Yes, you can change the Zigbee channel but all Zigbee devices should be online (connected to power or battery).
I’ve done this many times. If a device was not online and it’s not connecting just run the inclusion again for this device. Some devices you’ll just need to disconnect from Power/Battery to include again, and others you’ll have to reset, but you don’t need to delete the device in HA.
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