This narrative review aimed to evaluate the effectiveness of Pilates in reducing pain and functional disability in adults with chronic non-specific low back pain, with additional consideration of quality of life, psychological outcomes, comparisons with other exercise modalities, and factors influencing treatment effectiveness. A literature search was conducted between May and June 2026 using PubMed, Scopus, and Embase, and reference lists of relevant systematic reviews and meta-analyses were also screened. Randomized controlled trials, prospective clinical studies, systematic reviews, meta-analyses, network meta-analyses, clinical practice guidelines, and state-of-the-art reviews were considered, with 24 publications included in the final narrative synthesis. Current evidence indicates that Pilates reduces pain intensity and functional disability and may improve health-related quality of life and selected psychological outcomes, including fear of movement and sleep-related measures. Pilates generally provides greater benefits than no intervention, minimal intervention, or non-specific exercise; however, its superiority over other structured exercise programmes is not consistently demonstrated. Treatment outcomes appear to be influenced by exercise dose, supervision, individualization, programme quality, and adherence, while heterogeneity in intervention protocols, participant characteristics, outcome measures, and follow-up duration limits direct comparisons across studies. Overall, Pilates represents an effective evidence-based exercise option for chronic non-specific low back pain and may be incorporated into individualized rehabilitation according to patients’ functional limitations, preferences, and therapeutic goals. Further high-quality randomized controlled trials with standardized protocols and longer follow-up periods are needed.