- The most well-known version of "Do You See What I See" was sung by the American soprano Beverly Sills in 1953. Her recording popularized the song and became widely recognized.
- The Carpenters, a renowned musical duo, later covered "Do You See What I See" in their 1970 Christmas album, "Christmas Portrait." Their version also gained significant popularity.
- Perry Como, a prominent American singer, recorded "Do You See What I See" for his 1959 Christmas album titled "Como's Christmas Songs."
- Other artists who have recorded the song include Johnny Mathis, Bing Crosby, and Andy Williams.
- It's worth mentioning that the song has been performed and recorded in various arrangements, including orchestral versions and renditions by children's choirs.