What weighs more one gallon of concrete or one gallon of water?

Steel is heavier than concrete for the same volume, however steel buildings are generally lighter.

This is because steel buildings utilize high strength of steel, so volume of steel in steel buildings is much smaller than volume of concrete in concrete buildings.

In another Words in steel buildings much less volume of material is needed for the same strength compared to concrete buildings.