Amazon EMR now supports placing your EMR master nodes in distinct racks to reduce risk of simultaneous failure
Amazon EMR now supports a spread placement group strategy for clusters with multiple master nodes. You can now launch master nodes across separate underlying hardware to reduce the risk of simultaneous failures that might occur when instances share the same racks. Earlier, master nodes were placed within the same subnet without any placement strategies.
Source:: Amazon AWS