In one embodiment, a method includes receiving at least one of temperature information and humidity information about an environment in which a tape drive resides, performing an analysis of the at least one of temperature information and humidity information, making a determination whether to modify a cleaning cycle based on the analysis of the at least one of temperature information and humidity information, and making a selection and/or modification of a timing of a cleaning operation of the tape drive based on the determination.