Several people have tried to put ARGO data into Zarr in the cloud. Nick Mortimer of CSIRO (need to get him on this forum) and also someone from France, can’t remember exactly who.
If you’re not dealing with ARGO or gliders, most normal hydrographic data just isn’t very big. FTP servers and other legacy stuff tends to be sufficient. It’s more a problem of discovering and merging data.