Building an AI-native CaaS: requirements and strategies for cloud platform builders

29 May 2024 | Research

Gorkem Yigit

Strategy report | PPTX and PDF (6 slides) | Cloud Infrastructure Strategies

"Kubernetes’s role as the standard cloud environment for AI/ML depends on the industry’s ability to address AI/ML-specific needs."


Many organisations have built their IT and network infrastructure on Kubernetes (K8s) and now seek to extend its application to their AI/ML lifecycle operations. However, AI/ML processes and workloads are presenting a range of new requirements and challenges for K8s-based cloud platforms.

Information included in this report

  • An overview of the challenges that AI/ML operations and infrastructure pose to Kubernetes-based cloud platforms
  • Solutions and recommendations for CaaS providers, hardware vendors and open-source communities to overcome these challenges


Log in

Log in to check if this content is included in your content subscription.


Gorkem Yigit

Research Director