The IAM practices of long-standing organizations were built for rigid structure and slow, predictable changes. The seismic shift to dynamic workloads, rapid change, agile business, and the like puts tremendous strain on these systems. This is especially true for the massive scale and high velocity of machine identities, which are growing exponentially across organizations. We will reveal the underlying problems with managing machine identities and propose strategies and tactics to overcome operational challenges and security risks.