Unify traces, metrics, and logs with OpenTelemetry. Instrumentation, sampling, and backend-agnostic pipelines.
OpenTelemetry gives you a single, vendor-neutral way to emit traces, metrics, and logs. Here’s how to adopt it.
const { NodeSDK } = require('@opentelemetry/sdk-node');
const { getNodeAutoInstrumentations } = require('@opentelemetry/auto-instrumentations-node');
const sdk = new NodeSDK({
traceExporter: myExporter,
metricReader: myMetricReader,
instrumentations: [getNodeAutoInstrumentations()],
});
sdk.start();
Start with one service and one backend; then roll out and add more signals.
Get the latest tutorials, guides, and insights on AI, DevOps, Cloud, and Infrastructure delivered directly to your inbox.
Concrete systemd unit patterns that reduced flakiness: restart policies, resource limits, and structured logs.
A real story of removing console-only changes, adding drift detection, and getting Terraform back in charge.
Explore more articles in this category
How to write postmortems that lead to real improvements, not just documentation theater. Includes a template and real examples.
A real walkthrough of shrinking bloated Docker images from 1.2GB to 240MB using multi-stage builds, Alpine, and dependency auditing.
A practical artifact promotion guide for CI/CD teams that were tired of hearing 'it passed in staging' after production behaved differently because the release was rebuilt.