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Copyright Synaltic 2015
Manage tracability with
Apache Atlas,
a flexible metadata repository
Charly Clairmont
Synaltic
@egwada
cclairmont@synaltic.fr
http://synaltic.fr
Copyright Synaltic 2015
More than ten years experience in IT mainly in BI
Cofounder of Altic, now Synaltic
Cofounder of the Hadoop User Groupe France
Belives in Open Source to help enterprises to create value
Helps open source projects to be known
via meetups and conference
Charly Clairmont
2
Copyright Synaltic 2015
An integrator company mainly focused in Data Management
Founded in 2004, Synaltic is the merge of two companies Synotis and
Altic
25 specialists in Data Management
A Swiss subsidiary, installed in Lausanne
Our values
●
Commitment
●
Expertise
●
Loyalty
Synaltic
3
R&D
Training
SupportProject
Expertise
Data
Intelligence
Data
Platform
Data
Governance
Data
Exchange
SYNALTIC
Copyright Synaltic 2015
What about your Data ?
4
Do you know where is your data ?
Do you know who is responsible of this specific
datasets ?
Do you know from which application or task this entity
was modified last friday ?
Copyright Synaltic 2015
Enterprise Data Governance
Provide a common approach to
data governance across all
systems and data within the
organization
– Transparent
– Reproductible
– Auditable
– Consistent
Copyright Synaltic 2015
Enterprise Data Governance, in Hadoop
No specific way to address this
requirement
– Each project proposes its
own way to resolve data
governance
– No integration with some
existing entreprise
frameworks for data
governance
Copyright Synaltic 2015
Apache Atlas
Data classification
Metadata Exchange
Centralized Auditing
Search & Lineage
Security & Policy engine
Copyright Synaltic 2015
Apache Atlas, Overview
Data Classification
●
Taxonomy business-oriented annotations
●
Relationships between data sets and underlying elements
including source, target, and derivation processes
●
Export metadata to third-party systems
Centralized Auditing
●
Security access information for every application, process
●
Operational information for execution, steps, and activities
Search & Lineage (Browse)
●
Navigation paths to explore the data classification and
audit information
●
Text-based search to locate what is relevant
●
Visualization of data set lineage
Security & Policy Engine
●
Compliance policy at runtime based on data classification
schemes
●
Advanced definition of policies for preventing data
derivation
Copyright Synaltic 2015
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
Tech:
Titan with Apache HBase
Copyright Synaltic 2015
Apache Atlas, Data Lifecycle Management
Provenance
Multi-cluster replication
Data set retention/eviction
Late data handling
Automation
Tech:
●
Apache Falcon
Copyright Synaltic 2015
Apache Atlas, Audit Store
Historical repository for all
governance events
●
Security: Access Grant & Deny
●
Operational: Data Provenance &
Metrics
●
Indexed and Searchable
Tech:
●
YARN ATS, Apache HBase, Apache Hive, Solr,
ElasticSearch
(Pluggable)
Copyright Synaltic 2015
Apache Atlas, Security
Establish global security policies based
on data classification.
Copyright Synaltic 2015
Apache Atlas, Policy Engine
Runtime rationalization of policies rules
with respect to data asset combinations
and time. Fully extensible.
●
Metadata based
●
Geo based rules
●
Time-based rules
●
Column /Attribute Prohibitions
●
Preview: Hive Row and Column Masking
Tech:
●
Ranger
Copyright Synaltic 2015
Apache Atlas, RESTful interface
Extensible enterprise classification of
data assets, relationships and policies
organized in a meaningful way -- aligned
to business organization.
Supports exploration via user interface
Supports extensibility via API and CLI
exposure
Copyright Synaltic 2015
A use case
Our process
ImportImport
TwitterTwitter
HDFS :
Raw
data
HDFS :
Raw
data
Data source
RéférentielRéférentiel
Collect 
from 
twitter
Hive:
url
Hive:
url
Hive:
Hash tags
Hive:
Hash tags
Hive:
users
Hive:
users AnalyseAnalyse
Build
social network
Hive:
tweets
Hive:
tweets
Hive:
Social
network
Hive:
Social
network
Data Platform
Copyright Synaltic 2015
A use case
Search based
on tables
Copyright Synaltic 2015
A use case
Search based
on Services
Copyright Synaltic 2015
A use case
Table Metadata
Copyright Synaltic 2015
A use case
Lineage
Copyright Synaltic 2015
Thank you !

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Manage tracability with Apache Atlas, a flexible metadata repository

  • 1. Copyright Synaltic 2015 Manage tracability with Apache Atlas, a flexible metadata repository Charly Clairmont Synaltic @egwada cclairmont@synaltic.fr http://synaltic.fr
  • 2. Copyright Synaltic 2015 More than ten years experience in IT mainly in BI Cofounder of Altic, now Synaltic Cofounder of the Hadoop User Groupe France Belives in Open Source to help enterprises to create value Helps open source projects to be known via meetups and conference Charly Clairmont 2
  • 3. Copyright Synaltic 2015 An integrator company mainly focused in Data Management Founded in 2004, Synaltic is the merge of two companies Synotis and Altic 25 specialists in Data Management A Swiss subsidiary, installed in Lausanne Our values ● Commitment ● Expertise ● Loyalty Synaltic 3 R&D Training SupportProject Expertise Data Intelligence Data Platform Data Governance Data Exchange SYNALTIC
  • 4. Copyright Synaltic 2015 What about your Data ? 4 Do you know where is your data ? Do you know who is responsible of this specific datasets ? Do you know from which application or task this entity was modified last friday ?
  • 5. Copyright Synaltic 2015 Enterprise Data Governance Provide a common approach to data governance across all systems and data within the organization – Transparent – Reproductible – Auditable – Consistent
  • 6. Copyright Synaltic 2015 Enterprise Data Governance, in Hadoop No specific way to address this requirement – Each project proposes its own way to resolve data governance – No integration with some existing entreprise frameworks for data governance
  • 7. Copyright Synaltic 2015 Apache Atlas Data classification Metadata Exchange Centralized Auditing Search & Lineage Security & Policy engine
  • 8. Copyright Synaltic 2015 Apache Atlas, Overview Data Classification ● Taxonomy business-oriented annotations ● Relationships between data sets and underlying elements including source, target, and derivation processes ● Export metadata to third-party systems Centralized Auditing ● Security access information for every application, process ● Operational information for execution, steps, and activities Search & Lineage (Browse) ● Navigation paths to explore the data classification and audit information ● Text-based search to locate what is relevant ● Visualization of data set lineage Security & Policy Engine ● Compliance policy at runtime based on data classification schemes ● Advanced definition of policies for preventing data derivation
  • 9. Copyright Synaltic 2015 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 Tech: Titan with Apache HBase
  • 10. Copyright Synaltic 2015 Apache Atlas, Data Lifecycle Management Provenance Multi-cluster replication Data set retention/eviction Late data handling Automation Tech: ● Apache Falcon
  • 11. Copyright Synaltic 2015 Apache Atlas, Audit Store Historical repository for all governance events ● Security: Access Grant & Deny ● Operational: Data Provenance & Metrics ● Indexed and Searchable Tech: ● YARN ATS, Apache HBase, Apache Hive, Solr, ElasticSearch (Pluggable)
  • 12. Copyright Synaltic 2015 Apache Atlas, Security Establish global security policies based on data classification.
  • 13. Copyright Synaltic 2015 Apache Atlas, Policy Engine Runtime rationalization of policies rules with respect to data asset combinations and time. Fully extensible. ● Metadata based ● Geo based rules ● Time-based rules ● Column /Attribute Prohibitions ● Preview: Hive Row and Column Masking Tech: ● Ranger
  • 14. Copyright Synaltic 2015 Apache Atlas, RESTful interface Extensible enterprise classification of data assets, relationships and policies organized in a meaningful way -- aligned to business organization. Supports exploration via user interface Supports extensibility via API and CLI exposure
  • 15. Copyright Synaltic 2015 A use case Our process ImportImport TwitterTwitter HDFS : Raw data HDFS : Raw data Data source RéférentielRéférentiel Collect  from  twitter Hive: url Hive: url Hive: Hash tags Hive: Hash tags Hive: users Hive: users AnalyseAnalyse Build social network Hive: tweets Hive: tweets Hive: Social network Hive: Social network Data Platform
  • 16. Copyright Synaltic 2015 A use case Search based on tables
  • 17. Copyright Synaltic 2015 A use case Search based on Services
  • 18. Copyright Synaltic 2015 A use case Table Metadata
  • 19. Copyright Synaltic 2015 A use case Lineage

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