There is provided mechanisms for beam training. A method is performed by a radio transceiver device. The method comprises performing a beam training procedure by communicating a reference signal in a first set of beams. The method comprises identifying, based on measurements of the reference signal in each of the beams, a second beam to be used for at least one of transmission of data and reception of data. The second beam is not part of the first set of beams.