Mesos with placement constraints solves this problem. In case of AWS, store the data on an EBS volume, use constraints to dedicate agents with specific hardware

Mesos with placement constraints solves this problem. In case of AWS, store the data on an EBS volume, use constraints to dedicate agents with specific hardware to the DB containers. Always ensure that EBS is available to the agent on which the DB supposed to run. Easy. Same for Kafka, same for Cassandra, you name it...