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Five In-depth Technology and Architecture Sessions
on Data Virtualization
Session 4: Data Discovery & Governance
Today’s Speaker
Anastacio Molano
Head of Solutions and Business Development
Architect-to-Architect Series
■ Series of five webinars over 3 months
■ Deeper look into Denodo Platform
■ Architectural Overview
■ Performance
■ Scalability (today’s session)
■ Data Discovery and Governance
■ Security
Denodo Express
■ Denodo Express
■ Free to Download
■ Fully functioning Data Virtualization Platform
■ Single user, supports common data sources
■ Many of the same capabilities of Denodo
Platform
■ Performance, Data Discovery, Governance,
internal Security, Publishing, …
Data Discovery & Governance –
Architecture Modules
Data Discovery and Governance
■ Metadata Repository
■ Embedded Apache Derby database
■ Contains view and data source configuration data
■ Relationships between views – dependencies, etc.
■ Searchable – Catalog searches, etc.
■ Data Lineage
■ Trace how data changes between source and
consumer
■ Change Impact Analysis
■ What is the impact of a change in a data source
schema?
Data Discovery and Governance
■ RESTful Web Services
■ Supports Global Search functionality
■ Index and search data sources
■ ‘Google’ like search
■ Linked Data Services
Metadata Introspection
■ Denodo Platform gathers metadata from data
sources
■ Automatically or via configuration
■ Maps native data types to ‘Denodo types’
■ Inspects indexes in the sources
■ Analyzes source query capabilities and abstracts
them into common model
■ Stores all metadata and configuration data in
Metadata repository
■ Uses built-in Apache Derby database
■ Small size – only stores metadata…actual data is
retrieved in real time from sources or cache
Metadata Catalog
■ Two ways to inspect catalog
■ Graphically in Denodo Admin Tool
■ Search and browse contents of Metadata Repository
■ Filter by element type, name, date created, etc.
■ Drill down to view schema for individual elements
■ Programmatically
■ SQL Query using ‘list’ and ‘desc’ commands
■ e.g. ‘list views’ or ‘desc view address’
■ Stored procedures for complex catalog queries
Data Lineage
■ Graphical view for showing data lineage for any
field in any virtual view
■ Trace source of any
field
■ Includes any
functions applied to
field contents
■ Trace source of
calculated fields
■ View calculations
used to create new
fields
Used By Tool
■ Graphical view for showing where a view is
used
■ ‘Big picture’ view of
usage
■ Useful tool for seeing
impact of changes on
whole system
Change Impact Analysis
■ Denodo Platform can perform impact
analysis to show impact of data source
changes
■ Highlights changes to data source
■ Shows other views impacted by the change
■ i.e. derived views using the changed base view
■ Select which views you want to propagate
changes to…
Data Discovery – Global Search
■ Denodo Platform also supports data discovery
for non-Admin Tool users
■ Not all users have access to Admin Tool
■ Browser-based ‘global search’ provides simple
search mechanism
■ Keyword-based searches for intuitive discovery
process
■ Search metadata and data to find what you want
■ Browse schema or actual data
■ Traverse relationships between entities
Data Discovery – Under the Covers
■ Global Search uses Denodo Aracne’s indexer
to index data source contents
■ Based on Lucene indexer
■ Indexes stored in Denodo Platform
■ Searches run against indexes
■ Faster retrieval of ‘hits’ without overhead of full
scans on sources
■ Indexing can be scheduled
■ Denodo Scheduler runs indexing jobs
■ e.g. overnight when minimal impact
Data Discovery & Governance - Summary
■ Data discovery and governance is pervasive in
Denodo Platform
■ Users can inspect catalog of virtualization objects through
catalog search to find data combinations for reuse
■ Data lineage helps users to understand where data has
come from and how it has changed from the source
■ Impact analysis helps architects understand the
consequences of changes in the data source schemas
■ Propagate changes selectively with a single click
■ Global Search gives a full view of the Data Virtualization
project
■ Both data and metadata at the same time
■ Start from whole data sets, then drill down to individual data
rows
■ Point and click to traverse associations between entities and to
access related data
Q&A
Data Virtualization – Next Steps
Move forward at your own pace
 Download Denodo Express –
The fastest way to Data Virtualization
 Denodo Community: Documents, Videos, Tutorials, and more.
 Attend Architect-to-Architect Series
 Performance
 Scalability
Move forward with one of our Data
Virtualization experts
 Phone: (+1) 877-556-2531 (NA)
 Phone: (+44) (0)20 7869 8053 (EMEA)
 Email: info@denodo.com | www.denodo.com
 Data Discovery and Governance
 Security
Five In-depth Technology and Architecture Sessions
on Data Virtualization
Thank You!
Next Session
Session 5
Denodo Platform: Security

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Denodo Data Virtualization Platform architecture: Data Discovery and Data Governance (session 4 from Architect to Architect webinar series)

  • 1. Five In-depth Technology and Architecture Sessions on Data Virtualization Session 4: Data Discovery & Governance
  • 2. Today’s Speaker Anastacio Molano Head of Solutions and Business Development
  • 3. Architect-to-Architect Series ■ Series of five webinars over 3 months ■ Deeper look into Denodo Platform ■ Architectural Overview ■ Performance ■ Scalability (today’s session) ■ Data Discovery and Governance ■ Security
  • 4. Denodo Express ■ Denodo Express ■ Free to Download ■ Fully functioning Data Virtualization Platform ■ Single user, supports common data sources ■ Many of the same capabilities of Denodo Platform ■ Performance, Data Discovery, Governance, internal Security, Publishing, …
  • 5. Data Discovery & Governance – Architecture Modules
  • 6. Data Discovery and Governance ■ Metadata Repository ■ Embedded Apache Derby database ■ Contains view and data source configuration data ■ Relationships between views – dependencies, etc. ■ Searchable – Catalog searches, etc. ■ Data Lineage ■ Trace how data changes between source and consumer ■ Change Impact Analysis ■ What is the impact of a change in a data source schema?
  • 7. Data Discovery and Governance ■ RESTful Web Services ■ Supports Global Search functionality ■ Index and search data sources ■ ‘Google’ like search ■ Linked Data Services
  • 8. Metadata Introspection ■ Denodo Platform gathers metadata from data sources ■ Automatically or via configuration ■ Maps native data types to ‘Denodo types’ ■ Inspects indexes in the sources ■ Analyzes source query capabilities and abstracts them into common model ■ Stores all metadata and configuration data in Metadata repository ■ Uses built-in Apache Derby database ■ Small size – only stores metadata…actual data is retrieved in real time from sources or cache
  • 9. Metadata Catalog ■ Two ways to inspect catalog ■ Graphically in Denodo Admin Tool ■ Search and browse contents of Metadata Repository ■ Filter by element type, name, date created, etc. ■ Drill down to view schema for individual elements ■ Programmatically ■ SQL Query using ‘list’ and ‘desc’ commands ■ e.g. ‘list views’ or ‘desc view address’ ■ Stored procedures for complex catalog queries
  • 10. Data Lineage ■ Graphical view for showing data lineage for any field in any virtual view ■ Trace source of any field ■ Includes any functions applied to field contents ■ Trace source of calculated fields ■ View calculations used to create new fields
  • 11. Used By Tool ■ Graphical view for showing where a view is used ■ ‘Big picture’ view of usage ■ Useful tool for seeing impact of changes on whole system
  • 12. Change Impact Analysis ■ Denodo Platform can perform impact analysis to show impact of data source changes ■ Highlights changes to data source ■ Shows other views impacted by the change ■ i.e. derived views using the changed base view ■ Select which views you want to propagate changes to…
  • 13. Data Discovery – Global Search ■ Denodo Platform also supports data discovery for non-Admin Tool users ■ Not all users have access to Admin Tool ■ Browser-based ‘global search’ provides simple search mechanism ■ Keyword-based searches for intuitive discovery process ■ Search metadata and data to find what you want ■ Browse schema or actual data ■ Traverse relationships between entities
  • 14. Data Discovery – Under the Covers ■ Global Search uses Denodo Aracne’s indexer to index data source contents ■ Based on Lucene indexer ■ Indexes stored in Denodo Platform ■ Searches run against indexes ■ Faster retrieval of ‘hits’ without overhead of full scans on sources ■ Indexing can be scheduled ■ Denodo Scheduler runs indexing jobs ■ e.g. overnight when minimal impact
  • 15. Data Discovery & Governance - Summary ■ Data discovery and governance is pervasive in Denodo Platform ■ Users can inspect catalog of virtualization objects through catalog search to find data combinations for reuse ■ Data lineage helps users to understand where data has come from and how it has changed from the source ■ Impact analysis helps architects understand the consequences of changes in the data source schemas ■ Propagate changes selectively with a single click ■ Global Search gives a full view of the Data Virtualization project ■ Both data and metadata at the same time ■ Start from whole data sets, then drill down to individual data rows ■ Point and click to traverse associations between entities and to access related data
  • 16. Q&A
  • 17. Data Virtualization – Next Steps Move forward at your own pace  Download Denodo Express – The fastest way to Data Virtualization  Denodo Community: Documents, Videos, Tutorials, and more.  Attend Architect-to-Architect Series  Performance  Scalability Move forward with one of our Data Virtualization experts  Phone: (+1) 877-556-2531 (NA)  Phone: (+44) (0)20 7869 8053 (EMEA)  Email: info@denodo.com | www.denodo.com  Data Discovery and Governance  Security
  • 18. Five In-depth Technology and Architecture Sessions on Data Virtualization Thank You! Next Session Session 5 Denodo Platform: Security