Contributed Content
Why Responsible AI Isn’t Optional in DevOps — it is the Next Frontier of Ownership
Sundeep Bobba | | accountability, AI in DevOps, automation, CI/CD pipelines, decision-making, governance, leadership, organizational commitment, responsible AI, trust in technologyThe integration of AI in DevOps brings both opportunities and accountability challenges. This article explores the implications of AI decision-making within CI/CD pipelines and emphasizes the need for governance frameworks to ensure ...
Why Data Contracts Need Apache Kafka and Apache Flink
Data contracts prevent breaking schema changes in data pipelines. Learn how Kafka and Flink help specify, implement and enforce them ...
Bot-Driven Development: Redefining DevOps Workflow
Oluwakorede Akinsete | | agile development, AI-powered tools, automation, bot-driven development, BotDD, CI/CD pipeline, devops, intelligent agents, productivity enhancement, software lifecycleExplore the transformative impact of bot-driven development (BotDD) in DevOps, where AI-powered tools drive significant parts of the software lifecycle. Learn how this evolution combines human insight with intelligent automation to enhance ...
What is OPA (Open Policy Agent)?
Open Policy Agent (OPA) is a versatile policy engine designed to handle policy enforcement across cloud infrastructures. It enables users to define and apply policies consistently across a variety of systems, helping ...
The Problem’s Not Your Monitoring Tools, It’s Your Workflow
Dan Roy | | alert fatigue, DevOps workflows, incident response, on-call management, Unified ObservabilityThe real cost of poor observability isn’t just downtime; it’s lost trust, wasted engineering hours, and the strain of constant firefighting. But most teams are still working across fragmented monitoring tools, juggling ...
Top 15 DevOps Trends to Watch in 2026
Launched in 2008, the audio streaming platform Spotify has more than 200 million active users worldwide. Initially, Spotify relied on a homegrown container orchestration system called Helios. In 2017, this became a ...
Bot-Driven Development: Redefining DevOps Workflow
Oluwakorede Akinsete | | agentic AI, AI collaboration, AI in DevOps, AI-powered tools, automation challenges, AWS CodeGuru, bot-driven development, CI/CD pipeline, continuous integration, devops automation, DevOps productivity tools, GitHub Copilot, hybrid model, intelligent agents, operational efficiency, Security in Devops, software lifecycle, workflow reinventionExplore the future of DevOps with bot-driven development (BotDD) that integrates AI-powered tools. Learn how intelligent agents enhance automation, testing, and project management, transforming the software lifecycle ...
Why Responsible AI Isn’t Optional in DevOps – It’s the Next Frontier of Ownership
Sundeep Bobba | | AI accountability, AI automation risks, AI decision-making, AI in DevOps, CI/CD pipelines, DevOps governance, DevOps Leadership, explainable AI, responsible AI, software delivery trustAs AI takes on decision-making roles inside CI/CD pipelines, DevOps teams face a new challenge: Accountability. This article explores why responsible AI governance is now a core DevOps responsibility and a leadership ...
Software Supply Chain Threats Are on the OWASP Top Ten—Yet Nothing Will Change Unless We Do
Joseph M. Saunders | | open source security, OWASP Top 10, SBoM, Software Supply Chain Security, supply chain attacksSoftware supply chain security is steadily moving to the forefront of cybersecurity conversations. In the past, it has been overshadowed by a focus on malware outbreaks, ransomware, endpoint protection, and application vulnerabilities ...
The Four Knobs of AI Agent Reliability: A DevOps Perspective
AI agents aren’t chatbots—they’re systems that act. This guide cuts through the hype to show how DevOps teams can configure, trust, and run AI agents reliably in production ...
Stop Worshipping ‘Global Availability’: A Practical SLI/SLO Bucketing Playbook
Parthiban Rajasekaran | | alert fatigue reduction, availability metrics, bucketed SLIs, DevOps observability, engineering reliability strategy, reliability metrics, site reliability engineering, SLI SLO best practices, SRE monitoringGlobal availability hides real failures. Learn why bucketed SLIs give a truer picture of reliability—and how SRE teams can align alerts with real business impact ...
AWS Sage: Your AI Assistant’s Gateway to the Cloud
Arun Sanna | | AI cloud operations, AWS automation, cloud observability, cross-service intelligence, dependency mapping AWS, DevOps AI assistants, incident investigation AI, MCP Server, Model Context ProtocolAWS Sage is an open-source MCP server that gives AI assistants unified, intelligent access to AWS with cross-service discovery, dependency mapping, impact analysis, and automated incident investigation ...
