Tag: observability
Agentic Observability is Not a Chatbot Over Telemetry
Agentic observability isn’t about removing engineers from the loop. It is about making the loop faster, better informed, and easier to operate at the scale modern systems require. ...
Why Logs, Metrics and Traces Still Don’t Give You Real Observability
If your team can answer the question “Did the system do the right thing?” and not just “Did the system stay up?”, you’re getting close to real observability ...
Why Your AI Agent is a Black Box and How to fix it With OpenTelemetry
You built the agent. It works in testing. Then it hits production and starts giving wrong answers, timing out or burning through your token budget, and you have no idea why. This is ...
More Signal, Less Clarity: The Observability Paradox No One Wants to Talk About
Record observability spending is driving up MTTR. Discover why tool sprawl and excessive dashboard data cause cognitive overload for on-call engineers, and how to fix it ...
Why DORA Metrics Look Different When AI Is Part of Your Development Workflow
DORA metrics have been a reliable compass for engineering teams for over a decade. Deployment frequency, lead time for changes, change failure rate, mean time to recovery, and reliability give teams a ...
AI Agents in CI/CD Pipelines: Speed vs Control in Modern DevOps
The moment you push your code, deployment fires off on its own. The pipeline kicks in, the tests sail through, and within a few minutes your app is live in production. There ...
The “Day 2” AI Problem: Why Standard API Gateways Fail at GenAI Scale
Injecting GenAI into applications is deceptively easy. Need a new chatbot backed by an LLM? Grab an OpenAI API key and you can throw together an MVP in an afternoon. This is ...
OpenTelemetry Graduation Sets Stage for AI Observability
OpenTelemetry just hit graduated status at the CNCF, and the timing matters more than the milestone itself. After years of consolidating what used to be OpenTracing and OpenCensus, the project has quietly ...
Why DevOps Is Critical for Modern Business Resilience
Today’s business world operates in a state of constant change. What the customer wants to buy changes quickly, new competitors appear overnight, and cyber threats are changing faster than ever. In this ...
Observability-Driven Continuous Testing in Cloud-Native DevOps
Observability transforms continuous testing from quality gates into reliability signals. Cloud-native teams ship faster because they know their systems better — traces reveal bottlenecks, synthetics catch regressions and security telemetry prevents breaches. ...
Migration Observability: Measure Meaning, Not Movement
Traditional operational observability focuses on latency, errors, throughput and saturation. Migration observability needs a different category: Semantic drift ...
The Five Biggest Mistakes Organizations Make When Implementing SRE
Akash Thakur | | AIOps, cultural transformation, error budgets, incident response, observability, platform engineering, site reliability engineering, SLO, SRE, toilFrom cargo-culting Google's playbook to rushing AI-powered observability into production before the fundamentals are in place, here's where SRE transformations quietly go wrong, and how to course-correct. ...
