The financial industry has long valued big data, streaming data, data science, data analytics as well as end-to-end data management. However, with the speed of today’s business, financial markets and client demands, each enterprise has begun to focus their entire system of tools and technology to extract actionable insights and enterprise value from their data. Enterprise-grade data and analytics conversions are instrumental to organizations servicing clients, managing profitability and winning new business. Understanding effective data utilization, newer technologies and proven methodologies is no longer an option.