The Lab and The Factory

Size: px
Start display at page:

Download "The Lab and The Factory"

Transcription

1 The Lab and The Factory Architecting for Big Data Management April Reeve DAMA Wisconsin March

2 A good speech should be like a woman's skirt: long enough to cover the subject and short enough to create interest. Winston Churchill 2

3 April Reeve Twenty five years doing data oriented stuff Data Management disciplines Data Integration, Data Governance, Data Modeling, Data Quality, Business Intelligence, Master Data Management, Data Conversion, Data Warehousing, Enterprise Content Management, Big Data Management Currently implementing Data Governance programs and developing Big Data Strategies for Life Sciences and Financial Services organizations Certifications Certified Data Management Professional (DAMA) Certified Data Governance and Stewardship Professional (DGSP) Certified Business Intelligence Professional (CBIP) Certified in Enterprise Governance of IT (ISACA) Certified Information Systems Auditor (ISACA) Masters degree in Financial Management (financial risk management, derivatives pricing, corporate finance) Book Managing Data in Motion Data Integration Best Practice Techniques and Technologies 3

4 Agenda Big Data The Data Scientist environment for predictive analytics the Lab Operationalizing predictions the Factory How does it fit with legacy data management architecture? 4

5 Analytics Maturity From Data to Information on Demand 5

6 More than just about data volume, smart big data strategies also consider the velocity, variety, and complexity of information New insights on customers, products, and operations Velocity Volume Contextual and location-aware delivery to any device Variety Complexity Documents Transactional Data Smart Grid Images Audio Text Video Volume: data volumes approaching multiple petabytes Velocity: data being generated and ingested for analysis in real-time Variety: tabular, documents, , metering, network, video, image, audio Complexity: different standards, domain rules, and storage formats per data type Gartner March

7 Big Data Goal: More, Faster, Better Data for Purpose Area Latency Enrichment Query Purpose Analytics Result Revolution No time to read. In-memory is the new DB Tagging is the new Transformation Federated Query is the new ETL Purposeful View is the new Master Predictive is the new Reactive Trigger Action is the new Decision Support 7

8 Predictive Analytics The Data Scientist chooses Internal and External data (lots of it!) and throws into an Analytical Sandbox The Data Scientist identifies patterns in the data and develops predictive models of behavior involving combining historical information concerning a customer and real time data flows 8

9 What is Data Science? Data Science refers to the scientific method: The scientist (Data Scientist) develops a hypothesis (model of behavior) Using a large amount of historical data and statistical analysis, the Data Scientist attempts to prove that the model is accurate for predicting behavior 9

10 Leveraging Big Data for Action Predictive Analytics 10

11 Leveraging Big Data for Action The organization develops software which populates models using historical customer information and installs into the operational reporting environment Real time processing combines customer information with a real time data stream, which can trigger automatic processes and alerts 11

12 Leveraging Big Data for Action Streaming Data / Extreme Transaction Processing 12

13 Big Data Analytics Architecture In Big Data management we need: A Lab or Sandbox environment that is very dynamic and can be used by the Data Scientists to throw in or throw away massive amounts of structured and unstructured data against which to do analysis, find patterns and insights, and develop models An operational Information Factory with all the good production processes we ve learned around data access security and high volume efficiency to produce insight and trigger action on an on-going basis. This Factory also needs to be able to process structured data, unstructured data, and data streams, thus requiring a Big Data architecture that will include, among other things: relational and NoSQL databases, unstructured data stores, and in-memory databases, as well as the ability to process and trigger action. 13

14 New Data Hubs The Analytical Sandbox & NoSQL Data Stores Structured BI Reporting Environment ETL DW ALL data fed into Hadoop Data Store Hadoop Data Store Data Preparation and Enrichment Exploratory Analytic Environment Analytic Sandbox 14

15 Data Latency Spectrum Use Case Time Interval Ultra low latency messaging < 100 microseconds Extreme transaction processing < 1 millisecond Streaming data analysis; no intermediate persistence < 100 milliseconds Real time event characterization < 1 second Complex event processing; near real-time dashboards < 30 seconds Operational dashboard < 5 minutes Intraday analysis < 2 hours Daily rollup 24 hours Recent historical analysis 8 days Medium-term historical analysis 13 months Long-term historical analysis 5 years 15

16 Considerations in Organizing People The Lab In their search for new insights, data scientists write enormous quantities of code. But it is not designed to meet commercial standards for scalability, security, and stability. You create and support commercial-grade code in the factory. The Factory The [Factory] requires many more people with a wider variety of skill sets, a more rigid environment, and different sorts of metrics. To be clear, creativity and experimentation are important in the factory, but you must not expect more than incremental thinking and production-oriented solutions. From Article by Thomas C. Redman and Bill Sweeney in Harvard Business Review 16

17 Big Data Analytics Architecture 17

18 Contact Information April Reeve EMC Consulting Enterprise Information Management Practice +1 (201) on Twitter Blog - Book - Managing Data in Motion Data Integration Best Practice Techniques and Technologies 18

19 THANK YOU 19

Big Data Analytics. Copyright 2011 EMC Corporation. All rights reserved.

Big Data Analytics. Copyright 2011 EMC Corporation. All rights reserved. Big Data Analytics 1 Priority Discussion Topics What are the most compelling business drivers behind big data analytics? Do you have or expect to have data scientists on your staff, and what will be their

More information

VIEWPOINT. High Performance Analytics. Industry Context and Trends

VIEWPOINT. High Performance Analytics. Industry Context and Trends VIEWPOINT High Performance Analytics Industry Context and Trends In the digital age of social media and connected devices, enterprises have a plethora of data that they can mine, to discover hidden correlations

More information

Big Data and Trusted Information

Big Data and Trusted Information Dr. Oliver Adamczak Big Data and Trusted Information CAS Single Point of Truth 7. Mai 2012 The Hype Big Data: The next frontier for innovation, competition and productivity McKinsey Global Institute 2012

More information

End to End Solution to Accelerate Data Warehouse Optimization. Franco Flore Alliance Sales Director - APJ

End to End Solution to Accelerate Data Warehouse Optimization. Franco Flore Alliance Sales Director - APJ End to End Solution to Accelerate Data Warehouse Optimization Franco Flore Alliance Sales Director - APJ Big Data Is Driving Key Business Initiatives Increase profitability, innovation, customer satisfaction,

More information

Simplifying Big Data Analytics: Unifying Batch and Stream Processing. John Fanelli,! VP Product! In-Memory Compute Summit! June 30, 2015!!

Simplifying Big Data Analytics: Unifying Batch and Stream Processing. John Fanelli,! VP Product! In-Memory Compute Summit! June 30, 2015!! Simplifying Big Data Analytics: Unifying Batch and Stream Processing John Fanelli,! VP Product! In-Memory Compute Summit! June 30, 2015!! Streaming Analy.cs S S S Scale- up Database Data And Compute Grid

More information

Are You Ready for Big Data?

Are You Ready for Big Data? Are You Ready for Big Data? Jim Gallo National Director, Business Analytics April 10, 2013 Agenda What is Big Data? How do you leverage Big Data in your company? How do you prepare for a Big Data initiative?

More information

Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing

Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing Wayne W. Eckerson Director of Research, TechTarget Founder, BI Leadership Forum Business Analytics

More information

Architecting for the Internet of Things & Big Data

Architecting for the Internet of Things & Big Data Architecting for the Internet of Things & Big Data Robert Stackowiak, Oracle North America, VP Information Architecture & Big Data September 29, 2014 Safe Harbor Statement The following is intended to

More information

Understanding traffic flow

Understanding traffic flow White Paper A Real-time Data Hub For Smarter City Applications Intelligent Transportation Innovation for Real-time Traffic Flow Analytics with Dynamic Congestion Management 2 Understanding traffic flow

More information

Exploiting Data at Rest and Data in Motion with a Big Data Platform

Exploiting Data at Rest and Data in Motion with a Big Data Platform Exploiting Data at Rest and Data in Motion with a Big Data Platform Sarah Brader, sarah_brader@uk.ibm.com What is Big Data? Where does it come from? 12+ TBs of tweet data every day 30 billion RFID tags

More information

The 4 Pillars of Technosoft s Big Data Practice

The 4 Pillars of Technosoft s Big Data Practice beyond possible Big Use End-user applications Big Analytics Visualisation tools Big Analytical tools Big management systems The 4 Pillars of Technosoft s Big Practice Overview Businesses have long managed

More information

IBM Data Warehousing and Analytics Portfolio Summary

IBM Data Warehousing and Analytics Portfolio Summary IBM Information Management IBM Data Warehousing and Analytics Portfolio Summary Information Management Mike McCarthy IBM Corporation mmccart1@us.ibm.com IBM Information Management Portfolio Current Data

More information

An Integrated Analytics & Big Data Infrastructure September 21, 2012 Robert Stackowiak, Vice President Data Systems Architecture Oracle Enterprise

An Integrated Analytics & Big Data Infrastructure September 21, 2012 Robert Stackowiak, Vice President Data Systems Architecture Oracle Enterprise An Integrated Analytics & Big Data Infrastructure September 21, 2012 Robert Stackowiak, Vice President Data Systems Architecture Oracle Enterprise Solutions Group The following is intended to outline our

More information

Integrating a Big Data Platform into Government:

Integrating a Big Data Platform into Government: Integrating a Big Data Platform into Government: Drive Better Decisions for Policy and Program Outcomes John Haddad, Senior Director Product Marketing, Informatica Digital Government Institute s Government

More information

Data Lake In Action: Real-time, Closed Looped Analytics On Hadoop

Data Lake In Action: Real-time, Closed Looped Analytics On Hadoop 1 Data Lake In Action: Real-time, Closed Looped Analytics On Hadoop 2 Pivotal s Full Approach It s More Than Just Hadoop Pivotal Data Labs 3 Why Pivotal Exists First Movers Solve the Big Data Utility Gap

More information

INTELLIGENT BUSINESS STRATEGIES WHITE PAPER

INTELLIGENT BUSINESS STRATEGIES WHITE PAPER INTELLIGENT BUSINESS STRATEGIES WHITE PAPER Improving Access to Data for Successful Business Intelligence Part 2: Supporting Multiple Analytical Workloads in a Changing Analytical Landscape By Mike Ferguson

More information

EMC ADVERTISING ANALYTICS SERVICE FOR MEDIA & ENTERTAINMENT

EMC ADVERTISING ANALYTICS SERVICE FOR MEDIA & ENTERTAINMENT EMC ADVERTISING ANALYTICS SERVICE FOR MEDIA & ENTERTAINMENT Leveraging analytics for actionable insight ESSENTIALS Put your Big Data to work for you Pick the best-fit, priority business opportunity and

More information

A Whole New World. Big Data Technologies Big Discovery Big Insights Endless Possibilities

A Whole New World. Big Data Technologies Big Discovery Big Insights Endless Possibilities A Whole New World Big Data Technologies Big Discovery Big Insights Endless Possibilities Dr. Phil Shelley Query Execution Time Why Big Data Technology? Days EDW Hours Hadoop Minutes Presto Seconds Milliseconds

More information

Managing Data in Motion

Managing Data in Motion Managing Data in Motion Data Integration Best Practice Techniques and Technologies April Reeve ELSEVIER AMSTERDAM BOSTON HEIDELBERG LONDON NEW YORK OXFORD PARIS SAN DIEGO SAN FRANCISCO SINGAPORE SYDNEY

More information

Big Data Are You Ready? Jorge Plascencia Solution Architect Manager

Big Data Are You Ready? Jorge Plascencia Solution Architect Manager Big Data Are You Ready? Jorge Plascencia Solution Architect Manager Big Data: The Datafication Of Everything Thoughts Devices Processes Thoughts Things Processes Run the Business Organize data to do something

More information

Modern Data Warehouse

Modern Data Warehouse 1 Modern Data Warehouse Are you ready for Big Data? Does your DWH / BI roadmap contain all the necessary components? IDG: Big data technologies describe a new generation of technologies and architectures,

More information

MDM and Data Warehousing Complement Each Other

MDM and Data Warehousing Complement Each Other Master Management MDM and Warehousing Complement Each Other Greater business value from both 2011 IBM Corporation Executive Summary Master Management (MDM) and Warehousing (DW) complement each other There

More information

BIG DATA: FIVE TACTICS TO MODERNIZE YOUR DATA WAREHOUSE

BIG DATA: FIVE TACTICS TO MODERNIZE YOUR DATA WAREHOUSE BIG DATA: FIVE TACTICS TO MODERNIZE YOUR DATA WAREHOUSE Current technology for Big Data allows organizations to dramatically improve return on investment (ROI) from their existing data warehouse environment.

More information

RESEARCH REPORT. The State of Streaming Big Data Analytics: 2014 Survey Results

RESEARCH REPORT. The State of Streaming Big Data Analytics: 2014 Survey Results RESEARCH REPORT The State of Streaming Big Data Analytics: 2014 Survey Results April 2014 Executive Summary As the speed of business accelerates, organizations produce increasingly vast volumes of high

More information

Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012. Viswa Sharma Solutions Architect Tata Consultancy Services

Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012. Viswa Sharma Solutions Architect Tata Consultancy Services Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012 Viswa Sharma Solutions Architect Tata Consultancy Services 1 Agenda What is Hadoop Why Hadoop? The Net Generation is here Sizing the

More information

Embracing the Cloud, Mobile, Social & Big Data

Embracing the Cloud, Mobile, Social & Big Data Embracing the Cloud, Mobile, Social & Big Data Introducing ARIS 9.0 and webmethods 9.0 Dr. Wolfram Jost CTO Software AG 2010-2013 2 Positioning 3 2013 Software 2013 AG. Software All rights AG. reserved.

More information

Big Analytics: A Next Generation Roadmap

Big Analytics: A Next Generation Roadmap Big Analytics: A Next Generation Roadmap Cloud Developers Summit & Expo: October 1, 2014 Neil Fox, CTO: SoftServe, Inc. 2014 SoftServe, Inc. Remember Life Before The Web? 1994 Even Revolutions Take Time

More information

A Tipping Point for Automation in the Data Warehouse. www.stonebranch.com

A Tipping Point for Automation in the Data Warehouse. www.stonebranch.com A Tipping Point for Automation in the Data Warehouse www.stonebranch.com Resolving the ETL Automation Problem The pressure on ETL Architects and Developers to utilize automation in the design and management

More information

Are You Ready for Big Data?

Are You Ready for Big Data? Are You Ready for Big Data? Jim Gallo National Director, Business Analytics February 11, 2013 Agenda What is Big Data? How do you leverage Big Data in your company? How do you prepare for a Big Data initiative?

More information

Architecting your Business for Big Data Your Bridge to a Modern Information Architecture

Architecting your Business for Big Data Your Bridge to a Modern Information Architecture Architecting your Business for Big Data Your Bridge to a Modern Information Architecture Robert Stackowiak Vice President, Information Architecture & Big Data Oracle Safe Harbor Statement The following

More information

Microsoft Big Data Solutions. Anar Taghiyev P-TSP E-mail: b-anarta@microsoft.com;

Microsoft Big Data Solutions. Anar Taghiyev P-TSP E-mail: b-anarta@microsoft.com; Microsoft Big Data Solutions Anar Taghiyev P-TSP E-mail: b-anarta@microsoft.com; Why/What is Big Data and Why Microsoft? Options of storage and big data processing in Microsoft Azure. Real Impact of Big

More information

Ganzheitliches Datenmanagement

Ganzheitliches Datenmanagement Ganzheitliches Datenmanagement für Hadoop Michael Kohs, Senior Sales Consultant @mikchaos The Problem with Big Data Projects in 2016 Relational, Mainframe Documents and Emails Data Modeler Data Scientist

More information

BIG DATA-AS-A-SERVICE

BIG DATA-AS-A-SERVICE White Paper BIG DATA-AS-A-SERVICE What Big Data is about What service providers can do with Big Data What EMC can do to help EMC Solutions Group Abstract This white paper looks at what service providers

More information

An Integrated Big Data & Analytics Infrastructure June 14, 2012 Robert Stackowiak, VP Oracle ESG Data Systems Architecture

An Integrated Big Data & Analytics Infrastructure June 14, 2012 Robert Stackowiak, VP Oracle ESG Data Systems Architecture An Integrated Big Data & Analytics Infrastructure June 14, 2012 Robert Stackowiak, VP ESG Data Systems Architecture Big Data & Analytics as a Service Components Unstructured Data / Sparse Data of Value

More information

Aligning Your Strategic Initiatives with a Realistic Big Data Analytics Roadmap

Aligning Your Strategic Initiatives with a Realistic Big Data Analytics Roadmap Aligning Your Strategic Initiatives with a Realistic Big Data Analytics Roadmap 3 key strategic advantages, and a realistic roadmap for what you really need, and when 2012, Cognizant Topics to be discussed

More information

Getting Started Practical Input For Your Roadmap

Getting Started Practical Input For Your Roadmap Getting Started Practical Input For Your Roadmap Mike Ferguson Managing Director, Intelligent Business Strategies BA4ALL Big Data & Analytics Insight Conference Stockholm, May 2015 About Mike Ferguson

More information

Big Data and Analytics in Government

Big Data and Analytics in Government Big Data and Analytics in Government Nov 29, 2012 Mark Johnson Director, Engineered Systems Program 2 Agenda What Big Data Is Government Big Data Use Cases Building a Complete Information Solution Conclusion

More information

Big Data Executive Survey

Big Data Executive Survey Big Data Executive Full Questionnaire Big Date Executive Full Questionnaire Appendix B Questionnaire Welcome The survey has been designed to provide a benchmark for enterprises seeking to understand the

More information

The Analytics Value Chain Key to Delivering Value in IoT

The Analytics Value Chain Key to Delivering Value in IoT Vitria Operational Intelligence The Value Chain Key to Delivering Value in IoT Dr. Dale Skeen CTO and Co-Founder Internet of Things Value Potential $20 Trillion by 2025 40% 2015 Vitria Technology, Inc.

More information

Big Data Maturity - The Photo and The Movie

Big Data Maturity - The Photo and The Movie Big Data Maturity - The Photo and The Movie Mike Ferguson Managing Director, Intelligent Business Strategies BA4ALL Big Data & Analytics Insight Conference Stockholm, May 2015 About Mike Ferguson Mike

More information

Big Data Zurich, November 23. September 2011

Big Data Zurich, November 23. September 2011 Institute of Technology Management Big Data Projektskizze «Competence Center Automotive Intelligence» Zurich, November 11th 23. September 2011 Felix Wortmann Assistant Professor Technology Management,

More information

How the oil and gas industry can gain value from Big Data?

How the oil and gas industry can gain value from Big Data? How the oil and gas industry can gain value from Big Data? Arild Kristensen Nordic Sales Manager, Big Data Analytics arild.kristensen@no.ibm.com, tlf. +4790532591 April 25, 2013 2013 IBM Corporation Dilbert

More information

With the Emergence of Big Data, Where do Relational Technologies Fit?

With the Emergence of Big Data, Where do Relational Technologies Fit? With the Emergence of Big Data, Where do Relational Technologies Fit? Donna Burbank VP Product Marketing CA Technologies DAMA Chicago June 2013 Who am I? More than more than 15 years of experience in the

More information

New Eco-Systems in the software and service domain in the Cloud area

New Eco-Systems in the software and service domain in the Cloud area New Eco-Systems in the software and service domain in the Cloud area What s in it for enterprises Dr. Harald Schöning, Software AG Member of the NESSI Board Outline September 28, 2012 2 Pre-Cloud Situation

More information

Lambda Architecture. Near Real-Time Big Data Analytics Using Hadoop. January 2015. Email: bdg@qburst.com Website: www.qburst.com

Lambda Architecture. Near Real-Time Big Data Analytics Using Hadoop. January 2015. Email: bdg@qburst.com Website: www.qburst.com Lambda Architecture Near Real-Time Big Data Analytics Using Hadoop January 2015 Contents Overview... 3 Lambda Architecture: A Quick Introduction... 4 Batch Layer... 4 Serving Layer... 4 Speed Layer...

More information

TECHNOLOGY TRANSFER PRESENTS MIKE FERGUSON BIG DATA MULTI-PLATFORM JUNE 25-27, 2014 RESIDENZA DI RIPETTA - VIA DI RIPETTA, 231 ROME (ITALY)

TECHNOLOGY TRANSFER PRESENTS MIKE FERGUSON BIG DATA MULTI-PLATFORM JUNE 25-27, 2014 RESIDENZA DI RIPETTA - VIA DI RIPETTA, 231 ROME (ITALY) TECHNOLOGY TRANSFER PRESENTS MIKE FERGUSON BIG DATA MULTI-PLATFORM ANALYTICS JUNE 25-27, 2014 RESIDENZA DI RIPETTA - VIA DI RIPETTA, 231 ROME (ITALY) info@technologytransfer.it www.technologytransfer.it

More information

THE DEVELOPER GUIDE TO BUILDING STREAMING DATA APPLICATIONS

THE DEVELOPER GUIDE TO BUILDING STREAMING DATA APPLICATIONS THE DEVELOPER GUIDE TO BUILDING STREAMING DATA APPLICATIONS WHITE PAPER Successfully writing Fast Data applications to manage data generated from mobile, smart devices and social interactions, and the

More information

Buyer s Guide to Big Data Integration

Buyer s Guide to Big Data Integration SEPTEMBER 2013 Buyer s Guide to Big Data Integration Sponsored by Contents Introduction 1 Challenges of Big Data Integration: New and Old 1 What You Need for Big Data Integration 3 Preferred Technology

More information

Modern IT Operations Management. Why a New Approach is Required, and How Boundary Delivers

Modern IT Operations Management. Why a New Approach is Required, and How Boundary Delivers Modern IT Operations Management Why a New Approach is Required, and How Boundary Delivers TABLE OF CONTENTS EXECUTIVE SUMMARY 3 INTRODUCTION: CHANGING NATURE OF IT 3 WHY TRADITIONAL APPROACHES ARE FAILING

More information

Copyright 2012 EMC Corporation. All rights reserved.

Copyright 2012 EMC Corporation. All rights reserved. 1 Greenplum UAP Enabling Big Data Analytics Brendon Moran Data Scientist 2 Agenda Background On Greenplum And Big Data Analytics Greenplum UAP Greenplum: Not Just Infrastructure Pivotal Labs Customers

More information

Data Virtualization for Agile Business Intelligence Systems and Virtual MDM. To View This Presentation as a Video Click Here

Data Virtualization for Agile Business Intelligence Systems and Virtual MDM. To View This Presentation as a Video Click Here Data Virtualization for Agile Business Intelligence Systems and Virtual MDM To View This Presentation as a Video Click Here Agenda Data Virtualization New Capabilities New Challenges in Data Integration

More information

Big Data Analytics Platform @ Nokia

Big Data Analytics Platform @ Nokia Big Data Analytics Platform @ Nokia 1 Selecting the Right Tool for the Right Workload Yekesa Kosuru Nokia Location & Commerce Strata + Hadoop World NY - Oct 25, 2012 Agenda Big Data Analytics Platform

More information

Azure Data Lake Analytics

Azure Data Lake Analytics Azure Data Lake Analytics Compose and orchestrate data services at scale Fully managed service to support orchestration of data movement and processing Connect to relational or non-relational data

More information

Real Time Big Data Processing

Real Time Big Data Processing Real Time Big Data Processing Cloud Expo 2014 Ian Meyers Amazon Web Services Global Infrastructure Deployment & Administration App Services Analytics Compute Storage Database Networking AWS Global Infrastructure

More information

DAMA NY DAMA Day October 17, 2013 IBM 590 Madison Avenue 12th floor New York, NY

DAMA NY DAMA Day October 17, 2013 IBM 590 Madison Avenue 12th floor New York, NY Big Data Analytics DAMA NY DAMA Day October 17, 2013 IBM 590 Madison Avenue 12th floor New York, NY Tom Haughey InfoModel, LLC 868 Woodfield Road Franklin Lakes, NJ 07417 201 755 3350 tom.haughey@infomodelusa.com

More information

The 3 questions to ask yourself about BIG DATA

The 3 questions to ask yourself about BIG DATA The 3 questions to ask yourself about BIG DATA Do you have a big data problem? Companies looking to tackle big data problems are embarking on a journey that is full of hype, buzz, confusion, and misinformation.

More information

RESEARCH REPORT. The State of Real-time Big Data Analytics: 2013 Survey Results

RESEARCH REPORT. The State of Real-time Big Data Analytics: 2013 Survey Results RESEARCH REPORT The State of Real-time Big Data Analytics: 2013 Survey Results October 2013 Executive Summary As the speed of business accelerates, organizations produce increasingly vast volumes of high

More information

Executive Summary... 2 Introduction... 3. Defining Big Data... 3. The Importance of Big Data... 4 Building a Big Data Platform...

Executive Summary... 2 Introduction... 3. Defining Big Data... 3. The Importance of Big Data... 4 Building a Big Data Platform... Executive Summary... 2 Introduction... 3 Defining Big Data... 3 The Importance of Big Data... 4 Building a Big Data Platform... 5 Infrastructure Requirements... 5 Solution Spectrum... 6 Oracle s Big Data

More information

Traditional BI vs. Business Data Lake A comparison

Traditional BI vs. Business Data Lake A comparison Traditional BI vs. Business Data Lake A comparison The need for new thinking around data storage and analysis Traditional Business Intelligence (BI) systems provide various levels and kinds of analyses

More information

T E C H N O L O G Y T R A N S F E R P R E S E N T S

T E C H N O L O G Y T R A N S F E R P R E S E N T S T E C H N O L O G Y T R A N S F E R P R E S E N T S Rome, December 4-5 2014 Residenza di Ripetta Via di Ripetta, 231 INTERNATIONAL S U M M I T 2 0 1 4 BIG DATA ANALYTICS A B o U T T H E S U M M I T In

More information

Datenverwaltung im Wandel - Building an Enterprise Data Hub with

Datenverwaltung im Wandel - Building an Enterprise Data Hub with Datenverwaltung im Wandel - Building an Enterprise Data Hub with Cloudera Bernard Doering Regional Director, Central EMEA, Cloudera Cloudera Your Hadoop Experts Founded 2008, by former employees of Employees

More information

The Enterprise Data Hub and The Modern Information Architecture

The Enterprise Data Hub and The Modern Information Architecture The Enterprise Data Hub and The Modern Information Architecture Dr. Amr Awadallah CTO & Co-Founder, Cloudera Twitter: @awadallah 1 2013 Cloudera, Inc. All rights reserved. Cloudera Overview The Leader

More information

With the Emergence of Big Data, Where do Relational Technologies Fit? Donna Burbank President, DAMA Rocky Mountain Chapter

With the Emergence of Big Data, Where do Relational Technologies Fit? Donna Burbank President, DAMA Rocky Mountain Chapter With the Emergence of Big Data, Where do Relational Technologies Fit? Donna Burbank President, DAMA Rocky Mountain Chapter Agenda Big Data A Technical & Cultural Paradigm Shift (aka Donna s Rants/Musings)

More information

Industry Impact of Big Data in the Cloud: An IBM Perspective

Industry Impact of Big Data in the Cloud: An IBM Perspective Industry Impact of Big Data in the Cloud: An IBM Perspective Inhi Cho Suh IBM Software Group, Information Management Vice President, Product Management and Strategy email: inhicho@us.ibm.com twitter: @inhicho

More information

Hadoop and Data Warehouse Friends, Enemies or Profiteers? What about Real Time?

Hadoop and Data Warehouse Friends, Enemies or Profiteers? What about Real Time? Hadoop and Data Warehouse Friends, Enemies or Profiteers? What about Real Time? Kai Wähner kwaehner@tibco.com @KaiWaehner www.kai-waehner.de Disclaimer! These opinions are my own and do not necessarily

More information

Oracle Big Data Discovery Unlock Potential in Big Data Reservoir

Oracle Big Data Discovery Unlock Potential in Big Data Reservoir Oracle Big Data Discovery Unlock Potential in Big Data Reservoir Gokula Mishra Premjith Balakrishnan Business Analytics Product Group September 29, 2014 Copyright 2014, Oracle and/or its affiliates. All

More information

Mike Maxey. Senior Director Product Marketing Greenplum A Division of EMC. Copyright 2011 EMC Corporation. All rights reserved.

Mike Maxey. Senior Director Product Marketing Greenplum A Division of EMC. Copyright 2011 EMC Corporation. All rights reserved. Mike Maxey Senior Director Product Marketing Greenplum A Division of EMC 1 Greenplum Becomes the Foundation of EMC s Big Data Analytics (July 2010) E M C A C Q U I R E S G R E E N P L U M For three years,

More information

Getting Real Real Time Data Integration Patterns and Architectures

Getting Real Real Time Data Integration Patterns and Architectures Getting Real Real Time Data Integration Patterns and Architectures Nelson Petracek Senior Director, Enterprise Technology Architecture Informatica Digital Government Institute s Enterprise Architecture

More information

How Transactional Analytics is Changing the Future of Business A look at the options, use cases, and anti-patterns

How Transactional Analytics is Changing the Future of Business A look at the options, use cases, and anti-patterns How Transactional Analytics is Changing the Future of Business A look at the options, use cases, and anti-patterns Table of Contents Abstract... 3 Introduction... 3 Definition... 3 The Expanding Digitization

More information

Collaborative Big Data Analytics. Copyright 2012 EMC Corporation. All rights reserved.

Collaborative Big Data Analytics. Copyright 2012 EMC Corporation. All rights reserved. Collaborative Big Data Analytics 1 Big Data Is Less About Size, And More About Freedom TechCrunch!!!!!!!!! Total data: bigger than big data 451 Group Findings: Big Data Is More Extreme Than Volume Gartner!!!!!!!!!!!!!!!

More information

Enabling the Digital Enterprise, embracing Cloud, Mobile, Social & Big Data Introducing ARIS 9.0 and webmethods 9.0

Enabling the Digital Enterprise, embracing Cloud, Mobile, Social & Big Data Introducing ARIS 9.0 and webmethods 9.0 Enabling the Digital Enterprise, embracing Cloud, Mobile, Social & Big Data Introducing ARIS 9.0 and webmethods 9.0 Dr. Wolfram Jost CTO Software AG 2010-2013 26 February 2013 Capital Market Day 2013 2

More information

Big Data Technology ดร.ช ชาต หฤไชยะศ กด. Choochart Haruechaiyasak, Ph.D.

Big Data Technology ดร.ช ชาต หฤไชยะศ กด. Choochart Haruechaiyasak, Ph.D. Big Data Technology ดร.ช ชาต หฤไชยะศ กด Choochart Haruechaiyasak, Ph.D. Speech and Audio Technology Laboratory (SPT) National Electronics and Computer Technology Center (NECTEC) National Science and Technology

More information

CONNECTING DATA WITH BUSINESS

CONNECTING DATA WITH BUSINESS CONNECTING DATA WITH BUSINESS Big Data and Data Science consulting Business Value through Data Knowledge Synergic Partners is a specialized Big Data, Data Science and Data Engineering consultancy firm

More information

Integrating Hadoop. Into Business Intelligence & Data Warehousing. Philip Russom TDWI Research Director for Data Management, April 9 2013

Integrating Hadoop. Into Business Intelligence & Data Warehousing. Philip Russom TDWI Research Director for Data Management, April 9 2013 Integrating Hadoop Into Business Intelligence & Data Warehousing Philip Russom TDWI Research Director for Data Management, April 9 2013 TDWI would like to thank the following companies for sponsoring the

More information

The Secrets of Analytical Leaders: Insights from Information Insiders

The Secrets of Analytical Leaders: Insights from Information Insiders The Secrets of Analytical Leaders: Insights from Information Insiders Wayne W. Eckerson Director of Research and Founder Founder, BI Leadership Forum Secrets Dan Ingle, Kelley Blue Book 1. Incremental

More information

White Paper. How Streaming Data Analytics Enables Real-Time Decisions

White Paper. How Streaming Data Analytics Enables Real-Time Decisions White Paper How Streaming Data Analytics Enables Real-Time Decisions Contents Introduction... 1 What Is Streaming Analytics?... 1 How Does SAS Event Stream Processing Work?... 2 Overview...2 Event Stream

More information

Big Data Defined Introducing DataStack 3.0

Big Data Defined Introducing DataStack 3.0 Big Data Big Data Defined Introducing DataStack 3.0 Inside: Executive Summary... 1 Introduction... 2 Emergence of DataStack 3.0... 3 DataStack 1.0 to 2.0... 4 DataStack 2.0 Refined for Large Data & Analytics...

More information

Big Data Analytics Roadmap Energy Industry

Big Data Analytics Roadmap Energy Industry Douglas Moore, Principal Consultant, Architect June 2013 Big Data Analytics Energy Industry Agenda Why Big Data in Energy? Imagine Overview - Use Cases - Readiness Analysis - Architecture - Development

More information

5 Keys to Unlocking the Big Data Analytics Puzzle. Anurag Tandon Director, Product Marketing March 26, 2014

5 Keys to Unlocking the Big Data Analytics Puzzle. Anurag Tandon Director, Product Marketing March 26, 2014 5 Keys to Unlocking the Big Data Analytics Puzzle Anurag Tandon Director, Product Marketing March 26, 2014 1 A Little About Us A global footprint. A proven innovator. A leader in enterprise analytics for

More information

Parallel Data Warehouse

Parallel Data Warehouse MICROSOFT S ANALYTICS SOLUTIONS WITH PARALLEL DATA WAREHOUSE Parallel Data Warehouse Stefan Cronjaeger Microsoft May 2013 AGENDA PDW overview Columnstore and Big Data Business Intellignece Project Ability

More information

BIG DATA AND THE ENTERPRISE DATA WAREHOUSE WORKSHOP

BIG DATA AND THE ENTERPRISE DATA WAREHOUSE WORKSHOP BIG DATA AND THE ENTERPRISE DATA WAREHOUSE WORKSHOP Business Analytics for All Amsterdam - 2015 Value of Big Data is Being Recognized Executives beginning to see the path from data insights to revenue

More information

Big Data and Your Data Warehouse Philip Russom

Big Data and Your Data Warehouse Philip Russom Big Data and Your Data Warehouse Philip Russom TDWI Research Director for Data Management April 5, 2012 Sponsor Speakers Philip Russom Research Director, Data Management, TDWI Peter Jeffcock Director,

More information

A Strategic Approach to Unlock the Opportunities from Big Data

A Strategic Approach to Unlock the Opportunities from Big Data A Strategic Approach to Unlock the Opportunities from Big Data Yue Pan, Chief Scientist for Information Management and Healthcare IBM Research - China [contacts: panyue@cn.ibm.com ] Big Data or Big Illusion?

More information

Oracle Big Data Spatial & Graph Social Network Analysis - Case Study

Oracle Big Data Spatial & Graph Social Network Analysis - Case Study Oracle Big Data Spatial & Graph Social Network Analysis - Case Study Mark Rittman, CTO, Rittman Mead OTN EMEA Tour, May 2016 info@rittmanmead.com www.rittmanmead.com @rittmanmead About the Speaker Mark

More information

ANALYTICS BUILT FOR INTERNET OF THINGS

ANALYTICS BUILT FOR INTERNET OF THINGS ANALYTICS BUILT FOR INTERNET OF THINGS Big Data Reporting is Out, Actionable Insights are In In recent years, it has become clear that data in itself has little relevance, it is the analysis of it that

More information

SQLstream Blaze and Apache Storm A BENCHMARK COMPARISON

SQLstream Blaze and Apache Storm A BENCHMARK COMPARISON SQLstream Blaze and Apache Storm A BENCHMARK COMPARISON 2 The V of Big Data Velocity means both how fast data is being produced and how fast the data must be processed to meet demand. Gartner The emergence

More information

Luncheon Webinar Series May 13, 2013

Luncheon Webinar Series May 13, 2013 Luncheon Webinar Series May 13, 2013 InfoSphere DataStage is Big Data Integration Sponsored By: Presented by : Tony Curcio, InfoSphere Product Management 0 InfoSphere DataStage is Big Data Integration

More information

CIO Roundtable - Big Data

CIO Roundtable - Big Data CIO Roundtable - Big March 13, 2013 Big and its Dimensions Big refers to internal and external data that is multi-structured, generated from diverse sources in near real-time and in large volumes making

More information

Blueprints for Big Data Success

Blueprints for Big Data Success Blueprints for Big Data Success Succeeding with Four Common Scenarios Copyright 2015 Pentaho Corporation. Redistribution permitted. All trademarks are the property of their respective owners. For the latest

More information

BIG DATA THE NEW OPPORTUNITY

BIG DATA THE NEW OPPORTUNITY Feature Biswajit Mohapatra is an IBM Certified Consultant and a global integrated delivery leader for IBM s AMS business application modernization (BAM) practice. He is IBM India s competency head for

More information

Teradata s Big Data Technology Strategy & Roadmap

Teradata s Big Data Technology Strategy & Roadmap Teradata s Big Data Technology Strategy & Roadmap Artur Borycki, Director International Solutions Marketing 18 March 2014 Agenda > Introduction and level-set > Enabling the Logical Data Warehouse > Any

More information

IoT Analytics: Four Key Essentials and Four Target Industries

IoT Analytics: Four Key Essentials and Four Target Industries IoT Analytics: Four Key Essentials and Four Target Industries 1 Introduction Analysts and IT personnel across all industries seek technology to better engage and manage data generated by the Internet of

More information

Unified Batch & Stream Processing Platform

Unified Batch & Stream Processing Platform Unified Batch & Stream Processing Platform Himanshu Bari Director Product Management Most Big Data Use Cases Are About Improving/Re-write EXISTING solutions To KNOWN problems Current Solutions Were Built

More information

Turn "Big Data" into Business Value with Real-Time BI. Timo Elliott, March 2012

Turn Big Data into Business Value with Real-Time BI. Timo Elliott, March 2012 Turn "Big Data" into Business Value with Real-Time BI Timo Elliott, March 2012 1 Legal Disclaimer The information in this presentation is confidential and proprietary to SAP and may not be disclosed without

More information

A TECHNICAL WHITE PAPER ATTUNITY VISIBILITY

A TECHNICAL WHITE PAPER ATTUNITY VISIBILITY A TECHNICAL WHITE PAPER ATTUNITY VISIBILITY Analytics for Enterprise Data Warehouse Management and Optimization Executive Summary Successful enterprise data management is an important initiative for growing

More information

A journey from Big data to Smart data.

A journey from Big data to Smart data. Paper for the Digital Enterprise Design & Management 2014. Professional contribution A journey from Big data to Smart data. By Fernando Iafrate Senior manager of the Business Intelligence & Data Architecture

More information

How telcos can benefit from streaming big data analytics

How telcos can benefit from streaming big data analytics inform innovate accelerate optimize How telcos can benefit from streaming big data analytics #streamingbigdataanalytics Sponored by: 2013 TM Forum 1 V2013.4 Today s Speakers Adrian Pasciuta Director of

More information

How to Leverage Big Data in the Cloud to Gain Competitive Advantage

How to Leverage Big Data in the Cloud to Gain Competitive Advantage How to Leverage Big Data in the Cloud to Gain Competitive Advantage James Kobielus, IBM Big Data Evangelist Editor-in-Chief, IBM Data Magazine Senior Program Director, Product Marketing, Big Data Analytics

More information

YOU VS THE SENSORS. Six Requirements for Visualizing the Internet of Things. Dan Potter Chief Marketing Officer, Datawatch Corporation

YOU VS THE SENSORS. Six Requirements for Visualizing the Internet of Things. Dan Potter Chief Marketing Officer, Datawatch Corporation YOU VS THE SENSORS Six Requirements for Visualizing the Internet of Things Dan Potter Chief Marketing Officer, Datawatch Corporation About Datawatch NASDAQ: DWCH Pioneer in real-time visual data discovery

More information

The Potential of Big Data in the Cloud. Juan Madera Technology Consultant juan.madera.jimenez@accenture.com

The Potential of Big Data in the Cloud. Juan Madera Technology Consultant juan.madera.jimenez@accenture.com The Potential of Big Data in the Cloud Juan Madera Technology Consultant juan.madera.jimenez@accenture.com Agenda How to apply Big Data & Analytics What is it? Definitions, Technology and Data Science

More information