This scenario aligns with a Golden SAML attack because the attacker is not stealing a user password or bypassing MFA directly; instead, the attacker compromises the identity trust mechanism itself and forges valid authentication assertions. In federated cloud environments, the identity provider issues signed assertions that cloud services trust. Once the signing material is obtained, an attacker can create forged SAML tokens that appear fully legitimate to the relying cloud applications. That is why the access in logs appears normal and why no credential replay or multifactor prompt is required. This distinguishes the technique from Man-in-the-Cloud, which commonly abuses synchronization tokens, and from Cloud Hopper, which is associated with service-provider pivoting and long-term intrusion campaigns. CEH cloud coverage emphasizes that cloud trust relationships, identity infrastructure, and the mechanisms used to broker access are critical attack surfaces because compromise at that layer can grant broad service access with little visible anomaly. In practical defensive terms, protecting token-signing infrastructure is as important as protecting privileged user credentials in a cloud identity architecture.