SlideShare ist ein Scribd-Unternehmen logo
1 von 27
Page1 Hadoop Summit, Brussels, April 2015
Security needs in Hadoop’s Current and
Future – How Apache Ranger can help?
Balaji Ganesan
Don Bosco Durai
@Hortonworks
April 16, 2015
Page2 Hadoop Summit, Brussels, April 2015
Hadoop exacerbates the security challenge
New Security
Requirements
• Hadoop as data lake –
data being centralized
• Different methods for
accessing same data
• Data security for multi
tenant use cases
• Need for centralized and
consistent approach
ANALYTICS
Data
Marts
Business
Analytics
Visualization
& Dashboards
ANALYTICS
Applications
Business
Analytics
Visualization
& Dashboards
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
°
HDFS
(Hadoop Distributed File System)
YARN: Data Operating System
Interactive Real-TimeBatch Partner ISVBatch BatchMP
P
EDW
Clickstream Web
& Social
Geolocation Sensor
& Machine
Server
Logs
Unstructured
SOURCES
Existing Systems
ERP CRM SCM
Page3 Hadoop Summit, Brussels, April 2015
Current State of Hadoop Security
Page4 Hadoop Summit, Brussels, April 2015
Security in Hadoop today
First level of security requirements
built in
Administration
Central management & consistent security
Apache Ranger
Authentication
Authenticate users and systems
Apache Knox, Native Kerberos
Authorization
Provision access to data
Apache Ranger
Audit
Maintain a record of data access
Apache Ranger, Hadoop native
audit
Data Protection
Protect data at rest and in motion
HDFS transparent, Hbase
encryption, Vendor solutions
Page5 Hadoop Summit, Brussels, April 2015
Central Security Administration, Authorization & Audit
Apache Ranger
(fka XA Secure)
• Delivers a ‘single pane of glass’ for the
security administrator
• Centralizes administration of security
policy
• Ensures consistent coverage across
HDFS, Hive, Hbase, Storm and Knox
Page6 Hadoop Summit, Brussels, April 2015
Authentication – Kerberos
What does Kerberos Do?
• Establishes identity for clients, hosts and
services
• Prevents impersonation/passwords are never
sent over the wire
• Integrates w/ enterprise identity mgmt tools such
as LDAP &Active Directory
• More granular auditing of data access/job
execution
Ambari 2.0 automates Kerberos deployment
Page7 Hadoop Summit, Brussels, April 2015
Authentication - API Security with Knox
• Eliminates SSH “edge node”
• Central API management
• Central audit control
• Service level Authorization
• SSO Integration –
Siteminder and OAM*
• LDAP & AD integration
Apache Knox extends the reach of Hadoop
REST API without Kerberos complexities.
Integrated with existing
systems to simplify
identity maintenance
Single, simple point of
access for a cluster
Central controls ensure
consistency across one or
more clusters
• Kerberos Encapsulation
• Single Hadoop access point
• REST API hierarchy
• Consolidated API calls
• Multi-cluster support
Page8 Hadoop Summit, Brussels, April 2015
Data Protection
Hadoop permits you to apply data protection policy at
different layers across the Hadoop stack
Layer What? How ?
Storage Encrypt data while it is at rest HDFS file encryption, Hbase Encryption
Transmission Encrypt data as it moves Supported in Hadoop
Page10 Hadoop Summit, Brussels, April 2015
Demo
Don Bosco Durai
Page11 Hadoop Summit, Brussels, April 2015
Future of Hadoop Security
How Apache Ranger can help?
Page12 Hadoop Summit, Brussels, April 2015
Security Requirements
Beyond basic security..
Administration
Central management & consistent security
• Tag based policies
• Extend beyond Hadoop
Authentication
Authenticate users and systems
• Single Sign on
Authorization
Provision access to data
• Dynamic, Attribute based access
control (ABAC)
Audit
Maintain a record of data access
• Activity monitoring, intrusion
detection
Data Protection
Protect data at rest and in motion
• Encryption as first class citizen,
masking and anonymization
Page13 Hadoop Summit, Brussels, April 2015
Apache Atlas
Future of Security – Data Classification w/ Apache
Atlas
Knowledge Store
Knowledge store categorized with appropriate business-
oriented taxonomy
• Data sets & objects
• Tables / Columns
• Logical context
• Source, destination
Support exchange of metadata between foundation
components and third-party applications/governance tools
Leverages existing Hadoop metastores
Audit Store
Policy Engine
Data Lifecycle
Management
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Custom
CWM
Retail
PCI
PII
Other
Knowledge Store
ModelsType-System
Policy RulesTaxonomies
Page14 Hadoop Summit, Brussels, April 2015
Hive Policy
Table1, Col A | Marketing | Select
Table 2, All | IT Admin | Create
HDFS
HiveServer 2
A B C
Beeline
Client
Ranger
Source
Data
ETL,
Data
Ingest
Current Ranger Setup
Sqoop,
Flume
Page15 Hadoop Summit, Brussels, April 2015
HDFS
HiveServer 2
A B C
Beeline
Client
Ranger
Source
Data
ETL,
Data
Ingest
Flume,
Sqoop
Metadata
Server
Tag Policy
Campaign | Marketing | Select
Logs | IT Admin | Create
Data Classification
Table1, Col A | “Campaign”
Table 2 | “Logs”
Future of Security – Tag based Policies
Page16 Hadoop Summit, Brussels, April 2015
Future of Security - Administration
Centralized Administration across big data applications
• Ranger provides a pluggable architecture for policy administration and
enforcement
Future Needs
• Custom plugins can be created for any data store, hooked up to Ranger
admin
• Build plugins to manage ACLs for big data BI applications, EDW
• Provides “single pane of glass” for end users managing security for the entire
big data environment
Page17 Hadoop Summit, Brussels, April 2015
Future of Security – Centralized Administration
Ranger Stacks
• Easily added a new “service” to Ranger
• Enable customers and partners to add new component support easily
Ranger Administration Portal
HDFS
Hive Server2
Ranger Policy
Server
Ranger Audit
Server
Ranger
Plugin
Ranger
Plugin
Hbase
Ranger
Plugin
New Service
Ranger
Plugin*
Page18 Hadoop Summit, Brussels, April 2015
Future of Security – Adding new service to Ranger
Adding a new
service using
JSON
Page19 Hadoop Summit, Brussels, April 2015
Future of Security – Adding new plugins
Permission Interface
Ranger Implementation
Component Process (e.g. HiveServer2)
Create/Ins
ert
Edit/Updat
e
View/Sele
ct
Other
Actions
Check Permission
Ranger Policy
Admin
DB
Ranger Centralized
Audit Store
Ranger
Policy
Cache
Page20 Hadoop Summit, Brussels, April 2015
Future of Security - Authorization
Dynamic, Attribute based access control (ABAC)
• Ranger currently provides hooks to embed dynamic rules in the policies
Future Security Needs
• Extend Ranger to support data or user attributes in policy decisions
• Examples,
• Use geo location of users to determine access
• Access available only between 9a -5p local time
Page21 Hadoop Summit, Brussels, April 2015
Ranger – Dynamic Policy Conditions
Page22 Hadoop Summit, Brussels, April 2015
Future of Security - Auditing
Monitoring, intrusion detection through audit data
• Ranger currently captures detailed audit data, stores in HDFS or RDBMS
Future Work
• Ranger can stream audit data through Kafka, Storm into multiple datastores
• Add support for correlation, processing in Storm
• Alerts based on rules
• Add support for feeding in audit data from external sources (network events,
syslogs etc)
• Ranger UI can provide dashboard to monitor audit events
Page23 Hadoop Summit, Brussels, April 2015
Future of Security - Auditing
Ranger
Audit
Hive
Storm
Kafka
Solr
Other Audit
Logs
(Network,
SNMP)
Add
context,
Enrich,
Alerts
Long term store,
Query
Interactive Audit Query
AnalyticalApplications
Page24 Hadoop Summit, Brussels, April 2015
Future of Security – Data Protection
Encryption as first class citizen
• Encryption introduced in HDFS and Hbase
Future Roadmap
- Build native encryption support in HDFS, Hive and Hbase
- Ranger based key management to support encryption
- Authorization policies for KMS in Ranger
- Column level masking supported in Hive, Phoenix
Page25 Hadoop Summit, Brussels, April 2015
Ranger Community
How to contribute?
Page26 Hadoop Summit, Brussels, April 2015
Apache Ranger Resources
(ranger.incubator.apache.org)
Page27 Hadoop Summit, Brussels, April 2015
Ranger Resources - Wiki
Page28 Hadoop Summit, Brussels, April 2015

Weitere ähnliche Inhalte

Was ist angesagt?

HDP Advanced Security: Comprehensive Security for Enterprise Hadoop
HDP Advanced Security: Comprehensive Security for Enterprise HadoopHDP Advanced Security: Comprehensive Security for Enterprise Hadoop
HDP Advanced Security: Comprehensive Security for Enterprise HadoopHortonworks
 
Discover hdp 2.2 hdfs - final
Discover hdp 2.2   hdfs - finalDiscover hdp 2.2   hdfs - final
Discover hdp 2.2 hdfs - finalHortonworks
 
Hadoop & Security - Past, Present, Future
Hadoop & Security - Past, Present, FutureHadoop & Security - Past, Present, Future
Hadoop & Security - Past, Present, FutureUwe Printz
 
Treat your enterprise data lake indigestion: Enterprise ready security and go...
Treat your enterprise data lake indigestion: Enterprise ready security and go...Treat your enterprise data lake indigestion: Enterprise ready security and go...
Treat your enterprise data lake indigestion: Enterprise ready security and go...DataWorks Summit
 
Ranger admin dev overview
Ranger admin dev overviewRanger admin dev overview
Ranger admin dev overviewTushar Dudhatra
 
Hadoop Security and Compliance - StampedeCon 2016
Hadoop Security and Compliance - StampedeCon 2016Hadoop Security and Compliance - StampedeCon 2016
Hadoop Security and Compliance - StampedeCon 2016StampedeCon
 
Improvements in Hadoop Security
Improvements in Hadoop SecurityImprovements in Hadoop Security
Improvements in Hadoop SecurityDataWorks Summit
 
Bridle your Flying Islands and Castles in the Sky: Built-in Governance and Se...
Bridle your Flying Islands and Castles in the Sky: Built-in Governance and Se...Bridle your Flying Islands and Castles in the Sky: Built-in Governance and Se...
Bridle your Flying Islands and Castles in the Sky: Built-in Governance and Se...DataWorks Summit
 
Apache hive essentials
Apache hive essentialsApache hive essentials
Apache hive essentialsSteve Tran
 
Big SQL: Powerful SQL Optimization - Re-Imagined for open source
Big SQL: Powerful SQL Optimization - Re-Imagined for open sourceBig SQL: Powerful SQL Optimization - Re-Imagined for open source
Big SQL: Powerful SQL Optimization - Re-Imagined for open sourceDataWorks Summit
 
Journey to the Data Lake: How Progressive Paved a Faster, Smoother Path to In...
Journey to the Data Lake: How Progressive Paved a Faster, Smoother Path to In...Journey to the Data Lake: How Progressive Paved a Faster, Smoother Path to In...
Journey to the Data Lake: How Progressive Paved a Faster, Smoother Path to In...DataWorks Summit
 
Hadoop Security Today and Tomorrow
Hadoop Security Today and TomorrowHadoop Security Today and Tomorrow
Hadoop Security Today and TomorrowDataWorks Summit
 
Securing Data in Hybrid on-premise and Cloud Environments Using Apache Ranger
Securing Data in Hybrid on-premise and Cloud Environments Using Apache RangerSecuring Data in Hybrid on-premise and Cloud Environments Using Apache Ranger
Securing Data in Hybrid on-premise and Cloud Environments Using Apache RangerDataWorks Summit
 
Data Discovery, Visualization, and Apache Hadoop
Data Discovery, Visualization, and Apache HadoopData Discovery, Visualization, and Apache Hadoop
Data Discovery, Visualization, and Apache HadoopHortonworks
 
Open Source Security Tools for Big Data
Open Source Security Tools for Big DataOpen Source Security Tools for Big Data
Open Source Security Tools for Big DataRommel Garcia
 
Powering Fast Data and the Hadoop Ecosystem with VoltDB and Hortonworks
Powering Fast Data and the Hadoop Ecosystem with VoltDB and HortonworksPowering Fast Data and the Hadoop Ecosystem with VoltDB and Hortonworks
Powering Fast Data and the Hadoop Ecosystem with VoltDB and HortonworksHortonworks
 
History of Privacera
History of PrivaceraHistory of Privacera
History of PrivaceraPrivacera
 
Apache Knox Gateway "Single Sign On" expands the reach of the Enterprise Users
Apache Knox Gateway "Single Sign On" expands the reach of the Enterprise UsersApache Knox Gateway "Single Sign On" expands the reach of the Enterprise Users
Apache Knox Gateway "Single Sign On" expands the reach of the Enterprise UsersDataWorks Summit
 

Was ist angesagt? (20)

HDP Advanced Security: Comprehensive Security for Enterprise Hadoop
HDP Advanced Security: Comprehensive Security for Enterprise HadoopHDP Advanced Security: Comprehensive Security for Enterprise Hadoop
HDP Advanced Security: Comprehensive Security for Enterprise Hadoop
 
Discover hdp 2.2 hdfs - final
Discover hdp 2.2   hdfs - finalDiscover hdp 2.2   hdfs - final
Discover hdp 2.2 hdfs - final
 
Hadoop & Security - Past, Present, Future
Hadoop & Security - Past, Present, FutureHadoop & Security - Past, Present, Future
Hadoop & Security - Past, Present, Future
 
Treat your enterprise data lake indigestion: Enterprise ready security and go...
Treat your enterprise data lake indigestion: Enterprise ready security and go...Treat your enterprise data lake indigestion: Enterprise ready security and go...
Treat your enterprise data lake indigestion: Enterprise ready security and go...
 
Ranger admin dev overview
Ranger admin dev overviewRanger admin dev overview
Ranger admin dev overview
 
Hadoop Security and Compliance - StampedeCon 2016
Hadoop Security and Compliance - StampedeCon 2016Hadoop Security and Compliance - StampedeCon 2016
Hadoop Security and Compliance - StampedeCon 2016
 
Improvements in Hadoop Security
Improvements in Hadoop SecurityImprovements in Hadoop Security
Improvements in Hadoop Security
 
Hybrid Data Platform
Hybrid Data Platform Hybrid Data Platform
Hybrid Data Platform
 
Bridle your Flying Islands and Castles in the Sky: Built-in Governance and Se...
Bridle your Flying Islands and Castles in the Sky: Built-in Governance and Se...Bridle your Flying Islands and Castles in the Sky: Built-in Governance and Se...
Bridle your Flying Islands and Castles in the Sky: Built-in Governance and Se...
 
Apache hive essentials
Apache hive essentialsApache hive essentials
Apache hive essentials
 
Big SQL: Powerful SQL Optimization - Re-Imagined for open source
Big SQL: Powerful SQL Optimization - Re-Imagined for open sourceBig SQL: Powerful SQL Optimization - Re-Imagined for open source
Big SQL: Powerful SQL Optimization - Re-Imagined for open source
 
Journey to the Data Lake: How Progressive Paved a Faster, Smoother Path to In...
Journey to the Data Lake: How Progressive Paved a Faster, Smoother Path to In...Journey to the Data Lake: How Progressive Paved a Faster, Smoother Path to In...
Journey to the Data Lake: How Progressive Paved a Faster, Smoother Path to In...
 
Hadoop Security Today and Tomorrow
Hadoop Security Today and TomorrowHadoop Security Today and Tomorrow
Hadoop Security Today and Tomorrow
 
Securing Data in Hybrid on-premise and Cloud Environments Using Apache Ranger
Securing Data in Hybrid on-premise and Cloud Environments Using Apache RangerSecuring Data in Hybrid on-premise and Cloud Environments Using Apache Ranger
Securing Data in Hybrid on-premise and Cloud Environments Using Apache Ranger
 
Data Discovery, Visualization, and Apache Hadoop
Data Discovery, Visualization, and Apache HadoopData Discovery, Visualization, and Apache Hadoop
Data Discovery, Visualization, and Apache Hadoop
 
Open Source Security Tools for Big Data
Open Source Security Tools for Big DataOpen Source Security Tools for Big Data
Open Source Security Tools for Big Data
 
Powering Fast Data and the Hadoop Ecosystem with VoltDB and Hortonworks
Powering Fast Data and the Hadoop Ecosystem with VoltDB and HortonworksPowering Fast Data and the Hadoop Ecosystem with VoltDB and Hortonworks
Powering Fast Data and the Hadoop Ecosystem with VoltDB and Hortonworks
 
Apache Ranger Hive Metastore Security
Apache Ranger Hive Metastore Security Apache Ranger Hive Metastore Security
Apache Ranger Hive Metastore Security
 
History of Privacera
History of PrivaceraHistory of Privacera
History of Privacera
 
Apache Knox Gateway "Single Sign On" expands the reach of the Enterprise Users
Apache Knox Gateway "Single Sign On" expands the reach of the Enterprise UsersApache Knox Gateway "Single Sign On" expands the reach of the Enterprise Users
Apache Knox Gateway "Single Sign On" expands the reach of the Enterprise Users
 

Andere mochten auch

Hadoop Operations: How to Secure and Control Cluster Access
Hadoop Operations: How to Secure and Control Cluster AccessHadoop Operations: How to Secure and Control Cluster Access
Hadoop Operations: How to Secure and Control Cluster AccessCloudera, Inc.
 
Discover HDP 2.2: Comprehensive Hadoop Security with Apache Ranger and Apache...
Discover HDP 2.2: Comprehensive Hadoop Security with Apache Ranger and Apache...Discover HDP 2.2: Comprehensive Hadoop Security with Apache Ranger and Apache...
Discover HDP 2.2: Comprehensive Hadoop Security with Apache Ranger and Apache...Hortonworks
 
12 SQL On-Hadoop Tools
12 SQL On-Hadoop Tools12 SQL On-Hadoop Tools
12 SQL On-Hadoop ToolsXplenty
 
Final version sql over hadoop ver1
Final version sql over hadoop ver1Final version sql over hadoop ver1
Final version sql over hadoop ver1Sudheesh Narayanan
 
Design for a Distributed Name Node
Design for a Distributed Name NodeDesign for a Distributed Name Node
Design for a Distributed Name NodeAaron Cordova
 
TriHUG October: Apache Ranger
TriHUG October: Apache RangerTriHUG October: Apache Ranger
TriHUG October: Apache Rangertrihug
 
Taming YARN @ Hadoop Conference Japan 2014
Taming YARN @ Hadoop Conference Japan 2014Taming YARN @ Hadoop Conference Japan 2014
Taming YARN @ Hadoop Conference Japan 2014Tsuyoshi OZAWA
 
DCAT-AP exchanging metadata
DCAT-AP exchanging metadataDCAT-AP exchanging metadata
DCAT-AP exchanging metadataBart Hanssens
 
ckan 2.0: Harvesting from other sources
ckan 2.0: Harvesting from other sourcesckan 2.0: Harvesting from other sources
ckan 2.0: Harvesting from other sourcesChengjen Lee
 
Discover HDP 2.2: Apache Falcon for Hadoop Data Governance
Discover HDP 2.2: Apache Falcon for Hadoop Data GovernanceDiscover HDP 2.2: Apache Falcon for Hadoop Data Governance
Discover HDP 2.2: Apache Falcon for Hadoop Data GovernanceHortonworks
 
Securing Hadoop's REST APIs with Apache Knox Gateway Hadoop Summit June 6th, ...
Securing Hadoop's REST APIs with Apache Knox Gateway Hadoop Summit June 6th, ...Securing Hadoop's REST APIs with Apache Knox Gateway Hadoop Summit June 6th, ...
Securing Hadoop's REST APIs with Apache Knox Gateway Hadoop Summit June 6th, ...Kevin Minder
 
Hadoop REST API Security with Apache Knox Gateway
Hadoop REST API Security with Apache Knox GatewayHadoop REST API Security with Apache Knox Gateway
Hadoop REST API Security with Apache Knox GatewayDataWorks Summit
 
The Future of Hadoop Security - Hadoop Summit 2014
The Future of Hadoop Security - Hadoop Summit 2014The Future of Hadoop Security - Hadoop Summit 2014
The Future of Hadoop Security - Hadoop Summit 2014Cloudera, Inc.
 
Hadoop benchmark: Evaluating Cloudera, Hortonworks, and MapR
Hadoop benchmark: Evaluating Cloudera, Hortonworks, and MapRHadoop benchmark: Evaluating Cloudera, Hortonworks, and MapR
Hadoop benchmark: Evaluating Cloudera, Hortonworks, and MapRDouglas Bernardini
 
Hdp security overview
Hdp security overview Hdp security overview
Hdp security overview Hortonworks
 
Securing Hadoop with Apache Ranger
Securing Hadoop with Apache RangerSecuring Hadoop with Apache Ranger
Securing Hadoop with Apache RangerDataWorks Summit
 
Security and Data Governance using Apache Ranger and Apache Atlas
Security and Data Governance using Apache Ranger and Apache AtlasSecurity and Data Governance using Apache Ranger and Apache Atlas
Security and Data Governance using Apache Ranger and Apache AtlasDataWorks Summit/Hadoop Summit
 

Andere mochten auch (20)

Hadoop Operations: How to Secure and Control Cluster Access
Hadoop Operations: How to Secure and Control Cluster AccessHadoop Operations: How to Secure and Control Cluster Access
Hadoop Operations: How to Secure and Control Cluster Access
 
Discover HDP 2.2: Comprehensive Hadoop Security with Apache Ranger and Apache...
Discover HDP 2.2: Comprehensive Hadoop Security with Apache Ranger and Apache...Discover HDP 2.2: Comprehensive Hadoop Security with Apache Ranger and Apache...
Discover HDP 2.2: Comprehensive Hadoop Security with Apache Ranger and Apache...
 
12 SQL On-Hadoop Tools
12 SQL On-Hadoop Tools12 SQL On-Hadoop Tools
12 SQL On-Hadoop Tools
 
Final version sql over hadoop ver1
Final version sql over hadoop ver1Final version sql over hadoop ver1
Final version sql over hadoop ver1
 
Design for a Distributed Name Node
Design for a Distributed Name NodeDesign for a Distributed Name Node
Design for a Distributed Name Node
 
TriHUG October: Apache Ranger
TriHUG October: Apache RangerTriHUG October: Apache Ranger
TriHUG October: Apache Ranger
 
Taming YARN @ Hadoop Conference Japan 2014
Taming YARN @ Hadoop Conference Japan 2014Taming YARN @ Hadoop Conference Japan 2014
Taming YARN @ Hadoop Conference Japan 2014
 
DCAT-AP exchanging metadata
DCAT-AP exchanging metadataDCAT-AP exchanging metadata
DCAT-AP exchanging metadata
 
DCAT: a tale of exchanging metadata
DCAT: a tale of exchanging metadataDCAT: a tale of exchanging metadata
DCAT: a tale of exchanging metadata
 
ckan 2.0: Harvesting from other sources
ckan 2.0: Harvesting from other sourcesckan 2.0: Harvesting from other sources
ckan 2.0: Harvesting from other sources
 
Discover HDP 2.2: Apache Falcon for Hadoop Data Governance
Discover HDP 2.2: Apache Falcon for Hadoop Data GovernanceDiscover HDP 2.2: Apache Falcon for Hadoop Data Governance
Discover HDP 2.2: Apache Falcon for Hadoop Data Governance
 
Securing Hadoop's REST APIs with Apache Knox Gateway Hadoop Summit June 6th, ...
Securing Hadoop's REST APIs with Apache Knox Gateway Hadoop Summit June 6th, ...Securing Hadoop's REST APIs with Apache Knox Gateway Hadoop Summit June 6th, ...
Securing Hadoop's REST APIs with Apache Knox Gateway Hadoop Summit June 6th, ...
 
Hadoop REST API Security with Apache Knox Gateway
Hadoop REST API Security with Apache Knox GatewayHadoop REST API Security with Apache Knox Gateway
Hadoop REST API Security with Apache Knox Gateway
 
The Future of Hadoop Security - Hadoop Summit 2014
The Future of Hadoop Security - Hadoop Summit 2014The Future of Hadoop Security - Hadoop Summit 2014
The Future of Hadoop Security - Hadoop Summit 2014
 
Apache Kafka Security
Apache Kafka Security Apache Kafka Security
Apache Kafka Security
 
Apache Ranger
Apache RangerApache Ranger
Apache Ranger
 
Hadoop benchmark: Evaluating Cloudera, Hortonworks, and MapR
Hadoop benchmark: Evaluating Cloudera, Hortonworks, and MapRHadoop benchmark: Evaluating Cloudera, Hortonworks, and MapR
Hadoop benchmark: Evaluating Cloudera, Hortonworks, and MapR
 
Hdp security overview
Hdp security overview Hdp security overview
Hdp security overview
 
Securing Hadoop with Apache Ranger
Securing Hadoop with Apache RangerSecuring Hadoop with Apache Ranger
Securing Hadoop with Apache Ranger
 
Security and Data Governance using Apache Ranger and Apache Atlas
Security and Data Governance using Apache Ranger and Apache AtlasSecurity and Data Governance using Apache Ranger and Apache Atlas
Security and Data Governance using Apache Ranger and Apache Atlas
 

Ähnlich wie Apache Ranger Secures Hadoop Ecosystem

Simplify and Secure your Hadoop Environment with Hortonworks and Centrify
Simplify and Secure your Hadoop Environment with Hortonworks and CentrifySimplify and Secure your Hadoop Environment with Hortonworks and Centrify
Simplify and Secure your Hadoop Environment with Hortonworks and CentrifyHortonworks
 
Hadoop Security Features That make your risk officer happy
Hadoop Security Features That make your risk officer happyHadoop Security Features That make your risk officer happy
Hadoop Security Features That make your risk officer happyDataWorks Summit
 
Hadoop Security Features that make your risk officer happy
Hadoop Security Features that make your risk officer happyHadoop Security Features that make your risk officer happy
Hadoop Security Features that make your risk officer happyAnurag Shrivastava
 
Hortonworks and Voltage Security webinar
Hortonworks and Voltage Security webinarHortonworks and Voltage Security webinar
Hortonworks and Voltage Security webinarHortonworks
 
Lessons Learned Migrating from IBM BigInsights to Hortonworks Data Platform
Lessons Learned Migrating from IBM BigInsights to Hortonworks Data PlatformLessons Learned Migrating from IBM BigInsights to Hortonworks Data Platform
Lessons Learned Migrating from IBM BigInsights to Hortonworks Data PlatformDataWorks Summit
 
Apache Atlas: Tracking dataset lineage across Hadoop components
Apache Atlas: Tracking dataset lineage across Hadoop componentsApache Atlas: Tracking dataset lineage across Hadoop components
Apache Atlas: Tracking dataset lineage across Hadoop componentsDataWorks Summit/Hadoop Summit
 
Hadoop Security Today & Tomorrow with Apache Knox
Hadoop Security Today & Tomorrow with Apache KnoxHadoop Security Today & Tomorrow with Apache Knox
Hadoop Security Today & Tomorrow with Apache KnoxVinay Shukla
 
Lightning Fast Analytics with Hive LLAP and Druid
Lightning Fast Analytics with Hive LLAP and DruidLightning Fast Analytics with Hive LLAP and Druid
Lightning Fast Analytics with Hive LLAP and DruidDataWorks Summit
 
Build Big Data Enterprise Solutions Faster on Azure HDInsight
Build Big Data Enterprise Solutions Faster on Azure HDInsightBuild Big Data Enterprise Solutions Faster on Azure HDInsight
Build Big Data Enterprise Solutions Faster on Azure HDInsightDataWorks Summit/Hadoop Summit
 
GDPR Community Showcase for Apache Ranger and Apache Atlas
GDPR Community Showcase for Apache Ranger and Apache AtlasGDPR Community Showcase for Apache Ranger and Apache Atlas
GDPR Community Showcase for Apache Ranger and Apache AtlasDataWorks Summit
 
Analyzing the World's Largest Security Data Lake!
Analyzing the World's Largest Security Data Lake!Analyzing the World's Largest Security Data Lake!
Analyzing the World's Largest Security Data Lake!DataWorks Summit
 
Big Data Security on Microsoft Azure - HDInsight and HortonWorks
Big Data Security on Microsoft Azure - HDInsight and HortonWorksBig Data Security on Microsoft Azure - HDInsight and HortonWorks
Big Data Security on Microsoft Azure - HDInsight and HortonWorksLuan Moreno Medeiros Maciel
 
Big data and lynda_Subash_DSouza.com
Big data and lynda_Subash_DSouza.comBig data and lynda_Subash_DSouza.com
Big data and lynda_Subash_DSouza.comData Con LA
 
Azure Cafe Marketplace with Hortonworks March 31 2016
Azure Cafe Marketplace with Hortonworks March 31 2016Azure Cafe Marketplace with Hortonworks March 31 2016
Azure Cafe Marketplace with Hortonworks March 31 2016Joan Novino
 
Apache Hadoop Summit 2016: The Future of Apache Hadoop an Enterprise Architec...
Apache Hadoop Summit 2016: The Future of Apache Hadoop an Enterprise Architec...Apache Hadoop Summit 2016: The Future of Apache Hadoop an Enterprise Architec...
Apache Hadoop Summit 2016: The Future of Apache Hadoop an Enterprise Architec...PwC
 
The Future of Apache Hadoop an Enterprise Architecture View
The Future of Apache Hadoop an Enterprise Architecture ViewThe Future of Apache Hadoop an Enterprise Architecture View
The Future of Apache Hadoop an Enterprise Architecture ViewDataWorks Summit/Hadoop Summit
 
AWS Public Sector Symposium 2014 Canberra | Secure Hadoop as a Service
AWS Public Sector Symposium 2014 Canberra | Secure Hadoop as a ServiceAWS Public Sector Symposium 2014 Canberra | Secure Hadoop as a Service
AWS Public Sector Symposium 2014 Canberra | Secure Hadoop as a ServiceAmazon Web Services
 
Streaming Data and Stream Processing with Apache Kafka
Streaming Data and Stream Processing with Apache KafkaStreaming Data and Stream Processing with Apache Kafka
Streaming Data and Stream Processing with Apache Kafkaconfluent
 

Ähnlich wie Apache Ranger Secures Hadoop Ecosystem (20)

Simplify and Secure your Hadoop Environment with Hortonworks and Centrify
Simplify and Secure your Hadoop Environment with Hortonworks and CentrifySimplify and Secure your Hadoop Environment with Hortonworks and Centrify
Simplify and Secure your Hadoop Environment with Hortonworks and Centrify
 
Hadoop Security Features That make your risk officer happy
Hadoop Security Features That make your risk officer happyHadoop Security Features That make your risk officer happy
Hadoop Security Features That make your risk officer happy
 
Hadoop Security Features that make your risk officer happy
Hadoop Security Features that make your risk officer happyHadoop Security Features that make your risk officer happy
Hadoop Security Features that make your risk officer happy
 
Hortonworks and Voltage Security webinar
Hortonworks and Voltage Security webinarHortonworks and Voltage Security webinar
Hortonworks and Voltage Security webinar
 
Lessons Learned Migrating from IBM BigInsights to Hortonworks Data Platform
Lessons Learned Migrating from IBM BigInsights to Hortonworks Data PlatformLessons Learned Migrating from IBM BigInsights to Hortonworks Data Platform
Lessons Learned Migrating from IBM BigInsights to Hortonworks Data Platform
 
Apache Atlas: Tracking dataset lineage across Hadoop components
Apache Atlas: Tracking dataset lineage across Hadoop componentsApache Atlas: Tracking dataset lineage across Hadoop components
Apache Atlas: Tracking dataset lineage across Hadoop components
 
Hadoop Security Today & Tomorrow with Apache Knox
Hadoop Security Today & Tomorrow with Apache KnoxHadoop Security Today & Tomorrow with Apache Knox
Hadoop Security Today & Tomorrow with Apache Knox
 
Lightning Fast Analytics with Hive LLAP and Druid
Lightning Fast Analytics with Hive LLAP and DruidLightning Fast Analytics with Hive LLAP and Druid
Lightning Fast Analytics with Hive LLAP and Druid
 
Build Big Data Enterprise Solutions Faster on Azure HDInsight
Build Big Data Enterprise Solutions Faster on Azure HDInsightBuild Big Data Enterprise Solutions Faster on Azure HDInsight
Build Big Data Enterprise Solutions Faster on Azure HDInsight
 
GDPR Community Showcase for Apache Ranger and Apache Atlas
GDPR Community Showcase for Apache Ranger and Apache AtlasGDPR Community Showcase for Apache Ranger and Apache Atlas
GDPR Community Showcase for Apache Ranger and Apache Atlas
 
Analyzing the World's Largest Security Data Lake!
Analyzing the World's Largest Security Data Lake!Analyzing the World's Largest Security Data Lake!
Analyzing the World's Largest Security Data Lake!
 
Hadoop in a Nutshell
Hadoop in a NutshellHadoop in a Nutshell
Hadoop in a Nutshell
 
Big Data Security on Microsoft Azure - HDInsight and HortonWorks
Big Data Security on Microsoft Azure - HDInsight and HortonWorksBig Data Security on Microsoft Azure - HDInsight and HortonWorks
Big Data Security on Microsoft Azure - HDInsight and HortonWorks
 
Big data and lynda_Subash_DSouza.com
Big data and lynda_Subash_DSouza.comBig data and lynda_Subash_DSouza.com
Big data and lynda_Subash_DSouza.com
 
Azure Cafe Marketplace with Hortonworks March 31 2016
Azure Cafe Marketplace with Hortonworks March 31 2016Azure Cafe Marketplace with Hortonworks March 31 2016
Azure Cafe Marketplace with Hortonworks March 31 2016
 
Apache Hadoop Summit 2016: The Future of Apache Hadoop an Enterprise Architec...
Apache Hadoop Summit 2016: The Future of Apache Hadoop an Enterprise Architec...Apache Hadoop Summit 2016: The Future of Apache Hadoop an Enterprise Architec...
Apache Hadoop Summit 2016: The Future of Apache Hadoop an Enterprise Architec...
 
The Future of Apache Hadoop an Enterprise Architecture View
The Future of Apache Hadoop an Enterprise Architecture ViewThe Future of Apache Hadoop an Enterprise Architecture View
The Future of Apache Hadoop an Enterprise Architecture View
 
AWS Public Sector Symposium 2014 Canberra | Secure Hadoop as a Service
AWS Public Sector Symposium 2014 Canberra | Secure Hadoop as a ServiceAWS Public Sector Symposium 2014 Canberra | Secure Hadoop as a Service
AWS Public Sector Symposium 2014 Canberra | Secure Hadoop as a Service
 
Practical Guide to Platform-as-a-Service
Practical Guide to Platform-as-a-Service Practical Guide to Platform-as-a-Service
Practical Guide to Platform-as-a-Service
 
Streaming Data and Stream Processing with Apache Kafka
Streaming Data and Stream Processing with Apache KafkaStreaming Data and Stream Processing with Apache Kafka
Streaming Data and Stream Processing with Apache Kafka
 

Mehr von DataWorks Summit

Floating on a RAFT: HBase Durability with Apache Ratis
Floating on a RAFT: HBase Durability with Apache RatisFloating on a RAFT: HBase Durability with Apache Ratis
Floating on a RAFT: HBase Durability with Apache RatisDataWorks Summit
 
Tracking Crime as It Occurs with Apache Phoenix, Apache HBase and Apache NiFi
Tracking Crime as It Occurs with Apache Phoenix, Apache HBase and Apache NiFiTracking Crime as It Occurs with Apache Phoenix, Apache HBase and Apache NiFi
Tracking Crime as It Occurs with Apache Phoenix, Apache HBase and Apache NiFiDataWorks Summit
 
HBase Tales From the Trenches - Short stories about most common HBase operati...
HBase Tales From the Trenches - Short stories about most common HBase operati...HBase Tales From the Trenches - Short stories about most common HBase operati...
HBase Tales From the Trenches - Short stories about most common HBase operati...DataWorks Summit
 
Optimizing Geospatial Operations with Server-side Programming in HBase and Ac...
Optimizing Geospatial Operations with Server-side Programming in HBase and Ac...Optimizing Geospatial Operations with Server-side Programming in HBase and Ac...
Optimizing Geospatial Operations with Server-side Programming in HBase and Ac...DataWorks Summit
 
Managing the Dewey Decimal System
Managing the Dewey Decimal SystemManaging the Dewey Decimal System
Managing the Dewey Decimal SystemDataWorks Summit
 
Practical NoSQL: Accumulo's dirlist Example
Practical NoSQL: Accumulo's dirlist ExamplePractical NoSQL: Accumulo's dirlist Example
Practical NoSQL: Accumulo's dirlist ExampleDataWorks Summit
 
HBase Global Indexing to support large-scale data ingestion at Uber
HBase Global Indexing to support large-scale data ingestion at UberHBase Global Indexing to support large-scale data ingestion at Uber
HBase Global Indexing to support large-scale data ingestion at UberDataWorks Summit
 
Scaling Cloud-Scale Translytics Workloads with Omid and Phoenix
Scaling Cloud-Scale Translytics Workloads with Omid and PhoenixScaling Cloud-Scale Translytics Workloads with Omid and Phoenix
Scaling Cloud-Scale Translytics Workloads with Omid and PhoenixDataWorks Summit
 
Building the High Speed Cybersecurity Data Pipeline Using Apache NiFi
Building the High Speed Cybersecurity Data Pipeline Using Apache NiFiBuilding the High Speed Cybersecurity Data Pipeline Using Apache NiFi
Building the High Speed Cybersecurity Data Pipeline Using Apache NiFiDataWorks Summit
 
Supporting Apache HBase : Troubleshooting and Supportability Improvements
Supporting Apache HBase : Troubleshooting and Supportability ImprovementsSupporting Apache HBase : Troubleshooting and Supportability Improvements
Supporting Apache HBase : Troubleshooting and Supportability ImprovementsDataWorks Summit
 
Security Framework for Multitenant Architecture
Security Framework for Multitenant ArchitectureSecurity Framework for Multitenant Architecture
Security Framework for Multitenant ArchitectureDataWorks Summit
 
Presto: Optimizing Performance of SQL-on-Anything Engine
Presto: Optimizing Performance of SQL-on-Anything EnginePresto: Optimizing Performance of SQL-on-Anything Engine
Presto: Optimizing Performance of SQL-on-Anything EngineDataWorks Summit
 
Introducing MlFlow: An Open Source Platform for the Machine Learning Lifecycl...
Introducing MlFlow: An Open Source Platform for the Machine Learning Lifecycl...Introducing MlFlow: An Open Source Platform for the Machine Learning Lifecycl...
Introducing MlFlow: An Open Source Platform for the Machine Learning Lifecycl...DataWorks Summit
 
Extending Twitter's Data Platform to Google Cloud
Extending Twitter's Data Platform to Google CloudExtending Twitter's Data Platform to Google Cloud
Extending Twitter's Data Platform to Google CloudDataWorks Summit
 
Event-Driven Messaging and Actions using Apache Flink and Apache NiFi
Event-Driven Messaging and Actions using Apache Flink and Apache NiFiEvent-Driven Messaging and Actions using Apache Flink and Apache NiFi
Event-Driven Messaging and Actions using Apache Flink and Apache NiFiDataWorks Summit
 
Securing Data in Hybrid on-premise and Cloud Environments using Apache Ranger
Securing Data in Hybrid on-premise and Cloud Environments using Apache RangerSecuring Data in Hybrid on-premise and Cloud Environments using Apache Ranger
Securing Data in Hybrid on-premise and Cloud Environments using Apache RangerDataWorks Summit
 
Big Data Meets NVM: Accelerating Big Data Processing with Non-Volatile Memory...
Big Data Meets NVM: Accelerating Big Data Processing with Non-Volatile Memory...Big Data Meets NVM: Accelerating Big Data Processing with Non-Volatile Memory...
Big Data Meets NVM: Accelerating Big Data Processing with Non-Volatile Memory...DataWorks Summit
 
Computer Vision: Coming to a Store Near You
Computer Vision: Coming to a Store Near YouComputer Vision: Coming to a Store Near You
Computer Vision: Coming to a Store Near YouDataWorks Summit
 
Big Data Genomics: Clustering Billions of DNA Sequences with Apache Spark
Big Data Genomics: Clustering Billions of DNA Sequences with Apache SparkBig Data Genomics: Clustering Billions of DNA Sequences with Apache Spark
Big Data Genomics: Clustering Billions of DNA Sequences with Apache SparkDataWorks Summit
 

Mehr von DataWorks Summit (20)

Data Science Crash Course
Data Science Crash CourseData Science Crash Course
Data Science Crash Course
 
Floating on a RAFT: HBase Durability with Apache Ratis
Floating on a RAFT: HBase Durability with Apache RatisFloating on a RAFT: HBase Durability with Apache Ratis
Floating on a RAFT: HBase Durability with Apache Ratis
 
Tracking Crime as It Occurs with Apache Phoenix, Apache HBase and Apache NiFi
Tracking Crime as It Occurs with Apache Phoenix, Apache HBase and Apache NiFiTracking Crime as It Occurs with Apache Phoenix, Apache HBase and Apache NiFi
Tracking Crime as It Occurs with Apache Phoenix, Apache HBase and Apache NiFi
 
HBase Tales From the Trenches - Short stories about most common HBase operati...
HBase Tales From the Trenches - Short stories about most common HBase operati...HBase Tales From the Trenches - Short stories about most common HBase operati...
HBase Tales From the Trenches - Short stories about most common HBase operati...
 
Optimizing Geospatial Operations with Server-side Programming in HBase and Ac...
Optimizing Geospatial Operations with Server-side Programming in HBase and Ac...Optimizing Geospatial Operations with Server-side Programming in HBase and Ac...
Optimizing Geospatial Operations with Server-side Programming in HBase and Ac...
 
Managing the Dewey Decimal System
Managing the Dewey Decimal SystemManaging the Dewey Decimal System
Managing the Dewey Decimal System
 
Practical NoSQL: Accumulo's dirlist Example
Practical NoSQL: Accumulo's dirlist ExamplePractical NoSQL: Accumulo's dirlist Example
Practical NoSQL: Accumulo's dirlist Example
 
HBase Global Indexing to support large-scale data ingestion at Uber
HBase Global Indexing to support large-scale data ingestion at UberHBase Global Indexing to support large-scale data ingestion at Uber
HBase Global Indexing to support large-scale data ingestion at Uber
 
Scaling Cloud-Scale Translytics Workloads with Omid and Phoenix
Scaling Cloud-Scale Translytics Workloads with Omid and PhoenixScaling Cloud-Scale Translytics Workloads with Omid and Phoenix
Scaling Cloud-Scale Translytics Workloads with Omid and Phoenix
 
Building the High Speed Cybersecurity Data Pipeline Using Apache NiFi
Building the High Speed Cybersecurity Data Pipeline Using Apache NiFiBuilding the High Speed Cybersecurity Data Pipeline Using Apache NiFi
Building the High Speed Cybersecurity Data Pipeline Using Apache NiFi
 
Supporting Apache HBase : Troubleshooting and Supportability Improvements
Supporting Apache HBase : Troubleshooting and Supportability ImprovementsSupporting Apache HBase : Troubleshooting and Supportability Improvements
Supporting Apache HBase : Troubleshooting and Supportability Improvements
 
Security Framework for Multitenant Architecture
Security Framework for Multitenant ArchitectureSecurity Framework for Multitenant Architecture
Security Framework for Multitenant Architecture
 
Presto: Optimizing Performance of SQL-on-Anything Engine
Presto: Optimizing Performance of SQL-on-Anything EnginePresto: Optimizing Performance of SQL-on-Anything Engine
Presto: Optimizing Performance of SQL-on-Anything Engine
 
Introducing MlFlow: An Open Source Platform for the Machine Learning Lifecycl...
Introducing MlFlow: An Open Source Platform for the Machine Learning Lifecycl...Introducing MlFlow: An Open Source Platform for the Machine Learning Lifecycl...
Introducing MlFlow: An Open Source Platform for the Machine Learning Lifecycl...
 
Extending Twitter's Data Platform to Google Cloud
Extending Twitter's Data Platform to Google CloudExtending Twitter's Data Platform to Google Cloud
Extending Twitter's Data Platform to Google Cloud
 
Event-Driven Messaging and Actions using Apache Flink and Apache NiFi
Event-Driven Messaging and Actions using Apache Flink and Apache NiFiEvent-Driven Messaging and Actions using Apache Flink and Apache NiFi
Event-Driven Messaging and Actions using Apache Flink and Apache NiFi
 
Securing Data in Hybrid on-premise and Cloud Environments using Apache Ranger
Securing Data in Hybrid on-premise and Cloud Environments using Apache RangerSecuring Data in Hybrid on-premise and Cloud Environments using Apache Ranger
Securing Data in Hybrid on-premise and Cloud Environments using Apache Ranger
 
Big Data Meets NVM: Accelerating Big Data Processing with Non-Volatile Memory...
Big Data Meets NVM: Accelerating Big Data Processing with Non-Volatile Memory...Big Data Meets NVM: Accelerating Big Data Processing with Non-Volatile Memory...
Big Data Meets NVM: Accelerating Big Data Processing with Non-Volatile Memory...
 
Computer Vision: Coming to a Store Near You
Computer Vision: Coming to a Store Near YouComputer Vision: Coming to a Store Near You
Computer Vision: Coming to a Store Near You
 
Big Data Genomics: Clustering Billions of DNA Sequences with Apache Spark
Big Data Genomics: Clustering Billions of DNA Sequences with Apache SparkBig Data Genomics: Clustering Billions of DNA Sequences with Apache Spark
Big Data Genomics: Clustering Billions of DNA Sequences with Apache Spark
 

Kürzlich hochgeladen

The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersRaghuram Pandurangan
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxLoriGlavin3
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 

Kürzlich hochgeladen (20)

The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information Developers
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 

Apache Ranger Secures Hadoop Ecosystem

  • 1. Page1 Hadoop Summit, Brussels, April 2015 Security needs in Hadoop’s Current and Future – How Apache Ranger can help? Balaji Ganesan Don Bosco Durai @Hortonworks April 16, 2015
  • 2. Page2 Hadoop Summit, Brussels, April 2015 Hadoop exacerbates the security challenge New Security Requirements • Hadoop as data lake – data being centralized • Different methods for accessing same data • Data security for multi tenant use cases • Need for centralized and consistent approach ANALYTICS Data Marts Business Analytics Visualization & Dashboards ANALYTICS Applications Business Analytics Visualization & Dashboards ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° ° HDFS (Hadoop Distributed File System) YARN: Data Operating System Interactive Real-TimeBatch Partner ISVBatch BatchMP P EDW Clickstream Web & Social Geolocation Sensor & Machine Server Logs Unstructured SOURCES Existing Systems ERP CRM SCM
  • 3. Page3 Hadoop Summit, Brussels, April 2015 Current State of Hadoop Security
  • 4. Page4 Hadoop Summit, Brussels, April 2015 Security in Hadoop today First level of security requirements built in Administration Central management & consistent security Apache Ranger Authentication Authenticate users and systems Apache Knox, Native Kerberos Authorization Provision access to data Apache Ranger Audit Maintain a record of data access Apache Ranger, Hadoop native audit Data Protection Protect data at rest and in motion HDFS transparent, Hbase encryption, Vendor solutions
  • 5. Page5 Hadoop Summit, Brussels, April 2015 Central Security Administration, Authorization & Audit Apache Ranger (fka XA Secure) • Delivers a ‘single pane of glass’ for the security administrator • Centralizes administration of security policy • Ensures consistent coverage across HDFS, Hive, Hbase, Storm and Knox
  • 6. Page6 Hadoop Summit, Brussels, April 2015 Authentication – Kerberos What does Kerberos Do? • Establishes identity for clients, hosts and services • Prevents impersonation/passwords are never sent over the wire • Integrates w/ enterprise identity mgmt tools such as LDAP &Active Directory • More granular auditing of data access/job execution Ambari 2.0 automates Kerberos deployment
  • 7. Page7 Hadoop Summit, Brussels, April 2015 Authentication - API Security with Knox • Eliminates SSH “edge node” • Central API management • Central audit control • Service level Authorization • SSO Integration – Siteminder and OAM* • LDAP & AD integration Apache Knox extends the reach of Hadoop REST API without Kerberos complexities. Integrated with existing systems to simplify identity maintenance Single, simple point of access for a cluster Central controls ensure consistency across one or more clusters • Kerberos Encapsulation • Single Hadoop access point • REST API hierarchy • Consolidated API calls • Multi-cluster support
  • 8. Page8 Hadoop Summit, Brussels, April 2015 Data Protection Hadoop permits you to apply data protection policy at different layers across the Hadoop stack Layer What? How ? Storage Encrypt data while it is at rest HDFS file encryption, Hbase Encryption Transmission Encrypt data as it moves Supported in Hadoop
  • 9. Page10 Hadoop Summit, Brussels, April 2015 Demo Don Bosco Durai
  • 10. Page11 Hadoop Summit, Brussels, April 2015 Future of Hadoop Security How Apache Ranger can help?
  • 11. Page12 Hadoop Summit, Brussels, April 2015 Security Requirements Beyond basic security.. Administration Central management & consistent security • Tag based policies • Extend beyond Hadoop Authentication Authenticate users and systems • Single Sign on Authorization Provision access to data • Dynamic, Attribute based access control (ABAC) Audit Maintain a record of data access • Activity monitoring, intrusion detection Data Protection Protect data at rest and in motion • Encryption as first class citizen, masking and anonymization
  • 12. Page13 Hadoop Summit, Brussels, April 2015 Apache Atlas Future of Security – Data Classification w/ Apache Atlas Knowledge Store Knowledge store categorized with appropriate business- oriented taxonomy • Data sets & objects • Tables / Columns • Logical context • Source, destination Support exchange of metadata between foundation components and third-party applications/governance tools Leverages existing Hadoop metastores Audit Store Policy Engine Data Lifecycle Management Security REST API Services Search Lineage Exchange Healthcare HIPAA HL7 Financial SOX Dodd-Frank Custom CWM Retail PCI PII Other Knowledge Store ModelsType-System Policy RulesTaxonomies
  • 13. Page14 Hadoop Summit, Brussels, April 2015 Hive Policy Table1, Col A | Marketing | Select Table 2, All | IT Admin | Create HDFS HiveServer 2 A B C Beeline Client Ranger Source Data ETL, Data Ingest Current Ranger Setup Sqoop, Flume
  • 14. Page15 Hadoop Summit, Brussels, April 2015 HDFS HiveServer 2 A B C Beeline Client Ranger Source Data ETL, Data Ingest Flume, Sqoop Metadata Server Tag Policy Campaign | Marketing | Select Logs | IT Admin | Create Data Classification Table1, Col A | “Campaign” Table 2 | “Logs” Future of Security – Tag based Policies
  • 15. Page16 Hadoop Summit, Brussels, April 2015 Future of Security - Administration Centralized Administration across big data applications • Ranger provides a pluggable architecture for policy administration and enforcement Future Needs • Custom plugins can be created for any data store, hooked up to Ranger admin • Build plugins to manage ACLs for big data BI applications, EDW • Provides “single pane of glass” for end users managing security for the entire big data environment
  • 16. Page17 Hadoop Summit, Brussels, April 2015 Future of Security – Centralized Administration Ranger Stacks • Easily added a new “service” to Ranger • Enable customers and partners to add new component support easily Ranger Administration Portal HDFS Hive Server2 Ranger Policy Server Ranger Audit Server Ranger Plugin Ranger Plugin Hbase Ranger Plugin New Service Ranger Plugin*
  • 17. Page18 Hadoop Summit, Brussels, April 2015 Future of Security – Adding new service to Ranger Adding a new service using JSON
  • 18. Page19 Hadoop Summit, Brussels, April 2015 Future of Security – Adding new plugins Permission Interface Ranger Implementation Component Process (e.g. HiveServer2) Create/Ins ert Edit/Updat e View/Sele ct Other Actions Check Permission Ranger Policy Admin DB Ranger Centralized Audit Store Ranger Policy Cache
  • 19. Page20 Hadoop Summit, Brussels, April 2015 Future of Security - Authorization Dynamic, Attribute based access control (ABAC) • Ranger currently provides hooks to embed dynamic rules in the policies Future Security Needs • Extend Ranger to support data or user attributes in policy decisions • Examples, • Use geo location of users to determine access • Access available only between 9a -5p local time
  • 20. Page21 Hadoop Summit, Brussels, April 2015 Ranger – Dynamic Policy Conditions
  • 21. Page22 Hadoop Summit, Brussels, April 2015 Future of Security - Auditing Monitoring, intrusion detection through audit data • Ranger currently captures detailed audit data, stores in HDFS or RDBMS Future Work • Ranger can stream audit data through Kafka, Storm into multiple datastores • Add support for correlation, processing in Storm • Alerts based on rules • Add support for feeding in audit data from external sources (network events, syslogs etc) • Ranger UI can provide dashboard to monitor audit events
  • 22. Page23 Hadoop Summit, Brussels, April 2015 Future of Security - Auditing Ranger Audit Hive Storm Kafka Solr Other Audit Logs (Network, SNMP) Add context, Enrich, Alerts Long term store, Query Interactive Audit Query AnalyticalApplications
  • 23. Page24 Hadoop Summit, Brussels, April 2015 Future of Security – Data Protection Encryption as first class citizen • Encryption introduced in HDFS and Hbase Future Roadmap - Build native encryption support in HDFS, Hive and Hbase - Ranger based key management to support encryption - Authorization policies for KMS in Ranger - Column level masking supported in Hive, Phoenix
  • 24. Page25 Hadoop Summit, Brussels, April 2015 Ranger Community How to contribute?
  • 25. Page26 Hadoop Summit, Brussels, April 2015 Apache Ranger Resources (ranger.incubator.apache.org)
  • 26. Page27 Hadoop Summit, Brussels, April 2015 Ranger Resources - Wiki
  • 27. Page28 Hadoop Summit, Brussels, April 2015

Hinweis der Redaktion

  1. CWM – common warehouse metamodel. Default way to build out the model scaffolding – Meta integration uses this to OE to informatica.