Devops
30 articles
What Are Cloud Native Buildpacks for Container Images?
In the last 14 months, Cloud Native Buildpacks projects shipped 27 releases across components including the pack CLI (11) and buildpacks/github-actions (16), according to Heroku .
New Relic's AI Observability for Proactive Monitoring
Engineers currently lose a staggering 33% of their time to 'reactive firefighting,' according to New Relic .
What is Containerization and Why Does It Matter for Enterprise Software?
Red Hat principal software engineer Sally O’Malley recently released Tank OS, an open-source tool for deploying and managing complex AI agents like OpenClaw within containers.
What are MLOps Principles for the Machine Learning Model Lifecycle?
Despite significant investment in artificial intelligence, a majority of organizations that build machine learning (ML) pilots fail to deploy or maintain their models in production environments due to
What Are the Core Principles of Microservices Architecture for Scalability?
Companies implementing microservices reported a 31% increase in development team productivity and a 28% reduction in time-to-market for new features, according to Frontegg .
What is Platform Engineering as Product Infrastructure in Software Development?
By 2026, 80 percent of software engineering organizations are predicted to have dedicated platform teams building Internal Developer Platforms (IDPs), according to Humanitec .
What is Serverless Computing Architecture and Its Use Cases?
While AWS Lambda offers a free tier of one million requests and 400,000 GB-seconds per month, practical application often requires an additional API Gateway.
What Are Microservices Architecture Principles and Benefits?
A staggering 64% of enterprises have reported development cycle reductions between 35% and 40% after adopting serverless, a pattern often seen with microservices, according to Infosys .
What are MLOps principles for AI model deployment and management?
In 2020, 55% of businesses actively using machine learning had not yet produced a model; 18% required over 90 days for deployment.
What Is Serverless Computing and Why Does It Matter for Businesses?
For many businesses, the monthly costs for using Amazon ECS with Fargate might be 49% lower than traditional server-based Amazon EC2 and Amazon RDS setups, according to Arxiv .
What Are MLOps Principles for Machine Learning Lifecycle Management?
Despite MLOps' critical role in preventing production failures like training-serving skew and ensuring auditability for regulations such as the EU AI Act , many companies adopt its guidelines graduall
Top 5 Best Traceability Software Platforms for Engineering Teams
Despite companies spending millions annually on traceability software, 60% of engineering leaders report their current solutions are underutilized or actively hinder productivity due to complexity.
What Are Best Practices for Scalable Microservices Architectures?
To truly scale, engineering teams must become fully autonomous, treating each microservice as an independent application — a shift that redefines traditional development structures.
What is Serverless Computing? Benefits and Challenges
Serverless computing adoption is nearing 20% this year, a figure slightly below prior expectations, revealing a nuanced reality behind the hype.
What is a DORA Metrics Guide for Optimizing Software Performance?
Elite software development teams are twice as likely to meet organizational performance targets, according to Getdx .
Leading Cloud-Native Tools for Scaling AI Apps in 2026
A recent industry report indicates 60% of developers using AI coding agents report increased code output, yet 35% express concerns about the quality of the generated code.
What Are the Core Principles of Cloud Native Development?
On November 1, 2019, Alibaba's distributed system processed an astonishing 2.
AWS DevOps Agent Update Boosts Software Release Efficiency
AWS's DevOps Agent now autonomously reviews and tests code changes, deciding their production readiness without human intervention.
What Are The Principles of DevOps and Why Do They Matter?
While many organizations prioritize artificial intelligence (AI) initiatives, 70% of them find their success hinges on a less visible factor: DevOps maturity, according to Perforce .
AI Engineering Intelligence Platforms for Smarter Software Development
Despite a 70% reported increase in code velocity from AI tools, only 30% of companies fully integrate these platforms.
What Is Azure DevOps Economics for Your Software Engineering Career?
A basic Azure DevOps license with test plans costs over $50 per user per month, a recurring expense that often surprises developers.
Coders Now Refuse Work Without AI Tools, Shifting Industry Norms
A recent survey found 70% of software engineers would consider leaving their job if AI coding tools were removed, according to DevOps Institute.
What is Microservices Architecture for Scalable Apps?
At Amazon, engineers deploy circuit breakers and fallback mechanisms to prevent failures from cascading through their vast microservices architecture.
What Are MLOps Principles for AI Deployment and Their Risks?
A single misconfiguration in an MLOps pipeline can compromise credentials, cause severe financial losses, damage public trust, and poison critical training data, according to arxiv research.
xAI launches Grok Build, its AI coding agent
xAI's new Grok Build coding agent, currently in early beta, features an underlying model that scored 70.
What Is Software-Defined Everything and Why Does It Matter for IT Infrastructure?
By 2025, the global software-defined anything (SDx) market is projected for gradual growth, yet an underlying shift towards outcome-based software pricing, rather than per-seat licenses, signals a far
What Are DevSecOps Principles for SDLC Security?
Incorporating security measures early in the software development lifecycle proactively identifies and addresses potential issues, significantly reducing the cost of fixing vulnerabilities later, acco
Platform Engineer Hiring Skills for 2026
By 2026, a platform engineer's core responsibilities will include coordinating fleets of autonomous AI agents and managing diverse model portfolios, marking a significant shift from today's infrastruc
What is GKE and how does its free tier help modern deployment?
Google Kubernetes Engine (GKE) now supports clusters with up to 65,000 nodes, a scale that redefines capabilities for modern software deployment in 2026.
AI PR Automation Capabilities for Engineering Teams
A recent DevOps Institute Report found 60% of engineering teams identify pull request review as a major bottleneck.