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Ask Me Anything:
Data Source, Data Modeling, Data Delivery
November 16th 2023
Agenda
1. Recap last Partner Connect Series
2. Introduce a Capability
3. Open Forum for Questions
Ask Me Sessions
Format of the Session (15 minutes per Topic)
1. Introduce High Level Topic
2. Open Session for Live Questions
*** Could be 3 or 4 Topics for Each Session
Please do not disclose customer names questions in these
sessions.
Can share experience and questions but please refrain from
the name of the specific customer this may be related to.
Disclaimer
Data Source Access
8
Connect
• Connect to data sources
• Wide range of sources supported (see next slide)
• Connectivity configuration depends upon source type
• Connecting introspects source metadata (where possible)
• Sampling from source if introspection not possible
• Create ‘base views’ from select source entities (e.g. tables in
RDBMS)
• Direct mapping of underlying data source entity
• Data types normalized to ‘Denodo types’
• e.g. date types
9
Data Source Connectivity
Relational Databases
• MS SQL*Server (JDBC, ODBC): 2000, 2005, 2008, 2008R2, 2012, 2014,
2016, 2017
• Oracle (JDBC): 8i, 9i, 10g, 11g, 12c, 18c, 19c
• Oracle E-Business Suite (JDBC): 12
• IBM DB2 (JDBC): 8, 9, 10, 11, 12 for LUW; 9,10 for z/OS, AS400
• Informix (JDBC): 7, 12
• Sybase Adaptive Server Enterprise (JDBC): 12, 15
• MySQL (JDBC): 4, 5
• PostgreSQL (JDBC): 8, 9, 10, 11, 12
• Denodo Platform (JDBC): 5.5, 6.0, 7.0, 8.0
- For multi-location architecture deployments
• MS Access (ODBC)
• Apache Derby (JDBC): 10
• Generic (JDBC)
In-Memory Databases
• SAP HANA (JDBC): 1
• Oracle TimesTen (JDBC): 11g
• Oracle 12c In-Memory
Parallel databases and appliances
• GreenPlum (JDBC): 4.2
• HP Vertica (JDBC): 7, 8
• Oracle Exadata (JDBC): X5-2
• ParAccel 8.0.2 (using ParAccel 2.5.0.0 JDBC3g/SSL driver)
• Netezza (JDBC): 4.6, 5.0, 6.0, 7.0
• SybaseIQ (JDBC) 12.x, 15.x
• Teradata (JDBC): 12, 13, 14, 15
• Yellowbrick
Multi-Dimensional Sources
• SAP BW (BAPI/XMLA): 3.x
• SAP BI 7.x (BAPI): 7.x
• Mondrian (XMLA): 3.x
• IBM Cognos TM1
• MS SQL Server Analysis Services 200x
• Essbase (XMLA): 9, 11
Cloud Databases and Data Warehouses
• Amazon Redshift (JDBC)
• Amazon Athena (JDBC)
• Amazon Aurora (JDBC)
• Amazon DynamoDB
• Amazon RDS (JDBC)
• Azure Cosmos DB
• Azure SQL Database
• Azure Synapse Analytics (fka SQL Data Warehouse)
• Databricks Delta Lake
• Google Cloud SQL
• Google BigQuery (JDBC)
• MongoDB Atlas
• Snowflake (JDBC)
Data Lake Storage
• Amazon S3
• Azure Data Lake Storage
• Azure Data Lake Storage Gen 2
• Azure Blob Storage
• Google Cloud Storage
• Parquet (Distributed File System Connector)
• Avro
Big Data
• Apache Hive (JDBC): 0.12, 1.1.0, 1.1.0 for Cloudera 1.2.1
and for Hortonworks 2.0.0
• MapR-XD, MapR-DB, MapR-ES, Hive, and Drill for MapR 6.1
• Amazon Elastic Map-Reduce (EMR)
• Apache HBase (using DenodoConnect connector)
• Impala (JDBC): 2.3
• Google BigTable
• Spark SQL (JDBC): 1.5, 1.6
• Presto (JDBC)
• Databricks 2.x
NoSQL
• MongoDB
• Cassandra
Web Services
• SOAP
• REST (XML, RSS, ATOM, JSON)
• OData v2 and v4
Packaged Applications
• SAP ERP/ECC (BAPIs and RFC tables)
• Oracle E-Business Suite 12
• Siebel
• SAS (SAS JDBC Driver): 7 and higher
Flat and Binary Files
• CSV, pipe-delimited, Regular expression-parsed
• MS Excel xls 97-2003
• MS Excel xlsx 2007 or later
• MS Access
• XML
• JSON
• SAS Files (SAS7BDAT)
All files can be locally accessible or in remote filesystems,
through FTP/ SFTP/FTPS, and in clear, zipped and/or
encrypted format.
Active Directory as source or leveraging security
• LDAP v3
• Microsoft Active Directory 2003, 2008
Cloud, SaaS, Web Sources with Simplified OAuth Security
• Amazon
• Google
• Google Sheets
• Facebook
• LinkedIn
• MS SharePoint (by using the OData connector)
• MS Dynamics 365 Business Central/Customer
Engagement
• Marketo
• ServiceNow
• Salesforce (SOQL)
• NetSuite
• Twitter via APIs with simplified OAuth integration (1.0,
1.0a and 2.0)
• Workday
Indexes and unstructured content
• CMS, file systems, pdf, word, text, email servers,
knowledge bases, indexes
• Elastic Search 6.4, 6.7
Streaming/Messaging Systems
• MQSeries
• SonicMQ
• ActiveMQ
• TIBCO EMS
• Kafka Messaging
• Spark Streams
• IBM Streams
Semantic Repositories
• Semantic repositories in Triple Stores/RDF accessed
through SPARQL endpoints.
• Neo4j Graph Database
Denodo SDK for Custom Connectors
• CouchDB
• Lotus Domino
Web Automation
• Denodo’s ITPilot automates extraction from web
pages
Mainframe
• IMS
• IBM IMS native drivers: 8, 9
• IMS Universal Drivers: 11
Hierarchical databases
• Adabas (SOA Gateway and Denodo’s SOAP
connector): 5, 6
Legacy
• Microsoft FoxPro (ODBC)
The following data sources have been successfully
tested with Denodo using JDBC and ODBC drivers,
WS/SOAP and WS/REST, and DenodoConnect adapters
(not exhaustive list):
• Apache Solr
• IBM BigInsights
• Pivotal HAWQ
10
• Free Add-ons
• Not part of core software
• Support coverage during
local business hours
• Support for Severity-1
cases is not included
1. Custom Handler Email Exported Files
2. Cloud Cache Load Bypass Stored Procedure
3. Custom Wrapper for IBM Cognos TM1
4. Custom Wrapper for SAS
5. Distributed File System Custom Wrapper
6. Dynamics 365 Business Central Templates
7. Dynamics 365 Customer Engagement Templates
8. FileSystem Custom Wrapper
9. GeoJSON Service
10. Google Sheets Custom Wrapper
11. Google Sheets Tool
12. Governance Bridge
13. GraphQL Service
14. HBase Custom Wrapper
15. Hibernate Dialect
16. Incremental Cache Load Stored Procedure
17. Kafka Custom Wrapper
18. Log Custom Wrapper
19. Model Bridge
20. MongoDB Custom Wrapper
Available to Download (Requires Denodo Support ID)
DenodoConnect
Download: https://support.denodo.com/resources/denodo-connect/list/Denodo%208.0#
Manuals: https://community.denodo.com/docs/html/browse/latest/en/denodoconnects/index
21. Monitor Reports
22. OData 2.0 Service
23. OData2 Custom Wrapper
24. OData4 Custom Wrapper
25. Power BI Custom Connector
26. RFCReadTable Custom Wrapper
27. Replicator
28. SFTP Exported Files Custom Handler
29. SSH Custom Wrapper
30. SalesForce REST Custom Wrapper
31. ServiceNow Templates
32. Tableau Scheduler Exporter
33. Templates for
34. Testing Tool
35. XSLT Mapper
36. XtraFuncs
37. Generic XML Exporter
11
Ask Me: Data Source Access
Open Forum to Ask Questions related to Data Sources in Denodo.
Data Modeling
14
Connectivity Layer
Integration Layer
Business Entities Layer
Application Layer
Web Services Layer
Layers in Denodo
15
Ask Me: Data Modeling Topics
Open Forum to Ask Questions related to Data Modeling in Denodo.
Data Delivery
17
Real Time Access – BI Tools
The client application sends a query to
Denodo whenever data is needed
A query is executed based on the query sent by the
client application and the Query Optimizer decisions
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19
Ask Me: Data Delivery Topics
Open Forum to Ask Questions related to Data Delivery Layer in Denodo.
20
Schedule for upcoming webinars
Use link in related content to register
Thanks!
www.denodo.com info@denodo.com
© Copyright Denodo Technologies. All rights reserved
Unless otherwise specified, no part of this PDF file may be reproduced or utilized in any for or by any means, electronic or mechanical, including photocopying
and microfilm, without prior the written authorization from Denodo Technologies.

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Denodo Partner Connect: Technical Webinar - Ask Me Anything

  • 1. Ask Me Anything: Data Source, Data Modeling, Data Delivery November 16th 2023
  • 2. Agenda 1. Recap last Partner Connect Series 2. Introduce a Capability 3. Open Forum for Questions
  • 3.
  • 4. Ask Me Sessions Format of the Session (15 minutes per Topic) 1. Introduce High Level Topic 2. Open Session for Live Questions *** Could be 3 or 4 Topics for Each Session
  • 5. Please do not disclose customer names questions in these sessions. Can share experience and questions but please refrain from the name of the specific customer this may be related to. Disclaimer
  • 6.
  • 8. 8 Connect • Connect to data sources • Wide range of sources supported (see next slide) • Connectivity configuration depends upon source type • Connecting introspects source metadata (where possible) • Sampling from source if introspection not possible • Create ‘base views’ from select source entities (e.g. tables in RDBMS) • Direct mapping of underlying data source entity • Data types normalized to ‘Denodo types’ • e.g. date types
  • 9. 9 Data Source Connectivity Relational Databases • MS SQL*Server (JDBC, ODBC): 2000, 2005, 2008, 2008R2, 2012, 2014, 2016, 2017 • Oracle (JDBC): 8i, 9i, 10g, 11g, 12c, 18c, 19c • Oracle E-Business Suite (JDBC): 12 • IBM DB2 (JDBC): 8, 9, 10, 11, 12 for LUW; 9,10 for z/OS, AS400 • Informix (JDBC): 7, 12 • Sybase Adaptive Server Enterprise (JDBC): 12, 15 • MySQL (JDBC): 4, 5 • PostgreSQL (JDBC): 8, 9, 10, 11, 12 • Denodo Platform (JDBC): 5.5, 6.0, 7.0, 8.0 - For multi-location architecture deployments • MS Access (ODBC) • Apache Derby (JDBC): 10 • Generic (JDBC) In-Memory Databases • SAP HANA (JDBC): 1 • Oracle TimesTen (JDBC): 11g • Oracle 12c In-Memory Parallel databases and appliances • GreenPlum (JDBC): 4.2 • HP Vertica (JDBC): 7, 8 • Oracle Exadata (JDBC): X5-2 • ParAccel 8.0.2 (using ParAccel 2.5.0.0 JDBC3g/SSL driver) • Netezza (JDBC): 4.6, 5.0, 6.0, 7.0 • SybaseIQ (JDBC) 12.x, 15.x • Teradata (JDBC): 12, 13, 14, 15 • Yellowbrick Multi-Dimensional Sources • SAP BW (BAPI/XMLA): 3.x • SAP BI 7.x (BAPI): 7.x • Mondrian (XMLA): 3.x • IBM Cognos TM1 • MS SQL Server Analysis Services 200x • Essbase (XMLA): 9, 11 Cloud Databases and Data Warehouses • Amazon Redshift (JDBC) • Amazon Athena (JDBC) • Amazon Aurora (JDBC) • Amazon DynamoDB • Amazon RDS (JDBC) • Azure Cosmos DB • Azure SQL Database • Azure Synapse Analytics (fka SQL Data Warehouse) • Databricks Delta Lake • Google Cloud SQL • Google BigQuery (JDBC) • MongoDB Atlas • Snowflake (JDBC) Data Lake Storage • Amazon S3 • Azure Data Lake Storage • Azure Data Lake Storage Gen 2 • Azure Blob Storage • Google Cloud Storage • Parquet (Distributed File System Connector) • Avro Big Data • Apache Hive (JDBC): 0.12, 1.1.0, 1.1.0 for Cloudera 1.2.1 and for Hortonworks 2.0.0 • MapR-XD, MapR-DB, MapR-ES, Hive, and Drill for MapR 6.1 • Amazon Elastic Map-Reduce (EMR) • Apache HBase (using DenodoConnect connector) • Impala (JDBC): 2.3 • Google BigTable • Spark SQL (JDBC): 1.5, 1.6 • Presto (JDBC) • Databricks 2.x NoSQL • MongoDB • Cassandra Web Services • SOAP • REST (XML, RSS, ATOM, JSON) • OData v2 and v4 Packaged Applications • SAP ERP/ECC (BAPIs and RFC tables) • Oracle E-Business Suite 12 • Siebel • SAS (SAS JDBC Driver): 7 and higher Flat and Binary Files • CSV, pipe-delimited, Regular expression-parsed • MS Excel xls 97-2003 • MS Excel xlsx 2007 or later • MS Access • XML • JSON • SAS Files (SAS7BDAT) All files can be locally accessible or in remote filesystems, through FTP/ SFTP/FTPS, and in clear, zipped and/or encrypted format. Active Directory as source or leveraging security • LDAP v3 • Microsoft Active Directory 2003, 2008 Cloud, SaaS, Web Sources with Simplified OAuth Security • Amazon • Google • Google Sheets • Facebook • LinkedIn • MS SharePoint (by using the OData connector) • MS Dynamics 365 Business Central/Customer Engagement • Marketo • ServiceNow • Salesforce (SOQL) • NetSuite • Twitter via APIs with simplified OAuth integration (1.0, 1.0a and 2.0) • Workday Indexes and unstructured content • CMS, file systems, pdf, word, text, email servers, knowledge bases, indexes • Elastic Search 6.4, 6.7 Streaming/Messaging Systems • MQSeries • SonicMQ • ActiveMQ • TIBCO EMS • Kafka Messaging • Spark Streams • IBM Streams Semantic Repositories • Semantic repositories in Triple Stores/RDF accessed through SPARQL endpoints. • Neo4j Graph Database Denodo SDK for Custom Connectors • CouchDB • Lotus Domino Web Automation • Denodo’s ITPilot automates extraction from web pages Mainframe • IMS • IBM IMS native drivers: 8, 9 • IMS Universal Drivers: 11 Hierarchical databases • Adabas (SOA Gateway and Denodo’s SOAP connector): 5, 6 Legacy • Microsoft FoxPro (ODBC) The following data sources have been successfully tested with Denodo using JDBC and ODBC drivers, WS/SOAP and WS/REST, and DenodoConnect adapters (not exhaustive list): • Apache Solr • IBM BigInsights • Pivotal HAWQ
  • 10. 10 • Free Add-ons • Not part of core software • Support coverage during local business hours • Support for Severity-1 cases is not included 1. Custom Handler Email Exported Files 2. Cloud Cache Load Bypass Stored Procedure 3. Custom Wrapper for IBM Cognos TM1 4. Custom Wrapper for SAS 5. Distributed File System Custom Wrapper 6. Dynamics 365 Business Central Templates 7. Dynamics 365 Customer Engagement Templates 8. FileSystem Custom Wrapper 9. GeoJSON Service 10. Google Sheets Custom Wrapper 11. Google Sheets Tool 12. Governance Bridge 13. GraphQL Service 14. HBase Custom Wrapper 15. Hibernate Dialect 16. Incremental Cache Load Stored Procedure 17. Kafka Custom Wrapper 18. Log Custom Wrapper 19. Model Bridge 20. MongoDB Custom Wrapper Available to Download (Requires Denodo Support ID) DenodoConnect Download: https://support.denodo.com/resources/denodo-connect/list/Denodo%208.0# Manuals: https://community.denodo.com/docs/html/browse/latest/en/denodoconnects/index 21. Monitor Reports 22. OData 2.0 Service 23. OData2 Custom Wrapper 24. OData4 Custom Wrapper 25. Power BI Custom Connector 26. RFCReadTable Custom Wrapper 27. Replicator 28. SFTP Exported Files Custom Handler 29. SSH Custom Wrapper 30. SalesForce REST Custom Wrapper 31. ServiceNow Templates 32. Tableau Scheduler Exporter 33. Templates for 34. Testing Tool 35. XSLT Mapper 36. XtraFuncs 37. Generic XML Exporter
  • 11. 11 Ask Me: Data Source Access Open Forum to Ask Questions related to Data Sources in Denodo.
  • 13.
  • 14. 14 Connectivity Layer Integration Layer Business Entities Layer Application Layer Web Services Layer Layers in Denodo
  • 15. 15 Ask Me: Data Modeling Topics Open Forum to Ask Questions related to Data Modeling in Denodo.
  • 17. 17 Real Time Access – BI Tools The client application sends a query to Denodo whenever data is needed A query is executed based on the query sent by the client application and the Query Optimizer decisions ❶ ❷
  • 19. 19 Ask Me: Data Delivery Topics Open Forum to Ask Questions related to Data Delivery Layer in Denodo.
  • 20. 20 Schedule for upcoming webinars Use link in related content to register
  • 21. Thanks! www.denodo.com info@denodo.com © Copyright Denodo Technologies. All rights reserved Unless otherwise specified, no part of this PDF file may be reproduced or utilized in any for or by any means, electronic or mechanical, including photocopying and microfilm, without prior the written authorization from Denodo Technologies.