You can watch Oodle's Unified AI-assisted debugging experience on youtube. Production is down! You open your laptop and start the familiar dance: An API timeout? Check metrics for the spike, switch to logs for the error, open traces for the slow dependency — three tools, three contexts, one

TL;DR The static, pre-built dashboard is dead. The always-on wallboard you build by hand, then maintain through every reorg and schema change, no longer keeps up. What isn't dead is the view itself: it stops being something you make in advance and becomes something your

TL;DR * The problem: Prometheus is easy to run on one node, but its memory grows with every active time series, so a single server eventually hits a wall. * The scaling paths for running Prometheus at scale, in order of effort: reduce cardinality first, then split load with functional sharding,