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Another chapter in the GenServer the “rabbit hole” series. No GenServer this time — just logs. But the same principle: the abstraction looks simple, and almost no one realizes they’re using it wrong until the bill arrives. Picture the scene: 2 a.m., a pod restarted and the alert woke someone up. They open Loki, filter by the app label, and the first browser screen looks like this: 12:45:33Z info [InboundWebhook] - Income message: %{"path" => "proxy/977671907166781440/example.cdn.com/v3/openlive/CA2585112_5_2", ...} 12:45:33Z info Sent 200 in 44ms 12:45:33Z warn [ExternalProvider EventWorker] - Event already processed, skipping: "869247060431936_2026-05-21..." 12:45:33Z warn [SetAuthToken] Resource ba8bf8f3-5ceb-4d7d-a318-f0a88e228f41 send token 010000000000003D and AuthToken is not found 12:45:33Z info Sent 200 in 12ms 12:45:33Z warn [ExternalProvider EventWorker] - Event already processed, skipping: "865478070223930_..." 12:45:33Z info Sent 200 in 39ms 12:45:33Z error Error creating resource: "network exception" 12:45:33Z info Sent 200 in 22ms 12:45:33Z warn [SetAuthToken] Resource 38d916e1-1ee7-4f91-9f96-db6ff14c0bd7 send token 0100F68F9DD034FB and AuthToken is not found ... (70+ more lines per second) The window covers 1 second. To understand the restart, you need what happened in the last 5 minutes. Good luck. ...

Continuation of GenServer the “rabbit hole”. If you haven’t read it yet, I recommend going there first — we’ll start from the same genserver_study project and the same concepts of mailbox, supervisor and max_restarts. In the previous article we explored how a “misbehaving” GenServer can shut down the whole supervision tree when it bursts the supervisor’s max_restarts. We showed how messages are lost in the mailbox and how “Let it crash” isn’t exactly a blank check to let processes break randomly. ...

Whenever a tech leader is asked about their team’s performance, two questions lurk underneath: “are we shipping fast?” and “are we shipping well?”. The problem is, without data, the answer becomes a feeling. And feelings vary with the mood of the person answering, the latest Friday-night incident, and how much coffee was at the meeting. 📊 DORA Metrics “A set of four metrics that indicate the performance of a software development team: deployment frequency, lead time for changes, change failure rate, and time to restore service. Together, they provide a balance between speed and stability.” ...

When we explore Elixir’s strengths as a programming language, two stand out compared to other languages on the market: 🚀 3. Concurrency and Scalability Uses actors (processes) for concurrency (each with its own memory and message queue). Millions of processes can run concurrently with low overhead. Built-in tools for distribution across multiple nodes. 🛠 4. Fault-Tolerance and Supervision Trees “Let it crash” philosophy: Failures are expected and isolated. Supervision trees: Automatically restart failing processes, making systems self-healing and resilient. GenServer is an abstraction over the Erlang VM’s process model, shipped by the language core, that connects directly to Elixir’s concurrency and supervision tree features. Because it’s a common pillar in the architecture of Elixir systems, and because it’s covered “prematurely” in the official docs (Client-server communication, OTP Concurrency), newcomers tend to model their first Elixir solutions using the abstraction provided by the GenServer module. It takes a while before the official doc gets to its first disclaimer for the unaware: When (not) to use a GenServer. ...

This is a ritualistic performance in the art of learning new technologies. Developers around the world know the truth: if you dare to write your first lines of code without a Hello World statement, you’re inviting a curse upon your journey. Expect mysterious bugs to infest your codebase, builds to fail without reason, and cryptic errors to appear on line 23 — even if that line doesn’t exist. So, to honor the programming gods, I’m beginning my first Hugo experience with the sacred tradition: a Hello World post. ...