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4 posts tagged with "devops"

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DORA Metrics: The Complete Guide for Engineering Leaders (2026)

· 7 min read
Artur Pan
CTO & Co-Founder at PanDev

According to the 2023 McKinsey developer productivity report, developers spend only 25-30% of their time writing code. The rest disappears into meetings, waiting, and process overhead. DORA metrics exist to make that invisible waste visible — and fixable.

If you're a CTO, VP of Engineering, or Engineering Manager who hasn't adopted DORA yet, you're managing by intuition in an era that demands evidence. This guide covers what each metric measures, how to benchmark your team, how to implement tracking, and the mistakes that make DORA data useless.

From Monthly Releases to Daily Deploys: A Practical Roadmap

· 11 min read
Artur Pan
CTO & Co-Founder at PanDev

The 2023 Accelerate State of DevOps Report found that elite teams deploy on demand, multiple times per day — and have fewer production incidents than teams deploying monthly. After ten years and 36,000+ survey respondents, the data is unambiguous: deploying more often does not mean breaking more things. Yet most teams are stuck in monthly release cycles, treating frequency as risk instead of risk mitigation. Here's a practical roadmap to change that.

MTTR: Why Speed of Recovery Matters More Than Preventing All Failures

· 11 min read
Artur Pan
CTO & Co-Founder at PanDev

Google's Site Reliability Engineering book (2016) popularized a counterintuitive principle: accept failure as inevitable and invest in recovery speed. The DORA research confirmed it with data — the difference between elite and low-performing teams isn't that elite teams have fewer incidents. It's that they recover in under an hour instead of under a week. Every engineering organization invests in preventing failures. Fewer invest in recovering from them quickly. The data says this is backwards.

On-Premise Deployment: PanDev Metrics With Docker and Kubernetes in 30 Minutes

· 9 min read
Artur Pan
CTO & Co-Founder at PanDev

Not every company can send engineering data to the cloud. Regulated industries, government contractors, and security-conscious organizations need their metrics platform on-premise — inside their own network, on their own servers. According to the CNCF Annual Survey, over 80% of organizations now run Kubernetes in production, making container-based on-premise deployment a well-understood operational pattern.

PanDev Metrics supports full on-premise deployment via Docker Compose (for small teams) and Kubernetes with Helm (for larger organizations). This guide covers both paths, including LDAP authentication, TLS certificates, and persistent storage.