Shale mechanics is a critical field in the drilling process, especially during deep drilling and the development of unconventional resources, where shale formations present various challenges. Given the diverse and multi-scale nature of shale, mechanical characteristics such as brittleness, fracture toughness, and stress behavior must be effectively controlled to ensure wellbore stability, optimize fracture treatments, and enhance drilling efficiency. Key areas of interest in this review include wellbore stability, hydraulic fracturing methods, and the application of innovative technologies, such as artificial intelligence (AI) and machine learning (ML). The current literature was extensively reviewed, with an emphasis on major papers addressing various aspects of shale mechanics. The appropriate selection of fluid and mud weight has been identified as critical for maintaining wellbore stability. Despite advances in hydraulic fracturing technology that have improved production efficiency, environmental concerns - particularly regarding water usage and chemical management - remain significant. Furthermore, the integration of AI and ML has enhanced production forecasts and resource estimation, though challenges related to data quality and availability persist. A review of the current state of knowledge in shale mechanics indicates that further progress will require improved geomechanical models, advanced monitoring tools, and environmentally sustainable strategies.