Automated Performance Measurement Over Software Lifecycle

A non-transitory computer readable storage medium embodying a computer program for performing a method, said method comprising:

• receiving first test sample data having a first volume, the first test sample data representing operation of a software function;
• applying a technique to the first test sample to generate a second test sample having a second volume larger than the first volume, the second test sample representing operation of the software function over a first timescale;
• storing the second test sample in a database for loading to measure a performance parameter of the software function;
• receiving a non-linear result of the performance parameter;
• and
• displaying a report indicating the non-linear result.

A computer system comprising:

• one or more processors;
• a software program, executable on said computer system, the software program configured to cause an in-memory database engine of an in-memory database to:
• receive first test sample data having a first volume, the first test sample data representing operation of a software function;
• apply a machine learning technique to the first test sample to generate a second test sample having a second volume larger than the first volume, the second test sample representing operation of the software function over a first timescale;
• store the second test sample in the in-memory database for loading to measure a performance parameter of the software function;
• receive a non-linear result of the performance parameter;
• and
• display a report indicating the non-linear result.