Mounting devices for optical devices, and related sub-assemblies, apparatuses, and methods are disclosed. The mounting devices may be employed to secure optical devices that are configured to convert optical signals to electrical signals, or electrical signals to optical signals. The mounting devices may be configured to secure optical devices to an electronics board, such as a printed circuit board (PCB) as an example. To preserve signal integrity, the mounting devices may also be configured to align the optical devices with electrical lead connections on the electronics board. The mounting devices may also be configured to improve grounding of the optical devices to provide and improve radio frequency (RF) shielding to avoid degradation of signal-to-noise (S/N) ratios from RF interference from electronic devices on the electronics board and other nearby electronic devices.