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Hadoop security implementationon 20171003
- 1. 1© Cloudera, Inc. All rights reserved. Security Implementation on Hadoop Dr. Wei-Chiu Chuang | Software Engineer
- 2. 2© Cloudera, Inc. All rights reserved. $ whoami Software Engineer, Cloudera Apache Hadoop Committer/PMC
- 3. 3© Cloudera, Inc. All rights reserved. Unguarded data stores are the victims
- 4. 4© Cloudera, Inc. All rights reserved. Regulatory Compliance Organizations can be fined up to 4% of annual global turnover for breaching GDPR or €20 Million
- 5. 6© Cloudera, Inc. All rights reserved. Security Implementation
- 6. 7© Cloudera, Inc. All rights reserved. Disclaimer This talk serves as a general guideline for security implementation on Hadoop. The actual implementation procedures and scope of implementation vary on a case- by-case basis, and should be assessed by Cloudera’s Professional Services team or certified Cloudera SI Partners.
- 7. 8© Cloudera, Inc. All rights reserved. Non-secure #0 Data Free for All
- 8. 9© Cloudera, Inc. All rights reserved. Firewall ActiveDirectory/KDC Hadoop cluster Cloudera Manager Gateway node Cloudera NavigatorDatacenter Applications
- 9. 10© Cloudera, Inc. All rights reserved. High Availability made Easy
- 10. 11© Cloudera, Inc. All rights reserved. Identity Management Simple Authentication File group ownership • AD integration • SSSD or Centrify Consideration in large enterprises. SSSD via
- 11. 12© Cloudera, Inc. All rights reserved. System Diagram #0 Firewall ActiveDirectory Master Worker Worker Worker Cloudera Manager Master (SSSD/Centrify)
- 12. 13© Cloudera, Inc. All rights reserved. Simple authentication = no authentication
- 13. 14© Cloudera, Inc. All rights reserved. Minimal Security #1 Reduce Risk Exposure
- 14. 15© Cloudera, Inc. All rights reserved. Kerberos EXAMPLE.COM KDC [email protected] Hadoop [email protected] user Strong Authentication KDC • MIT • ActiveDirectory (more common) realmprimary
- 15. 16© Cloudera, Inc. All rights reserved. Kerberos Consideration in large corporates Time synchronization CM Kerberos Wizard • Configure AD to create a Kerberos principal for CM server, and to delegate CM the ability to create/manage Kerberos principals
- 16. 17© Cloudera, Inc. All rights reserved. LDAPAuthentication * LDAP over SSL
- 17. 18© Cloudera, Inc. All rights reserved. Authorization/Access Control HDFS File ACL YARN job submission Hbase ACLsOozie ACL Access Control List (ACLs) Hive Sentry Managed (RBAC) Impala
- 18. 19© Cloudera, Inc. All rights reserved. Auditing
- 19. 20© Cloudera, Inc. All rights reserved. Backup/Disaster Recovery Cloudera Backup/Disaster Recovery (BDR) • A high performance data replicator • Copies incremental data on the source cluster at specified schedules Supports Kerberos Data encryption HDFS replication to cloud
- 20. 21© Cloudera, Inc. All rights reserved. Kerberized BDR Best Practice Production DR Cloudera BDR PROD.EXAMPLE.COM Cross-realm trust KDC KDC DR.EXAMPLE.COM
- 21. 22© Cloudera, Inc. All rights reserved. Firewall System Diagram #1 ActiveDirectory/ KDC Master Worker Worker Worker Cloudera Manager Kerberos Master (SSSD/Centrify) DR
- 22. 23© Cloudera, Inc. All rights reserved. More Security #2 Managed, Secure, Protected
- 23. 24© Cloudera, Inc. All rights reserved. Data In-Transit Encryption RPC encryption Data transport encryption • Supports AES CTR, up to 256-bit key length HTTP TLS/SSL encryption • No self-signed certificates in production Master Worker Worker Worker Master Application RPC encryption Transport encryption TLS/SSL
- 24. 25© Cloudera, Inc. All rights reserved. Data At-Rest Encryption Transparent encryption Supports any Hadoop applications Encryption Zone $ hadoop key create mykey $ hadoop fs -mkdir /zone $ hdfs crypto -createZone -keyName mykey -path /zone / /tmp /zon e foo bar Encryption zone
- 25. 26© Cloudera, Inc. All rights reserved. Key Management Server Deployment (non-prod) HDFS NameNode Client Java Keystore KMS Keystore file Separation of duties • Encryption Zone Key (EZK) is stored in KMS server • HDFS super user can not decrypt files
- 26. 27© Cloudera, Inc. All rights reserved. Key Management Server/Key Trustee Server Deployment HDFS NameNode Client Key Trustee KMS Key Trustee KMS Firewall Key Trustee Server (Active) Key Trustee Server (Passive) synchronization (or more)
- 27. 28© Cloudera, Inc. All rights reserved. KMS+KTS+HSM Deployment HDFS NameNode Client HSM KMS HSM KMS Firewall Key Trustee Server (Active) Key Trustee Server (Passive) synchronization Key HSM (or more) Key HSM HSM HSM
- 28. 29© Cloudera, Inc. All rights reserved. Encryption Performance
- 29. 30© Cloudera, Inc. All rights reserved. Troubleshooting: Encryption Performance Anomaly • Configuration • AES-NI Hardware acceleration • OpenSSL library • Entropy
- 30. 31© Cloudera, Inc. All rights reserved. Fine Grained Access Control with Apache Sentry
- 31. 32© Cloudera, Inc. All rights reserved. Firewall System Diagram #2 ActiveDirectory/ KDC Master Worker Worker Worker Cloudera Manager Kerberos Master KMSKMS Firewall KeyTrusteeKeyTrustee (SSSD/Centrify)
- 32. 33© Cloudera, Inc. All rights reserved. Most Security #3 Secure Data Vault
- 33. 34© Cloudera, Inc. All rights reserved. Data Redaction Personal Identifiable Information • PCI-DSS, HIPAA Best practice Password • stores in credential files, not in configuration Log, queries • Cloudera Manager
- 34. 35© Cloudera, Inc. All rights reserved. Full Encryption Encrypt Data Spills • MapReduce • Impala • Hive • Flume OS-level encryption • Navigator Encrypt
- 35. 36© Cloudera, Inc. All rights reserved. Security Vulnerabilities
- 36. 37© Cloudera, Inc. All rights reserved. Vulnerability Response and Process Vulnerability reports Upstream Internal External Fix Publish CVE Cloudera TSB
- 37. 38© Cloudera, Inc. All rights reserved. Cloudera Certified Technology
- 38. 39© Cloudera, Inc. All rights reserved. Cloudera Certified Technology Partners Data Sources Data Ingest Process, Refine & Prep Data Discovery Advanced Analytics Connected Machines/Data sources Other Data Sources
- 39. 40© Cloudera, Inc. All rights reserved. A certified product ensures it integrates with a secure cluster • Authenticate via Kerberos or LDAP Authentication • Handle Apache Sentry with Hive, Impala, Search, HDFS Authorization • Support HDFS transport encryption, at-rest encryption; support SSL/TLS connection encryption Encryption
- 40. 41© Cloudera, Inc. All rights reserved. Cloudera SDX
- 41. 42© Cloudera, Inc. All rights reserved. Cloudera Enterprise 42 The modern platform for machine learning and analytics optimized for the cloud EXTENSIBLE SERVICES CORE SERVICES DATA ENGINEERING OPERATIONAL DATABASE ANALYTIC DATABASE DATA CATALOG INGEST & REPLICATION SECURITY GOVERNANCE WORKLOAD MANAGEMENT DATA SCIENCE S3 ADLS HDFS KUDU STORAGE SERVICES
- 42. 43© Cloudera, Inc. All rights reserved. • Unified security – protects sensitive data with consistent controls, even for transient and recurring workloads • Consistent governance – enables secure self-service access to all relevant data and increases compliance • Easy workload management – increases user productivity and boosts job predictability • Flexible ingest and replication – aggregates a single copy of all data, provides disaster recovery, and eases migration • Shared catalog – defines and preserves structure and business context of data for new applications and partner solutions Open platform services Built for multi-function analytics | Optimized for cloud
- 43. 44© Cloudera, Inc. All rights reserved. Successful use cases
- 44. 45© Cloudera, Inc. All rights reserved. Cloudera Overview & Financial Services Focus 2000 Strong Partner Ecosystem + 1600 Employees Globally + 19 Of the 30 G-SIBs Run on Cloudera Strong Focus & Momentum in Financial Services 3 Of the Fortune 500 Top 5 Insurers Run on Cloudera 5 Of the Top 6 Asset Management Firms Run on Cloudera 200+ Financial Services Customers
- 45. 47© Cloudera, Inc. All rights reserved. Building a Fantastic Customer Experience • Improved customer experience • 80 percent reduction in operating costs through a wide-range of customer service and operational improvements • Decrease in cost to service customers while increasing revenue through better service CUSTOMER 360 FINANCIAL SERVICES » PREDICTIVE ANALYTICS » 360 CUSTOMER VIEW » OPERATIONAL ANALYTICS
- 46. 48© Cloudera, Inc. All rights reserved. Large healthcare provider enables practitioners to recommend at-home actions to prevent hospital visits • Flexible, automatic data classification for diverse medical ontologies • Self-service data discovery for real- time, data-driven decisions
- 47. 49© Cloudera, Inc. All rights reserved. Thank you Wei-ChiuChuang | [email protected]
- 48. 50© Cloudera, Inc. All rights reserved. More information on Hadoop Security
- 49. 51© Cloudera, Inc. All rights reserved. Books authored by Clouderans