Key challenges and limitations of energy storage systems include the high upfront costs of certain technologies, limited energy storage capacity for certain applications, the need for proper maintenance and monitoring, potential environmental impacts associated with the manufacturing and disposal of batteries, and regulatory and policy barriers that may hinder the widespread adoption of energy storage systems.