Big Data for everyone Democratizing big data with the cloud. Steffen Krause Technical

Size: px
Start display at page:

Download "Big Data for everyone Democratizing big data with the cloud. Steffen Krause Technical Evangelist @AWS_Aktuell skrause@amazon.de"

Transcription

1 Big Data for everyone Democratizing big data with the cloud Steffen Krause Technical

2 Does this Data make me look big?

3 Overview Designing big data solutions in the cloud Not the only way to do it (but one that we have seen)

4 Big Data withaws Storage Big Data Compute Challenges start at relatively small volumes 100 GB 1,000 PB

5 Big Data withaws Storage Big Data Compute When data sets and data analytics need to scale to the point that you have to start innovatingaround how tocollect, store, organize, analyze and share it

6 Invest in data centers?

7 Generation Collection & storage Analytics & computation Collaboration & sharing

8

9 Generation Collection & storage Analytics & computation Collaboration & sharing

10 Storage Big Data Data has gravity Compute App Data App

11 Storage Big Data and inertia at volume Compute Data

12 Storage Big Data easier to move applications to the data Compute Data

13 S3 as a single source of truth S3 Courtesy

14 Generation Collection & storage Analytics & computation Collaboration & sharing

15 Hadoop based Analysis Amazon SQS DynamoDB Any SQL or NO SQL Store Log Aggregation tools Amazon S3 Amazon EMR

16 Amazon Elastic MapReduce(EMR)? EMR is Hadoop in the Cloud

17 1 instance for 100 hours = 100 instances for 1 hour

18 Small instance = $6

19 1 instance for 1000hours = 1000instances for 1 hour

20 Small instance = $60

21 When you turn off your cloud resources, you actually stop paying for them

22 SQL based processing Amazon SQS DynamoDB Pre-processing framework Petabyte scale Columnar Data - warehouse Any SQL or NO SQL Store Log Aggregation tools Amazon S3 Amazon EMR Amazon Redshift

23 Generation Collection & storage Analytics & computation Collaboration & sharing

24 Sharing results and visualizations Amazon SQS Amazon Redshift Business Intelligence Tools DynamoDB Any SQL or NO SQL Store Log Aggregation tools Amazon S3 Amazon EMR Business Intelligence Tools

25 The complete architecture Amazon SQS DynamoDB Amazon Redshift Business Intelligence Tools Visualization tools Any SQL or NO SQL Store Log Aggregation tools Amazon S3 Amazon EMR Amazon data pipeline GIS tools Business Intelligence Tools GIS tools on hadoop

26 Use cases

27 28

28

29 Lesson 1: Don t leave your Amazon account logged in at home Lesson 2: Use the data you have to drive proactive processes

30 Analyzing Credit Risk Requires 5 million simulations On AWS the simulation time reduced from 23 hours to 20 minutes

31 3000 cores for Risk Analysis (Monte Carlo) CPU cores 300 cores during the weekend Wed Thu Fri Sat Sun Mon Tue

32 In 60 minutes, CHANNEL 4can analyze and model in-session data to deliver highly targeted ads to viewers before a program ends To get closer to growing video-on-demand (VOD) audiences and match them with advertisers, Channel 4 chose a cloud-based solution to help make sense of and monetize its unprecedented volumes of platform data.

33 Features powered by Amazon Elastic MapReduce: People Who Viewed this Also Viewed Review highlights Auto complete as you type on search Search spelling suggestions Top searches Ads 200 Elastic MapReduce jobs per day Processing 3TB of data

34

35

36

37

38 SkillPages Customer Use Case Everyone Needs Skilled People At Home At Work In Life Repeatedly

39

40 Data Architecture Join via Facebook Add a Skill Page Web Servers Raw Data Amazon S3 User Action Trace Events Invite Friends Get Data Amazon Redshift Amazon S3 Aggregated Data Raw Events Excel Data Analyst Tableau EMR Hive Scripts Process Content Process log files with regular expressions to parse out the info we need. Processes cookies into useful searchable data such as Session, UserId, API Security token. Filters surplus info like internal varnish logging. Internal Web

41 Foursquare Female Gender Male We found that Amazon Redshift offers the performance we needed while freeing us from the licensing costsof our previous solution With Amazon Redshift and Tableau, anyone in the company can set up any queries they like from how users are reacting to a feature, to growth by demographic or geography, to the impact sales efforts have had in different areas. It s very flexible Jon Hoffman, Software Engineer, Foursquare Age When do people go to a place? Gorilla Coffee Gray's Papaya Amorino

42 Stack analysis and sharing Application Stack Scala/Liftweb Scala Mongo/Postgres/Flat Files API Machines Databases mongoexport postgres dump WWW Machines Application code Batch Jobs Logs Flume Data Stack Amazon S3 Database Dumps Log Files Hadoop Elastic Map Reduce Hive/Ruby/Mahout Analytics Dashboard Map Reduce Jobs

43 Everything that was a limited resource is now a programmable resource

44 Resources Hadoop Technology and Use Cases: Start withthefree Tier: 25 US$ creditsfornewgerman customers: Facebook: Webinars:

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

Big Data on AWS. Services Overview. Bernie Nallamotu Principle Solutions Architect

Big Data on AWS. Services Overview. Bernie Nallamotu Principle Solutions Architect on AWS Services Overview Bernie Nallamotu Principle Solutions Architect \ So what is it? When your data sets become so large that you have to start innovating around how to collect, store, organize, analyze

More information

SAS BIG DATA SOLUTIONS ON AWS SAS FORUM ESPAÑA, OCTOBER 16 TH, 2014 IAN MEYERS SOLUTIONS ARCHITECT / AMAZON WEB SERVICES

SAS BIG DATA SOLUTIONS ON AWS SAS FORUM ESPAÑA, OCTOBER 16 TH, 2014 IAN MEYERS SOLUTIONS ARCHITECT / AMAZON WEB SERVICES SAS BIG DATA SOLUTIONS ON AWS SAS FORUM ESPAÑA, OCTOBER 16 TH, 2014 IAN MEYERS SOLUTIONS ARCHITECT / AMAZON WEB SERVICES AWS GLOBAL INFRASTRUCTURE 10 Regions 25 Availability Zones 51 Edge locations WHAT

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

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

Big Data Infrastructure at Spotify

Big Data Infrastructure at Spotify Big Data Infrastructure at Spotify Wouter de Bie Team Lead Data Infrastructure June 12, 2013 2 Agenda Let s talk about Data Infrastructure, how we did it, what we learned and how we ve failed Some Context

More information

Analytics in the Cloud. Peter Sirota, GM Elastic MapReduce

Analytics in the Cloud. Peter Sirota, GM Elastic MapReduce Analytics in the Cloud Peter Sirota, GM Elastic MapReduce Data-Driven Decision Making Data is the new raw material for any business on par with capital, people, and labor. What is Big Data? Terabytes of

More information

Next-Generation Cloud Analytics with Amazon Redshift

Next-Generation Cloud Analytics with Amazon Redshift Next-Generation Cloud Analytics with Amazon Redshift What s inside Introduction Why Amazon Redshift is Great for Analytics Cloud Data Warehousing Strategies for Relational Databases Analyzing Fast, Transactional

More information

BIG DATA TRENDS AND TECHNOLOGIES

BIG DATA TRENDS AND TECHNOLOGIES BIG DATA TRENDS AND TECHNOLOGIES THE WORLD OF DATA IS CHANGING Cloud WHAT IS BIG DATA? Big data are datasets that grow so large that they become awkward to work with using onhand database management tools.

More information

Background on Elastic Compute Cloud (EC2) AMI s to choose from including servers hosted on different Linux distros

Background on Elastic Compute Cloud (EC2) AMI s to choose from including servers hosted on different Linux distros David Moses January 2014 Paper on Cloud Computing I Background on Tools and Technologies in Amazon Web Services (AWS) In this paper I will highlight the technologies from the AWS cloud which enable you

More information

Big Data Architecture & Analytics A comprehensive approach to harness big data architecture and analytics for growth

Big Data Architecture & Analytics A comprehensive approach to harness big data architecture and analytics for growth MAKING BIG DATA COME ALIVE Big Data Architecture & Analytics A comprehensive approach to harness big data architecture and analytics for growth Steve Gonzales, Principal Manager steve.gonzales@thinkbiganalytics.com

More information

Big data blue print for cloud architecture

Big data blue print for cloud architecture Big data blue print for cloud architecture -COGNIZANT Image Area Prabhu Inbarajan Srinivasan Thiruvengadathan Muralicharan Gurumoorthy Praveen Codur 2012, Cognizant Next 30 minutes Big Data / Cloud challenges

More information

Real World Big Data Architecture - Splunk, Hadoop, RDBMS

Real World Big Data Architecture - Splunk, Hadoop, RDBMS Copyright 2015 Splunk Inc. Real World Big Data Architecture - Splunk, Hadoop, RDBMS Raanan Dagan, Big Data Specialist, Splunk Disclaimer During the course of this presentagon, we may make forward looking

More information

CIS 4930/6930 Spring 2014 Introduction to Data Science Data Intensive Computing. University of Florida, CISE Department Prof.

CIS 4930/6930 Spring 2014 Introduction to Data Science Data Intensive Computing. University of Florida, CISE Department Prof. CIS 4930/6930 Spring 2014 Introduction to Data Science Data Intensive Computing University of Florida, CISE Department Prof. Daisy Zhe Wang Cloud Computing and Amazon Web Services Cloud Computing Amazon

More information

Open source Google-style large scale data analysis with Hadoop

Open source Google-style large scale data analysis with Hadoop Open source Google-style large scale data analysis with Hadoop Ioannis Konstantinou Email: ikons@cslab.ece.ntua.gr Web: http://www.cslab.ntua.gr/~ikons Computing Systems Laboratory School of Electrical

More information

CAPTURING & PROCESSING REAL-TIME DATA ON AWS

CAPTURING & PROCESSING REAL-TIME DATA ON AWS CAPTURING & PROCESSING REAL-TIME DATA ON AWS @ 2015 Amazon.com, Inc. and Its affiliates. All rights reserved. May not be copied, modified, or distributed in whole or in part without the express consent

More information

Student Project 1 - Explorative Data Analysis with Hadoop and Spark

Student Project 1 - Explorative Data Analysis with Hadoop and Spark Student Project 1 - Explorative Data Analysis with Hadoop and Spark 42matters is a rapidly growing start up, leading the development of next generation mobile user modeling technology. Our solutions are

More information

#mstrworld. Tapping into Hadoop and NoSQL Data Sources in MicroStrategy. Presented by: Trishla Maru. #mstrworld

#mstrworld. Tapping into Hadoop and NoSQL Data Sources in MicroStrategy. Presented by: Trishla Maru. #mstrworld Tapping into Hadoop and NoSQL Data Sources in MicroStrategy Presented by: Trishla Maru Agenda Big Data Overview All About Hadoop What is Hadoop? How does MicroStrategy connects to Hadoop? Customer Case

More information

Step by Step: Big Data Technology. Assoc. Prof. Dr. Thanachart Numnonda Executive Director IMC Institute 25 August 2015

Step by Step: Big Data Technology. Assoc. Prof. Dr. Thanachart Numnonda Executive Director IMC Institute 25 August 2015 Step by Step: Big Data Technology Assoc. Prof. Dr. Thanachart Numnonda Executive Director IMC Institute 25 August 2015 Data Sources IT Infrastructure Analytics 2 B y 2015, 20% of Global 1000 organizations

More information

There Are Clouds In Your Future. Jeff Barr Amazon Web Services jbarr@amazon.com @jeffbarr (Twitter)

There Are Clouds In Your Future. Jeff Barr Amazon Web Services jbarr@amazon.com @jeffbarr (Twitter) There Are Clouds In Your Future Jeff Barr Amazon Web Services jbarr@amazon.com @jeffbarr (Twitter) My Goals For This Talk Introduce you to cloud computing Show you what others are already doing Alert you

More information

Thing Big: How to Scale Your Own Internet of Things. Walter'Pernstecher'-'pernstec@amazon.de' Dr.'Markus'Schmidberger'-'schmidbe@amazon.

Thing Big: How to Scale Your Own Internet of Things. Walter'Pernstecher'-'pernstec@amazon.de' Dr.'Markus'Schmidberger'-'schmidbe@amazon. Thing Big: How to Scale Your Own Internet of Things Walter'Pernstecher'-'pernstec@amazon.de' Dr.'Markus'Schmidberger'-'schmidbe@amazon.de' Internet of Things is the network of physical objects or "things"

More information

QLIKVIEW INTEGRATION TION WITH AMAZON REDSHIFT John Park Partner Engineering

QLIKVIEW INTEGRATION TION WITH AMAZON REDSHIFT John Park Partner Engineering QLIKVIEW INTEGRATION TION WITH AMAZON REDSHIFT John Park Partner Engineering June 2014 Page 1 Contents Introduction... 3 About Amazon Web Services (AWS)... 3 About Amazon Redshift... 3 QlikView on AWS...

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

Why Big Data in the Cloud?

Why Big Data in the Cloud? Have 40 Why Big Data in the Cloud? Colin White, BI Research January 2014 Sponsored by Treasure Data TABLE OF CONTENTS Introduction The Importance of Big Data The Role of Cloud Computing Using Big Data

More information

Building your Big Data Architecture on Amazon Web Services

Building your Big Data Architecture on Amazon Web Services Building your Big Data Architecture on Amazon Web Services Abhishek Sinha @abysinha sinhaar@amazon.com AWS Services Deployment & Administration Application Services Compute Storage Database Networking

More information

Big Data Spatial Analytics An Introduction

Big Data Spatial Analytics An Introduction 2013 Esri International User Conference July 8 12, 2013 San Diego, California Technical Workshop Big Data Spatial Analytics An Introduction Marwa Mabrouk Mansour Raad Esri iu UC2013. Technical Workshop

More information

Logentries Insights: The State of Log Management & Analytics for AWS

Logentries Insights: The State of Log Management & Analytics for AWS Logentries Insights: The State of Log Management & Analytics for AWS Trevor Parsons Ph.D Co-founder & Chief Scientist Logentries 1 1. Introduction The Log Management industry was traditionally driven by

More information

Data Analytics Infrastructure

Data Analytics Infrastructure Data Analytics Infrastructure Data Science SG Nov 2015 Meetup Le Nguyen The Dat @lenguyenthedat Backgrounds ZALORA Group (2013 2014) o Biggest online fashion retails in South East Asia o Data Infrastructure

More information

CLOUD COMPUTING FOR THE ENTERPRISE AND GLOBAL COMPANIES Steve Midgley Head of AWS EMEA

CLOUD COMPUTING FOR THE ENTERPRISE AND GLOBAL COMPANIES Steve Midgley Head of AWS EMEA CLOUD COMPUTING FOR THE ENTERPRISE AND GLOBAL COMPANIES Steve Midgley Head of AWS EMEA AWS Introduction Why are enterprises choosing AWS? What are enterprises using AWS for? How are enterprise getting

More information

Big Data at Cloud Scale

Big Data at Cloud Scale Big Data at Cloud Scale Pushing the limits of flexible & powerful analytics Copyright 2015 Pentaho Corporation. Redistribution permitted. All trademarks are the property of their respective owners. For

More information

Augmented Search for IT Data Analytics. New frontier in big log data analysis and application intelligence

Augmented Search for IT Data Analytics. New frontier in big log data analysis and application intelligence Augmented Search for IT Data Analytics New frontier in big log data analysis and application intelligence Business white paper May 2015 IT data is a general name to log data, IT metrics, application data,

More information

HDP Hadoop From concept to deployment.

HDP Hadoop From concept to deployment. HDP Hadoop From concept to deployment. Ankur Gupta Senior Solutions Engineer Rackspace: Page 41 27 th Jan 2015 Where are you in your Hadoop Journey? A. Researching our options B. Currently evaluating some

More information

Three Reasons Why Visual Data Discovery Falls Short

Three Reasons Why Visual Data Discovery Falls Short Three Reasons Why Visual Data Discovery Falls Short Vijay Anand, Director, Product Marketing Agenda Introduction to Self-Service Analytics and Concepts MicroStrategy Self-Service Analytics Product Offerings

More information

Lambda Architecture for Batch and Real- Time Processing on AWS with Spark Streaming and Spark SQL. May 2015

Lambda Architecture for Batch and Real- Time Processing on AWS with Spark Streaming and Spark SQL. May 2015 Lambda Architecture for Batch and Real- Time Processing on AWS with Spark Streaming and Spark SQL May 2015 2015, Amazon Web Services, Inc. or its affiliates. All rights reserved. Notices This document

More information

www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage

www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage If every image made and every word written from the earliest stirring of civilization

More information

Tapping Into Hadoop and NoSQL Data Sources with MicroStrategy. Presented by: Jeffrey Zhang and Trishla Maru

Tapping Into Hadoop and NoSQL Data Sources with MicroStrategy. Presented by: Jeffrey Zhang and Trishla Maru Tapping Into Hadoop and NoSQL Data Sources with MicroStrategy Presented by: Jeffrey Zhang and Trishla Maru Agenda Big Data Overview All About Hadoop What is Hadoop? How does MicroStrategy connects to Hadoop?

More information

QLIKVIEW DEPLOYMENT FOR BIG DATA ANALYTICS AT KING.COM

QLIKVIEW DEPLOYMENT FOR BIG DATA ANALYTICS AT KING.COM QLIKVIEW DEPLOYMENT FOR BIG DATA ANALYTICS AT KING.COM QlikView Technical Case Study Series Big Data June 2012 qlikview.com Introduction This QlikView technical case study focuses on the QlikView deployment

More information

Customer Case Study. Sharethrough

Customer Case Study. Sharethrough Customer Case Study Customer Case Study Benefits Faster prototyping of new applications Easier debugging of complex pipelines Improved overall engineering team productivity Summary offers a robust advertising

More information

Cloud Big Data Architectures

Cloud Big Data Architectures Cloud Big Data Architectures Lynn Langit QCon Sao Paulo, Brazil 2016 About this Workshop Real-world Cloud Scenarios w/aws, Azure and GCP 1. Big Data Solution Types 2. Data Pipelines 3. ETL and Visualization

More information

GAIN BETTER INSIGHT FROM BIG DATA USING JBOSS DATA VIRTUALIZATION

GAIN BETTER INSIGHT FROM BIG DATA USING JBOSS DATA VIRTUALIZATION GAIN BETTER INSIGHT FROM BIG DATA USING JBOSS DATA VIRTUALIZATION Syed Rasheed Solution Manager Red Hat Corp. Kenny Peeples Technical Manager Red Hat Corp. Kimberly Palko Product Manager Red Hat Corp.

More information

Increasing revenue realization CASE STUDY. by leveraging. Big Data. Mobile marketing platform

Increasing revenue realization CASE STUDY. by leveraging. Big Data. Mobile marketing platform Increasing revenue realization CASE STUDY by leveraging Big Data Mobile marketing platform background Opera Mediaworks is a part of Opera Software. It is the world's leading mobile advertising platform.

More information

Hadoop & Spark Using Amazon EMR

Hadoop & Spark Using Amazon EMR Hadoop & Spark Using Amazon EMR Michael Hanisch, AWS Solutions Architecture 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Agenda Why did we build Amazon EMR? What is Amazon EMR?

More information

Big Data Open Source Stack vs. Traditional Stack for BI and Analytics

Big Data Open Source Stack vs. Traditional Stack for BI and Analytics Big Data Open Source Stack vs. Traditional Stack for BI and Analytics Part I By Sam Poozhikala, Vice President Customer Solutions at StratApps Inc. 4/4/2014 You may contact Sam Poozhikala at spoozhikala@stratapps.com.

More information

Scalable Architecture on Amazon AWS Cloud

Scalable Architecture on Amazon AWS Cloud Scalable Architecture on Amazon AWS Cloud Kalpak Shah Founder & CEO, Clogeny Technologies kalpak@clogeny.com 1 * http://www.rightscale.com/products/cloud-computing-uses/scalable-website.php 2 Architect

More information

Scalable Application. Mikalai Alimenkou http://xpinjection.com 11.05.2012

Scalable Application. Mikalai Alimenkou http://xpinjection.com 11.05.2012 Scalable Application Development on AWS Mikalai Alimenkou http://xpinjection.com 11.05.2012 Background Java Technical Lead/Scrum Master at Zoral Labs 7+ years in software development 5+ years of working

More information

How to Leverage Cloud to Quickly Build Scalable Applications

How to Leverage Cloud to Quickly Build Scalable Applications How to Leverage Cloud to Quickly Build Scalable Applications Chris Keyser Principal Solution Architect David Polley Senior Director Cloud Product Management Cloud Growth Recent IDC cloud research shows

More information

Cost-Effective Business Intelligence with Red Hat and Open Source

Cost-Effective Business Intelligence with Red Hat and Open Source Cost-Effective Business Intelligence with Red Hat and Open Source Sherman Wood Director, Business Intelligence, Jaspersoft September 3, 2009 1 Agenda Introductions Quick survey What is BI?: reporting,

More information

Capitalize on Big Data for Competitive Advantage with Bedrock TM, an integrated Management Platform for Hadoop Data Lakes

Capitalize on Big Data for Competitive Advantage with Bedrock TM, an integrated Management Platform for Hadoop Data Lakes Capitalize on Big Data for Competitive Advantage with Bedrock TM, an integrated Management Platform for Hadoop Data Lakes Highly competitive enterprises are increasingly finding ways to maximize and accelerate

More information

Ø Teaching Evaluations. q Open March 3 through 16. Ø Final Exam. q Thursday, March 19, 4-7PM. Ø 2 flavors: q Public Cloud, available to public

Ø Teaching Evaluations. q Open March 3 through 16. Ø Final Exam. q Thursday, March 19, 4-7PM. Ø 2 flavors: q Public Cloud, available to public Announcements TIM 50 Teaching Evaluations Open March 3 through 16 Final Exam Thursday, March 19, 4-7PM Lecture 19 20 March 12, 2015 Cloud Computing Cloud Computing: refers to both applications delivered

More information

Augmented Search for Web Applications. New frontier in big log data analysis and application intelligence

Augmented Search for Web Applications. New frontier in big log data analysis and application intelligence Augmented Search for Web Applications New frontier in big log data analysis and application intelligence Business white paper May 2015 Web applications are the most common business applications today.

More information

FACTS ABOUT BIG DATA ANALYTICS PLATFORA. BIG DATA ANALYTICS Series

FACTS ABOUT BIG DATA ANALYTICS PLATFORA. BIG DATA ANALYTICS Series 5 FACTS ABOUT BIG DATA ANALYTICS PLATFORA BIG DATA ANALYTICS Series BIG DATA ANALYTICS FICTIONS, FEELINGS, AND FAITH Does Your Company Run On Facts? Or Fictions, Feelings and Faith? No doubt you answered

More information

Hortonworks & SAS. Analytics everywhere. Page 1. Hortonworks Inc. 2011 2014. All Rights Reserved

Hortonworks & SAS. Analytics everywhere. Page 1. Hortonworks Inc. 2011 2014. All Rights Reserved Hortonworks & SAS Analytics everywhere. Page 1 A change in focus. A shift in Advertising From mass branding A shift in Financial Services From Educated Investing A shift in Healthcare From mass treatment

More information

Big Data Web Analytics Platform on AWS for Yottaa

Big Data Web Analytics Platform on AWS for Yottaa Big Data Web Analytics Platform on AWS for Yottaa Background Yottaa is a young, innovative company, providing a website acceleration platform to optimize Web and mobile applications and maximize user experience,

More information

Data Warehousing and Analytics Infrastructure at Facebook. Ashish Thusoo & Dhruba Borthakur athusoo,dhruba@facebook.com

Data Warehousing and Analytics Infrastructure at Facebook. Ashish Thusoo & Dhruba Borthakur athusoo,dhruba@facebook.com Data Warehousing and Analytics Infrastructure at Facebook Ashish Thusoo & Dhruba Borthakur athusoo,dhruba@facebook.com Overview Challenges in a Fast Growing & Dynamic Environment Data Flow Architecture,

More information

Introduction to Big Data! with Apache Spark" UC#BERKELEY#

Introduction to Big Data! with Apache Spark UC#BERKELEY# Introduction to Big Data! with Apache Spark" UC#BERKELEY# So What is Data Science?" Doing Data Science" Data Preparation" Roles" This Lecture" What is Data Science?" Data Science aims to derive knowledge!

More information

Beyond Web Application Log Analysis using Apache TM Hadoop. A Whitepaper by Orzota, Inc.

Beyond Web Application Log Analysis using Apache TM Hadoop. A Whitepaper by Orzota, Inc. Beyond Web Application Log Analysis using Apache TM Hadoop A Whitepaper by Orzota, Inc. 1 Web Applications As more and more software moves to a Software as a Service (SaaS) model, the web application has

More information

Securing NoSQL Clusters

Securing NoSQL Clusters Presents Securing NoSQL Clusters Adrian Lane, CTO alane@securosis.com Twitter: @AdrianLane David Mortman dmortman@securosis.com Twitter: @ Independent analysts with backgrounds on both the user and vendor

More information

Powerful analytics. and enterprise security. in a single platform. microstrategy.com 1

Powerful analytics. and enterprise security. in a single platform. microstrategy.com 1 Powerful analytics and enterprise security in a single platform microstrategy.com 1 Make faster, better business decisions with easy, powerful, and secure tools to explore data and share insights. Enterprise-grade

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

Big Data and Industrial Internet

Big Data and Industrial Internet Big Data and Industrial Internet Keijo Heljanko Department of Computer Science and Helsinki Institute for Information Technology HIIT School of Science, Aalto University keijo.heljanko@aalto.fi 16.6-2015

More information

A very short talk about Apache Kylin Business Intelligence meets Big Data. Fabian Wilckens EMEA Solutions Architect

A very short talk about Apache Kylin Business Intelligence meets Big Data. Fabian Wilckens EMEA Solutions Architect A very short talk about Apache Kylin Business Intelligence meets Big Data Fabian Wilckens EMEA Solutions Architect 1 The challenge today 2 Very quickly: OLAP Online Analytical Processing How many beers

More information

Cloud Integration and the Big Data Journey - Common Use-Case Patterns

Cloud Integration and the Big Data Journey - Common Use-Case Patterns Cloud Integration and the Big Data Journey - Common Use-Case Patterns A White Paper August, 2014 Corporate Technologies Business Intelligence Group OVERVIEW The advent of cloud and hybrid architectures

More information

Introduction to Big Data! with Apache Spark" UC#BERKELEY#

Introduction to Big Data! with Apache Spark UC#BERKELEY# Introduction to Big Data! with Apache Spark" UC#BERKELEY# This Lecture" The Big Data Problem" Hardware for Big Data" Distributing Work" Handling Failures and Slow Machines" Map Reduce and Complex Jobs"

More information

Amazon Web Services. Elastic Compute Cloud (EC2) and more...

Amazon Web Services. Elastic Compute Cloud (EC2) and more... Amazon Web Services Elastic Compute Cloud (EC2) and more... I don t work for Amazon I do however, have a small research grant from Amazon (in AWS$) Portions of this presentation are reproduced from slides

More information

How Companies are! Using Spark

How Companies are! Using Spark How Companies are! Using Spark And where the Edge in Big Data will be Matei Zaharia History Decreasing storage costs have led to an explosion of big data Commodity cluster software, like Hadoop, has made

More information

The Inside Scoop on Hadoop

The Inside Scoop on Hadoop The Inside Scoop on Hadoop Orion Gebremedhin National Solutions Director BI & Big Data, Neudesic LLC. VTSP Microsoft Corp. Orion.Gebremedhin@Neudesic.COM B-orgebr@Microsoft.com @OrionGM The Inside Scoop

More information

THE STATE OF GEO BIG DATA IN OPEN SOURCE. Rob Emanuele

THE STATE OF GEO BIG DATA IN OPEN SOURCE. Rob Emanuele THE STATE OF GEO BIG DATA IN OPEN SOURCE Rob Emanuele Who am I? open source geospatial developer working with big geo data. developer at Azavea in Philadelphia, US. maintainer of the GeoTrellis project.

More information

Hadoop and its Usage at Facebook. Dhruba Borthakur dhruba@apache.org, June 22 rd, 2009

Hadoop and its Usage at Facebook. Dhruba Borthakur dhruba@apache.org, June 22 rd, 2009 Hadoop and its Usage at Facebook Dhruba Borthakur dhruba@apache.org, June 22 rd, 2009 Who Am I? Hadoop Developer Core contributor since Hadoop s infancy Focussed on Hadoop Distributed File System Facebook

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

So What s the Big Deal?

So What s the Big Deal? So What s the Big Deal? Presentation Agenda Introduction What is Big Data? So What is the Big Deal? Big Data Technologies Identifying Big Data Opportunities Conducting a Big Data Proof of Concept Big Data

More information

Hadoop & its Usage at Facebook

Hadoop & its Usage at Facebook Hadoop & its Usage at Facebook Dhruba Borthakur Project Lead, Hadoop Distributed File System dhruba@apache.org Presented at the The Israeli Association of Grid Technologies July 15, 2009 Outline Architecture

More information

Upcoming Announcements

Upcoming Announcements Enterprise Hadoop Enterprise Hadoop Jeff Markham Technical Director, APAC jmarkham@hortonworks.com Page 1 Upcoming Announcements April 2 Hortonworks Platform 2.1 A continued focus on innovation within

More information

Introduction to AWS in Higher Ed

Introduction to AWS in Higher Ed Introduction to AWS in Higher Ed Lori Clithero loricli@amazon.com 206.227.5054 University of Washington Cloud Day 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 2 Cloud democratizes

More information

HDP Enabling the Modern Data Architecture

HDP Enabling the Modern Data Architecture HDP Enabling the Modern Data Architecture Herb Cunitz President, Hortonworks Page 1 Hortonworks enables adoption of Apache Hadoop through HDP (Hortonworks Data Platform) Founded in 2011 Original 24 architects,

More information

BIG DATA CAN DRIVE THE BUSINESS AND IT TO EVOLVE AND ADAPT RALPH KIMBALL BUSSUM 2014

BIG DATA CAN DRIVE THE BUSINESS AND IT TO EVOLVE AND ADAPT RALPH KIMBALL BUSSUM 2014 BIG DATA CAN DRIVE THE BUSINESS AND IT TO EVOLVE AND ADAPT RALPH KIMBALL BUSSUM 2014 Ralph Kimball Associates 2014 The Data Warehouse Mission Identify all possible enterprise data assets Select those assets

More information

Native Connectivity to Big Data Sources in MSTR 10

Native Connectivity to Big Data Sources in MSTR 10 Native Connectivity to Big Data Sources in MSTR 10 Bring All Relevant Data to Decision Makers Support for More Big Data Sources Optimized Access to Your Entire Big Data Ecosystem as If It Were a Single

More information

An Industrial Perspective on the Hadoop Ecosystem. Eldar Khalilov Pavel Valov

An Industrial Perspective on the Hadoop Ecosystem. Eldar Khalilov Pavel Valov An Industrial Perspective on the Hadoop Ecosystem Eldar Khalilov Pavel Valov agenda 03.12.2015 2 agenda Introduction 03.12.2015 2 agenda Introduction Research goals 03.12.2015 2 agenda Introduction Research

More information

SOLVING REAL AND BIG (DATA) PROBLEMS USING HADOOP. Eva Andreasson Cloudera

SOLVING REAL AND BIG (DATA) PROBLEMS USING HADOOP. Eva Andreasson Cloudera SOLVING REAL AND BIG (DATA) PROBLEMS USING HADOOP Eva Andreasson Cloudera Most FAQ: Super-Quick Overview! The Apache Hadoop Ecosystem a Zoo! Oozie ZooKeeper Hue Impala Solr Hive Pig Mahout HBase MapReduce

More information

the missing log collector Treasure Data, Inc. Muga Nishizawa

the missing log collector Treasure Data, Inc. Muga Nishizawa the missing log collector Treasure Data, Inc. Muga Nishizawa Muga Nishizawa (@muga_nishizawa) Chief Software Architect, Treasure Data Treasure Data Overview Founded to deliver big data analytics in days

More information

Unisys Cost Schedule. Unisys Cost Schedule. Page 1

Unisys Cost Schedule. Unisys Cost Schedule. Page 1 Page 1 Introduction Public provides highly economical usage based pricing on all of the components required for sophisticated enterprise class computing. Usage based pricing models enable alignment of

More information

Ryan Horn, Lead Software Engineer at Twilio. November 12, 2014 Las Vegas. BDT312 Using the Cloud to Scale from a Database to a Data Platform

Ryan Horn, Lead Software Engineer at Twilio. November 12, 2014 Las Vegas. BDT312 Using the Cloud to Scale from a Database to a Data Platform BDT312 Using the Cloud to Scale from a Database to a Data Platform Ryan Horn, Lead Software Engineer at Twilio November 12, 2014 Las Vegas 2014 Amazon.com, Inc. and its affiliates. All rights reserved.

More information

Big Data Pipeline and Analytics Platform

Big Data Pipeline and Analytics Platform Big Data Pipeline and Analytics Platform Using NetflixOSS and Other Open Source Software Sudhir Tonse (@stonse) Danny Yuan (@g9yuayon) Netflix is a log generating company that also happens to stream movies

More information

Big Data Use Case: Business Analytics

Big Data Use Case: Business Analytics Big Data Use Case: Business Analytics Starting point A telecommunications company wants to allude to the topic of Big Data. The established Big Data working group has access to the data stock of the enterprise

More information

Oracle Big Data SQL Technical Update

Oracle Big Data SQL Technical Update Oracle Big Data SQL Technical Update Jean-Pierre Dijcks Oracle Redwood City, CA, USA Keywords: Big Data, Hadoop, NoSQL Databases, Relational Databases, SQL, Security, Performance Introduction This technical

More information

Moving From Hadoop to Spark

Moving From Hadoop to Spark + Moving From Hadoop to Spark Sujee Maniyam Founder / Principal @ www.elephantscale.com sujee@elephantscale.com Bay Area ACM meetup (2015-02-23) + HI, Featured in Hadoop Weekly #109 + About Me : Sujee

More information

Hadoop & its Usage at Facebook

Hadoop & its Usage at Facebook Hadoop & its Usage at Facebook Dhruba Borthakur Project Lead, Hadoop Distributed File System dhruba@apache.org Presented at the Storage Developer Conference, Santa Clara September 15, 2009 Outline Introduction

More information

Big Data for the Rest of Us Technical White Paper

Big Data for the Rest of Us Technical White Paper Big Data for the Rest of Us Technical White Paper Treasure Data - Big Data for the Rest of Us 1 Introduction The importance of data warehousing and analytics has increased as companies seek to gain competitive

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

SIMPLIFYING BIG DATA Real- &me, interac&ve data analy&cs pla4orm for Hadoop NFLABS

SIMPLIFYING BIG DATA Real- &me, interac&ve data analy&cs pla4orm for Hadoop NFLABS SIMPLIFYING BIG DATA Real- &me, interac&ve data analy&cs pla4orm for Hadoop NFLABS Did you know? Founded in 2011, NFLabs is an enterprise software c o m p a n y w o r k i n g o n developing solutions to

More information

Tap into Hadoop and Other No SQL Sources

Tap into Hadoop and Other No SQL Sources Tap into Hadoop and Other No SQL Sources Presented by: Trishla Maru What is Big Data really? The Three Vs of Big Data According to Gartner Volume Volume Orders of magnitude bigger than conventional data

More information

Delivering Real-World Total Cost of Ownership and Operational Benefits

Delivering Real-World Total Cost of Ownership and Operational Benefits Delivering Real-World Total Cost of Ownership and Operational Benefits Treasure Data - Delivering Real-World Total Cost of Ownership and Operational Benefits 1 Background Big Data is traditionally thought

More information

Sisense. Product Highlights. www.sisense.com

Sisense. Product Highlights. www.sisense.com Sisense Product Highlights Introduction Sisense is a business intelligence solution that simplifies analytics for complex data by offering an end-to-end platform that lets users easily prepare and analyze

More information

High performance analytics. Benchmark results.

High performance analytics. Benchmark results. High performance analytics Benchmark results. Thousands of industry leaders rely on MicroStrategy. SM The top six reasons why MicroStrategy is a performance leader. MicroStrategy PRIME In-memory datastore

More information

Analytics on Spark & Shark @Yahoo

Analytics on Spark & Shark @Yahoo Analytics on Spark & Shark @Yahoo PRESENTED BY Tim Tully December 3, 2013 Overview Legacy / Current Hadoop Architecture Reflection / Pain Points Why the movement towards Spark / Shark New Hybrid Environment

More information

Big Data & Analytics @ Netflix. Paul Ellwood February 9th, 2015

Big Data & Analytics @ Netflix. Paul Ellwood February 9th, 2015 Big Data & Analytics @ Netflix Paul Ellwood February 9th, 2015 Who Am I? Director, Data Science & Engineering Also Leader, DataKind San Francisco chapter Formerly: Director, Product Analytics @ Netflix

More information

PLATFORA SOLUTION ARCHITECTURE

PLATFORA SOLUTION ARCHITECTURE WHITE PAPER PLATFORA SOLUTION ARCHITECTURE Implementing a Big Data Discovery Solution with Platfora WHITE PAPER PLATFORA SOLUTION ARCHITECTURE Implementing a Big Data Discovery Solution with Platfora INTRODUCTION

More information

BIG DATA: FROM HYPE TO REALITY. Leandro Ruiz Presales Partner for C&LA Teradata

BIG DATA: FROM HYPE TO REALITY. Leandro Ruiz Presales Partner for C&LA Teradata BIG DATA: FROM HYPE TO REALITY Leandro Ruiz Presales Partner for C&LA Teradata Evolution in The Use of Information Action s ACTIVATING MAKE it happen! Insights OPERATIONALIZING WHAT IS happening now? PREDICTING

More information

Microsoft Big Data. Solution Brief

Microsoft Big Data. Solution Brief Microsoft Big Data Solution Brief Contents Introduction... 2 The Microsoft Big Data Solution... 3 Key Benefits... 3 Immersive Insight, Wherever You Are... 3 Connecting with the World s Data... 3 Any Data,

More information

This Symposium brought to you by www.ttcus.com

This Symposium brought to you by www.ttcus.com This Symposium brought to you by www.ttcus.com Linkedin/Group: Technology Training Corporation @Techtrain Technology Training Corporation www.ttcus.com Big Data Analytics as a Service (BDAaaS) Big Data

More information

Course MS20467C Designing Self-Service Business Intelligence and Big Data Solutions

Course MS20467C Designing Self-Service Business Intelligence and Big Data Solutions 3 Riverchase Office Plaza Hoover, Alabama 35244 Phone: 205.989.4944 Fax: 855.317.2187 E-Mail: rwhitney@discoveritt.com Web: www.discoveritt.com Course MS20467C Designing Self-Service Business Intelligence

More information