03534500cc455a88eb475ec447557953e2db55c7-512x512.jpg%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=128&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F03534500cc455a88eb475ec447557953e2db55c7-512x512.jpg%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F03534500cc455a88eb475ec447557953e2db55c7-512x512.jpg%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75"/></span></div><span class="text-body-sm-emphasis leading-[1.1]">Mike Fisher</span></span></div><div class="text-body-sm text-content-secondary">August 11, 2026</div></div></div></a><a id="c2f628cf-31ed-4847-9b2e-35efdafa9f58" class="group flex flex-col" href="/blog/dont-add-a-read-replica-until-youve-read-this"><div class="bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video"><span class="block align-top w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [&_img]:transition-all [&_img]:rounded-lg group-hover:[&_img]:rounded"><img alt="Don't add a read replica until you've read this" loading="lazy" width="2400" height="1285" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F77427469f4daa51f1385e3d50b13a277e1fe26b9-2400x1285.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=3840&q=75 1x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F77427469f4daa51f1385e3d50b13a277e1fe26b9-2400x1285.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=3840&q=75"/></span></div><div class="max-w-[546px] grow flex flex-col gap-2"><h3 class="text-h4 text-pretty">Don't add a read replica until you've read this</h3><p class="text-body-sm line-clamp-2">Our learnings from implementing a product-wide read replica migrations, including some useful patterns for routing queries to replica and primary</p><div class="flex flex-wrap items-center gap-x-4 gap-y-1"><div class="flex items-center gap-2 flex-wrap"><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"><span class="relative overflow-hidden block align-top"><img alt="Johanna Larsson" loading="lazy" width="100" height="100" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ff709cea28f7dc0c0a60e669c17c07edf7f72143f-2435x3328.jpg%3Frect%3D0%2C447%2C2435%2C2435%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=128&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ff709cea28f7dc0c0a60e669c17c07edf7f72143f-2435x3328.jpg%3Frect%3D0%2C447%2C2435%2C2435%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ff709cea28f7dc0c0a60e669c17c07edf7f72143f-2435x3328.jpg%3Frect%3D0%2C447%2C2435%2C2435%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&w=256&q=75"/></span></div><span class="text-body-sm-emphasis leading-[1.1]">Johanna Larsson</span></span></div><div class="text-body-sm text-content-secondary">July 21, 2026</div></div></div></a></div><a class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] bg-surface-secondary hover:bg-surface-tertiary 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14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z" fill="#F25533"></path></svg>All-in-one incident management</li><li class="flex gap-1"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="21" viewBox="0 0 20 21" fill="none" class="mt-0.5"><path d="M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 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Getting together as a team and agreeing on an initial ownership that balances pager load and context is the best way to get to an agreement.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c5c9a11b2724\",\"_type\":\"block\",\"children\":[{\"_key\":\"d0ccd30f2e4a0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Lower level packages that contain application logic or control how your code is run don’t need to be assigned, since they’re always called by some higher level code in our packages that do have owners assigned.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7cd317513f5a\",\"_type\":\"block\",\"children\":[{\"_key\":\"8bf8a8d3bf770\",\"_type\":\"span\",\"marks\":[],\"text\":\"Encoding your ownership\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-encoding-your-ownership\",\"slug\":\"encoding-your-ownership\"}],\"style\":\"h2\"},{\"_key\":\"1a49a558ed0c\",\"_type\":\"block\",\"children\":[{\"_key\":\"88264c67559b0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now that we have clear definitions of ownership within our codebase, we need to define it.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d9cfb5fa1d29\",\"_type\":\"block\",\"children\":[{\"_key\":\"87f7b734824b0\",\"_type\":\"span\",\"marks\":[],\"text\":\"For us, this looks like having a single required \"},{\"_key\":\"87f7b734824b1\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"module\"},{\"_key\":\"87f7b734824b2\",\"_type\":\"span\",\"marks\":[],\"text\":\" file in the root of each subfolder. 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We have a CI step that ensures every single package we care about has clear ownership, meaning if someone adds a new feature package, there is no way of them forgetting to tag it.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"dadbb66da577\",\"_type\":\"code\",\"code\":\"MUST_HAVE_OWNERS=(\\n apps/*\\n server/app/*\\n server/integrations/*\\n)\",\"language\":\"sh\",\"markDefs\":null},{\"_key\":\"2b70e6244ba6\",\"_type\":\"block\",\"children\":[{\"_key\":\"3483153988c80\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"Roll up these values into a single\"},{\"_key\":\"3483153988c81\",\"_type\":\"span\",\"marks\":[],\"text\":\" \"},{\"_key\":\"3483153988c82\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"CODEOWNERS\"},{\"_key\":\"3483153988c83\",\"_type\":\"span\",\"marks\":[],\"text\":\" \"},{\"_key\":\"3483153988c84\",\"_type\":\"span\",\"marks\":[\"strong\"],\"text\":\"file\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3b745e7d96b7\",\"_type\":\"block\",\"children\":[{\"_key\":\"c10fb33e03f10\",\"_type\":\"span\",\"marks\":[],\"text\":\"To easily search for the owner of a particular package, we want to roll up all these package ownerships into a single file.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c640b516c1eb\",\"_type\":\"code\",\"code\":\"// CODEOWNERS\\n\\n/server/app/action @incident-io/response\\n/server/app/ai @incident-io/post-incident\\n/server/app/alert @incident-io/on-call\",\"language\":\"golang\",\"markDefs\":null},{\"_key\":\"921cfc128164\",\"_type\":\"block\",\"children\":[{\"_key\":\"79497f3035f50\",\"_type\":\"span\",\"marks\":[],\"text\":\"Write a script that searches for all \"},{\"_key\":\"79497f3035f51\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"module\"},{\"_key\":\"79497f3035f52\",\"_type\":\"span\",\"marks\":[],\"text\":\" files and drops the package along with the owner into this file, and run it in CI.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ec9e036ee89f\",\"_type\":\"block\",\"children\":[{\"_key\":\"7287238909c10\",\"_type\":\"span\",\"marks\":[],\"text\":\"Routing errors\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-routing-errors\",\"slug\":\"routing-errors\"}],\"style\":\"h2\"},{\"_key\":\"5c45a5a06b7d\",\"_type\":\"block\",\"children\":[{\"_key\":\"c95202c0f1d00\",\"_type\":\"span\",\"marks\":[],\"text\":\"Application errors are sent from code, to monitoring tooling (like Sentry) to alerting tooling (like incident.io).\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a51a48864ca8\",\"_type\":\"block\",\"children\":[{\"_key\":\"657503da8a700\",\"_type\":\"span\",\"marks\":[],\"text\":\"To correctly route our errors, and make decisions about how to handle them, and who to page, we need to have a team tagged on it as soon as it leaves our app.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1971925870e2\",\"_type\":\"block\",\"children\":[{\"_key\":\"cecb826563650\",\"_type\":\"span\",\"marks\":[],\"text\":\"We’ve just defined clear owners for each of our packages, so our next step is to apply this to any errors that we’re throwing.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"d19dac85510e\",\"_type\":\"block\",\"children\":[{\"_key\":\"2c169efa5af70\",\"_type\":\"span\",\"marks\":[],\"text\":\"1. Extract team from stack trace\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-1-extract-team-from-stack-trace\",\"slug\":\"1-extract-team-from-stack-trace\"}],\"style\":\"h3\"},{\"_key\":\"9e8da14fcb51\",\"_type\":\"block\",\"children\":[{\"_key\":\"c6fcd9d7aa1c0\",\"_type\":\"span\",\"marks\":[],\"text\":\"When errors leave our app, we want to assign a particular team in our error wrapping middleware (where you normally might apply tags, format your error, and send it to the right place). Our aim is to apply the correct tags so our error knows where to go in its onward journey.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3705c9ea6a56\",\"_type\":\"block\",\"children\":[{\"_key\":\"075637c181410\",\"_type\":\"span\",\"marks\":[],\"text\":\"We want to find the lowest level team assignment we can, since that is closest to the root of the problem, so we’ll keep recursively searching until we get there.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"041b5901beb6\",\"_type\":\"code\",\"code\":\"$32\",\"language\":\"golang\",\"markDefs\":null},{\"_key\":\"abc859172c00\",\"_type\":\"block\",\"children\":[{\"_key\":\"6924658bf9a60\",\"_type\":\"span\",\"marks\":[],\"text\":\"2. Tag team on error\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-2-tag-team-on-error\",\"slug\":\"2-tag-team-on-error\"}],\"style\":\"h3\"},{\"_key\":\"25b5d278455f\",\"_type\":\"block\",\"children\":[{\"_key\":\"f46cd0be8ed00\",\"_type\":\"span\",\"marks\":[],\"text\":\"Next, we assign the team we identify to all errors that we’re sending outside of our app.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e6973b60228d\",\"_type\":\"block\",\"children\":[{\"_key\":\"664e85a700120\",\"_type\":\"span\",\"marks\":[],\"text\":\"Use whatever the standard approach for tagging your errors or logs are, to add another tag that can be parsed in your monitoring or alerting tooling.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8f38e52259d0\",\"_type\":\"code\",\"code\":\"// team_override allows us to manually override the team on a particular error if needed\\nif fields[\\\"team_override\\\"] != nil {\\n\\tfields[\\\"team\\\"] = fields[\\\"team_override\\\"]\\n} else if team != nil {\\n\\tfields[\\\"team\\\"] = *team\\n}\",\"language\":\"golang\",\"markDefs\":null},{\"_key\":\"a30444e0fcc6\",\"_type\":\"block\",\"children\":[{\"_key\":\"9a309d29b9f80\",\"_type\":\"span\",\"marks\":[],\"text\":\"Defining fallbacks\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-defining-fallbacks\",\"slug\":\"defining-fallbacks\"}],\"style\":\"h2\"},{\"_key\":\"55e3053ac149\",\"_type\":\"block\",\"children\":[{\"_key\":\"e146599ed8330\",\"_type\":\"span\",\"marks\":[],\"text\":\"Your routing should always be best effort. Whilst most of your errors will come from your tagged modules, it’s essential that you don’t drop errors that don’t nicely fit into your defined ownership.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c18b1e41b773\",\"_type\":\"block\",\"children\":[{\"_key\":\"f320830e45550\",\"_type\":\"span\",\"marks\":[],\"text\":\"There will be scenarios where you can’t find a team, and it’s important to handle them in the rest of your stack.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"db082e2c3c1b\",\"_type\":\"block\",\"children\":[{\"_key\":\"55394e9dba1c0\",\"_type\":\"span\",\"marks\":[],\"text\":\"For us, that looks like routing any unowned alerts to our \"},{\"_key\":\"55394e9dba1c1\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"On-call\"},{\"_key\":\"55394e9dba1c2\",\"_type\":\"span\",\"marks\":[],\"text\":\" team in our alerting tooling (incident.io). You might want to handle the case where no team is assigned differently in the different places you handle your errors, so I’d recommend leaving these unowned errors unassigned as they leave your app, and treating this field as optional when you’re rooting them.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"2db500558ae9\",\"_type\":\"block\",\"children\":[{\"_key\":\"72b094ef6b250\",\"_type\":\"span\",\"marks\":[],\"text\":\"Summary\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-summary\",\"slug\":\"summary\"}],\"style\":\"h2\"},{\"_key\":\"d8d99d8893a0\",\"_type\":\"block\",\"children\":[{\"_key\":\"cc5f1b46d9280\",\"_type\":\"span\",\"marks\":[],\"text\":\"Monoliths can be great, but having all your code running in a single place can make defining ownership tricky.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8a9d3dd8ed18\",\"_type\":\"block\",\"children\":[{\"_key\":\"b78415b7ef760\",\"_type\":\"span\",\"marks\":[],\"text\":\"By breaking our codebase into clearly defined chunks, and enforcing ownership by a specific team, automated error routing can be really easy. The maintenance burden is tiny for this - it just works! Enforcing ownership through CI and monitoring tooling means it’s impossible for someone to write new code and forget to assign it to themselves.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c0ff40a3d19c\",\"_type\":\"block\",\"children\":[{\"_key\":\"4f8727fef0310\",\"_type\":\"span\",\"marks\":[],\"text\":\"Tagging errors by team means routing them is smooth, reducing the burden on on-call engineers and keeping things ticking. It’s this system that allows us to scale while still enjoying the benefits of our monolith.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"category\":{\"id\":\"engineering\",\"name\":\"Engineering\"},\"date\":\"2024-11-18T16:04:00.000Z\",\"description\":\"At incident.io, we streamline our monolith by assigning clear ownership to chunks of code and enforcing it with CI checks. 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