Constructing a Data Lake: Hadoop and Oracle Database United!

Size: px
Start display at page:

Download "Constructing a Data Lake: Hadoop and Oracle Database United!"

Transcription

1 Constructing a Data Lake: Hadoop and Oracle Database United! Sharon Sophia Stephen Big Data PreSales Consultant February 21, 2015

2 Safe Harbor The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated into any contract. It is not a commitment to deliver any material, code, or functionality, and should not be relied upon in making purchasing decisions. The development, release, and timing of any features or functionality described for Oracle s products remains at the sole discretion of Oracle.

3 Program Agenda Hadoop Overview Data Lake How the technologies can work together Tools for Integration Q&A Exadata + Oracle Database Oracle Confidential Internal/Restricted/Highly Restricted 3

4 What Is Hadoop? The Apache Hadoop project develops open-source software for reliable, scalable, distributed computing. The Apache Hadoop software library is a framework that allows for the distributed processing of large data sets across clusters of computers using simple programming models. It is designed to scale up from single servers to thousands of machines, each offering local computation and storage. Rather than rely on hardware to deliver high-availability, the library itself is designed to detect and handle failures at the application layer, so delivering a highly-available service on top of a cluster of computers, each of which may be prone to failures.

5 What is HDFS? The Hadoop Distributed File System HDFS is the primary storage system underlying Hadoop Fault tolerant, scalable, highly available Designed to be well-suited to distributed processing Splits large files into blocks Multiple copies stored on different disks on separate nodes Is superficially structured like a UNIX file system

6 A MapReduce (True distributed computing) Analogy Going From Estimates To Actuals

7 A MapReduce (True distributed computing) Example Putting The Analogy Into Practice

8 MapReduce Phases Map Each Map task usually works on a single input split Hadoop tries to run map tasks on the slave node that contains the stored HDFS data block (data locality) The input is presented to the Map phase as a key-value pair Shuffle and Sort Groups all the values together for each key (using the intermediate output data from all of the completed mappers) Sorts the keys Reduce The intermediate output of the Shuffle and Sort phase is the input to the Reduce phase The Reduce function (developer) generates the final output

9 What else is Hadoop Apache Hadoop Apache Hive Apache Pig Apache HBase Apache Zookeeper Apache Flume Apache Sqoop Apache Mahout Apache Whirr Apache Oozie Fuse-DFS Hue Plus Additional projects Impala BDR Sentry

10 Two Great Tastes That Go Great Together Things you can do (Big Oval) Hadoop Database Hadoop Database Things you can do cost-effectively (Small Oval) A. Hadoop can do some things a Database reasonably does not. B. Hadoop expands the amount of things you can do cost-effectively.

11 Two Great Tastes That Go Great Together

12 Data lake Oracle Confidential Internal/Restricted/Highly Restricted 12

13 Data Lake A data lake is a storage repository that holds a vast amount of raw data in its native format until it is needed. While a hierarchical data warehouse stores data in files or folders, a data lake uses a flat architecture to store data.

14 Focus in this Session Hadoop Relational Data in files Schema on read Simple programming model for large scale data processing Append only Sequential access of blocks Data organized for fast query Structured schema Complex programming models Read, write, delete, update Access specific record 14

15 Oracle Big Data Connectors R Client R Analytics Oracle R Advanced Analytics on Hadoop XQuery XML/XQuery Oracle XQuery on Hadoop Oracle Bigdata SQL (for eng. System) Optimized for Hadoop: Maximize parallelism Fast performance Analyze data on Hadoop using familiar client tools Data Load Oracle Loader for Hadoop Data Access Oracle SQL Connector for HDFS Oracle Data Integrator Knowledge Modules

16 Integrating data Hadoop and Oracle databases Transferring from Hadoop to Oracle RDBMS OSCH For CSV Text OSCH Hive Non Partition OLH For CSV text OLH Hive Non-partition OLH Data pump (offline) OLH Hive partition OLH Hive Partition parquet Sqoop For CSV text Sqoop Hive partition Sqoop Hive partition parquet Sqoop 2 - Hive partition parquet Transferring from Oracle RDBMS to Hadoop CopytoBDA (only on Engineered system platform) Oracle Data Integrator Oracle Golden gate Sqoop

17 Oracle Loader for Hadoop Parallel load, optimized for Hadoop Automatic load balancing Convert to Oracle format on Hadoop Save database CPU Text Avro Parquet Sequence files Load specific Hive partitions Hive Log files JSON Compressed files And more Kerberos authentication Load directly into In-Memory table

18 Oracle Loader for Hadoop Performance Extremely fast performance Sample numbers (on Oracle Engineered Systems) 4.4 TB/hour end-to-end (load + Hadoop process) Much higher than typical customer requirements Optimized for Oracle Big Data Appliance and Oracle Exadata: InfiniBand Connectivity

19 Oracle SQL Connector for HDFS Text Hive Compressed files OSCH OSCH OSCH OSCH External Table create table customer_address ( ca_customer_id number(10,0), ca_street_number char(10), ca_state char(2), ca_zip char(10)) organization external ( TYPE ORACLE_LOADER DEFAULT DIRECTORY DEFAULT_DIR ACCESS PARAMETERS ( ) PREPROCESSOR HDFS_BIN_PATH:hdfs_stream ) LOCATION ( addr1, addr2, addr3 )) Parallel query and load Load into database or query in place Access text or Hive over text Access compressed data Access specific Hive partitions Kerberos authentication

20 Oracle SQL Connector for HDFS Includes tool to generate external table Performance on Engineered Systems 15 TB/hour load time Query and load Oracle Data Pump files Binary file in Oracle format Uses less database CPU cycles during query/load

21 Oracle SQL Connector for Hadoop works with multiple versions Database versions (on any operating system*) and greater and greater 12c *Oracle SQL Connector for HDFS requires Hadoop client to be supported on the operating system Hadoop versions Apache Hadoop 2.x CDH 4.x (Cloudera) CDH 5.x (Cloudera) HDP 1.3 (Hortonworks) HDP 2.1 (Hortonworks) Certified by Oracle Oracle Oracle Hortonworks Hortonworks

22 Test Case Oracle Confidential Internal/Restricted/Highly Restricted 22

23 Data Generation Data was generated using a tool Built by the product development team. Used for benchmarking. Generates data within HDFS. Random data. The data-files were a combination of various data types such as int, float, varchar, date and timestamp. Copyright 2012, Oracle and/or its affiliates. All rights reserved. 23

24 Integrating data Oracle databases to Hadoop Things to consider while moving data from Hadoop to Oracle RDBMS. OSCH has proven consistently to be the best tool if you have to move massive amount of text data. OSCH moved 14 TB in an hour on Engineered systems. OLH is the best tool if you are dealing with large amount of partitioned tables on both Source and Target. Generally aligning # of files at the source to the # of partition at the target and with DOP gives better performance.

25 Oracle Loader for Hadoop Vs Oracle SQL connector for Hadoop Oracle Loader for Hadoop Oracle SQL connector for Hadoop

26 Oracle Data Integration for Big Data and Hadoop Comprehensive data integration platform designed to work with all data Data Replication Continuous data staging into Hadoop Data Transformation Pushdown processing in Hadoop Data Federation Query Hadoop SQL via JDBC Data Quality Fix quality at the source or invoke Machine Learning in Hadoop Metadata Management Lineage and Impact Analysis w/hadoop Oracle GoldenGate (Data Replication) Realtime Staging Oracle Data Integrator (Data Transformation) Pushdown Data Transformations Fast Load Synchronization Enterprise Data Quality (Profile, Cleanse, Match and De-duplicate) Enterprise Metadata Management (Lineage, Impact Analysis and Data Provenance) Data Service Integrator (Data Federation) Oracle Confidential 26

27 Oracle Big Data SQL Query All Data without Application Change or Data Conversion

28 Summary Fast, easy, integration of all data in your Big Data solution Oracle Big Data Connectors Oracle Big Data SQL (on Oracle Engineered Systems) Oracle Data Integrator Oracle Golden Gate Apache Sqoop

29 Additional information

30

31

32

Connecting Hadoop with Oracle Database

Connecting Hadoop with Oracle Database Connecting Hadoop with Oracle Database Sharon Stephen Senior Curriculum Developer Server Technologies Curriculum The following is intended to outline our general product direction.

More information

An Oracle White Paper June 2012. High Performance Connectors for Load and Access of Data from Hadoop to Oracle Database

An Oracle White Paper June 2012. High Performance Connectors for Load and Access of Data from Hadoop to Oracle Database An Oracle White Paper June 2012 High Performance Connectors for Load and Access of Data from Hadoop to Oracle Database Executive Overview... 1 Introduction... 1 Oracle Loader for Hadoop... 2 Oracle Direct

More information

Hadoop Ecosystem B Y R A H I M A.

Hadoop Ecosystem B Y R A H I M A. Hadoop Ecosystem B Y R A H I M A. History of Hadoop Hadoop was created by Doug Cutting, the creator of Apache Lucene, the widely used text search library. Hadoop has its origins in Apache Nutch, an open

More information

Integra(ng Big Data for the Enterprise

Integra(ng Big Data for the Enterprise Integra(ng Big Data for the Enterprise Melli Annamalai Product Manager Rob Abbo= Consul(ng Engineer Oracle Big Data Development October 1, 2014 Safe Harbor Statement The following is intended to outline

More information

Hadoop Job Oriented Training Agenda

Hadoop Job Oriented Training Agenda 1 Hadoop Job Oriented Training Agenda Kapil CK hdpguru@gmail.com Module 1 M o d u l e 1 Understanding Hadoop This module covers an overview of big data, Hadoop, and the Hortonworks Data Platform. 1.1 Module

More information

Oracle s Big Data solutions. Roger Wullschleger.

Oracle s Big Data solutions. Roger Wullschleger. <Insert Picture Here> s Big Data solutions Roger Wullschleger DBTA Workshop on Big Data, Cloud Data Management and NoSQL 10. October 2012, Stade de Suisse, Berne 1 The following is intended to outline

More information

Oracle Big Data Fundamentals Ed 1 NEW

Oracle Big Data Fundamentals Ed 1 NEW Oracle University Contact Us: +90 212 329 6779 Oracle Big Data Fundamentals Ed 1 NEW Duration: 5 Days What you will learn In the Oracle Big Data Fundamentals course, learn to use Oracle's Integrated Big

More information

Introduction to Hadoop HDFS and Ecosystems. Slides credits: Cloudera Academic Partners Program & Prof. De Liu, MSBA 6330 Harvesting Big Data

Introduction to Hadoop HDFS and Ecosystems. Slides credits: Cloudera Academic Partners Program & Prof. De Liu, MSBA 6330 Harvesting Big Data Introduction to Hadoop HDFS and Ecosystems ANSHUL MITTAL Slides credits: Cloudera Academic Partners Program & Prof. De Liu, MSBA 6330 Harvesting Big Data Topics The goal of this presentation is to give

More information

Apache Hadoop: Past, Present, and Future

Apache Hadoop: Past, Present, and Future The 4 th China Cloud Computing Conference May 25 th, 2012. Apache Hadoop: Past, Present, and Future Dr. Amr Awadallah Founder, Chief Technical Officer aaa@cloudera.com, twitter: @awadallah Hadoop Past

More information

Lecture 32 Big Data. 1. Big Data problem 2. Why the excitement about big data 3. What is MapReduce 4. What is Hadoop 5. Get started with Hadoop

Lecture 32 Big Data. 1. Big Data problem 2. Why the excitement about big data 3. What is MapReduce 4. What is Hadoop 5. Get started with Hadoop Lecture 32 Big Data 1. Big Data problem 2. Why the excitement about big data 3. What is MapReduce 4. What is Hadoop 5. Get started with Hadoop 1 2 Big Data Problems Data explosion Data from users on social

More information

Getting Started with Hadoop. Raanan Dagan Paul Tibaldi

Getting Started with Hadoop. Raanan Dagan Paul Tibaldi Getting Started with Hadoop Raanan Dagan Paul Tibaldi What is Apache Hadoop? Hadoop is a platform for data storage and processing that is Scalable Fault tolerant Open source CORE HADOOP COMPONENTS Hadoop

More information

Infomatics. Big-Data and Hadoop Developer Training with Oracle WDP

Infomatics. Big-Data and Hadoop Developer Training with Oracle WDP Big-Data and Hadoop Developer Training with Oracle WDP What is this course about? Big Data is a collection of large and complex data sets that cannot be processed using regular database management tools

More information

Hadoop Ecosystem Overview. CMSC 491 Hadoop-Based Distributed Computing Spring 2015 Adam Shook

Hadoop Ecosystem Overview. CMSC 491 Hadoop-Based Distributed Computing Spring 2015 Adam Shook Hadoop Ecosystem Overview CMSC 491 Hadoop-Based Distributed Computing Spring 2015 Adam Shook Agenda Introduce Hadoop projects to prepare you for your group work Intimate detail will be provided in future

More information

Hadoop implementation of MapReduce computational model. Ján Vaňo

Hadoop implementation of MapReduce computational model. Ján Vaňo Hadoop implementation of MapReduce computational model Ján Vaňo What is MapReduce? A computational model published in a paper by Google in 2004 Based on distributed computation Complements Google s distributed

More information

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

Copyright 2014 Oracle and/or its affiliates. All rights reserved. Naval Postgraduate School Report on the Oracle Cloudera Solution for Big Data Tom Plunkett Lead Author, Oracle Big Data Handbook Arijit Das Research Associate Professor, US Navy Postgraduate School Copyright

More information

Introduction to Big data. Why Big data? Case Studies. Introduction to Hadoop. Understanding Features of Hadoop. Hadoop Architecture.

Introduction to Big data. Why Big data? Case Studies. Introduction to Hadoop. Understanding Features of Hadoop. Hadoop Architecture. Big Data Hadoop Administration and Developer Course This course is designed to understand and implement the concepts of Big data and Hadoop. This will cover right from setting up Hadoop environment in

More information

Hadoop. for relational database professionals. Alex Gorbachev 17-May-2013 Atlanta, GA

Hadoop. for relational database professionals. Alex Gorbachev 17-May-2013 Atlanta, GA Hadoop for relational database professionals Alex Gorbachev 17-May-2013 Atlanta, GA Alex Gorbachev Chief Technology Officer at Pythian Blogger OakTable Network member Oracle ACE Director Founder of BattleAgainstAnyGuess.com

More information

Oracle Big Data Essentials

Oracle Big Data Essentials Oracle University Contact Us: Local: 1800 103 4775 Intl: +91 80 40291196 Oracle Big Data Essentials Duration: 3 Days What you will learn This Oracle Big Data Essentials training deep dives into using the

More information

Oracle Big Data Fundamentals Ed 1

Oracle Big Data Fundamentals Ed 1 Oracle University Contact Us: 001-855-844-3881 Oracle Big Data Fundamentals Ed 1 Duration: 5 Days What you will learn In the Oracle Big Data Fundamentals course, learn to use Oracle's Integrated Big Data

More information

Chase Wu New Jersey Ins0tute of Technology

Chase Wu New Jersey Ins0tute of Technology CS 698: Special Topics in Big Data Chapter 4. Big Data Analytics Platforms Chase Wu New Jersey Ins0tute of Technology Some of the slides have been provided through the courtesy of Dr. Ching-Yung Lin at

More information

Programming Hadoop 5-day, instructor-led BD-106. MapReduce Overview. Hadoop Overview

Programming Hadoop 5-day, instructor-led BD-106. MapReduce Overview. Hadoop Overview Programming Hadoop 5-day, instructor-led BD-106 MapReduce Overview The Client Server Processing Pattern Distributed Computing Challenges MapReduce Defined Google's MapReduce The Map Phase of MapReduce

More information

A Brief Outline on Bigdata Hadoop

A Brief Outline on Bigdata Hadoop A Brief Outline on Bigdata Hadoop Twinkle Gupta 1, Shruti Dixit 2 RGPV, Department of Computer Science and Engineering, Acropolis Institute of Technology and Research, Indore, India Abstract- Bigdata is

More information

Hadoop: A Framework for Data- Intensive Distributed Computing. CS561-Spring 2012 WPI, Mohamed Y. Eltabakh

Hadoop: A Framework for Data- Intensive Distributed Computing. CS561-Spring 2012 WPI, Mohamed Y. Eltabakh 1 Hadoop: A Framework for Data- Intensive Distributed Computing CS561-Spring 2012 WPI, Mohamed Y. Eltabakh 2 What is Hadoop? Hadoop is a software framework for distributed processing of large datasets

More information

Cloudera Certified Developer for Apache Hadoop

Cloudera Certified Developer for Apache Hadoop Cloudera CCD-333 Cloudera Certified Developer for Apache Hadoop Version: 5.6 QUESTION NO: 1 Cloudera CCD-333 Exam What is a SequenceFile? A. A SequenceFile contains a binary encoding of an arbitrary number

More information

ITG Software Engineering

ITG Software Engineering Introduction to Cloudera Course ID: Page 1 Last Updated 12/15/2014 Introduction to Cloudera Course : This 5 day course introduces the student to the Hadoop architecture, file system, and the Hadoop Ecosystem.

More information

Safe Harbor Statement

Safe Harbor Statement Safe Harbor Statement The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated into any contract. It is not a commitment

More information

MySQL and Hadoop. Percona Live 2014 Chris Schneider

MySQL and Hadoop. Percona Live 2014 Chris Schneider MySQL and Hadoop Percona Live 2014 Chris Schneider About Me Chris Schneider, Database Architect @ Groupon Spent the last 10 years building MySQL architecture for multiple companies Worked with Hadoop for

More information

HADOOP ADMINISTATION AND DEVELOPMENT TRAINING CURRICULUM

HADOOP ADMINISTATION AND DEVELOPMENT TRAINING CURRICULUM HADOOP ADMINISTATION AND DEVELOPMENT TRAINING CURRICULUM 1. Introduction 1.1 Big Data Introduction What is Big Data Data Analytics Bigdata Challenges Technologies supported by big data 1.2 Hadoop Introduction

More information

Large scale processing using Hadoop. Ján Vaňo

Large scale processing using Hadoop. Ján Vaňo Large scale processing using Hadoop Ján Vaňo What is Hadoop? Software platform that lets one easily write and run applications that process vast amounts of data Includes: MapReduce offline computing engine

More information

Hadoop and Map-Reduce. Swati Gore

Hadoop and Map-Reduce. Swati Gore Hadoop and Map-Reduce Swati Gore Contents Why Hadoop? Hadoop Overview Hadoop Architecture Working Description Fault Tolerance Limitations Why Map-Reduce not MPI Distributed sort Why Hadoop? Existing Data

More information

Practical Hadoop by Example

Practical Hadoop by Example Practical Hadoop by Example for relational database professioanals Alex Gorbachev 12-Mar-2013 New York, NY Alex Gorbachev Chief Technology Officer at Pythian Blogger OakTable Network member Oracle ACE

More information

MySQL and Hadoop: Big Data Integration. Shubhangi Garg & Neha Kumari MySQL Engineering

MySQL and Hadoop: Big Data Integration. Shubhangi Garg & Neha Kumari MySQL Engineering MySQL and Hadoop: Big Data Integration Shubhangi Garg & Neha Kumari MySQL Engineering 1Copyright 2013, Oracle and/or its affiliates. All rights reserved. Agenda Design rationale Implementation Installation

More information

Deploying Hadoop with Manager

Deploying Hadoop with Manager Deploying Hadoop with Manager SUSE Big Data Made Easier Peter Linnell / Sales Engineer plinnell@suse.com Alejandro Bonilla / Sales Engineer abonilla@suse.com 2 Hadoop Core Components 3 Typical Hadoop Distribution

More information

Communicating with the Elephant in the Data Center

Communicating with the Elephant in the Data Center Communicating with the Elephant in the Data Center Who am I? Instructor Consultant Opensource Advocate http://www.laubersoltions.com sml@laubersolutions.com Twitter: @laubersm Freenode: laubersm Outline

More information

Hadoop IST 734 SS CHUNG

Hadoop IST 734 SS CHUNG Hadoop IST 734 SS CHUNG Introduction What is Big Data?? Bulk Amount Unstructured Lots of Applications which need to handle huge amount of data (in terms of 500+ TB per day) If a regular machine need to

More information

brief contents PART 1 BACKGROUND AND FUNDAMENTALS...1 PART 2 PART 3 BIG DATA PATTERNS...253 PART 4 BEYOND MAPREDUCE...385

brief contents PART 1 BACKGROUND AND FUNDAMENTALS...1 PART 2 PART 3 BIG DATA PATTERNS...253 PART 4 BEYOND MAPREDUCE...385 brief contents PART 1 BACKGROUND AND FUNDAMENTALS...1 1 Hadoop in a heartbeat 3 2 Introduction to YARN 22 PART 2 DATA LOGISTICS...59 3 Data serialization working with text and beyond 61 4 Organizing and

More information

OLH: Oracle Loader for Hadoop OSCH: Oracle SQL Connector for Hadoop Distributed File System (HDFS)

OLH: Oracle Loader for Hadoop OSCH: Oracle SQL Connector for Hadoop Distributed File System (HDFS) Use Data from a Hadoop Cluster with Oracle Database Hands-On Lab Lab Structure Acronyms: OLH: Oracle Loader for Hadoop OSCH: Oracle SQL Connector for Hadoop Distributed File System (HDFS) All files are

More information

Big Data Too Big To Ignore

Big Data Too Big To Ignore Big Data Too Big To Ignore Geert! Big Data Consultant and Manager! Currently finishing a 3 rd Big Data project! IBM & Cloudera Certified! IBM & Microsoft Big Data Partner 2 Agenda! Defining Big Data! Introduction

More information

A very short Intro to Hadoop

A very short Intro to Hadoop 4 Overview A very short Intro to Hadoop photo by: exfordy, flickr 5 How to Crunch a Petabyte? Lots of disks, spinning all the time Redundancy, since disks die Lots of CPU cores, working all the time Retry,

More information

Using distributed technologies to analyze Big Data

Using distributed technologies to analyze Big Data Using distributed technologies to analyze Big Data Abhijit Sharma Innovation Lab BMC Software 1 Data Explosion in Data Center Performance / Time Series Data Incoming data rates ~Millions of data points/

More information

Peers Techno log ies Pv t. L td. HADOOP

Peers Techno log ies Pv t. L td. HADOOP Page 1 Peers Techno log ies Pv t. L td. Course Brochure Overview Hadoop is a Open Source from Apache, which provides reliable storage and faster process by using the Hadoop distibution file system and

More information

Hadoop Introduction. Olivier Renault Solution Engineer - Hortonworks

Hadoop Introduction. Olivier Renault Solution Engineer - Hortonworks Hadoop Introduction Olivier Renault Solution Engineer - Hortonworks Hortonworks A Brief History of Apache Hadoop Apache Project Established Yahoo! begins to Operate at scale Hortonworks Data Platform 2013

More information

HDFS. Hadoop Distributed File System

HDFS. Hadoop Distributed File System HDFS Kevin Swingler Hadoop Distributed File System File system designed to store VERY large files Streaming data access Running across clusters of commodity hardware Resilient to node failure 1 Large files

More information

Big Data Introduction

Big Data Introduction Big Data Introduction Ralf Lange Global ISV & OEM Sales 1 Copyright 2012, Oracle and/or its affiliates. All rights Conventional infrastructure 2 Copyright 2012, Oracle and/or its affiliates. All rights

More information

Big Data and Advanced Analytics Applications and Capabilities Steven Hagan, Vice President, Server Technologies

Big Data and Advanced Analytics Applications and Capabilities Steven Hagan, Vice President, Server Technologies Big Data and Advanced Analytics Applications and Capabilities Steven Hagan, Vice President, Server Technologies 1 Copyright 2011, Oracle and/or its affiliates. All rights Big Data, Advanced Analytics:

More information

Big Data With Hadoop

Big Data With Hadoop With Saurabh Singh singh.903@osu.edu The Ohio State University February 11, 2016 Overview 1 2 3 Requirements Ecosystem Resilient Distributed Datasets (RDDs) Example Code vs Mapreduce 4 5 Source: [Tutorials

More information

Introduction to Hadoop. New York Oracle User Group Vikas Sawhney

Introduction to Hadoop. New York Oracle User Group Vikas Sawhney Introduction to Hadoop New York Oracle User Group Vikas Sawhney GENERAL AGENDA Driving Factors behind BIG-DATA NOSQL Database 2014 Database Landscape Hadoop Architecture Map/Reduce Hadoop Eco-system Hadoop

More information

BIG DATA TECHNOLOGY. Hadoop Ecosystem

BIG DATA TECHNOLOGY. Hadoop Ecosystem BIG DATA TECHNOLOGY Hadoop Ecosystem Agenda Background What is Big Data Solution Objective Introduction to Hadoop Hadoop Ecosystem Hybrid EDW Model Predictive Analysis using Hadoop Conclusion What is Big

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

Using MySQL for Big Data Advantage Integrate for Insight Sastry Vedantam sastry.vedantam@oracle.com

Using MySQL for Big Data Advantage Integrate for Insight Sastry Vedantam sastry.vedantam@oracle.com Using MySQL for Big Data Advantage Integrate for Insight Sastry Vedantam sastry.vedantam@oracle.com Agenda The rise of Big Data & Hadoop MySQL in the Big Data Lifecycle MySQL Solutions for Big Data Q&A

More information

International Journal of Advancements in Research & Technology, Volume 3, Issue 2, February-2014 10 ISSN 2278-7763

International Journal of Advancements in Research & Technology, Volume 3, Issue 2, February-2014 10 ISSN 2278-7763 International Journal of Advancements in Research & Technology, Volume 3, Issue 2, February-2014 10 A Discussion on Testing Hadoop Applications Sevuga Perumal Chidambaram ABSTRACT The purpose of analysing

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

Apache Hadoop: The Pla/orm for Big Data. Amr Awadallah CTO, Founder, Cloudera, Inc. aaa@cloudera.com, twicer: @awadallah

Apache Hadoop: The Pla/orm for Big Data. Amr Awadallah CTO, Founder, Cloudera, Inc. aaa@cloudera.com, twicer: @awadallah Apache Hadoop: The Pla/orm for Big Data Amr Awadallah CTO, Founder, Cloudera, Inc. aaa@cloudera.com, twicer: @awadallah 1 The Problems with Current Data Systems BI Reports + Interac7ve Apps RDBMS (aggregated

More information

Internals of Hadoop Application Framework and Distributed File System

Internals of Hadoop Application Framework and Distributed File System International Journal of Scientific and Research Publications, Volume 5, Issue 7, July 2015 1 Internals of Hadoop Application Framework and Distributed File System Saminath.V, Sangeetha.M.S Abstract- Hadoop

More information

Firebird meets NoSQL (Apache HBase) Case Study

Firebird meets NoSQL (Apache HBase) Case Study Firebird meets NoSQL (Apache HBase) Case Study Firebird Conference 2011 Luxembourg 25.11.2011 26.11.2011 Thomas Steinmaurer DI +43 7236 3343 896 thomas.steinmaurer@scch.at www.scch.at Michael Zwick DI

More information

Day with Development Master Class Big Data Management System DW & Big Data Global Leaders Program

Day with Development Master Class Big Data Management System DW & Big Data Global Leaders Program Day with Development Master Class Big Data Management System DW & Big Data Global Leaders Program Jean-Pierre Dijcks Big Data Product Management Server Technologies Part 1 Part 2 Foundation and Architecture

More information

Big Data in a Relational World Presented by: Kerry Osborne JPMorgan Chase December, 2012

Big Data in a Relational World Presented by: Kerry Osborne JPMorgan Chase December, 2012 Big Data in a Relational World Presented by: Kerry Osborne JPMorgan Chase December, 2012 whoami Never Worked for Oracle Worked with Oracle DB Since 1982 (V2) Working with Exadata since early 2010 Work

More information

Move Data from Oracle to Hadoop and Gain New Business Insights

Move Data from Oracle to Hadoop and Gain New Business Insights Move Data from Oracle to Hadoop and Gain New Business Insights Written by Lenka Vanek, senior director of engineering, Dell Software Abstract Today, the majority of data for transaction processing resides

More information

Hadoop 101. Lars George. NoSQL- Ma4ers, Cologne April 26, 2013

Hadoop 101. Lars George. NoSQL- Ma4ers, Cologne April 26, 2013 Hadoop 101 Lars George NoSQL- Ma4ers, Cologne April 26, 2013 1 What s Ahead? Overview of Apache Hadoop (and related tools) What it is Why it s relevant How it works No prior experience needed Feel free

More information

Hadoop. for Oracle database professionals. Alex Gorbachev Calgary, AB September 2013

Hadoop. for Oracle database professionals. Alex Gorbachev Calgary, AB September 2013 Hadoop for Oracle database professionals Alex Gorbachev Calgary, AB September 2013 Alex Gorbachev Chief Technology Officer at Pythian Blogger Cloudera Champion of Big Data OakTable Network member Oracle

More information

BIG DATA HADOOP TRAINING

BIG DATA HADOOP TRAINING BIG DATA HADOOP TRAINING DURATION 40hrs AVAILABLE BATCHES WEEKDAYS (7.00AM TO 8.30AM) & WEEKENDS (10AM TO 1PM) MODE OF TRAINING AVAILABLE ONLINE INSTRUCTOR LED CLASSROOM TRAINING (MARATHAHALLI, BANGALORE)

More information

Qsoft Inc www.qsoft-inc.com

Qsoft Inc www.qsoft-inc.com Big Data & Hadoop Qsoft Inc www.qsoft-inc.com Course Topics 1 2 3 4 5 6 Week 1: Introduction to Big Data, Hadoop Architecture and HDFS Week 2: Setting up Hadoop Cluster Week 3: MapReduce Part 1 Week 4:

More information

Big Data Course Highlights

Big Data Course Highlights Big Data Course Highlights The Big Data course will start with the basics of Linux which are required to get started with Big Data and then slowly progress from some of the basics of Hadoop/Big Data (like

More information

Deep Quick-Dive into Big Data ETL with ODI12c and Oracle Big Data Connectors Mark Rittman, CTO, Rittman Mead Oracle Openworld 2014, San Francisco

Deep Quick-Dive into Big Data ETL with ODI12c and Oracle Big Data Connectors Mark Rittman, CTO, Rittman Mead Oracle Openworld 2014, San Francisco Deep Quick-Dive into Big Data ETL with ODI12c and Oracle Big Data Connectors Mark Rittman, CTO, Rittman Mead Oracle Openworld 2014, San Francisco About the Speaker Mark Rittman, Co-Founder of Rittman Mead

More information

ITG Software Engineering

ITG Software Engineering Introduction to Apache Hadoop Course ID: Page 1 Last Updated 12/15/2014 Introduction to Apache Hadoop Course Overview: This 5 day course introduces the student to the Hadoop architecture, file system,

More information

Hadoop Introduction. 2012 coreservlets.com and Dima May. 2012 coreservlets.com and Dima May

Hadoop Introduction. 2012 coreservlets.com and Dima May. 2012 coreservlets.com and Dima May 2012 coreservlets.com and Dima May Hadoop Introduction Originals of slides and source code for examples: http://www.coreservlets.com/hadoop-tutorial/ Also see the customized Hadoop training courses (onsite

More information

Big Data: Tools and Technologies in Big Data

Big Data: Tools and Technologies in Big Data Big Data: Tools and Technologies in Big Data Jaskaran Singh Student Lovely Professional University, Punjab Varun Singla Assistant Professor Lovely Professional University, Punjab ABSTRACT Big data can

More information

Bringing Big Data to People

Bringing Big Data to People Bringing Big Data to People Microsoft s modern data platform SQL Server 2014 Analytics Platform System Microsoft Azure HDInsight Data Platform Everyone should have access to the data they need. Process

More information

CSE 590: Special Topics Course ( Supercomputing ) Lecture 10 ( MapReduce& Hadoop)

CSE 590: Special Topics Course ( Supercomputing ) Lecture 10 ( MapReduce& Hadoop) CSE 590: Special Topics Course ( Supercomputing ) Lecture 10 ( MapReduce& Hadoop) Rezaul A. Chowdhury Department of Computer Science SUNY Stony Brook Spring 2016 MapReduce MapReduce is a programming model

More information

Big Data, Cloud Computing, Spatial Databases Steven Hagan Vice President Server Technologies

Big Data, Cloud Computing, Spatial Databases Steven Hagan Vice President Server Technologies Big Data, Cloud Computing, Spatial Databases Steven Hagan Vice President Server Technologies Big Data: Global Digital Data Growth Growing leaps and bounds by 40+% Year over Year! 2009 =.8 Zetabytes =.08

More information

Overview. Big Data in Apache Hadoop. - HDFS - MapReduce in Hadoop - YARN. https://hadoop.apache.org. Big Data Management and Analytics

Overview. Big Data in Apache Hadoop. - HDFS - MapReduce in Hadoop - YARN. https://hadoop.apache.org. Big Data Management and Analytics Overview Big Data in Apache Hadoop - HDFS - MapReduce in Hadoop - YARN https://hadoop.apache.org 138 Apache Hadoop - Historical Background - 2003: Google publishes its cluster architecture & DFS (GFS)

More information

Google Bing Daytona Microsoft Research

Google Bing Daytona Microsoft Research Google Bing Daytona Microsoft Research Raise your hand Great, you can help answer questions ;-) Sit with these people during lunch... An increased number and variety of data sources that generate large

More information

A Performance Analysis of Distributed Indexing using Terrier

A Performance Analysis of Distributed Indexing using Terrier A Performance Analysis of Distributed Indexing using Terrier Amaury Couste Jakub Kozłowski William Martin Indexing Indexing Used by search

More information

MySQL and Hadoop Big Data Integration

MySQL and Hadoop Big Data Integration MySQL and Hadoop Big Data Integration Unlocking New Insight A MySQL White Paper December 2012 Table of Contents Introduction... 3 The Lifecycle of Big Data... 4 MySQL in the Big Data Lifecycle... 4 Acquire:

More information

I/O Considerations in Big Data Analytics

I/O Considerations in Big Data Analytics Library of Congress I/O Considerations in Big Data Analytics 26 September 2011 Marshall Presser Federal Field CTO EMC, Data Computing Division 1 Paradigms in Big Data Structured (relational) data Very

More information

Oracle Database 12c Plug In. Switch On. Get SMART.

Oracle Database 12c Plug In. Switch On. Get SMART. Oracle Database 12c Plug In. Switch On. Get SMART. Duncan Harvey Head of Core Technology, Oracle EMEA March 2015 Safe Harbor Statement The following is intended to outline our general product direction.

More information

E6893 Big Data Analytics Lecture 2: Big Data Analytics Platforms

E6893 Big Data Analytics Lecture 2: Big Data Analytics Platforms E6893 Big Data Analytics Lecture 2: Big Data Analytics Platforms Ching-Yung Lin, Ph.D. Adjunct Professor, Dept. of Electrical Engineering and Computer Science Mgr., Dept. of Network Science and Big Data

More information

Putting Apache Kafka to Use!

Putting Apache Kafka to Use! Putting Apache Kafka to Use! Building a Real-time Data Platform for Event Streams! JAY KREPS, CONFLUENT! A Couple of Themes! Theme 1: Rise of Events! Theme 2: Immutability Everywhere! Level! Example! Immutable

More information

Dominik Wagenknecht Accenture

Dominik Wagenknecht Accenture Dominik Wagenknecht Accenture Improving Mainframe Performance with Hadoop October 17, 2014 Organizers General Partner Top Media Partner Media Partner Supporters About me Dominik Wagenknecht Accenture Vienna

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

Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases. Lecture 15

Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases. Lecture 15 Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases Lecture 15 Big Data Management V (Big-data Analytics / Map-Reduce) Chapter 16 and 19: Abideboul et. Al. Demetris

More information

Hadoop and MySQL for Big Data

Hadoop and MySQL for Big Data Hadoop and MySQL for Big Data Alexander Rubin October 9, 2013 About Me Alexander Rubin, Principal Consultant, Percona Working with MySQL for over 10 years Started at MySQL AB, Sun Microsystems, Oracle

More information

Session: Big Data get familiar with Hadoop to use your unstructured data Udo Brede Dell Software. 22 nd October 2013 10:00 Sesión B - DB2 LUW

Session: Big Data get familiar with Hadoop to use your unstructured data Udo Brede Dell Software. 22 nd October 2013 10:00 Sesión B - DB2 LUW Session: Big Data get familiar with Hadoop to use your unstructured data Udo Brede Dell Software 22 nd October 2013 10:00 Sesión B - DB2 LUW 1 Agenda Big Data The Technical Challenges Architecture of Hadoop

More information

COURSE CONTENT Big Data and Hadoop Training

COURSE CONTENT Big Data and Hadoop Training COURSE CONTENT Big Data and Hadoop Training 1. Meet Hadoop Data! Data Storage and Analysis Comparison with Other Systems RDBMS Grid Computing Volunteer Computing A Brief History of Hadoop Apache Hadoop

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

Big Data

<Insert Picture Here> Big Data Big Data Kevin Kalmbach Principal Sales Consultant, Public Sector Engineered Systems Program Agenda What is Big Data and why it is important? What is your Big

More information

The Hadoop Eco System Shanghai Data Science Meetup

The Hadoop Eco System Shanghai Data Science Meetup The Hadoop Eco System Shanghai Data Science Meetup Karthik Rajasethupathy, Christian Kuka 03.11.2015 @Agora Space Overview What is this talk about? Giving an overview of the Hadoop Ecosystem and related

More information

Jeffrey D. Ullman slides. MapReduce for data intensive computing

Jeffrey D. Ullman slides. MapReduce for data intensive computing Jeffrey D. Ullman slides MapReduce for data intensive computing Single-node architecture CPU Machine Learning, Statistics Memory Classical Data Mining Disk Commodity Clusters Web data sets can be very

More information

BIG DATA What it is and how to use?

BIG DATA What it is and how to use? BIG DATA What it is and how to use? Lauri Ilison, PhD Data Scientist 21.11.2014 Big Data definition? There is no clear definition for BIG DATA BIG DATA is more of a concept than precise term 1 21.11.14

More information

Data processing goes big

Data processing goes big Test report: Integration Big Data Edition Data processing goes big Dr. Götz Güttich Integration is a powerful set of tools to access, transform, move and synchronize data. With more than 450 connectors,

More information

Hadoop: The Definitive Guide

Hadoop: The Definitive Guide FOURTH EDITION Hadoop: The Definitive Guide Tom White Beijing Cambridge Famham Koln Sebastopol Tokyo O'REILLY Table of Contents Foreword Preface xvii xix Part I. Hadoop Fundamentals 1. Meet Hadoop 3 Data!

More information

News and trends in Data Warehouse Automation, Big Data and BI. Johan Hendrickx & Dirk Vermeiren

News and trends in Data Warehouse Automation, Big Data and BI. Johan Hendrickx & Dirk Vermeiren News and trends in Data Warehouse Automation, Big Data and BI Johan Hendrickx & Dirk Vermeiren Extreme Agility from Source to Analysis DWH Appliances & DWH Automation Typical Architecture 3 What Business

More information

Hadoop Meets Exadata. Presented by: Kerry Osborne. DW Global Leaders Program Decemeber, 2012

Hadoop Meets Exadata. Presented by: Kerry Osborne. DW Global Leaders Program Decemeber, 2012 Hi Hadoop Meets Exadata Presented by: Kerry Osborne DW Global Leaders Program Decemeber, 2012 whoami Never Worked for Oracle Worked with Oracle DB Since 1982 (V2) Working with Exadata since early 2010

More information

CSE-E5430 Scalable Cloud Computing Lecture 2

CSE-E5430 Scalable Cloud Computing Lecture 2 CSE-E5430 Scalable Cloud Computing Lecture 2 Keijo Heljanko Department of Computer Science School of Science Aalto University keijo.heljanko@aalto.fi 14.9-2015 1/36 Google MapReduce A scalable batch processing

More information

Modernizing Your Data Warehouse for Hadoop

Modernizing Your Data Warehouse for Hadoop Modernizing Your Data Warehouse for Hadoop Big data. Small data. All data. Audie Wright, DW & Big Data Specialist Audie.Wright@Microsoft.com O 425-538-0044, C 303-324-2860 Unlock Insights on Any Data Taking

More information

Open source software framework designed for storage and processing of large scale data on clusters of commodity hardware

Open source software framework designed for storage and processing of large scale data on clusters of commodity hardware Open source software framework designed for storage and processing of large scale data on clusters of commodity hardware Created by Doug Cutting and Mike Carafella in 2005. Cutting named the program after

More information

Complete Java Classes Hadoop Syllabus Contact No: 8888022204

Complete Java Classes Hadoop Syllabus Contact No: 8888022204 1) Introduction to BigData & Hadoop What is Big Data? Why all industries are talking about Big Data? What are the issues in Big Data? Storage What are the challenges for storing big data? Processing What

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

Workshop on Hadoop with Big Data

Workshop on Hadoop with Big Data Workshop on Hadoop with Big Data Hadoop? Apache Hadoop is an open source framework for distributed storage and processing of large sets of data on commodity hardware. Hadoop enables businesses to quickly

More information

Associate Professor, Department of CSE, Shri Vishnu Engineering College for Women, Andhra Pradesh, India 2

Associate Professor, Department of CSE, Shri Vishnu Engineering College for Women, Andhra Pradesh, India 2 Volume 6, Issue 3, March 2016 ISSN: 2277 128X International Journal of Advanced Research in Computer Science and Software Engineering Research Paper Available online at: www.ijarcsse.com Special Issue

More information