Compression also refers (from a material standpoint) to loading that will tend to push the particles of the material together. This is in contrast to tension, loading that will pull particles of the material apart.
Some examples of this would be the force applied by your feet on the floor, pushing on a surface, or load on a column. Concrete tends to be very strong in compression.