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Insights & Research

DevOps & Platform Engineering

Platform · Observability · Delivery · Golden Paths

Platform engineering as a product, golden paths teams actually adopt, and observability built before the incident that would have justified it.

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Progressive Delivery for Teams That Fear Deployment — MNB Technology

If deployment feels risky, the usual response is deploying less often. The better fix is making each deployment smaller and more reversible, not rarer.

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Platform Engineering vs DevOps: A Practical Boundary — MNB Technology

The terms are used almost interchangeably in job titles and vendor marketing. Here is the practical distinction that actually matters for how you organise teams.

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The On-Call Rotation That Doesn't Burn Out Your Best Engineer — MNB Technology

A badly designed on-call rotation quietly drives out your most reliable engineer first. Here is what a sustainable rotation actually requires.

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Observability Before You Need It (Not After the Incident) — MNB Technology

Observability investment is usually reactive, added after an incident proved it was missing. The teams with the calmest incidents built it in advance instead.

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Internal Developer Portals: Build, Buy, or Don't Bother — MNB Technology

An internal developer portal can be a genuine productivity multiplier or an expensive, unused dashboard. The difference comes down to one honest readiness question.

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Infrastructure as Code Drift Is a Process Failure, Not a Tooling One — MNB Technology

Infrastructure drift from declared state keeps happening even with mature IaC tooling in place. The cause is almost always process, not the tool.

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The Golden Path That Actually Gets Adopted — MNB Technology

Most internal golden paths are built, launched, and then quietly ignored. Here is what separates the ones teams genuinely choose to use.

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GitOps Promised Simplicity and Delivered a New Kind of Sprawl — MNB Technology

GitOps genuinely improves deployment consistency. It also, left unmanaged, produces its own form of repository and configuration sprawl.

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DORA Metrics Are Being Gamed and Nobody's Checking — MNB Technology

Deployment frequency and lead time are easy to game once they become a target. Here is how that happens and how to measure delivery performance honestly.

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The Real Reason Your Deployment Frequency Plateaued — MNB Technology

Deployment frequency usually climbs fast early on, then plateaus. The plateau is almost always a specific, identifiable bottleneck, not a ceiling.

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Chaos Engineering Without a Blameless Culture Is Just Chaos — MNB Technology

Chaos engineering only works as a learning exercise. Introduce it into a blame-heavy culture and it becomes a source of fear, not resilience.

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