OneBid is a unified auto-bidding foundation model for diverse oCPX advertising scenarios, built on top of the Decision Transformer (DT) model. It extends DT with two atomic signals and a sequence-level Mixture-of-Experts architecture to learn from heterogeneous logs and adapt to scenario-specific deployments. OneBid is validated through online A/B tests and delivers improved performance in real-world scenarios.