Virtual machines allow each application to run in isolation on its own virtual hardware. This prevents applications from accessing resources reserved for other applications. Distributed applications can also run on separate physical servers. Application containers provide an additional layer of isolation and use resource management to control how much CPU, memory, storage, and network bandwidth each application can use. Unique identifiers and security mechanisms prevent applications from accessing data or resources belonging to other applications. Communication between applications is restricted to well-defined APIs and protocols to avoid unintended interactions. Monitoring and logging tools provide visibility into application behavior to detect and troubleshoot any unintended interference between distributed applications.