inflammatory bowel disease (IBD), a chronic and relapsing-remitting condition, is inadequately managed by conventional therapies that often lack targeting specificity and carry significant side effects, particularly failing to address intestinal barrier repair and microbial balance. Probiotics, with their strong colonization capabilities, present a novel approach to drug delivery. Various engineering strategies have been developed to enhance the targeting ability of probiotics to inflammation sites, enabling precise delivery or in situ synthesis of therapeutic molecules to expand their multifunctional potential. This review discusses the recent advancements in bacterial modifications, including surface physico-chemical and biological coating, genetic engineering, outer membrane vesicles, minicells, and bacterial ghosts, all of which can enhance therapeutic localization. We also outline critical preclinical considerations, such as delivery frequency, systemic distribution, immune evasion, and gene contamination risks, for clinical translation. These engineered bacteria and bacterial derivatives hold great promise for personalized and sustained IBD treatments, providing a new frontier for therapy tailored to the complex inflammatory environment of IBD.