I have worked with data-driven applications and databases for finance, telecom, military sensors, and bioinformatics since the late 1990’s. For the past 5 years, I have focused on data management systems in support of scientific research and machine learning. I am sharing the knowledge gained through my work because it is relevant to other businesses.