Plants thrive in dynamic environments by activating sophisticated molecular networks that fine-tune their responses to stress. A key component of these networks is gene regulation at multiple levels, including precursor messenger RNA (pre-mRNA) splicing, which shapes the transcriptome and proteome landscapes. Through the precise action of the spliceosome complex, noncoding introns are removed and coding exons are joined to produce spliced RNA transcripts. While constitutive splicing always generates the same messenger RNA (mRNA), alternative splicing (AS) produces multiple mRNA isoforms from a single pre-mRNA, enriching proteome diversity. Remarkably, 80% of multiexon genes in plants generate multiple isoforms, underscoring the importance of AS in shaping plant development and responses to abiotic and biotic stresses. Recent advances in CRISPR-Cas genome and transcriptome editing technologies offer revolutionary tools to dissect AS regulation at molecular levels, unveiling the functional significance of specific isoforms. In this review, we explore the intricate mechanisms of pre-mRNA splicing and AS in plants, with a focus on stress responses. Additionally, we examine how leveraging AS insights can unlock new opportunities to engineer stress-resilient crops, paving the way for sustainable agriculture in the face of global environmental challenges.