The strategies that animals employ to track resources through space and time are central to their ecology and ability to adapt to environmental variation. These spatiotemporal movement patterns also reflect underlying ecosystem phenology. In ecosystems influenced by seasonal variation in solar angle, the fitness of many diverse taxa depends on seasonal movements to track resources along latitudinal or elevational gradients. Deep pelagic ecosystems, where sunlight is extremely limited or entirely absent, represent Earth’s largest habitable space and yet ecosystem phenology and effective animal movement strategies in this system are unknown. Here, we combine long-term passive acoustic monitoring data with movement simulations to test a suite of movement strategies for foraging predators in the deep pelagic. Using automated methods applied to more than seven years of acoustic data in the Central California Current System (CCCS), we find evidence for seasonal, latitudinal migratory movements in a deep pelagic top predator, the sperm whale (Physeter macrocephalus). Our analyses reveal seasonal and interannual variability in the presence of foraging whales in the CCCS. Importantly, while these highly-mobile predators of the deep are often described as nomadic, integration of population-level acoustic observations with simulations of individual-level movement instead provides first evidence that this sperm whale population undertakes a seasonal resource-tracking migration. These findings improve understanding of the drivers and flexibility of long-distance movements in this cryptic predator inhabiting a difficult-to-observe ecosystem. More broadly, these migratory movement patterns indicate previously unknown environmental seasonality at depth, thus shedding light on the shrouded phenology of deep pelagic ecosystems.