The Amethyst shards can be obtained by breaking the fully-grown Amethyst clusters. The clusters grow from the budding Amethyst blocks that have distinctive cracks.

Amethyst shards in Minecraft can be collected in this way, but players are already growing tired of the relatively small range of uses for the material.