You actually named the possible option which are currently available. Either use in-guest iSCSI or physical RDMs. Which method you select is up to you. Personally I'd probably choose the RDM option to remove complexity from the guest OS and benefit from e.g. the ESXi host's multi-pathing capabilities.
André