Abstract Chronic periodontitis in individuals with diabetes can exacerbate the destruction of local periodontal soft tissues and accelerate the resorption of hard tissue. Currently, effective strategies to simultaneously restore both soft and hard periodontal tissues remain insufficient. To address this challenge, a multifunctional dual‐layer microneedles (d‐MNs) design is proposed to regenerate both periodontal soft and hard tissues in diabetic patients. The d‐MNs substrate is composed of gelatin methacryloyl (GelMA) infused with nano‐hydroxyapatite (nHA), which facilitates the differentiation of osteogenic cells into osteoblasts, thereby promoting alveolar bone regeneration. The tips of the d‐MNs, on the other hand, are primarily made of hyaluronic acid (HA) combined with a magnesium‐based metal‐organic framework (Mg‐MOF) loaded with glucose oxidase (GOX). This composition creates a hypoglycemic, angiogenic, and anti‐inflammatory microenvironment, which supports soft tissue repair. When implanted at the site of periodontitis, the synergistic interaction between the d‐MNs substrate and tips effectively promotes the regeneration of both soft and hard tissues, as demonstrated in diabetic rat models of periodontitis. These innovative d‐MNs have the potential to revolutionize traditional approaches to treating diabetic periodontitis and can see broad application in dental clinics.