Apple TV remote battery
Replacement
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How to replace the battery in your Apple Remote - Apple Support
Only the older remotes have replaceable batteries. The newer remotes have rechargeable batteries that are not user replaceable. If you have the newer remote make sure it is charged. See the information in the link above.