PibyThree cut Qliks annual infrastructure spend from $1.08M to $640.5K — a 40% reduction — by shifting from continuous compute to a demand-aligned operating model.

PibyThree eliminated $48K in annual Dataiku infrastructure costs by decommissioning idle GPU clusters and introducing a Kubernetes Node Pool strategy for demand-aligned compute.