Techniques for providing a virtual cleanroom data processing environment are described herein. In one or more embodiments, a virtual private cloud environment is configured to prevent data from being sent to network locations external to the virtual private cloud environment. One or more computing resources deployed within the virtual private cloud environment receives, from a first source external to the virtual private cloud environment, a first set of data that is associated with a first user account. A set of one or more software components, received from a second source, are also deployed within the virtual private cloud environment. Once deployed, the set of software components generates, based at least in part on the first set of data, a set of output data. The first set of data is continuously prevented from being sent to network locations external to the virtual private cloud environment.