Sunflower (Helianthus annuus L.) is exposed to a wide range of abiotic and biotic stresses, but the genes and regulatory features shared across these conditions are still not well defined. In this study, we carried out a transcriptome meta-analysis to identify conserved stress responsive genes in sunflower. Publicly available RNA-seq datasets covering seven major stress classes, including cold, drought, heat, salinity, flooding, Sclerotinia sclerotiorum infection, and Orobanche cumana parasitism, were integrated and analyzed using a common workflow. Across 11 transcriptomic contrasts, 11,348 meta differentially expressed genes were identified. Among them, 16 genes were shared across all contrasts and formed a conserved cross-stress response signature. Two of these genes were consistently upregulated, nine were consistently downregulated, and five showed variable expression across contrasts. Functional annotation linked these genes to phenylpropanoid metabolism, hormone related glycosylation, cell wall remodeling, water transport, and chloroplast associated processes, indicating that structural adjustment, metabolic regulation, and plastid related responses are recurring components of sunflower stress adaptation. Promoter analysis of stress responsive genes identified 864 motifs across 22 promoter sets. Annotation against the JASPAR2024 plant database showed that ERF/DREB, bHLH, NAC and WRKY were the most represented transcription factor families, with 223 transcription factors shared across all stress groups. Together, these results define a conserved set of stress responsive genes and associated regulatory features in sunflower and provide candidate genes and transcription factor families for future functional studies.