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IT & DATA MANAGEMENT RESEARCH, INDUSTRY
ANALYSIS & CONSULTING
Leveraging Streaming Data through Automation
John L. Myers
Managing Research Director
EMA
Neil Barton
CTO
WhereScape
IT & DATA MANAGEMENT RESEARCH, INDUSTRY
ANALYSIS & CONSULTING
View the On-Demand Webinar
The Leveraging Streaming Data through
Automation webinar is available to view at:
https://ema.wistia.com/medias/1r0r86b9ot
Slide 2 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH, INDUSTRY
ANALYSIS & CONSULTING
Featured Speakers
Slide 3 © 2018 Enterprise Management Associates, Inc.
John Myers, Managing Research Director, EMA
John has nearly 20 years of experience in areas related to business analytics and
business intelligence in professional services, sales consulting, product
management, industry analysis, and research. He helps organizations solve their
analytics problems, whether they related to operational platforms like customer
care, billing, or applied analytical applications, such as revenue assurance or
fraud management. John established thought leadership in emerging data
management paradigms such as big data (combination of multi-structured and
relational data sets) applications and NoSQL access data stores.
Neil Barton, Chief Technology Officer, WhereScape
Neil has more than 20 years of experience focused on software
architecture, data warehousing and business intelligence including
positions at Oracle Australia and Sequent Computer Systems. Neil is also
co-inventor of three US patents related to business intelligence software
solutions.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Logistics for Today’s Webinar
Slide 4 © 2018 Enterprise Management Associates, Inc.
An archived version of the event recording will be
available at www.enterprisemanagement.com
• Log questions in the chat panel located on the lower
left-hand corner of your screen
• Questions will be addressed during the Q&A session
of the event
QUESTIONS
EVENT RECORDING
A PDF of the speaker slides will be distributed
to all attendees
PDF SLIDES
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Join the Conversation
To submit questions or comments, use:
@ema_research @JohnLMyers44 @WhereScape
#StreamingAutomation
Slide 5 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Agenda
• Drivers behind the growth of streaming usage scenarios
• Challenges that streaming data presents
• Value of automation techniques and technologies
• Benefits of applying automation to streaming data pipelines
• How WhereScape automation with Streaming can fast-track
streaming data use in your data landscape
• Question and Answer
Slide 6 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Drivers Behind the Growth of Streaming
Usage Scenarios
Slide 7 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Data-Driven Cultures and Strategies
Slide 8 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Internet of Things and Streaming:
Increasing the Importance of Streaming Data Architectures
85%
of respondents indicated
that IoT was part of their
organizational strategy 72%
of respondents indicated
that streaming data was
part of their organizational
strategy
Slide 9 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Business Scenarios for Streaming Data
New Business Models New Product Development Operational Productivity
Process Efficiency Supply Chain Management
Slide 10 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming Data Integration:
Use Cases
Real-Time Applications
Mobile and Online Path Analysis
Streaming Device and Sensor Data
Slide 11 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Challenges That Streaming Data
Presents
Slide 12 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Obstacles to Streaming
Slide 13 © 2018 Enterprise Management Associates, Inc.
Connectivity to data sources
Inability to ingest/store data
Quality and reliability of data
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming Teams:
Spending Too Much Time on Configuration
Slide 14 © 2018 Enterprise Management Associates, Inc.
11% of respondents with
important streaming
practices spent over 40%
of their time on data
prep(aration) practices
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming Teams:
Faster Data Prep
Slide 15 © 2018 Enterprise Management Associates, Inc.
Nearly 40% of respondents
with important streaming
practices were able to do data
prep(aration) activities within
one day
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming Teams:
Reacting to Changing Requirements
Slide 16 © 2018 Enterprise Management Associates, Inc.
of respondents with
important streaming
practices were making
changes to their advanced
analytical models weekly
(or daily)
6 of 10
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Important Issues:
Metadata Capture and Data Lineage
Slide 17 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Value of Automation Techniques and
Technologies
Slide 18 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Centralized Architecture:
Making it Simple to Change and Maintain
Slide 19 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Managing Change
More likely to
support weekly
changes to analytics
environment with
strong DWA
practices than
without
Slide 20 © 2018 Enterprise Management Associates, Inc.
2.5 x
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Successful Outcomes
Almost twice the project
success rating using DWA
strategies, going from
nearly “Very successful”
score to “Limited failure”
score
Slide 21 © 2018 Enterprise Management Associates, Inc.
2x
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Ongoing Support and Maintenance
Slide 22 © 2018 Enterprise Management Associates, Inc.
Decrease in
ongoing
maintenance
activity timeframes
using DWA
35%
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Benefits of Applying Automation to
Streaming Data Pipelines
Slide 23 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming + Automation:
Increase the Scale and Quality of Pipelines
Slide 24 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming + Automation:
Reducing the Amount of Configuration Time
Slide 25 © 2018 Enterprise Management Associates, Inc.
25-35%%
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming + Automation:
Transformation and Data Prep
• Management and
selection of fields
• Simple look-ups
Slide 26 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming + Automation:
Scale Team Performance
Slide 27 © 2018 Enterprise Management Associates, Inc.
Improved
Productivity!!!
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming + Automation:
Machine Learning Development and Processing
• Transformation
• Augmentation
• Aggregation
• Processing
• One too many models
• Action based on results
Slide 28 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Streaming + Automation:
Managing Changing Requirements
Slide 29 © 2018 Enterprise Management Associates, Inc.
Half the time or twice
the success!!!
WhereScape® Automation with Streaming
Value of Data Infrastructure
Automation
 Improve Time-to-Value
 Reduce project cost
 Reduce delivery time
 Reduce project risk
 Greater consistency and quality
 Keep pace with business needs
Project Types
Data Warehouse Data Mart Data Vault
Cloud Big Data Streaming
A New Breed of Data and Analytics
Sensor Data Social Media Machine Data
The Challenge for IT
• Do more, without more
• Learning curve and skills shortage
• Evolving technologies, changing
landscape
• Added data landscape complexity with an
established data infrastructure in place
Now, Manage Both Batch and Streaming Data
• Ease development burden using metadata to
drive development
• Ease ongoing maintenance overhead
• Enrich streaming data with existing EDW data
• Rich metadata environment providing context,
lineage and documentation
WhereScape Automation with Streaming
- Gadi Glogowski, Product Line Manager
Being able to strengthen our organization’s capabilities to leverage
real-time data will enable us to better serve our customers by
providing streaming operational measures against historical
performance data and key performance indicators, improving transit
service in real-time. WhereScape automation with Streaming will help
us to automate the management of real-time dataflows, reducing time
to market, R&D investment, our customers’ total cost of ownership
and better matching the speed of our business.
“
“
WhereScape® Automation
with Streaming
Capabilities
Discover and capture metadata for sources
Design metadata-based pipelines
Create and manage target structures
Generate pipeline from metadata
Wizards and best practices
Full lifecycle management
Demo
WhereScape Automation
with Streaming
 Open up new analytic opportunities
 Speed up pipeline development
 Hide complexity of underlying technologies
 Minimize learning curve for teams
 Integrate with batch-based data
 Ease ongoing management
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
• Streaming success
built on agility and
quality
• Automation expands
bandwidth and
success
• Streaming +
automation =
manageable and
reliable combination
Where to go from here?
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Join the Conversation
To submit questions or comments, use:
@ema_research @JohnLMyers44 @WhereScape
#StreamingAutomation
Slide 43 © 2018 Enterprise Management Associates, Inc.
IT & DATA MANAGEMENT RESEARCH,
INDUSTRY ANALYSIS & CONSULTING
Question and Answer: Log Questions in the Q&A panel
located on the lower left-hand corner
Slide 44 © 2018 Enterprise Management Associates, Inc.
Learn more about Streaming and WhereScape automation with
Streaming at www.wherescape.com

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Leveraging Streaming Data through Automation

  • 1. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Leveraging Streaming Data through Automation John L. Myers Managing Research Director EMA Neil Barton CTO WhereScape
  • 2. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING View the On-Demand Webinar The Leveraging Streaming Data through Automation webinar is available to view at: https://ema.wistia.com/medias/1r0r86b9ot Slide 2 © 2018 Enterprise Management Associates, Inc.
  • 3. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Featured Speakers Slide 3 © 2018 Enterprise Management Associates, Inc. John Myers, Managing Research Director, EMA John has nearly 20 years of experience in areas related to business analytics and business intelligence in professional services, sales consulting, product management, industry analysis, and research. He helps organizations solve their analytics problems, whether they related to operational platforms like customer care, billing, or applied analytical applications, such as revenue assurance or fraud management. John established thought leadership in emerging data management paradigms such as big data (combination of multi-structured and relational data sets) applications and NoSQL access data stores. Neil Barton, Chief Technology Officer, WhereScape Neil has more than 20 years of experience focused on software architecture, data warehousing and business intelligence including positions at Oracle Australia and Sequent Computer Systems. Neil is also co-inventor of three US patents related to business intelligence software solutions.
  • 4. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Logistics for Today’s Webinar Slide 4 © 2018 Enterprise Management Associates, Inc. An archived version of the event recording will be available at www.enterprisemanagement.com • Log questions in the chat panel located on the lower left-hand corner of your screen • Questions will be addressed during the Q&A session of the event QUESTIONS EVENT RECORDING A PDF of the speaker slides will be distributed to all attendees PDF SLIDES
  • 5. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Join the Conversation To submit questions or comments, use: @ema_research @JohnLMyers44 @WhereScape #StreamingAutomation Slide 5 © 2018 Enterprise Management Associates, Inc.
  • 6. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Agenda • Drivers behind the growth of streaming usage scenarios • Challenges that streaming data presents • Value of automation techniques and technologies • Benefits of applying automation to streaming data pipelines • How WhereScape automation with Streaming can fast-track streaming data use in your data landscape • Question and Answer Slide 6 © 2018 Enterprise Management Associates, Inc.
  • 7. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Drivers Behind the Growth of Streaming Usage Scenarios Slide 7 © 2018 Enterprise Management Associates, Inc.
  • 8. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Data-Driven Cultures and Strategies Slide 8 © 2018 Enterprise Management Associates, Inc.
  • 9. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Internet of Things and Streaming: Increasing the Importance of Streaming Data Architectures 85% of respondents indicated that IoT was part of their organizational strategy 72% of respondents indicated that streaming data was part of their organizational strategy Slide 9 © 2018 Enterprise Management Associates, Inc.
  • 10. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Business Scenarios for Streaming Data New Business Models New Product Development Operational Productivity Process Efficiency Supply Chain Management Slide 10 © 2018 Enterprise Management Associates, Inc.
  • 11. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming Data Integration: Use Cases Real-Time Applications Mobile and Online Path Analysis Streaming Device and Sensor Data Slide 11 © 2018 Enterprise Management Associates, Inc.
  • 12. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Challenges That Streaming Data Presents Slide 12 © 2018 Enterprise Management Associates, Inc.
  • 13. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Obstacles to Streaming Slide 13 © 2018 Enterprise Management Associates, Inc. Connectivity to data sources Inability to ingest/store data Quality and reliability of data
  • 14. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming Teams: Spending Too Much Time on Configuration Slide 14 © 2018 Enterprise Management Associates, Inc. 11% of respondents with important streaming practices spent over 40% of their time on data prep(aration) practices
  • 15. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming Teams: Faster Data Prep Slide 15 © 2018 Enterprise Management Associates, Inc. Nearly 40% of respondents with important streaming practices were able to do data prep(aration) activities within one day
  • 16. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming Teams: Reacting to Changing Requirements Slide 16 © 2018 Enterprise Management Associates, Inc. of respondents with important streaming practices were making changes to their advanced analytical models weekly (or daily) 6 of 10
  • 17. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Important Issues: Metadata Capture and Data Lineage Slide 17 © 2018 Enterprise Management Associates, Inc.
  • 18. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Value of Automation Techniques and Technologies Slide 18 © 2018 Enterprise Management Associates, Inc.
  • 19. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Centralized Architecture: Making it Simple to Change and Maintain Slide 19 © 2018 Enterprise Management Associates, Inc.
  • 20. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Managing Change More likely to support weekly changes to analytics environment with strong DWA practices than without Slide 20 © 2018 Enterprise Management Associates, Inc. 2.5 x
  • 21. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Successful Outcomes Almost twice the project success rating using DWA strategies, going from nearly “Very successful” score to “Limited failure” score Slide 21 © 2018 Enterprise Management Associates, Inc. 2x
  • 22. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Ongoing Support and Maintenance Slide 22 © 2018 Enterprise Management Associates, Inc. Decrease in ongoing maintenance activity timeframes using DWA 35%
  • 23. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Benefits of Applying Automation to Streaming Data Pipelines Slide 23 © 2018 Enterprise Management Associates, Inc.
  • 24. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming + Automation: Increase the Scale and Quality of Pipelines Slide 24 © 2018 Enterprise Management Associates, Inc.
  • 25. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming + Automation: Reducing the Amount of Configuration Time Slide 25 © 2018 Enterprise Management Associates, Inc. 25-35%%
  • 26. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming + Automation: Transformation and Data Prep • Management and selection of fields • Simple look-ups Slide 26 © 2018 Enterprise Management Associates, Inc.
  • 27. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming + Automation: Scale Team Performance Slide 27 © 2018 Enterprise Management Associates, Inc. Improved Productivity!!!
  • 28. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming + Automation: Machine Learning Development and Processing • Transformation • Augmentation • Aggregation • Processing • One too many models • Action based on results Slide 28 © 2018 Enterprise Management Associates, Inc.
  • 29. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Streaming + Automation: Managing Changing Requirements Slide 29 © 2018 Enterprise Management Associates, Inc. Half the time or twice the success!!!
  • 31. Value of Data Infrastructure Automation  Improve Time-to-Value  Reduce project cost  Reduce delivery time  Reduce project risk  Greater consistency and quality  Keep pace with business needs
  • 32. Project Types Data Warehouse Data Mart Data Vault Cloud Big Data Streaming
  • 33. A New Breed of Data and Analytics Sensor Data Social Media Machine Data
  • 34. The Challenge for IT • Do more, without more • Learning curve and skills shortage • Evolving technologies, changing landscape • Added data landscape complexity with an established data infrastructure in place
  • 35. Now, Manage Both Batch and Streaming Data • Ease development burden using metadata to drive development • Ease ongoing maintenance overhead • Enrich streaming data with existing EDW data • Rich metadata environment providing context, lineage and documentation
  • 36. WhereScape Automation with Streaming - Gadi Glogowski, Product Line Manager Being able to strengthen our organization’s capabilities to leverage real-time data will enable us to better serve our customers by providing streaming operational measures against historical performance data and key performance indicators, improving transit service in real-time. WhereScape automation with Streaming will help us to automate the management of real-time dataflows, reducing time to market, R&D investment, our customers’ total cost of ownership and better matching the speed of our business. “ “
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  • 39. WhereScape® Automation with Streaming Capabilities Discover and capture metadata for sources Design metadata-based pipelines Create and manage target structures Generate pipeline from metadata Wizards and best practices Full lifecycle management
  • 40. Demo
  • 41. WhereScape Automation with Streaming  Open up new analytic opportunities  Speed up pipeline development  Hide complexity of underlying technologies  Minimize learning curve for teams  Integrate with batch-based data  Ease ongoing management
  • 42. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING • Streaming success built on agility and quality • Automation expands bandwidth and success • Streaming + automation = manageable and reliable combination Where to go from here?
  • 43. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Join the Conversation To submit questions or comments, use: @ema_research @JohnLMyers44 @WhereScape #StreamingAutomation Slide 43 © 2018 Enterprise Management Associates, Inc.
  • 44. IT & DATA MANAGEMENT RESEARCH, INDUSTRY ANALYSIS & CONSULTING Question and Answer: Log Questions in the Q&A panel located on the lower left-hand corner Slide 44 © 2018 Enterprise Management Associates, Inc. Learn more about Streaming and WhereScape automation with Streaming at www.wherescape.com