AUTOMATED SECURITY ANALYTICS PLATFORM WITH MULTI-LEVEL REPRESENTATION CONVERSION FOR SPACE EFFICIENCY AND INCREMENTAL PERSISTENCE

Active memory for managing network telemetry information, or other types of information stored as objects, has objects partially-serialized to allow greater amounts of information to store in a memory of a given size with slightly increased retrieval times. Storing additional information in an active memory provides an overall increase in network security platform responsiveness by allowing a greater amount of information to be accessible from the active memory instead of archive.