observability

RSS

61
The Flaky Test Confession: “We All Know We’re Ignoring Test Failures”cloudbees.com
Flaky tests silently erode CI reliability, waste compute and developer time, and let real bugs slip into production. The post quantifies the cost (≈2.5 % of developer time, $5.67 per manual investigation vs $0.02 for auto‑rerun) and critiques common band‑aid approaches (retries, quarantine, manual triage). It argues that visibility—detecting flaky tests, predictive test selection, and automated t…
Codeshipcloudbees.com1mo5 min
62
CloudBees Smart Tests Helps Leading Software Company Double Release Velocity by Saving 40K Testing Hours in One Year cloudbees.com
The article compares several test‑intelligence products, highlighting CloudBees Smart Tests as a CI‑agnostic solution that allegedly saved a company 40 K testing hours and doubled release velocity. It also outlines the trade‑offs of coverage‑based, ML‑driven, and flaky‑test‑focused tools.
Codeshipcloudbees.com1mo10 min
63
Understand the top paths users take to convert or drop off with Journey Paths datadoghq.com
Datadog’s Journey Paths visualizes the most common sequences users follow through a defined flow, letting you rank converted vs. dropped‑off paths, spot detours or dead ends, and drill into the underlying user segments with Conversion Analysis, Session Replay, and RUM. It’s a UI‑level feature that augments funnel percentages with concrete path data, but the post offers no implementation details o…
Datadogdatadoghq.comAdam Virani, Sharon Ye1d4 min
64
Who Owns AI-Generated Code Failures?cloudbees.com
AI‑generated code breaks the traditional chain of ownership: developers merge PRs they didn’t write, reviewers approve logic they didn’t originate, and QA validates tests chosen by a model. A CloudBees survey shows 81% of firms see more production failures from AI code, and accountability often drifts upward to CTO/VP. The post argues role‑based accountability isn’t enough; you need end‑to‑end tr…
Codeshipcloudbees.comCloudBees Team12d4 min
65
Health Check-up for Your Jenkins cloudbees.com
Kohsuke Kawaguchi outlines a few low‑effort ways to keep a Jenkins instance healthy: use jconsole to watch old‑gen heap usage, the Monitoring plugin (or Nagios) to record HTTP latency and queue length, inspect thread dumps for slow pages, and review the built‑in load chart to spot agent under‑/over‑utilisation.
Codeshipcloudbees.comKohsuke Kawaguchi1mo3 min
66
Everything is green. Nothing is ready.cloudbees.com
CloudBees Unify is a control‑plane layer that aggregates data from existing CI/CD, security, and release tools to give a single delivery record. It claims to improve test efficiency (98 → 30 min) and enforce governance policies across pipelines, with an AI assistant for incident triage. The post is a product‑focused webinar recap with limited technical depth.
Codeshipcloudbees.com1mo5 min
67
Your REST APIs are not the problem, but your monitoring strategy might be sitepoint.com
Most API monitoring only checks HTTP status, missing content and workflow errors. The article urges field‑level validation, chained‑call testing, and multi‑region checks to catch silent failures.
SitePointsitepoint.com22h3 min
68
Deployments now show billable duration and CPU minutes vercel.com
Vercel added billable duration and CPU‑minutes metrics to deployment views (dashboard, `vc inspect`, and REST API). Billable duration = build + post‑build time rounded up to the next minute; CPU minutes = billable duration × vCPU count. CLI v59.23.1+ shows a breakdown (e.g., 5m 9s build, 3m 21s post‑build → 9 min billable → 270 CPU‑minutes on a 30 vCPU machine).
Vercelvercel.comMehul Kar15h1 minrelease
69
KubeCon + CloudNativeCon North America 2026: Your Week in Salt Lake City cncf.io
KubeCon + CloudNativeCon NA 2026 runs Nov 9‑12 in Salt Lake City, offering four days of keynotes, breakout sessions, maintainer tracks, and co‑located events covering Kubernetes, AI, observability, security, and platform engineering. In‑person attendance (All‑Access Pass) is needed for hands‑on ContribFests and CNCF‑hosted events; recordings will be posted later.
CNCFcncf.ioepower11d6 min
70
Elastic Stack 9.5.4 released elastic.co
Elastic Stack 9.5.4 has been released. The post only advises upgrading from 9.5.3 and points to release notes for details.
Elasticelastic.coadrian brown7d1 minrelease
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Five CI Tools, One Control Plane: Finally Answer “What’s Going On?”cloudbees.com
CloudBees Unify is a control‑plane overlay that connects existing CI tools (GitHub Actions, Jenkins, GitLab, Bitbucket, CloudBees CI) to provide a single dashboard, centralized policy enforcement, audit trails, and artifact lineage without requiring migration of pipelines. The post outlines a 30‑60‑90‑day rollout plan and the expected benefits for platform teams.
Codeshipcloudbees.comLiz Ryan1mo3 min
72
Introducing AI First Responder: The Next Step in CloudBees’ AI Journey cloudbees.com
CloudBees announced AI First Responder (AIFR), an AI‑powered incident‑triage assistant that lives in Slack and leverages the CloudBees Unify control plane and its knowledge graph. AIFR claims to summarize logs, suggest root causes, and optionally trigger GitOps remediation, all while logging actions for governance. The feature is in limited preview and available to a design‑partner program.
Codeshipcloudbees.com1mo2 minrelease