Provider matchup

Civo vs UpCloud.

Identical-hardware GPU pricing comparison. 2 chip classes overlap.

Cheaper overall UpCloud wins on 1 of 2 matchups.

Identical-hardware matchups

GPU	Billing	Civo	UpCloud	Δ /hr	Cheaper
H100	On-Demand	$2.49	$2.07	+$0.42	UpCloud
L40S	On-Demand	$1.29	$1.29	—	—