The description for the Piercing Mod says:
Allows bullets to pierce 0.50-meter thick objects, but at 60% reduced damage. Ignores 25.00% of defenses on armored targets.
0.5m, or 50cm, seems quite a lot. A lot of the columns/crates/benches etc. that provide cover in the game are easily less than this. Can I shoot through them?