In particular the Pangeo project (https://pangeo.io/architecture.html) uses large Zarr stores as a performant format in the cloud which we can analyse in parallel at scale using distributed computing frameworks like dask.
More and more climate science data is being made publicly available as Zarr in the cloud, often through open data partnerships with cloud providers (e.g. on AWS (https://aws.amazon.com/blogs/publicsector/decrease-geospatia...) ERA-5 on GCP(https://cloud.google.com/storage/docs/public-datasets/era5)).
I personally think that the more that common tooling can be shared between scientific disciplines the better.