Hydrogen is increasingly proposed as a pathway for reducing emissions in mining, yet its role remains poorly defined due to the lack of mine-specific assessments. This review synthesizes hydrogen technologies through a PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses)-based framework to evaluate their relevance across mining systems, spanning production, storage, transportation, and end-use. The analysis reveals a strong research imbalance, with emphasis on production and underground storage, while mine-specific transport and integration pathways remain underexplored. Current production studies are dominated by coal-based routes and emerging approaches such as acid mine drainage-driven electrolysis, whereas storage research prioritizes geological formations, particularly salt caverns and depleted reservoirs. Utilization is gaining traction in haulage and metallurgical processes, though system-level integration remains limited. These findings indicate that hydrogen deployment in mining will remain constrained without addressing critical gaps in safety, infrastructure, and system-level integration across mining operations.