Genetic information in eukaryotic organisms is stored, replicated, transcribed, and inherited through the nucleus of a cell. Epigenetic modifications in the genetic material, including DNA methylation, histone modification, changes in non-coding RNA (ncRNA) biogenesis, and chromatin architecture play important roles in determining the genomic landscape and regulating gene expression. Genome architecture (structural features of chromatin, affected by epigenetic modifications) is a major driver of genomic functions/activities. Segregation of euchromatin (transcriptionally active) from heterochromatin (transcriptionally repressed chromosome) and positioning of genes in specific nuclear space in eukaryotic cells emphasise non-randomness in the organization of the genetic information. Not only does the base sequence of a gene carry the genetic information but the covalent modifications of bases, three-dimensional positioning of the genome, and chromatin loops are vital for switching on/off the gene and regulating its expression during growth/environmental stress. The epigenetic dynamics depend on the activities of writers and erasers under changing environmental conditions. The discovery of non-coding RNAs (one of the players in de novo methylation of DNA), increased DNA methylation protein (guide for the DNA demethylase), and methylation monitoring sequence (that helps keep a balance between DNA demethylation and methylation) have been some of the new developments in the era of epigenomics. To respond to environmental stimuli, plants depend on modulating gene expression through different mechanisms including biochemical, molecular, genetic, and epigenetic alterations. Studies on plants might provide better insights into epigenetic stress memory and molecular bases of adaptability to enable (epi)genome editing of crops for climate resilience and sustainable agriculture in the present era of multifaceted climate change.