BigData Flipkart. Raju Shetty Dir. of Engg, Data Platform

Size: px
Start display at page:

Download "BigData Platform @ Flipkart. Raju Shetty Dir. of Engg, Data Platform"

Transcription

1 BigData Flipkart Raju Shetty Dir. of Engg, Data Platform

2 About Flipkart 20 million products in 70+ categories 30 exclusive brand associations people strong 30 million registered users 10 million daily visits 8 million shipments per month In-a-Day Guarantee in 50 cities/ Same-Day-Guarantee in 13 cities Alexa traffic ranking of 6 Mobile accounts for more than 70% of our traffic

3 Image Source:

4 Why Data Platform at Flipkart? Technology Customer Delight We are building strong and intelligent systems that can take complex, vague information and translate that it into timely and accurate actions.

5 Challenges Diversity: The Indian population is truly diverse with respect to social, economic, cultural and geographic aspects which manifests in buying pattern and expectations in e-commerce. Lack of organized retail: It is believed that India has skipped the evolution phase of organised retail which means no trends and patterns to learn from for the e-commerce industry. Nascent ecosystem: Under-developed infrastructure and support services that leads to fuzziness in ecosystem. Exponential growth: Indian e-commerce market grew 10 folds in last 3 years and estimated to grow another 10 folds in next 2-3 years. i.e. 100 times in 5-6 years!! Expectation of intelligence behavior for customer satisfaction: Today's customer expects intelligent behavior from various technology systems. Internet traffic moving from desktop to mobile: India's internet revolution is happening via the handheld devices. And hence the mobile specific solutions around personalization, recommendation becomes very important.

6 Opportunities Personalisation Recommendation Pricing Promotion Demand forecasting Supply chain optimization Online marketing optimization Fraud and risk estimation Marketplace intelligence Accounting

7 Data Platform Numbers Generate 5TB/Day ( ~ 40% instrumentation) Will soon be hitting about about 1PB/Month. (Raw & processed data) Big Data cluster size Nodes, moving to a 2000 nodes Process billions of events a day in real time Process thousands of jobs/day.

8 Data usage patterns Exploration & Experimentation Reports and dashboards Analytics & Insights Scenario planning Systemic Intelligence Data Applications Anomoly, causality and correlation...lot more

9 Consumers of Data Product teams Analysts Data scientists Business teams End customers Research partners Third party partners (Vendors, Brands, Logistic partners etc)

10 Data Warehouse? Data Platform?

11 Motivation Democratise data access, processing & intelligence within Flipkart Enable teams to focus on building data applications instead of building & managing data infra Lower the barrier for validating data-backed hypothesis (identifying business opportunities, product features)

12 Key Beliefs Data is the true IP of an internet company Data is the algorithm When it comes to data, value of the whole is greater than the sum of its parts Platform model scales rapidly and drives efficiency (compared to E2E implementation by single team)

13 Traditional Way

14 Data Governance

15 Data Governance (contd.) 1. Identify End - End business process 2. Express them as Nouns and verbs (Entities and Events) 3. Push vs Pull model of Ingestion 4. Everything - Real Time

16 Tech Challenges 1. Integrate desperate & clunky tools 2. Hard to Navigate, non uniform experience 3. Difficult to develop and deploy data apps. 4. Evolving too fast 5. Licensing cost vs generating IP

17 Capability view

18 Architecture

19

20 Context

21 Data Flow

22 Tech Stack

23 Its time to leapforg. Yesterday Descriptive analytics (what happened in the past?) Today Predictive analytics (what can happen in future?) Tomorrow Prescriptive analytics (provide me advice based on predictions)

24 Flipkart has taken the plunge.. Would you like to be a part of this action? Work with us: data-jobs@flipkart.com Collaborate with us data-research-collab@flipkart.com

The Internet of Everything

The Internet of Everything The Internet of Everything The Next Evolution of the Internet is Changing Everything Todd Meister Vice President, Software and Solutions Innovation Americas Partner Organization, Cisco October 23, 2014

More information

3 Myths about IoT in Logistics

3 Myths about IoT in Logistics 3 Myths about IoT in Logistics Executive White Paper Contents Executive Summary... 2 Myth #1: IoT benefits advanced countries only.... 3 Myth #2: We mean the same thing by internet of things.... 4 Myth

More information

ByteMobile Insight. Subscriber-Centric Analytics for Mobile Operators

ByteMobile Insight. Subscriber-Centric Analytics for Mobile Operators Subscriber-Centric Analytics for Mobile Operators ByteMobile Insight is a subscriber-centric analytics platform that provides mobile network operators with a comprehensive understanding of mobile data

More information

Oracle Business Intelligence Mobile

Oracle Business Intelligence Mobile Oracle Business Intelligence Mobile Jon Ainsworth Director of Business Development Oracle EMEA Business Analytics 1 Copyright 2011, Oracle and/or its affiliates. All rights reserved. Fact: Today Mobile

More information

Advanced Big Data Analytics with R and Hadoop

Advanced Big Data Analytics with R and Hadoop REVOLUTION ANALYTICS WHITE PAPER Advanced Big Data Analytics with R and Hadoop 'Big Data' Analytics as a Competitive Advantage Big Analytics delivers competitive advantage in two ways compared to the traditional

More information

Management Accountants and IT Professionals providing Better Information = BI = Business Intelligence. Peter Simons peter.simons@cimaglobal.

Management Accountants and IT Professionals providing Better Information = BI = Business Intelligence. Peter Simons peter.simons@cimaglobal. Management Accountants and IT Professionals providing Better Information = BI = Business Intelligence Peter Simons peter.simons@cimaglobal.com Agenda Management Accountants? The need for Better Information

More information

Data Mining + Business Intelligence. Integration, Design and Implementation

Data Mining + Business Intelligence. Integration, Design and Implementation Data Mining + Business Intelligence Integration, Design and Implementation ABOUT ME Vijay Kotu Data, Business, Technology, Statistics BUSINESS INTELLIGENCE - Result Making data accessible Wider distribution

More information

IMPROVING BUSINESS VALUE THROUGH DATA ANALYTICS - APPROACH DOCUMENT. Krysalis Analytics from Data to Insights

IMPROVING BUSINESS VALUE THROUGH DATA ANALYTICS - APPROACH DOCUMENT. Krysalis Analytics from Data to Insights IMPROVING BUSINESS VALUE THROUGH DATA ANALYTICS - APPROACH DOCUMENT Analytics from Data to Insights brings its business perspective to data analytics a new dimension 2 has rich consulting experience (more

More information

DECISION SUPPORT SYSTEMS OR BUSINESS INTELLIGENCE. WHICH IS THE BEST DECISION MAKER?

DECISION SUPPORT SYSTEMS OR BUSINESS INTELLIGENCE. WHICH IS THE BEST DECISION MAKER? DECISION SUPPORT SYSTEMS OR BUSINESS INTELLIGENCE. WHICH IS THE BEST DECISION MAKER? [1] Sachin Kashyap Research Scholar Singhania University Rajasthan (India) [2] Dr. Pardeep Goel, Asso. Professor Dean

More information

Big Data - An Automotive Outlook

Big Data - An Automotive Outlook Big Data - An Automotive Outlook Graeme Banister, Frost & Sullivan The Hague 12 th September 2013 Table of Contents Frost & Sullivan Overview 3 Big Data Basics 6 Big Data & The Automotive Ecosystem 9 Big

More information

VISION. Inventory management with the intelligence to help you balance supply with demand throughout the supply chain BROCHURE

VISION. Inventory management with the intelligence to help you balance supply with demand throughout the supply chain BROCHURE VISION Inventory management with the intelligence to help you balance supply with demand throughout the supply chain BROCHURE THE VISION ADVANTAGE Range and category management should not be a monthly

More information

Capitalize on Mobile Commerce by Optimizing the Mobile Shopping Experience

Capitalize on Mobile Commerce by Optimizing the Mobile Shopping Experience Capitalize on Mobile Commerce by Optimizing the Mobile Shopping Experience Capitalize on Mobile Commerce - Optimize the Mobile Shopping Experience 2 TABLE OF CONTENTS INTRODUCTION 3 THE IRRESISTIBLE RISE

More information

OLAP Theory-English version

OLAP Theory-English version OLAP Theory-English version On-Line Analytical processing (Business Intelligence) [Ing.J.Skorkovský,CSc.] Department of corporate economy Agenda The Market Why OLAP (On-Line-Analytic-Processing Introduction

More information

THE 2014 THREAT DETECTION CHECKLIST. Six ways to tell a criminal from a customer.

THE 2014 THREAT DETECTION CHECKLIST. Six ways to tell a criminal from a customer. THE 2014 THREAT DETECTION CHECKLIST Six ways to tell a criminal from a customer. Telling criminals from customers online isn t getting any easier. Attackers target the entire online user lifecycle from

More information

Big Data Use Cases. To Start Today. Paul Scholey Sales Director, EMEA. 2013, Pentaho. All Rights Reserved. pentaho.com. Worldwide +1 (866) 660-7555

Big Data Use Cases. To Start Today. Paul Scholey Sales Director, EMEA. 2013, Pentaho. All Rights Reserved. pentaho.com. Worldwide +1 (866) 660-7555 Big Use Cases To Start Today Paul Scholey Sales Director, EMEA 1 Exabytes of We all know the amount of data in the world is growing exponentially 40000 30000 YOU ARE HERE 20000 FROM 2010 TO 2015 77% of

More information

SAP Solution Brief SAP HANA. Transform Your Future with Better Business Insight Using Predictive Analytics

SAP Solution Brief SAP HANA. Transform Your Future with Better Business Insight Using Predictive Analytics SAP Brief SAP HANA Objectives Transform Your Future with Better Business Insight Using Predictive Analytics Dealing with the new reality Dealing with the new reality Organizations like yours can identify

More information

Big Data and Data Science. The globally recognised training program

Big Data and Data Science. The globally recognised training program Big Data and Data Science The globally recognised training program Certificate in Big Data Analytics Duration 5 days Big Data and Data Science enables value creation from data, through the use of calculative

More information

Start New Conversations, Open New Doors

Start New Conversations, Open New Doors @ulander Start New Conversations, Open New Doors Grow Your Business with Cisco Peder Ulander Vice President, Cloud and Managed Services Partner Organization, Cisco August 9, 2015 The World Is Changing

More information

Data Refinery with Big Data Aspects

Data Refinery with Big Data Aspects International Journal of Information and Computation Technology. ISSN 0974-2239 Volume 3, Number 7 (2013), pp. 655-662 International Research Publications House http://www. irphouse.com /ijict.htm Data

More information

Introducing Oracle Exalytics In-Memory Machine

Introducing Oracle Exalytics In-Memory Machine Introducing Oracle Exalytics In-Memory Machine Jon Ainsworth Director of Business Development Oracle EMEA Business Analytics 1 Copyright 2011, Oracle and/or its affiliates. All rights Agenda Topics Oracle

More information

Top Supply Chain E Lessons Learned

Top Supply Chain E Lessons Learned Top Supply Chain E Lessons Learned A Continuous Improvement Journey The business climate today is rife with missed opportunities. Our challenging global marketplace is compelling companies to elevate supply

More information

Disrupting The Market: Predictive Analytics As A Service

Disrupting The Market: Predictive Analytics As A Service Disrupting The Market: Predictive Analytics As A Service 0 Problem 8.7 Billion Connected Devices 1 Growing 25% Annually What Does This Data Tell Us About Sensor Use? 1 Study conducted by Cisco 1 Solution

More information

Supply Chains: From Inside-Out to Outside-In

Supply Chains: From Inside-Out to Outside-In Supply Chains: From Inside-Out to Outside-In Table of Contents Big Data and the Supply Chains of the Process Industries The Inter-Enterprise System of Record Inside-Out vs. Outside-In Supply Chain How

More information

Making big data simple with Databricks

Making big data simple with Databricks Making big data simple with Databricks We are Databricks, the company behind Spark Founded by the creators of Apache Spark in 2013 Data 75% Share of Spark code contributed by Databricks in 2014 Value Created

More information

Cloud Computing: IaaS & PaaS

Cloud Computing: IaaS & PaaS Cloud Computing: IaaS & PaaS Thomas Kurian Executive Vice President Product Development 62 Safe Harbor Statement "Safe Harbor" Statement: Statements in this presentation relating to Oracle's future plans,

More information

Understanding the impact of the connected revolution. Vodafone Power to you

Understanding the impact of the connected revolution. Vodafone Power to you Understanding the impact of the connected revolution Vodafone Power to you 02 Introduction With competitive pressures intensifying and the pace of innovation accelerating, recognising key trends, understanding

More information

Big Data in Retail 2015: Market Analysis, Companies, Solutions, and Forecasts 2015-2020

Big Data in Retail 2015: Market Analysis, Companies, Solutions, and Forecasts 2015-2020 Brochure More information from http://www.researchandmarkets.com/reports/3422278/ Big Data in Retail 2015: Market Analysis, Companies, Solutions, and Forecasts 2015-2020 Description: The retail industry

More information

The Internet of Things

The Internet of Things WHITE PAPER THE INTERNET OF THINGS AND SUPPLY CHAIN The Internet of Things How Process Robots are Transforming Supply Chains One Network Enterprises www.onenetwork.com The Internet of Things How Process

More information

EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS

EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS Marcia Kaufman, Principal Analyst, Hurwitz & Associates Dan Kirsch, Senior Analyst, Hurwitz & Associates Steve Stover, Sr. Director, Product Management, Predixion

More information

Beyond Tools: Business Intelligence Meets Analytics

Beyond Tools: Business Intelligence Meets Analytics Beyond Tools: Business Intelligence Meets Analytics Presenters: Steffani Lomax Director of ITAM Business Development Frank Venezia Vice President Who is Siwel Consulting? Top tier provider of IT solutions

More information

Responsive Web Design. vs. Mobile Web App: What s Best for Your Enterprise? A WhitePaper by RapidValue Solutions

Responsive Web Design. vs. Mobile Web App: What s Best for Your Enterprise? A WhitePaper by RapidValue Solutions Responsive Web Design vs. Mobile Web App: What s Best for Your Enterprise? A WhitePaper by RapidValue Solutions The New Design Trend: Build a Website; Enable Self-optimization Across All Mobile De vices

More information

Marketing Automation Solutions Market India Increasing Enterprise Digital Marketing Initiatives Drive Growth at a CAGR of 25% by 2020

Marketing Automation Solutions Market India Increasing Enterprise Digital Marketing Initiatives Drive Growth at a CAGR of 25% by 2020 Marketing Automation Solutions Market India Increasing Enterprise Digital Marketing Initiatives Drive Growth at a CAGR of 25% by 2020 P82F-70 December 2014 Contents Section Slide Number Executive Summary

More information

Mobile Device Management in the Systems Management Ecosystem. Katie Wiederholt, Dell Software

Mobile Device Management in the Systems Management Ecosystem. Katie Wiederholt, Dell Software Mobile Device Management in the Systems Management Ecosystem Katie Wiederholt, The forces driving change in mobility Agenda The journey to MDM Where do we want to be and mobile security technologies 2

More information

Social Mobile Analytics and Cloud (SMAC) Technology

Social Mobile Analytics and Cloud (SMAC) Technology Social Mobile Analytics and Cloud (SMAC) Technology V. Sripriya (Final B.Tech/IT), sripriyaragavan@gmail.com R.S.Sivaranjani (Final B.Tech/IT), ranjanis@outlook.com AVC College of Engineering, Mannampandal-609305

More information

SWOT Analysis of E-Commerce

SWOT Analysis of E-Commerce Advance in Electronic and Electric Engineering. ISSN 2231-1297, Volume 4, Number 6 (2014), pp. 663-668 Research India Publications http://www.ripublication.com/aeee.htm SWOT Analysis of E-Commerce Ms Kiran

More information

W H I T E P A P E R. Deriving Intelligence from Large Data Using Hadoop and Applying Analytics. Abstract

W H I T E P A P E R. Deriving Intelligence from Large Data Using Hadoop and Applying Analytics. Abstract W H I T E P A P E R Deriving Intelligence from Large Data Using Hadoop and Applying Analytics Abstract This white paper is focused on discussing the challenges facing large scale data processing and the

More information

SAP Predictive Analytics

SAP Predictive Analytics SAP Predictive Analytics What s the best that COULD happen? Bringing predictive analytics to the end user SAP Forum Belgium September 9, 2015 Waldemar Adams @adamsw SVP & GM Analytics SAP Europe, Middle-East

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 1: Meeting Today s Business Requirements in an Increasingly Complex Environment By Mike Ferguson

More information

never 20X spike ClustrixDB 2nd Choxi (Formally nomorerack.com) Customer Success Story Reliability and Availability with fast growth in the cloud

never 20X spike ClustrixDB 2nd Choxi (Formally nomorerack.com) Customer Success Story Reliability and Availability with fast growth in the cloud Choxi (Formally nomorerack.com) Reliability and Availability with fast growth in the cloud Customer Success Story 2nd fastest growing e-tailer on Internet Retailer Top 100 600% increase in sales on Cyber

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

BIG DATA ANALYTICS REFERENCE ARCHITECTURES AND CASE STUDIES

BIG DATA ANALYTICS REFERENCE ARCHITECTURES AND CASE STUDIES BIG DATA ANALYTICS REFERENCE ARCHITECTURES AND CASE STUDIES Relational vs. Non-Relational Architecture Relational Non-Relational Rational Predictable Traditional Agile Flexible Modern 2 Agenda Big Data

More information

Supply chain intelligence: benefits, techniques and future trends

Supply chain intelligence: benefits, techniques and future trends MEB 2010 8 th International Conference on Management, Enterprise and Benchmarking June 4 5, 2010 Budapest, Hungary Supply chain intelligence: benefits, techniques and future trends Zoltán Bátori Óbuda

More information

The Network Approach to Inventory Management

The Network Approach to Inventory Management The Network Approach to Inventory Management Getting Accurate Inventory Information Across the Entire Supply Chain Stream Creates Healthy Companies A GT Nexus White Paper The Inventory Challenge The problem

More information

Converging Technologies: Real-Time Business Intelligence and Big Data

Converging Technologies: Real-Time Business Intelligence and Big Data Have 40 Converging Technologies: Real-Time Business Intelligence and Big Data Claudia Imhoff, Intelligent Solutions, Inc Colin White, BI Research September 2013 Sponsored by Vitria Technologies, Inc. Converging

More information

Brochure More information from http://www.researchandmarkets.com/reports/3445946/

Brochure More information from http://www.researchandmarkets.com/reports/3445946/ Brochure More information from http://www.researchandmarkets.com/reports/3445946/ Mobile Analytics Market by Type (Mobile Advertising and Marketing Analytics, In-app Behavioral Analytics, Application Performance

More information

Deliver a Better Digital Customer Experience Through Sonata s Digital Engagement Solutions

Deliver a Better Digital Customer Experience Through Sonata s Digital Engagement Solutions Deliver a Better Digital Customer Experience Through Sonata s Digital Engagement Solutions The World is Going Digital The incredible growth of the internet, the proliferation of mobile devices and the

More information

Analytics in Days White Paper and Business Case

Analytics in Days White Paper and Business Case Analytics in Days White Paper and Business Case Analytics Navigating the Maze Analytics is hot. It seems virtually everyone needs or wants it, but many still aren t sure what the business case is or how

More information

Big Data. Fast Forward. Putting data to productive use

Big Data. Fast Forward. Putting data to productive use Big Data Putting data to productive use Fast Forward What is big data, and why should you care? Get familiar with big data terminology, technologies, and techniques. Getting started with big data to realize

More information

The Big Data Revolution: welcome to the Cognitive Era.

The Big Data Revolution: welcome to the Cognitive Era. The Big Data Revolution: welcome to the Cognitive Era. Yves Eychenne, Cloud Advisor, IBM Email: yves.eychenne@fr.ibm.com @yeychenne 2015 INTERNATIONAL BUSINESS MACHINES CORPORATION Agenda Big Data and

More information

Copyright 2014, Oracle and/or its affiliates. All rights reserved.

Copyright 2014, Oracle and/or its affiliates. All rights reserved. 1 Oracle Business Intelligence in the Cloud Gherardo Infunti Business Development Director EMEA Business Analytics 2 Disclaimer THE FOLLOWING IS INTENDED TO OUTLINE OUR GENERAL PRODUCT DIRECTION. IT IS

More information

Analytics With Hadoop. SAS and Cloudera Starter Services: Visual Analytics and Visual Statistics

Analytics With Hadoop. SAS and Cloudera Starter Services: Visual Analytics and Visual Statistics Analytics With Hadoop SAS and Cloudera Starter Services: Visual Analytics and Visual Statistics Everything You Need to Get Started on Your First Hadoop Project SAS and Cloudera have identified the essential

More information

Analytics For Everyone - Even You

Analytics For Everyone - Even You White Paper Analytics For Everyone - Even You Abstract Analytics have matured considerably in recent years, to the point that business intelligence tools are now widely accessible outside the boardroom

More information

Integrate Big Data into Business Processes and Enterprise Systems. solution white paper

Integrate Big Data into Business Processes and Enterprise Systems. solution white paper Integrate Big Data into Business Processes and Enterprise Systems solution white paper THOUGHT LEADERSHIP FROM BMC TO HELP YOU: Understand what Big Data means Effectively implement your company s Big Data

More information

Analyzing Big Data with AWS

Analyzing Big Data with AWS Analyzing Big Data with AWS Peter Sirota, General Manager, Amazon Elastic MapReduce @petersirota What is Big Data? Computer generated data Application server logs (web sites, games) Sensor data (weather,

More information

Internet of Things Vom Hype zum Innovationsschub!

Internet of Things Vom Hype zum Innovationsschub! Internet of Things Vom Hype zum Innovationsschub! Internal Helmut Grimm, SAP SE März, 2016 Disclaimer This presentation outlines our general product direction and should not be relied on in making a purchase

More information

Guide. Omni-Channel Order Management

Guide. Omni-Channel Order Management Guide Omni-Channel Order Management Omni-Channel Order Management Guide 02 Omni-Channel Order Management Guide The retail industry is undergoing a phenomenal transformation. Technological advances and

More information

How To Use Big Data To Help A Retailer

How To Use Big Data To Help A Retailer IBM Software Big Data Retail Capitalizing on the power of big data for retail Adopt new approaches to keep customers engaged, maintain a competitive edge and maximize profitability 2 Capitalizing on the

More information

Self-Service Big Data Analytics for Line of Business

Self-Service Big Data Analytics for Line of Business I D C A N A L Y S T C O N N E C T I O N Dan Vesset Program Vice President, Business Analytics and Big Data Self-Service Big Data Analytics for Line of Business March 2015 Big data, in all its forms, is

More information

Ramesh Bhashyam Teradata Fellow Teradata Corporation bhashyam.ramesh@teradata.com

Ramesh Bhashyam Teradata Fellow Teradata Corporation bhashyam.ramesh@teradata.com Challenges of Handling Big Data Ramesh Bhashyam Teradata Fellow Teradata Corporation bhashyam.ramesh@teradata.com Trend Too much information is a storage issue, certainly, but too much information is also

More information

Technology Trends in Mortgage Lending - Mortgage Marketing

Technology Trends in Mortgage Lending - Mortgage Marketing Technology Trends in Mortgage Lending - Mortgage Marketing Amit Mookim, Manoj Ramachandran Mortgage Marketing takes Centre-stage: Introduction Till a few years ago, one could say that mortgage lenders

More information

PERFORMANCE DIGITAL PLATFORMS

PERFORMANCE DIGITAL PLATFORMS 1 PERFORMANCE DIGITAL PLATFORMS www.tneniaga.com DISCOVERY & CONSULTANCY 2 Viable opportunities Cool facts 18m 88% Facebook users in Malaysia People use the internet as part of their daily routine 79%

More information

Intelligence at the Edge: Data Analytics in the Mobile World to Improve Business Decisions and Generate Value

Intelligence at the Edge: Data Analytics in the Mobile World to Improve Business Decisions and Generate Value Intelligence at the Edge: Data Analytics in the Mobile World to Improve Business Decisions and Generate Value Thank You to our Sponsors! #IoTWF Tech-04 Panel: Intelligence at the Edge: Data Analytics in

More information

Winning Against All Odds: Big Data for the Budget Travel Industry. Silviu Preoteasa Head of Marketing Technology

Winning Against All Odds: Big Data for the Budget Travel Industry. Silviu Preoteasa Head of Marketing Technology Winning Against All Odds: Big Data for the Budget Travel Industry Silviu Preoteasa Head of Marketing Technology ABOUT Launched in 1999 6M+ visitors / mo 1M+ pages indexed in Google 30,000+ properties listed

More information

Information-Driven Transformation in Retail with the Enterprise Data Hub Accelerator

Information-Driven Transformation in Retail with the Enterprise Data Hub Accelerator Introduction Enterprise Data Hub Accelerator Retail Sector Use Cases Capabilities Information-Driven Transformation in Retail with the Enterprise Data Hub Accelerator Introduction Enterprise Data Hub Accelerator

More information

Hur hanterar vi utmaningar inom området - Big Data. Jan Östling Enterprise Technologies Intel Corporation, NER

Hur hanterar vi utmaningar inom området - Big Data. Jan Östling Enterprise Technologies Intel Corporation, NER Hur hanterar vi utmaningar inom området - Big Data Jan Östling Enterprise Technologies Intel Corporation, NER Legal Disclaimers All products, computer systems, dates, and figures specified are preliminary

More information

Big Data Retail Journey - Scaling from Personalization to Individualization

Big Data Retail Journey - Scaling from Personalization to Individualization W H I T E PA P E R Big Data Retail Journey - Scaling from Big Data Practitioner: Jayaprakash Nair contact him at jayaprakash.nair@aspiresys.com Author: Shreyasee Ghosh Research Analyst Aspire Systems 1/D-1,

More information

Delivering new insights and value to consumer products companies through big data

Delivering new insights and value to consumer products companies through big data IBM Software White Paper Consumer Products Delivering new insights and value to consumer products companies through big data 2 Delivering new insights and value to consumer products companies through big

More information

Automated Predictive Analysis. Tomer Steinberg

Automated Predictive Analysis. Tomer Steinberg Automated Predictive Analysis Tomer Steinberg Analytics solutions from SAP SAP Analytics Portfolio Cloud Mobile Agile Visualization Advanced Analytics Big Data Enterprise Business Intelligence Collaboration

More information

ijento WhitePaper What Marketers Need to Know NOW About Big Data

ijento WhitePaper What Marketers Need to Know NOW About Big Data ijento WhitePaper What Marketers Need to Know NOW About Big Data Clearly Big Data is one of 2013 s biggest topics. But what s it all about, and what does it mean for marketers? If you asked 20 marketers

More information

Managing Big Data with Hadoop & Vertica. A look at integration between the Cloudera distribution for Hadoop and the Vertica Analytic Database

Managing Big Data with Hadoop & Vertica. A look at integration between the Cloudera distribution for Hadoop and the Vertica Analytic Database Managing Big Data with Hadoop & Vertica A look at integration between the Cloudera distribution for Hadoop and the Vertica Analytic Database Copyright Vertica Systems, Inc. October 2009 Cloudera and Vertica

More information

2015 North American Mobile Workforce Management Product Line Strategy Leadership Award

2015 North American Mobile Workforce Management Product Line Strategy Leadership Award 2015 North American Mobile Workforce Management Product Line Strategy Leadership Award 2015 Background and Company Performance Industry Challenges The North American mobile workforce management (MWM) market

More information

Ironfan Your Foundation for Flexible Big Data Infrastructure

Ironfan Your Foundation for Flexible Big Data Infrastructure Ironfan Your Foundation for Flexible Big Data Infrastructure Benefits With Ironfan, you can expect: Reduced cycle time. Provision servers in minutes not days. Improved visibility. Increased transparency

More information

EMAIL MARKETING REPORT. How India Reads Emails

EMAIL MARKETING REPORT. How India Reads Emails EMAIL MARKETING REPORT How India Reads Emails - A study of 4 billion emails / month - MESSAGE FROM THE CEO A Time to Reflect. A Time to Look Ahead. As we welcome 2016, it's important for email marketers

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

Five Reasons Spotfire Is Better than Excel for Business Data Analytics

Five Reasons Spotfire Is Better than Excel for Business Data Analytics Five Reasons Spotfire Is Better than Excel for Business Data Analytics A hugely versatile application, Microsoft Excel is the Swiss Army Knife of IT, able to cope with all kinds of jobs from managing personal

More information

EXECUTIVE BRIEF. Turning Data into Business Advantage EXECUTIVE SUMMARY. Commissioned by Author: Graeme Muller

EXECUTIVE BRIEF. Turning Data into Business Advantage EXECUTIVE SUMMARY. Commissioned by Author: Graeme Muller EXECUTIVE BRIEF Turning Data into Business Advantage Commissioned by May 2014 Author: Graeme Muller This Ecosystm Research executive brief reviews how some local businesses are taking advantage of Big

More information

Overview, Goals, & Introductions

Overview, Goals, & Introductions Improving the Retail Experience with Predictive Analytics www.spss.com/perspectives Overview, Goals, & Introductions Goal: To present the Retail Business Maturity Model Equip you with a plan of attack

More information

Workday Big Data Analytics

Workday Big Data Analytics Workday Big Data Analytics Today s fast-paced business climate demands that decision-makers stay informed. Having access to key information gives them the best insight into their business. However, many

More information

Worldwide Tablet Computer Market Forecast

Worldwide Tablet Computer Market Forecast Brochure More information from http://www.researchandmarkets.com/reports/1535402/ Worldwide Tablet Computer Market Forecast Description: The global market for Tablet computers officially entered a period

More information

Business Analytics and Optimization Joined at the Hip

Business Analytics and Optimization Joined at the Hip Business Analytics and Optimization Joined at the Hip Copyright Y-point Analytics Page 1 Introduction Equipping the organization with its essential reporting backbone was in vogue in the 90s and it evolved

More information

5 key trends in the evolution of BI tools and their implementation

5 key trends in the evolution of BI tools and their implementation www.hcltech.com 5 key trends in the evolution of BI tools and their implementation big data & business analytics AuthOr: john wills global director, center of excellence hcl business analytics services

More information

QUICK FACTS. Delivering a Unified Data Architecture for Sony Computer Entertainment America TEKSYSTEMS GLOBAL SERVICES CUSTOMER SUCCESS STORIES

QUICK FACTS. Delivering a Unified Data Architecture for Sony Computer Entertainment America TEKSYSTEMS GLOBAL SERVICES CUSTOMER SUCCESS STORIES [ Consumer goods, Data Services ] TEKSYSTEMS GLOBAL SERVICES CUSTOMER SUCCESS STORIES QUICK FACTS Objectives Develop a unified data architecture for capturing Sony Computer Entertainment America s (SCEA)

More information

Chapter: IV. IV: Research Methodology. Research Methodology

Chapter: IV. IV: Research Methodology. Research Methodology Chapter: IV IV: Research Methodology Research Methodology 4.1 Rationale of the study 4.2 Statement of Problem 4.3 Problem identification 4.4 Motivation for the research 4.5 Comprehensive Objective of study

More information

Integrating Big Data into Business Processes and Enterprise Systems

Integrating Big Data into Business Processes and Enterprise Systems Integrating Big Data into Business Processes and Enterprise Systems THOUGHT LEADERSHIP FROM BMC TO HELP YOU: Understand what Big Data means Effectively implement your company s Big Data strategy Get business

More information

Analytics Center. Creating a Data-Driven Culture

Analytics Center. Creating a Data-Driven Culture Analytics Center Creating a Data-Driven Culture We entered an era of Analytics & Big Data Big Data market is expected to reach $84 billion in 2026 Source: Wikibon Big Data Market and Forecast, 2011-2020

More information

The Retail Analytics Challenge: Smarter Retail through Advanced Analytics & Optimization

The Retail Analytics Challenge: Smarter Retail through Advanced Analytics & Optimization Smarter Retail The Retail Analytics Challenge: Smarter Retail through Advanced Analytics & Optimization 2011 IBM Corporation Connecting With the Digital Customer the Retail Challenge 88.8% increase in

More information

NASSCOM. Copyright 2014

NASSCOM. Copyright 2014 1 Copyright 2014 NASSCOM International Youth Center, Teen Murti Marg, Chanakyapuri, New Delhi 110 021, India Phone: 91-11-23010199, Fax: 91-11-23015452 E-mail: research@nasscom.in First Print: July 2014

More information

Big Data: Business Insight for Power and Utilities

Big Data: Business Insight for Power and Utilities Big Data: Business Insight for Power and Utilities A Look at Big Data By now, most enterprises have encountered the term Big Data. What they encounter less is an understanding of what Big Data means for

More information

A Capability Model for Business Analytics: Part 2 Assessing Analytic Capabilities

A Capability Model for Business Analytics: Part 2 Assessing Analytic Capabilities A Capability Model for Business Analytics: Part 2 Assessing Analytic Capabilities The first article of this series presented the capability model for business analytics that is illustrated in Figure One.

More information

Industrial Internet @GE. Dr. Stefan Bungart

Industrial Internet @GE. Dr. Stefan Bungart Industrial Internet @GE Dr. Stefan Bungart The vision is clear The real opportunity for change surpassing the magnitude of the consumer Internet is the Industrial Internet, an open, global network that

More information

Business Analytics and Data Mining for CRM Business Analytics and Data Mining for CRM: Jumpstart workshop

Business Analytics and Data Mining for CRM Business Analytics and Data Mining for CRM: Jumpstart workshop : Jumpstart workshop Date and Place: Bangalore, Sep 1 st (Sat) and 2 nd (Sun) 2012 Registration Link: http://compegence.com/open-programs.php http://compegence.com/workshop-analytics-for-crm.php Audience:

More information

Detailed SMB Group Top 10 SMB Technology Trends for 2015

Detailed SMB Group Top 10 SMB Technology Trends for 2015 SMB Group Top 10 SMB Technology Trends for 2015 Here are SMB Group s Top 10 SMB Technology Trends for 2015! A more detailed description of each follows below. (Note: SMB Group is the source for all research

More information

Supply Chain Opportunities

Supply Chain Opportunities Supply Chain Opportunities Supporting the business world is a challenge. True solutions require much more than the push of a button which is why at Office Depot, we depend on each other. We lean on our

More information

Analysis of Relationship between Supply Chain Management and E-Commerce

Analysis of Relationship between Supply Chain Management and E-Commerce Analysis of Relationship between Supply Chain Management and E-Commerce C. Divya, Department of Computer Science, Kumaraguru College of Technology, Coimbatore, India Abstract-Recently emerging a new phenomenon

More information

Business Intelligence and Big Data Analytics: Speeding the Cycle from Insights to Action Four Steps to More Profitable Customer Engagement

Business Intelligence and Big Data Analytics: Speeding the Cycle from Insights to Action Four Steps to More Profitable Customer Engagement white paper Business Intelligence and Big Data Analytics: Speeding the Cycle from Insights to Action Four Steps to More Profitable Customer Engagement»» Summary For business intelligence analysts the era

More information

When Worlds Collide: Next Generation ERP

When Worlds Collide: Next Generation ERP ADVANCED MANUFACTURING RESEARCH When Worlds Collide: Next Generation ERP Bruce Richardson Vice President, Research Strategy When Worlds Collide The View From The Marketplace The Next Generation ERP Market

More information

DATA-ENHANCED CUSTOMER EXPERIENCE

DATA-ENHANCED CUSTOMER EXPERIENCE DATA-ENHANCED CUSTOMER EXPERIENCE Using big data analytics to gather essential insight into user behaviors ACTIONABLE INTELLIGENCE Ericsson is driving the development of actionable intelligence within

More information

The five questions you need to ask before selecting a Business Intelligence Vendor

The five questions you need to ask before selecting a Business Intelligence Vendor The five questions you need to ask before selecting a Business Intelligence Vendor Overview Over the last decade, Business Intelligence (BI) has been at or near the top of the list of many executive and

More information