I’ve been working with startups in various states of product maturity to establish sound scientific methods for characterizing the application workloads. Most of my process recommendations focus on:

• scalability (nothing new here)
• reproducibility
• error analysis and confidence
• internal standards or routine reference workloads
• temporal results tracking

The concepts are pretty straight forward – scalability focuses on workload scaling which is routine in the industry.