Krueger was born in Dallas, Texas, and started playing tennis at a young age. She gained attention in the tennis community due to her impressive performances in junior tournaments. Her breakthrough came when she won the prestigious Orange Bowl in 2019, one of the most significant junior tournaments in the world. This victory marked her as a rising star in the sport and paved the way for her transition to the professional circuit.