Vikram Murali is Vice President of Observability Development for IBM Automation, which includes App Modernization, IT Automation and Network Automation. IBM Automation develops and provides several leading enterprise offerings to increase IT Operational Efficiency, Securely Integrate Apps & Systems to Remove Data Silos & Power Digital Transformation. Vikram also has close to 2 decades of experience leading and developing transaction and warehousing database solutions with skills in Data Science and Machine Learning.