There are 5 overlapping, oblong to lance-shaped, pointed sepals which are 2–3.5 mm (0.08–0.1 in) long, glabrous on the outer surface but hairy on the inner side and edges.

The petals are 5.5–7.5 mm (0.2–0.3 in) long and are joined at their lower end to form a tube and are shorter than those of most other eremophilas.

Flowering mainly occurs between October and December and is followed by fruits which are oval-shaped, 2–3 mm (0.08–0.1 in) long and have a hard covering.

[2][3] The species was first formally described in 1899 by Spencer Le Marchant Moore who gave it the name Pholidia veronica.

[3] Eremophila veronica is classified as "Priority Three" by the Western Australian Government Department of Parks and Wildlife[7] meaning that it is poorly known and known from only a few locations but is not under imminent threat.