METHODS AND SYSTEMS FOR TRANSFORMING COMPUTING ANALYTICS FRAMEWORKS INTO CROSS-PLATFORM REAL-TIME DECISION-MAKING SYSTEMS THROUGH A DECISION-MAKING AGENT

Systems described herein provide structures and functionality for transforming passive analytics systems into systems that can actively modify software behavior based on analytic data to improve software performance relative to configurable goal metrics. An example method generally includes receiving, from a policy generator, a decision-making policy specifying actions for a software application to perform upon detection of decision-point events; receiving a decision-making request from the software application; retrieving, from a data repository, time-series data in a session associated with the consumer identifier; selecting one or more of the different actions for the software application to perform by comparing the time-series data and the event type to the decision-making policy; sending an indication of the selected actions in response to the decision-making request; and updating the time-series data in the session associated with the consumer identifier to reflect the decision-point event and the one or more selected actions.