Born Karl Emanuel Martin Weber in Berlin, Germany, Weber initially trained under the royal cabinet maker Eduard Schultz in Potsdam, before enrolling at the Kunstgewerbeschule (School of Decorative Arts) in Berlin in 1908 where he studied under Bruno Paul.
It was the design of a second pavilion that proved to be the turning point in Weber's career.