Systems and methods are provided for separation of a high purity hydrogen stream from methane pyrolysis effluents when using a plurality of adsorbent beds. The methods can allow for increased recovery of hydrogen from the methane pyrolysis effluent while maintaining a target purity for the hydrogen product stream of 98.0 vol % or more.