During development, cells often self-organize into distinctive patterns with long-range orientational order. However, the mechanism by which long-range order emerges through complex interactions, particularly in the prokaryotic domain, remains elusive. Here we report, in growing Vibrio cholerae biofilms, a reorientation cascade consisting of cell verticalization in the core and radial alignment in the rim, generating a pattern reminiscent of a blooming aster. Single-cell imaging combined with agent-based simulations reveal that cell verticalization and radial alignment are spatiotemporally coupled, each generating the driving force for the other, to cause a dynamic cascade of differential orientational ordering. Such self-patterning is absent in nonadherent mutants but can be restored through opto-manipulation of growth. A two-phase active nematic model is developed to elucidate the mechanism underlying biofilm self-patterning, which offers insights into the control of organization in complex bacterial communities.