In summary, our study uncovers a previously unrecognized importance of the PFKM‐mediated metabolome‐epigenome‐fibrosis signaling cascade in promoting AF. We found that enhanced glycolysis mediated CF histone lactylation upregulated TGF‐β1 expression, resulting in the development of AF. Here, CFTR is linked to atrial fibrillation.