Objective Giant cell arteritis (GCA) is a large‐vessel vasculitis, potentially causing complications such as blindness and strokes. This study aims to gain insights into the pathogenesis of GCA by identifying specific DNA methylation signatures in the arterial tissue of patients with this vasculitis. Methods DNA methylation profiling was analyzed in 79 temporal artery biopsy samples (69 patients with GCA and 10 controls) by performing an epigenome‐wide association study (EWAS). Differential analysis was performed to identify differentially methylated positions (DMPs) and differentially methylated regions (DMRs). Lastly, we compared our findings with previous transcriptomics and epigenomics studies on GCA‐affected arteries. Results EWAS identified 3,644 DMPs ( P adj < 0.05, |Δβ| > 0.3), indicating a profound alteration within GCA‐affected arterial tissue. These DMPs were annotated to 1,517 potentially dysregulated genes. A total of 282 additional genes were identified by annotation of significant DMRs. Pathway enrichment analysis revealed a significant alteration of inflammatory mechanisms, such as interleukin‐2 and interleukin‐7, as well as pathways related to vascular remodeling. Omics study comparison revealed 37 genes consistently affected across datasets, many of them linked to immune signaling and T cell regulation. Notably, markers of exhausted T cells, including SLAMF6 and HAVCR2 , were present among them. Conclusion Our study identified GCA‐specific DNA methylation signatures in arterial tissue, revealing disrupted inflammatory and vascular pathways and suggesting the involvement of exhausted T cells in this condition. These findings offer new insights into GCA pathogenesis and provide new potential targets for the treatment of this debilitating disease.