The present disclosure provides a number of techniques for personalization of spatial audio across a plurality of systems. A participant media system participating in a session may generate two outputs: personalized audio data and depersonalized audio data. When a spectator attempts to spectate the session, a media sharing platform may distribute shared depersonalized audio data to the spectator system. Based on this shared depersonalized audio data, the spectator media system can personalized the audio data to cause an endpoint device to render spectator personalized audio based on HRTF data for the spectator. Accordingly, the spectator personalized audio is personalized and allows a rich, immersive spectating experience that overcome drawbacks associated with receiving personalized audio from participant systems.