Monitoring Database Management System (DBMS) Activity for Detecting Data Exfiltration by Insiders
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1 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS Monitoring Database Management System (DBMS) Activity for Detecting Data Exfiltration by Insiders Northrop Grumman Information Systems Donald Steiner, PhD 17 September 2013
2 Team Profile Northrop Grumman: (Virginia) 68,000 employees, 50 States Information Systems Sector Cyber Solutions Division Civil Systems Business Unit Focus on Cyber Security, Emergency Management Treasury/IRS, Dept. of State, Dept. of Homeland Security, Dept. of Justice, Health & Human Services, Texas, UK, New York City, London, Los Angeles, Dr. Donald Steiner, Principal Technologist and Technical Fellow PhD Mathematics, Iowa State University Data Management & Analytics, Cybersecurity, Cloud Computing Manager Northrop Grumman Cybersecurity Research Consortium 20 years applied research & development in Artificial Intelligence, Multi-Agent Systems Purdue University: (Indiana) 3,000 staff, 39,000 Students Center for Education and Research in Information Assurance and Security (CERIAS): 81 faculty led by Dr. Eugene Spafford Prof. Elisa Bertino, Director of Research at CERIAS Fellow of the IEEE and Fellow of ACM Distinguished awards for contributions to database systems, database security, advanced data management systems, and secure distributed systems. Relevant publications Bilal Shebaro, Asmaa Sallam, Ashish Kamra, Elisa Bertino: PostgreSQL anomalous query detector. EDBT 2013: Elisa Bertino: Data Protection from Insider Threats. Synthesis Lectures on Data Management, Morgan & Claypool Publishers /17/2013 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS MEETING 1
3 Customer Need DBMS =? Database Management System OR Detect Behavior by Manning and Snowden Data Exfiltration = Unauthorized removal of data from the enterprise Lots of ways this can happen (humans and software) Goal: Detect and alert on data exfiltration attempts as early as possible Before the horse leaves the barn 9/17/2013 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS MEETING 2
4 Approach Monitor user interaction with database systems for anomalous behavior Most data on databases, file systems, etc. Equally applicable to other data storage systems (Hadoop, ) and applications accessing such systems Not local applications (Excel, Access, ) Project Flow (over 3 years) Core research at Purdue University Proof of Concepts Transition at Northrop Grumman Prototypes, Evaluation Evaluation & Testing through Red-Team/Blue-Team Operational Pilot at TBD 9/17/2013 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS MEETING 3
5 Benefits Detection and alerting in real-time Immediate intervention if necessary Low-cost integration with existing infrastructure 9/17/2013 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS MEETING 4
6 Competition (optional) Improvement to: Existing database monitoring systems User monitoring systems Network monitoring systems Computer monitoring systems 9/17/2013 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS MEETING 5
7 Current Status Just started (5 business days ago) Getting project up and running 9/17/2013 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS MEETING 6
8 Next Steps Requirements Conceptual / Research Development / Deployment Testing Research Assumption: Exfiltration causes an anomalous state that can be distinguished from the legitimate actions executed in a DBMS system. Identify the events that represent signs of cyber-insider actions: How do we define and identify user queries that are anomalous? Which data sources does an insider target? What information should be collected to detect such actions? Build accurate DBMS access profiles Use Role Based Access Control (RBAC) model Detect Anomalous User Behavior Detect Anomalous Events Build repository of relevant DBMS log & SQL events Analyze the events and detect anomalous events that raise alarm flags 9/17/2013 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS MEETING 7
9 Contact Information Donald Steiner, PhD Principal Technologist and Technical Fellow Northrop Grumman Information Systems 7575 Colshire Dr., McLean, VA ; (703) Professor Elisa Bertino Purdue University 305 N. University Street, West Lafayette, IN ; (765) /17/2013 CYBER SECURITY DIVISION 2013 PRINCIPAL INVESTIGATORS MEETING 8
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