Objective To investigate the expression characteristics of platelet⁃derived growth factor A (PDGFA) in keloid tissues and its pro⁃fibrotic mechanism. Methods Keloid⁃related single⁃cell RNA sequencing datasets from the GEO database were retrieved to analyze PDGFA expression and associated cellular features in keloid tissues. RNA sequencing datasets and microarray datasets containing keloid and normal scar tissue samples were retrieved and downloaded from GEO, SRA, and ArrayExpress databases to assess PDGFA expression in keloid tissues and diagnostic efficiency for keloid. Samples (13 normal scars and 12 keloids) were collected from a hospital for gene expression sequencing to validate PDGFA expression in clinical samples and diagnostic efficiency on keloid. Intersection analysis was performed on the genes highly expressed in keloid tissues of RNA sequencing datasets and microarray datasets, the genes highly expressed in keloid tissues of clinical cases, and the genes co⁃expressed with PDGFA. For these intersection targets, Kyoto Encyclopedia of Genes and Genomes pathway enrichment analysis and Gene Ontology functional enrichment analysis were conducted. Five potential PDGFA⁃targeting small⁃molecule drugs were screened using DSigDB database and GSEA software, followed by molecular docking to evaluate binding affinity with PDGFA proteins. Results In single cell RNA sequencing datasets, PDGFA was highly expressed in activated fibroblasts and its COL1A1/2+ Fibroblast subpopulations of keloid tissues. RNA sequencing/microarray datasets revealed a higher PDGFA expression in keloid tissues than normal scar tissues (P<0.05). Summary receiver operating characteristic curve analysis indicated strong comprehensive efficiency (area under the curve=0.74) of PDGFA expression in discriminating keloid tissues and normal scar tissues. Individual datasets (GSE158395, GSE246562) confirmed elevated PDGFA expression in keloid tissues than in normal scar tissues (P<0.05), with high diagnostic efficiency (areas under the curve=0.929, 0.967). Clinical samples validated PDGFA high⁃expression in keloid tissues (P<0.05), with a favorable diagnostic efficiency on keloid (area under the curve=0.795). A total of 198 intersection genes were screened and enriched in pathways such as nucleotide sugar biosynthesis, amino sugar and nucleotide suagr metabolism, p53 signaling pathway, in molecular functions such as actin binding, actin filament binding, and extracellular matrix structural constituent, in biological processes such as skeletal development, collagen fibril organization, and in cellular components such as cell⁃matrix junctions, focal adhesions. Molecular docking analysis revealed that nebivolol showed the optimal binding affinity to PDGFA protein (Vina score: ⁃9.0 kcal/mol). Conclusion PDGFA promotes fibroblast activation and keloid formation, serving as a novel early diagnostic and therapeutic target for keloid.