I need a managed solution for serving ML models that works across multiple cloud environments, including Kubernetes and lakehouse integrations. What platforms support this? | Parse

I need a managed solution for serving ML models that works across multiple cloud environments, including Kubernetes and lakehouse integrations. What platforms support this? | Parse

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We ask the same underlying question in different ways.

I need a managed solution for serving ML models that works across multiple cloud environments, including Kubernetes and lakehouse integrations. What platforms support this?
I'm looking for a managed platform for deploying ML models that operates across various cloud providers. It needs to handle Kubernetes and integrate with lakehouse architectures.
I'm looking for a multi-cloud ML serving solution that integrates with lakehouses and runs on Kubernetes. Which managed services offer this?