How to Instrument Go Without Changing a Single Line of Code

talk: How to Instrument Go Without Changing a Single Line of Code

Zero-touch observability for Go is finally becoming real. In this talk, we walk through the different strategies you can use to instrument Go applications without changing a single line of code, and what they cost you in terms of overhead, stability, and security. We compare several concrete approaches and projects: eBPF-based auto-instrumentation using OpenTelemetry’s Go auto-instrumentation agent and OBI (OpenTelemetry eBPF Instrumentation), compile-time manipulation using tools like Orchestrion and the OpenTelemetry Compile-Time Instrumentation SIG, runtime injection via Frida/ptrace, and USDT (User Statically-Defined Tracing) probes — both via libstapsdt and a custom Go runtime fork. ...

February 1, 2026 · 1 min · 204 words · map[email:kakkoyun@gmail.com name:Kemal Akkoyun]
How to Reliably Measure Software Performance

talk: How to Reliably Measure Software Performance

Measuring software performance reliably is remarkably difficult. It’s a specialized version of a more general problem: trying to find a signal in a world full of noise. A benchmark that reports a 5% improvement might just be measuring thermal throttling, noisy neighbors, or the phase of the moon. In this talk, we walk through the full stack of reliable performance measurement — from controlling your benchmarking environment (bare metal instances, CPU affinity, disabling SMT and dynamic frequency scaling) to designing benchmarks that are both representative and repeatable. We cover the statistical methods needed to interpret results correctly (hypothesis testing, change point detection) and show how to integrate continuous benchmarking into development workflows so regressions are caught before they reach production. ...

February 1, 2026 · 1 min · 209 words · map[email:kakkoyun@gmail.com name:Kemal Akkoyun]
Unleashing the Go Toolchain

talk: Unleashing the Go Toolchain

The -toolexec flag hides a super-power in the Go toolchain: it lets you turn every go build into a programmable pipeline. In this session we’ll reveal how a simple wrapper command can inject custom analysis, code generation, and instrumentation—without changing a line of application code. You’ll see how platform and tooling teams use -toolexec to weave organisation-wide practices directly into the build, from enforcing error-handling standards to automatically adding observability hooks. We’ll map the journey from a “hello-world” wrapper to full Aspect-Oriented compile-time transformations, and discuss the trade-offs that come with this new power. ...

August 14, 2025 · 1 min · 188 words · map[email:kakkoyun@gmail.com name:Kemal Akkoyun]
Best Practices and Pitfalls of Instrumenting Your Cloud-Native Application

talk: Best Practices and Pitfalls of Instrumenting Your Cloud-Native Application

Observability is crucial for understanding how your application operates in real-time. Among various observability signals—such as logs, traces, and continuous profiling—metrics play a significant role. They provide sampled measurements throughout the system, essential for ensuring service quality, improving performance, scalability, debuggability, security, and enabling real-time, actionable alerting. Building observable applications begins with proper instrumentation. While the Prometheus ecosystem offers tools that simplify this process, there are still numerous opportunities for mistakes or misuse. ...

November 8, 2022 · 1 min · 174 words · map[email:kakkoyun@gmail.com name:Kemal Akkoyun]
Story of Correlation - Integrating Thanos Metrics with Observability Signals

talk: Story of Correlation - Integrating Thanos Metrics with Observability Signals

The CNCF Incubated Thanos project with the large open-source community continues to push boundaries regarding observability and monitoring using Prometheus-based metrics. Together with the Prometheus community, it improves the metric story for Kubernetes clusters and beyond. Things like improved performance, better scalability, debuggability, security, metrics backfilling and query QoS is only the tip of the iceberg. As we know, observability nowadays comes in many flavours. Bunching them together is not a trivial side, given many shapes and collection points. Aside from metrics, we have logs, traces or even continuous profiling. In this talk, Kemal and Bartek, Thanos maintainers, after a quick overview of Thanos, will explain how Thanos can be integrated with those non-metric observability signals. The audience will learn an example, end-to-end ways to correlate multiple observability backends with Thanos for enhanced observability and monitoring experience. ...

June 15, 2022 · 1 min · 153 words · map[email:kakkoyun@gmail.com name:Kemal Akkoyun]