Building Elasticity into a Legacy platform
At Splunk, our transition from a customer-hosted, on-premise model to a cloud-native architecture brought fundamental challenges — both technical and cultural. One of the earliest and most pressing concerns was infrastructure cost. As a company historically dependent on customers provisioning their own compute, we faced a steep learning curve in operating and scaling workloads efficiently in the cloud. Meanwhile, competitors were already cloud-native — built from the ground up for elasticity and low operational overhead....