Abstract: Techniques for inferring code deprecation from module deprecation are disclosed. A system detects a reference to a type. The system determines that a particular module, in a plurality of modules in a module system, exposes the referenced type. The system determines that the particular module is associated with a deprecation status. Responsive to determining that the particular module is associated with the deprecation status, the system presents information indicating that the reference references a deprecated module.

Abstract: A method includes receiving an updated application instance, a database instance, or any combination thereof, provisioning a first subset of application servers with the updated application instance or access to the updated database instance, and identifying a subset of users from a plurality of users to provide access to the updated instance for testing purposes. The method further includes authenticating users of the plurality of users, providing users of the subset of users with access to the updated instance and other users of the plurality of users with access to a production instance during a testing period, and, after the testing period, providing the other users with access to the updated instance.