Like what you hear? Tweet it using: #Sec360
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Like what you hear? Tweet it using: #Sec360
Like what you hear? Tweet it using: #Sec360 HADOOP SECURITY Like what you hear? Tweet it using: #Sec360 HADOOP SECURITY About Robert: School: UW Madison, U St. Thomas Programming: 15 years, C, C++, Java Security Work: § Surescripts, Minneapolis (present) § Big Retail Company, Minneapolis § Big Healthcare Company, Minnetonka OWASP Local Volunteer CISSP, CISM, CISA, CHPS Email: [email protected] Twitter: @msp_sullivan HADOOP SECURITY History What is new? Common Applications Threats Security Architecture Secure Baseline and Testing Policy Impact HADOOP HISTORY • 2002 : Doug Cutting & Mike Cafarella: Nutch • Crawl and index hundreds of millions of pages • 2003: Google File System paper released • 2004: Google MapReduce paper released • 2006: Yahoo formed Hadoop 5 to 20 nodes • 2008: Yahoo, Hadoop “behind every click” • 2008: Google spun off Cloudera 2,000 Hadoop nodes • 2008: Facebook open sourced Hive for Hadoop • 2011: Yahoo spins out Hortonworks • Hortonworks Hadoop 42,000 nodes, hundreds of petabytes Derrick Harris “The History of Hadoop from 4 nodes to the future of data”, gigamon.com HADOOP IS The Apache Hadoop software library is a framework that allows for the distributed processing of large … - Software Framework - Distributed Processing - Large Data Sets - Clusters of Computers - High Availability - Scale to Thousands of Machines Link: https://developer.yahoo.com/hadoop/tutorial MAPREDUCE IS NEW MAP REDUCE HADOOP COMMON APPLICATIONS 1. Web Search 2. Advertising & recommendations 3. Security Threat Identification 4. Fraud Detection 5. Patient Record Search Source: Yahoo: https://developer.yahoo.com/blogs/ydn/hadoop-yahoo-more-ever-54421.html PATIENT MATCHING AT SURESCRIPTS - Surescripts provides a Patient Matching service - 230 Million Patients - Over 1 Billion matches last year - Requirements: - Reliability and performance - Data Protection at rest is required - Data Protection in transit is required - Comprehensive security logging is needed - ISO 27001 & EHNAC Audit Accreditation status must be maintained NOW WHAT? SECURE THE BEES HADOOP THREAT MODEL 1) Unauthorized data access (protected health information access) 2) Unauthorized data change 3) Unauthorized job submission, delete or change 4) Task may access other tasks or access local data 5) Rogue DataNode, NameNode or Job Tracker 6) User spoofing to submit workflow as another user From: “Adding Security to Apache Hadoop”, Das, O’Malley, Rhadia, Zhang, 2011, http://hortonworks.com/wp-content/uploads/2011/10/securitydesign_withCover-1.pdf HADOOP SECURITY - Network Security - Authentication - Authorization - Auditing - Data Protection Data Nodes Management Nodes Admins Applications Application Users Enterprise Identity, Logging, Encryption, Key Management DATA PROTECTION - Network Security - Authentication - Authorization - Auditing - Data Protection - Encryption at rest; - Volume, file - Encryption in transit: - HTTPS Data Nodes Management Nodes Admins HTTPS HTTPS Applications Application Users Enterprise Identity, Logging, Encryption, Key Management SECURITY AUDITING - Network Security - Authentication - Authorization - - Auditing - Failed/Successful Authn. - System changes - Access to PHI - Application logs: HDFS, YARN, MapReduce… Data Protection Data Nodes Management Nodes Admins Applications Application Users Enterprise Identity, Logging, Encryption, Key Management AUTHORIZATION - Network Security - Authentication - Authorization - Limit user access to function - Limit user access to objects - Manage delegation of access - Auditing - Data Protection Data Nodes Management Nodes Admins Applications Application Users Enterprise Identity, Logging, Encryption, Key Management AUTHENTICATION - - Data Nodes Network Security Authentication - All users, all applications, all access paths - Apache Knox Gateway - Authorization - Auditing - Data Protection Management Nodes Admins HTTPS Applications Application Users Enterprise Identity, Logging, Encryption, Key Management NETWORK SECURITY - Network Security - Authentication - Authorization - Auditing - Data Protection Data Nodes Management Nodes Admins Applications Application Users Enterprise Identity, Logging, Encryption, Key Management HADOOP SECURE MODE Apache Hadoop Secure Mode: 2.6.0 (March 14’) - Authentication - Covers HDFS, YARN, MapReduce & Web Console - Uses central LDAP Server or Active Directory - Requires Kerberos keytabs for each application - - - Authorization - Each Hadoop service has a list of users and groups - Group permissions on HDFS filesystem components Audit - Hadoop log, YARN log, other logs Data Protection - Encryption in transit between Hadoop services & clients - Encryption in transit between DataNodes - Encryption in transit between web console & clients (HTTPS) - Encryption at rest for HDFS columns HADOOP SECURE MODE Apache Hadoop Secure Mode: 2.6.0 (March 14’) Data Access Network Security Authentication Authorization Audit Data Protection Data Change Job Submission Task Access Rogue Node User Spoofing APACHE KNOX The Apache Knox Gateway is a REST API Gateway for interacting with Hadoop clusters. The Knox Gateway provides a single access point for all REST interactions with Hadoop clusters. Knox can provide: • Authentication (LDAP and Active Directory Authentication Provider) • Federation/SSO (HTTP Header Based Identity Federation) • Authorization (Service Level Authorization) • Auditing Integrations: - WebHDFS (HDFS), Templeton (Hcatalog), Stargate (Hbase), Oozie, Hive/ JDBC Status: Incubating APACHE RANGER A centralized security framework to manage fine grained access control. Status: Incubating Authentication • Kerberos in native Apache Hadoop • Secured by the Apache Knox Gateway via the HTTP/REST API Authorization • on the folder and file level, via HDFS • on the database, table and column level, via Hive • on the table, column family and column level, via HBase Audit User access auditing in HDFS, Hive and HBase at IP address, Resource/resource type, Timestamp, Access granted or denied Data Protection • Wire, volume and file/column encryotion • HDFS Transparent Encryption (TDE) • Third-Party Partners (Hortonworks) Administration • Policy management, administration and delegation http://docs.hortonworks.com/HDPDocuments/HDP2/HDP-2.2.0/Ranger_U_Guide_v22/index.html#Item1.1 HADOOP SECURITY POLICY Authentication of processes: - May go into existing application security policy Security Logging requirements: - Which applications must be logged? - Add node identifier to standard log records De-anonymization Issues - Sparse data can be de-anonymized through matching to public sources - Could 200 days of tweets be matched to any of my de-identified data? Key Management & Business Continuity BUILD A SECURITY BASELINE - Start with your Vendor’s distribution - Add your company’s sauce - Review Hadoop Security Benchmark project at the Center For Internet Security: - Apache Hadoop 2.6.0 Benchmark - Community Discussion - Editors and members get free access to validation tools - Everyone gets free access to baselines - Registration is moderated. That means human registrants are approved and receive a welcome email. - Link: - http://tinyurl.com/HadoopSecurityBenchmark HADOOP SECURITY REVIEW 1. Start with the threats 2. Choose your diagram 3. Ask the standard security questions: u Network Security u Authentication u Authorization u Security Audit u Data Protection 4. Update your policy 5. Build a Security Baseline HADOOP SECURITY RESOURCES 1. Apache “Hadoop in Secure Mode http://tinyurl.com/hadoopSecureMode 2. Yahoo Hadoop Tutorial https://developer.yahoo.com/hadoop/tutorial 3. Securosis: “Securing Big Data: Security Recommendations for Hadoop and NoSQL Environments”, 10/12/2012, Adrian Lane https://securosis.com/assets/library/reports/SecuringBigData_FINAL.pdf 4. 5. Cloudera: “Introduction to Hadoop Security” http://tinyurl.com/cloudera50security Hortonworks: “Security for Enterprise Hadoop” http://hortonworks.com/innovation/security/ 6. Center for Internet Security: Hadoop Security Baseline http://tinyurl.com/HadoopSecurityBenchmark QUESTIONS ? Updates at http://www.confidentialsoftware.com