The emergence of unicorn companies provides a valuable opportunity to uncover the diverse and crucial pathways of high-growth entrepreneurship in China. Through a fuzzy-set Qualitative Comparative Analysis, we identified four distinct high-scaling growth paths of unicorn companies, including a conforming mechanism based on audience demand, a decoupling mechanism based on institution void, a performing mechanism based on innovative framing, and an empowering mechanism based on digital resource acquisition.