To merge EEG datasets, ensure the following:

1. Compatibility: Use the same device, electrode placement, sampling rate, and experimental conditions.

2. Consistency: Match subjects' demographics and cognitive states and apply the same preprocessing protocols.

3. Format: Datasets should have compatible formats and synchronised event markers.

Don't forget to ask experts before merging due to potential statistical issues and increased data noise.