Aging is the primary risk factor for most chronic diseases and is accompanied by the progressive accumulation of senescent cells within tissues. While cellular senescence initially serves as a protective mechanism that limits the proliferation of damaged cells, its persistent presence contributes to tissue dysfunction through the secretion of a broad spectrum of inflammatory and profibrotic mediators. The resulting chronic low-grade inflammation, oxidative stress, immune dysregulation, and impaired regenerative capacity are increasingly recognized as hallmarks of age-related pathology. Chronic pulmonary diseases, including chronic obstructive pulmonary disease and idiopathic pulmonary fibrosis, increase markedly with age and are increasingly regarded as manifestations of accelerated lung aging. Their development and progression are further exacerbated by obesity and type 2 diabetes mellitus, two highly prevalent metabolic disorders characterized by chronic metabolic stress, mitochondrial dysfunction, systemic inflammation, and enhanced accumulation of senescent cells. Emerging evidence suggests that cellular senescence represents a common biological denominator linking metabolic and pulmonary disease. Through persistent inflammatory and profibrotic signaling, senescent cells establish a self-perpetuating cycle of chronic inflammation, extracellular matrix remodeling, fibrosis, endothelial dysfunction, and impaired tissue repair, thereby driving progressive deterioration of both metabolic and pulmonary function. The recognition of cellular senescence as one of the important drivers of both chronic pulmonary and metabolic diseases has stimulated growing interest in therapeutic strategies aimed at reducing senescent-cell burden or attenuating its detrimental effects. Current approaches include both novel senotherapies specifically targeting cellular senescence, as well as established therapies used in metabolic diseases that have recently been shown to exert senescence-modulating effects. Although clinical evidence remains limited, targeting cellular senescence offers a unique opportunity to address the underlying biology of aging rather than individual disease manifestations. This review highlights the emerging role of cellular senescence as a mechanistic link between chronic pulmonary diseases and metabolic disorders and discusses its potential as a therapeutic target.