Passing Synthetics Can Report Healthy SLOs
Synthetic tests passing during an incident doesn't mean your SLOs are healthy. Here's why the gap exists and how to clos...
Read articleLatest Articles
New Relic Traces Behind a Failing Test
How to correlate New Relic distributed traces with failing tests — span linkage, trace IDs in JUnit XML, and triage patt...
Read articleWiring PagerDuty to a Broken Test Suite
Route critical test-suite failures to PagerDuty with real routing rules, webhook payloads, and alert dedup strategies th...
Read articleGrafana Tempo for Tracing Slow Test Runs
Grafana Tempo turns slow test runs into traceable spans. Wire OpenTelemetry into Pytest or JUnit, query Tempo, and cut t...
Read articlePassing Synthetics Can Hide Broken Trace Propagation
Synthetic tests pass while trace context silently breaks. Here's how broken W3C propagation hides in green CI, and how t...
Read articlePassing Traces Hide Incomplete Span Coverage
A passing trace is not a complete trace. Here's how incomplete span coverage silently corrupts your observability signal...
Read articlePassing Synthetics Can Hide Degraded Trace Depth
Passing synthetic tests don't guarantee healthy traces. Here's how degraded span depth hides latency, data loss, and rea...
Read articleDatadog CI Visibility: What It Actually Tracks
Datadog CI Visibility goes beyond pass/fail — here's the telemetry model, real queries, and pitfalls engineers hit when ...
Read articleHow to Create a Testing Dashboard That Works
Build a testing dashboard that surfaces pass/fail trends, flaky tests, and CI traces — with real SQL, Grafana JSON, and ...
Read articleSpan Timing Gaps Hide Latency Regressions
Passing tests can mask latency regressions when span timing gaps go unmeasured. Here's how to instrument, query, and ale...
Read articleAssertion Latency Masks Slow Dependency Failures
Assertion latency hides slow dependency failures in CI. Here's how to instrument, query, and surface the signal before i...
Read articleTrace Coverage Drops in Parallel Test Runs
Parallel test execution silently breaks OpenTelemetry trace coverage. Here's why context propagation fails and how to fi...
Read articleTrace Gap: Test Failures That Outlive Their Spans
When test failures outlive their matching spans, distributed tracing breaks down. Here's how to close the trace gap and ...
Read articleSynthetic Tests as Production Observability
Explore how synthetic tests bridge the gap between testing and production observability for actionable engineering insights.
Read articleTest Failure Triage Using Grafana + Loki
Optimize test failure triage with Grafana and Loki, transforming test data into actionable engineering insights and reducing triage times.
Read articleTesting with Observability: Logs, Metrics, Traces
Integrate logs, metrics, and traces into your testing to turn results into actionable engineering insights.
Read articleThe Three Pillars of Observability Applied to QE
Explore how the three pillars of observability enhance quality engineering with real-world tools and practices.
Read articleConnecting Test Failures to Production Logs
Understand how to link test failures with production logs for actionable insights in modern CI/CD environments.
Read articleDistributed Tracing for Test Failures (OpenTelemetry)
Uncover engineering insights from test failures with distributed tracing using OpenTelemetry.
Read articleAll Observability Articles
- Passing Synthetics Can Report Healthy SLOs
- New Relic Traces Behind a Failing Test
- Wiring PagerDuty to a Broken Test Suite
- Grafana Tempo for Tracing Slow Test Runs
- Passing Synthetics Can Hide Broken Trace Propagation
- Passing Traces Hide Incomplete Span Coverage
- Passing Synthetics Can Hide Degraded Trace Depth
- Datadog CI Visibility: What It Actually Tracks
- How to Create a Testing Dashboard That Works
- Span Timing Gaps Hide Latency Regressions
- Assertion Latency Masks Slow Dependency Failures
- Trace Coverage Drops in Parallel Test Runs
- Trace Gap: Test Failures That Outlive Their Spans
- Synthetic Tests as Production Observability
- Test Failure Triage Using Grafana + Loki
- Testing with Observability: Logs, Metrics, Traces
- The Three Pillars of Observability Applied to QE
- Connecting Test Failures to Production Logs
- Distributed Tracing for Test Failures (OpenTelemetry)
- SLO-Driven Testing: Aligning Tests with Reliability Goals