Ultimately, batteries fade over time, so runtime will reduce as a battery ages. If you've got a vacuum cleaner with replaceable batteries, you can swap out an old one for a new one yourself. If you've got a vacuum cleaner with an integrated battery, you may need to send it for repair to have the battery swapped out.