In this episode of Voices of Video, we explore what really happens when video platforms introduce hardware acceleration into existing production workflows. Many engineering teams do not start by asking for acceleration. They begin by stretching CPU-based video workflows – adding instances, tuning encoding presets, and scaling infrastructure that already works. Eventually, however, cost, density, and operational complexity force a different conversation. Dominique Vosters from Scalstrm explains how video platforms introduce hardware-accelerated transcoding in practice: what actually changes when acceleration is introduced, what parts of the workflow remain stable, and why many successful deployments run VPU-powered transcoding alongside existing CPU infrastructure before migrating production workloads. We also examine how orchestration layers, resilient software architecture, and incremental rollout strategies help engineering teams adopt new compute models without destabilizing live video operations. This conversation is intended for video engineers, streaming platform architects, and infrastructure teams designing scalable, cost-efficient video delivery systems.