Welcome to the Era of Open Analytics
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The document discusses the rise of 'open analytics,' which integrates an open data access layer into business applications for use with external analytics tools and programming languages. It highlights the significant growth in the embedded analytics and advanced analytics markets, as well as the need for effective data access strategies in cloud applications. Additionally, it covers various data access approaches and emphasizes the importance of open standards like OData for enhancing data accessibility and interoperability.
Welcome to the Era of Open Analytics
- 1. Welcome to the Era of Open Analytics Sumit Sarkar, Chief Data Evangelist, Progress sumit.sarkar@progress.com | @SAsInSumit www.linkedin.com/in/meetsumit
- 2. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.2 The embedded analytics market is estimated to nearly double to 46 billion between 2016 and 2021 Source: Markets and Markets
- 3. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.3 The same research firm estimates the advanced analytics market will be worth close to 30 billion by 2019
- 4. Infographic by DataCamp Increasing demand for advanced analytics
- 5. Infographic by DataCamp Hiring Data Engineers and Data Scientists
- 6. 0 20 40 60 80 100 120 140 160 180 200 2012 2013 2014 2015 2016 2017 2018 2019 2020 Cloud Market ($B) SaaS BPaaS IaaS/PaaS Stir in some clouds
- 7. … and a pinch of data 0 1,000 2,000 3,000 4,000 5,000 6,000 7,000 2013 2014 2015 2016 2017 2018 2019 2020 2021 IoT Data (ZettaBytes)
- 8. Welcome to the era of Open Analytics
- 9. But what is it?
- 10. ‘Open analytics’ is the integration of an open data access layer into business applications to be directly consumed by external analytics tools and popular programming languages. Source: https://www.datanami.com/2017/03/29/welcome- open-analytics-era/
- 11. Walk through an example
- 12. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.12 Readmission Application in the Cloud with Embedded Analytics
- 13. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.13 Need map of regions where readmission rates are higher?
- 14. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.14 Readmission Application in the Cloud with Embedded Analytics 1. Build a predictive model for readmission 2. Visualize the data blended with hospital management system 3. Ingest the detailed medical conditions and line items into Data Lake 4. Need report delivered as PDF at 9AM every Monday to CEO staff 5. …
- 15. Just give them the data…
- 16. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.16 But how can Cloud Apps “give” data to every analytics framework? “BYOA”
- 17. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.17 State of Cloud and Analytics Source: BI and Data Management in the Cloud: Issues and Trends: BARC Research Study January 2017
- 18. Open Analytics strategies deliver open interfaces for your Cloud Apps
- 19. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.19 Data Access Approaches for Open Analytics ODBC Standard API for accessing databases Standard API for accessing databases for Java Industry standard Interoperable REST API JDBC OData SQL REST Business Analytics and Data Management Tools and Platforms, R, SAS, Python Business Analytics and Data Management Tools and Platforms, Hadoop, Spark, R, Java Data Visualization and Cloud Analytics, Application Development FILE Standard file format and common approach CSV Desktop Tools
- 20. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.20 Clouds Disrupt Data Access for Analytics SQL REST APIs
- 21. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.21 Data Preparation / Integration Analytics Database Embedded BI Server Operational Database Open Analytics via standard SQL, REST, CSV 2. Open Analytics democratizes your data for external Platforms, Clouds and Tools 1. Embedded Analytics delivered in your UI Closer Look at an Open Analytics Architecture
- 22. Our passion for open data standards
- 23. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.23 Progress’ Rich Heritage with Open Standards and APIs ODBC 1.0 in 1992 3.8 in 2009 Co-founders of ODBC JDBC 1.0 in 1997 4.2 in 2014 Key member of JDBC Expert Group ADO.NET 1.0 in 2002 4.6 in 2015 OData ISO/IEC standard in February 2017 First to join OData technical committee
- 24. How to deliver Open Analytics for your cloud app?
- 25. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.25 Open Analytics Strategies for Cloud Apps DATABASE REPLICATIONEXPORT DATABASE ACCESSREST API
- 26. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.26 We’re Almost Never Solving for One Problem with Analytics Reporting Analytics Summarized Data Segmented Data Detail Data We can’t just aggregate / We can’t not aggregate Dashboarding Campaign Optimization Customer Drill-down Attribution, CLTV, Experience, Personalization Targeting Forecasting
- 27. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.27 REST API: OData vs Proprietary
- 28. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.28 Database Access: Cloud Networking and Security 1. Network Based VPN 2. SSH Tunneling 3. Reverse Proxy Servers
- 29. Who delivers advanced Open Analytics?
- 30. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.30 Sample SaaS apps supporting ODBC, JDBC or OData
- 31. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.31 Data Gravity increasing for Cloud Apps Select production core database metrics for Oracle Service Cloud
- 32. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.32 PROGRESS GLOBAL CONNECTED CRM LEADERS
- 33. What is an open REST API?
- 34. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.34 REST is great, BUT from an analytics and data management perspective... It’s a style – not a standard Limited querying capabilities Metadata support?
- 35. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.35 OData is an open standard REST API for your Cloud Apps First member to join OData Technical Committee An open protocol to allow the creation and consumption of queryable and interoperable RESTful APIs in a simple and standard way. OASIS Standard REST API (“SQL for the web”) • Approved for release by ISO/IEC on February, 2017 • Ratified as an OASIS standard February, 2014 • Operations built on REST principles • Uniform URL conventions • Surface metadata in standard way
- 36. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.36 Standard query capabilities Operations OData GraphQL ORDS Filtering Yes No Yes Ordering Yes No Yes Aggregation No No No Joining Yes Yes No Paging Yes No Yes
- 37. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.37 Surfacing Metadata Operations OData GraphQL ORDS Schema Metadata Yes Yes Yes Object Metadata Yes Yes Yes Object Details Data Types Yes Yes Yes Scale/Precision Yes No No Read/Write No No No Unique No No No Primary Keys Yes No Yes Description Yes Yes Yes Nullability Yes Yes No
- 38. Let’s talk
- 39. © 2016 Progress Software Corporation and/or its subsidiaries or affiliates. All rights reserved.41 Visit Progress DataDirect in Expo Hall to learn more about Open Analytics and our patented Hybrid Data Gateways www.progress.com/hybrid