Examples herein relate to wavelength division multiplexing optical interconnects. In particular, implementations herein relate to an optical interconnect that include a wavelength translator. The optical interconnect includes a first transmitter configured to modulate, combine, and transmit multi-wavelength optical signals, the modulated optical signals having a first number of optical channels, a first data rate per wavelength, and a first wavelength spacing between neighboring modulated optical signals. The optical interconnect includes a wavelength translator configured to convert the modulated optical signals such that the converted modulated optical signals have at least one or more of: a second number of optical channels different from the first number of optical channels, a second data rate per wavelength different from the first data rate per wavelength, or a second wavelength spacing different from the first wavelength spacing.