INS and type 2 diabetes mellitus: This study’s strengths include its comprehensive approach as the first systematic review and meta-analysis focusing on the impact of vitamin D3 supplementation on key biomarkers related to T2DM, such as FPG, insulin levels, HOMA-IR, HOMA-B, HbA 1c, and hs-CRP.