Hi Outerbounds! I've been looking at your product for some time. I am currently evaluating different solutions A few high level questions: • If I'm not mistaken, you do not natively offer tools like experiment tracking, model registry, or model monitoring, correct? Are those typically integrated as point solutions in parallel to the outerbounds platform? Or am I mistaken and you do offer these capabilities? • Are there any special requirements to integrate these with Outerbounds/Metaflow? • How could the platform help me standardize model development, pipeline, and model serving workflows if I my company is multicloud? Thanks!

Hello! Metaflow/Outerbounds includes support for tracking and monitor via cards. There are implementations maintained by weights&biases, comet.ml, evidently and many others - if you are looking for a platform that integrates with external solutions. Wherever needed, we are able to offer a seamless integration like this one with datadog. Outerbounds has native support for multi-cloud. You can easily orchestrate workloads that span multi-region, multi-cloud including on-prem infrastructure. If it would be helpful, I am happy to walk you through what that entails

Awesome thanks a lot for your reply. I might take you up on that, I’ll get back to you. One last question: are there features and integrations that are only accessible on AWS? And not on GCP for example? Cheers

We have feature parity across all clouds. We haven’t publicly exposed an equivalent high performance GCS client like we have for S3.