Abstract: Systems and methods herein describe a network system for generating inferred accurate locations. The systems and methods receive a transportation trip request from a first computing device that includes a target address, access a first plurality of historical location data and a second plurality of historical data, generate clustered location data using the first plurality of historical location data and the second plurality of historical location data, select a subset of cluster locations from the clustered location data, determine an inferred accurate location address, and modify the transportation trip request by associating the inferred accurate location address with the target address.

Abstract: An application update system performs staged rollouts to push new versions or features of applications to users quickly and with minimal negative impact to the users. The application update system allocates users of an application to populations. The populations specify a subset of users to receive a feature update for the application. The application update system performs a staged rollout of the feature update by iteratively pushing the feature update to the identified subset of users, monitoring the performance of the feature update, and, based on the performance, the application update system reallocates users to populations. For example, when the feature update performs successfully, the application update system allocates additional users to receive the feature update. When all users of the application have received the feature update, the staged rollout is designated as complete.

Abstract: An application update system performs staged rollouts to push new versions or features of applications to users quickly and with minimal negative impact to the users. The application update system allocates users of an application to populations. The populations specify a subset of users to receive a feature update for the application. The application update system performs a staged rollout of the feature update by iteratively pushing the feature update to the identified subset of users, monitoring the performance of the feature update, and, based on the performance, the application update system reallocates users to populations. For example, when the feature update performs successfully, the application update system allocates additional users to receive the feature update. When all users of the application have received the feature update, the staged rollout is designated as complete.