How do you explain eventual consistency errors to users?

When cloud lag is expected, show syncing, waiting for device, or last-known-state messages instead of generic errors. Include the last successful sync time and a retry action that respects battery and radio cost. For a companion app, show that a valve command is pending at the gateway rather than claiming the device failed.