Abstract: A method, apparatus, and computer-readable medium are described that enable agent instances to be instantiated in secure, containerized environments. When a new container is detected, a list of agent instances expected to be running in a compute instance or in a container may be obtained and compared with status information regarding which agent instances are active. For a non-active agent instance, an agent object and configuration information for the agent instance may be obtained from a storage. Based on the available name, the agent object, and the configuration information, the agent instance may be instantiated and connected to an agent status server. An application related to the new agent instance may be deployed in the secure containerized environment.

Abstract: A method, apparatus, and computer-readable medium are described that provide integrated testing and validation of multi-phase instructions before deployment. Aspects of the disclosure relate to testing ETL instructions using an efficient process that individually and/or holistically validates the ETL instructions and, using a random number generator, varies various aspects of the source datasets. A benefit of running the combination of instructions includes finding errors that are not apparent during testing of each instruction phase separately. Instructions may be separately provided that identify the framework of an in-memory source dataset (e.g., a quantity of rows, a quantity of columns, types of the various columns, data for each record, and the like). The instructions for the framework may also identify a variability of one or more of the items of the framework.

Abstract: A method, apparatus, and computer-readable medium are described that enable agent instances to be instantiated in secure, containerized environments. When a new container is detected, a list of agent instances expected to be running in a compute instance or in a container may be obtained and compared with status information regarding which agent instances are active. For a non-active agent instance, an agent object and configuration information for the agent instance may be obtained from a storage. Based on the available name, the agent object, and the configuration information, the agent instance may be instantiated and connected to an agent status server. An application related to the new agent instance may be deployed in the secure containerized environment.

Abstract: A method, apparatus, and computer-readable medium are described that provide integrated testing and validation of multi-phase instructions before deployment. Aspects of the disclosure relate to testing ETL instructions using an efficient process that individually and/or holistically validates the ETL instructions and, using a random number generator, varies various aspects of the source datasets. A benefit of running the combination of instructions includes finding errors that are not apparent during testing of each instruction phase separately. Instructions may be separately provided that identify the framework of an in-memory source dataset (e.g., a quantity of rows, a quantity of columns, types of the various columns, data for each record, and the like). The instructions for the framework may also identify a variability of one or more of the items of the framework.

Abstract: The system described herein provides a secure unified system for users to get prequalified for a loan based on a link provided by a seller. The link may include seller identification information. A user can use a user device to launch a website by actuating a link. The user device may receive input corresponding to the user's personal information on the website. The user may transmit a prequalification request using the website, to a central system. The central system may generate prequalification results. The central system may ensure the pricing structures generated for a given product are consistent with the generated prequalification results within a specified time period.