B. velezensis MZ09 alleviates DSS-induced colitis in piglets through multiple pathways, including gut microbiota remodeling, SCFAs–GPR43–STAT3 axis activation, and NLRP3 inflammasome-mediated pyroptosis suppression. Here, NLRP3 is linked to colitis.