STAG2 (Stromal Antigen 2), in healthy somatic cells, functions in sister chromatid cohesion, DNA damage repair, and genome organization, but its role in muscle invasive bladder cancer (MIBC) remains unknown. Here, using whole-exome and targeted sequencing (n=119 bladder cancer clinical samples), we found several STAG2 mutations in MIBC that correlate with loss of protein expression. The analysis of a bladder cancer tissue microarray (n=346) revealed that decreased STAG2 protein expression is associated with improved overall and progression-free survival for MIBC patients. In mouse xenograft studies, STAG2 knockdown (KD) decelerated MIBC tumor growth, whereas STAG2 overexpression accelerated tumor growth. In cell line studies, STAG2 loss augmented treatment with cisplatin, a first-line therapy for MIBC. STAG2 KD or overexpression did not alter degree of aneuploidy, copy number variations, or cell cycle distribution. However, unbiased RNA sequencing analysis revealed that STAG2 KD altered gene expression. STAG2 KD led to significant downregulation of several gene sets, such as collagen containing extracellular matrix, external encapsulating structure organization, and regulation of chemotaxis. Therefore, we investigated the effect of STAG2 KD on cell migration and invasion in vitro. We found that STAG2 KD minimized cell speed, displacement, and invasion. Altogether, our results present a non-canonical function of STAG2 in promoting cell motility and invasion of MIBC cells. This work forms the basis for additional investigation into the role of STAG2 in transcriptional regulation and how it becomes dysregulated in STAG2-mutant MIBC.