"Shipping features faster while minimizing risk? Introducing Progressive Exposure.
Match deployment risk to business tolerance with low, medium & high-risk feature rolls.
Speed is inversely proportional to potential blast radius. Boost team confidence & business transparency #DeploymentStrategy #ProgressiveDelivery #RiskManagement #Engineering"

"ML-powered alerts are only effective when contextual. Explainability isn't a nice-to-have, it's essential. 3 ways to make ML alerts actionable: feature importance, contextual baselines & recent changes correlation #MLOps #Observability #SRE"

Alert fatigue is crippling productivity. Only 3 in 47 daily alerts matter. It's time to move from symptom to impact based alerting and make every alert actionable! Share your on-call horror stories. #SRE #Observability #Engineering #Leadership #OnCall

"Dramatic spikes don't kill user experience, subtle degradations do. Monitor trends, not absolute thresholds, to catch issues 3x faster & prevent 60% more customer-impacting incidents. What's your approach to trend monitoring? Share with us! #Observability #SRE #Performance"

"Don't overlook the slow burn of product performance degradation! Track business outcomes alongside traditional metrics, extend observation windows, and deploy drift detection to catch issues before they impact users #Observability #SRE #Engineering"

Hello everyone just migrating to a new handle, sorry for the spam 😎