receiving a software package for analysis;

extracting or deriving features from the software package;

determining, by inputting the features into a machine learning model, an estimated peak memory usage required to analyze the software package, the machine learning model being trained using a dataset generated by monitoring memory usage when analyzing a plurality of different software packages;

determining a number of memory resource units required for the determined peak memory usage;

queuing the software package in a backoff queue when a number of available memory resource units does not exceed the determined number of required memory resource units;

allocating the determined required memory resource units to analyze the software package when a number of available memory resource units equals or exceeds the determined number of required memory resource units; and

analyzing the software package using the allocated memory units.