Overcoming GPU Shortages: Hybrid Cloud Strategies for AI Workloads
In theory, Artificial Intelligence is a boon for the industry. In practice, implementation often …

Video data is highly sensitive. Whether it’s internal strategy meetings, confidential investor calls, or patient data in healthcare, the question of where this data is processed and stored is now a strategic decision.
Many streaming platforms use US-based services in the background for transcoding or delivery. However, this poses a problem for European companies: Due to the US Cloud Act, US authorities potentially have access to data stored on servers of US companies, even if they are physically located in Europe. True digital sovereignty means retaining control over the entire stack—from ingest to storage.
Many providers advertise “Hosting in Germany,” but under the hood, they use services like AWS Elemental MediaConvert or Google Cloud Transcoder. This entails risks:
Sovereignty does not mean programming everything yourself. It means orchestrating open-source technologies on a European platform in such a way that there is no dependency on non-European corporations.
Instead of using US transcoding services, we operate FFmpeg-based worker nodes directly in the Kubernetes cluster on European infrastructure (e.g., Hetzner, OVH, or local municipal data centers). The data never leaves the European legal space.
For storing videos, we rely on S3-compatible solutions that are based in Europe or even operated on the cluster itself (e.g., via MinIO). This provides full control over encryption (at-rest) and access protection.
By using protocols like WebRTC (via LiveKit), HLS, and DASH, as well as APIs based on Restreamer, the architecture remains portable. If a data center provider raises its prices or no longer meets compliance requirements, the entire Kubernetes cluster along with the video platform can be moved to another European provider.
Digital sovereignty is no longer a “nice-to-have” in the video sector but a strong market advantage. Companies from regulated industries (finance, insurance, critical infrastructure) are specifically looking for alternatives to US giants. A platform that can guarantee that not a single byte leaves the European legal space gains the trust of these customers. With Kubernetes as a foundation, this sovereignty can be implemented and proven seamlessly.
Is a sovereign solution much more expensive than US cloud services? On the contrary. US cloud providers often charge high fees for their video services (pay-per-minute). By operating on your own or European infrastructure, only the costs for computing power are incurred. At high volumes, self-management is often significantly cheaper.
Does European infrastructure offer the same performance? Absolutely. European providers today offer high-performance network connections and modern hardware (including GPU support) that are perfectly suited for video workloads. Latency is often even better for European viewers because the distances are shorter.
How about security against cyber-attacks? Since you have full control over the stack, you can tailor security tools (WAF, intrusion detection) precisely to your needs. You are not reliant on a US provider to protect your data but implement your own security policies directly in the cluster.
What if I have a global audience? Sovereignty does not mean isolation. For global delivery (content delivery), you can use European CDN providers that have worldwide PoPs (Points of Presence) but are legally anchored in the EU.
In theory, Artificial Intelligence is a boon for the industry. In practice, implementation often …
TL;DR Every online shop, logistics app, and fleet management system requires geocoding: the …
With the pilot project to introduce the AI assistant F13, Saarland is taking a remarkably clear …