Siahrostami grew up in Iran, where she completed her undergraduate and graduate degree in physical chemistry. She moved to the Technical University of Denmark for a postdoctoral position at the Center for Atomic-scale Material Design. After two years in Denmark, she joined Stanford University, where she worked with Jens Nørskov and started working on computational catalysis.