A method, non-transitory computer readable medium, and device that assists with reducing initialization duration and performance impact during configuration of storage drives includes identifying a plurality of new storage drives in a storage system. Next, one or more zeroed out storage drives is identified from the identified plurality of new storage drives based on information present in a data portion of each the identified plurality of new storage drives. A volume group comprising the identified one or more zeroed out drives is created and this created volume group is provided for data operation.