MIManjunath Irukullainthree-snippets.hashnode.dev·Jul 14, 2025 · 8 min readStill Think Observability = Logs + Metrics + Traces? Welcome to 2025.I used to think observability was just about collecting more data. I was wrong. For years, an extensive mental model has quietly guided our understanding of system health: Logs + Metrics + Traces = Observability. It’s an intuitive equation, born from...00
MIManjunath Irukullainthree-snippets.hashnode.dev·Jul 8, 2025 · 3 min readBuilding Self-Healing Systems: What Dynatrace’s Observability Strategy Gets RightIn the world of distributed systems, microservices, and AI-powered infrastructure, the age of passive monitoring is over. We’re entering the era of self-healing systems where observability doesn’t just tell you what went wrong it tells you why and he...00
MIManjunath Irukullaindevopsmanju.hashnode.dev·Apr 22, 2025 · 2 min readFrom Playlist Frustration to Building a Solution: Starting the Journey (Day 1 Setup)Leaving Spotify recently brought an unexpected frustration: realizing I'd left behind countless hours of curating playlists. Those specific tracks in that specific order... they felt lost. Checking out SaaS options to transfer them felt disproportion...00
MIManjunath Irukullainthree-snippets.hashnode.dev·Jan 21, 2025 · 4 min readWhy LLM Observability is Crucial for Managing AI and Machine Learning ModelsAs large language models (LLMs) like GPT-4 and similar AI systems revolutionize industries, their deployment comes with challenges. Ensuring performance, reliability, and ethical compliance is critical, yet traditional monitoring tools fall short of ...00
MIManjunath Irukullainthree-snippets.hashnode.dev·Jan 20, 2025 · 4 min readThe Cost of Poor Observability and How to Fix ItImagine this: Your application is facing performance degradation, users are complaining, and your team is scrambling to find the issue. Hours turn into days, impacting your revenue, reputation, and team morale. This is the hidden cost of poor observa...00
