The document discusses Apache Atlas, a data governance framework for Hadoop, emphasizing its capabilities in data classification, metadata exchange, auditing, and security. It addresses various use cases in sectors such as healthcare, finance, and retail, while highlighting challenges in the Hadoop ecosystem and the need for a holistic approach to data governance. Key components of Atlas include its knowledge store, audit store, policy engine, and security mechanisms, all aimed at enhancing data lifecycle management, access control, and regulatory compliance.

1. Apache Atlas
Data Governance
for Hadoop
Sean Roberts
Partner Engineering
London & EMEA
@seano

2. Data Governance
Availability
Usability
Integrity
Security

3. Data Governance Technology
Transparency
Reproducibility
Auditability
Consistency
ETL/DQ
BPM
Business
Analytics
Visualization
& Dashboards
ERP
CRM
SCM
MDM
ARCHIVE
Common
Governance
Framework

4. Use Cases
Financial Reporting
Chain of custody, Lineage narratives
Healthcare
30 day measures reporting
Retail
Point of sale analysis, Price optimization
Telco
Device log management, Correlation, Analysis & Mitigation

5. Challenges in Hadoop ecosystem
Ecosystem
No holistic approach
Business Demand

6. Apache Atlas
Data Governance
for Hadoop

7. Open & co-development with users!
wiki.apache.org/incubator/AtlasProposal
Apache Atlas

8. Atlas: Capabilities
● Data Classification
● Metadata Exchange
● Centralized Auditing
● Search & Lineage
● Policy Engine
● Security
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Policy RulesTaxonomies
Data Lifecycle
Management
Policy Engine
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Energy
PPDM
Retail
PCI
PII
Other
CWM

9. Certification
● Metadata exchange
● Stability
● Interoperability
○ Low cost to switch
● Fosters innovation
Discovery
Tagging
Prep /
Cleanse
ETL
Governance
BPM
Self Service
Visualization

10. Apache Atlas
Components

11. Atlas: Knowledge Store
Metadata exchange
Flexible Taxonomy
● Data sets/objects
● Tables/Columns
● Logical Context
● Source/Destination
Tech: Titan with HBase
● PluggableApache Atlas
Audit Store
Policy Engine
Data Lifecycle
Management
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Energy
PPDM
Retail
PCI
PII
Other
CWM
Knowledge Store
ModelsType-System
Policy RulesTaxonomies

12. Type System
Class
Struct
Trait
Primitives
Collections
● Map
● Array
Instances (Entity)
● Referenceable

13. Type System

14. Atlas: Data Lifecycle Management
Focus on:
● Provenance
● Replication
● Data retention/eviction
● Late data handling
● Automation
Tech: Falcon
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Policy RulesTaxonomies
Policy Engine
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Custom
CWM
Retail
PCI
PII
Other
Data Lifecycle
Management
Other
CWM
Energy
PPDM

15. Atlas: Audit Store
Historical repository
● Security & Operational
● Indexed
● Searchable (DSL)
Tech:
● YARN ATS, HBase, Hive
● Solr, ElasticSearch
○ PluggableApache Atlas
Knowledge Store
ModelsType-System
Policy RulesTaxonomies
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
Audit Store
Other
CWM
Energy
PPDM

16. Atlas: Policy Engine
Metadata driven
Rationalized at runtime
Geo/Time based rules
Prohibitions
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Taxonomies
Data Lifecycle
Management
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Custom
CWM
Retail
PCI
PII
Other
Policy Rules
Policy Engine
Security
Other
CWM
Energy
PPDM

17. Atlas: Security
Enforces policies
Metadata driven
ABAC (not simple RBAC)
● Attribute-based access control
Tech: Ranger
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Taxonomies
Data Lifecycle
Management
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Custom
CWM
Retail
PCI
PII
Other
Policy Rules
Policy Engine
Security
Other
CWM
Energy
PPDM

18. Atlas: RESTful Interface
API everything
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Policy RulesTaxonomies
Policy Engine
Data Lifecycle
Management
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Energy
PPDM
Retail
PCI
PII
Other
CWM

19. Atlas: Metadata Exchange
Metadata
Metadata
Metadata
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Policy RulesTaxonomies
Policy Engine
Data Lifecycle
Management
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Energy
PPDM
Retail
PCI
PII
Other
CWM

20. Apache Atlas
Now & Future

21. MVP: ASF Incubated
● Rest API
● UI
● Centralized Taxonomy
● Import / Export Metadata
● Documentation
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Policy RulesTaxonomies
Data Lifecycle
Management
Policy Engine
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Energy
PPDM
Retail
PCI
PII
Other
CWM

22. 2015 mid-year GA
● Policy Rules Engine
● Real-time Access Control
● Column Level Tagging
● Audit Store
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Policy RulesTaxonomies
Data Lifecycle
Management
Policy Engine
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Energy
PPDM
Retail
PCI
PII
Other
CWM

23. 2015 2H
● Enhanced Audit Store
○ Immutable File Format
○ Event Metadata Tagging
○ Advanced Reporting
● Advanced Policy Engine
● Row / Column Masking
● 3rd Party Metadata Exchange
Apache Atlas
Knowledge Store
Audit Store
ModelsType-System
Policy RulesTaxonomies
Data Lifecycle
Management
Policy Engine
Security
REST API
Services
Search Lineage Exchange
Healthcare
HIPAA
HL7
Financial
SOX
Dodd-Frank
Energy
PPDM
Retail
PCI
PII
Other
CWM

24. Apache Atlas
Data Governance
for Hadoop
Sean Roberts
@seano