brown #
= weekly rock chart peak
blue #
= pop chart peak
| 1 | What Is Love? | 15 | Aug 1959 |  |
| The Playmates |
| 2 | What Is Love | Mar 1968 | |
| Miriam Makeba |
| 3 | What Is Love? | 14 | 26 | May 1984 | |
| Howard Jones |
| 4 | What Is Love? | 1990 | |
| Deee-Lite |
| 5 | What Is Love | 5 | Oct 1993 | |
| Haddaway |
| 6 | What Is Love | Feb 2014 | |
| Lea Michele |
| 7 | What Is Love | 2015 | |
| Empire Cast Featuring Veronika Bozeman |