PASIG May 12, Jacob Farmer, CTO Cambridge Computer
|
|
|
- Jesse Morton
- 9 years ago
- Views:
Transcription
1 Adding Intelligence to Conventional NAS and File Systems: Metadata, Backups, and Data Life Cycle Management PASIG May 12, 2012 Presented by: Jacob Farmer, CTO Cambridge Computer Copyright , Cambridge Computer Services, Inc. All Rights Reserved
2 My Background and My Company Jacob Farmer, CTO, Cambridge Computer 25 years experience with data storage My company: Cambridge Computer Founded in 1991 (20 years this July) Roughly 70 people, spread around the country Expertise in data storage Unusual business model like a broker or agent We help our clients select and deploy the appropriate storage technologies There are typically no fees or additional costs to our service Popular business model for higher education and research! 2
3 Who Are My Clients: People Who Like Free Help and Special Deals Universities Research institutions Independent labs Divisions in the big government labs Libraries, museums, cultural institutions Some government agencies Industry Manufacturing Pharmaceutical Finance Healthcare Oil and gas Etc. 3
4 Focus Areas for Novel Ways of Managing Data Scientific research, in particular Life Sciences University labs Independent labs Research divisions in pharmaceutical Digital asset management Especially with home grown software applications Especially for institutions with multiple stove-piped DAM systems 4
5 Our Work: Defining and Refining Use Cases for SRB and IRODS The Cambridge Computer team is working with SRB (Storage Resource Broker) and IRODS (Integrated Rules-Oriented Data System ) to solve common storage management problems: Backup, Life Cycle Management, Collaboration Our goal is to make these platforms easy to deploy and to solve low hanging fruit problems. We are looking for collaborators, potential guinea pigs, and general feedback. Ultimately (later this year or next) we are looking for customers! 5
6 SRB / IRODS History 1995/97 Storage Resource Broker (SRB) developed and deployed at San Diego Supercomputer Center DICE Group Data Intensive Cyber Infrastructure Academic license used by roughly 200 government and academic applications 2001 SRB forks into commercial version (Nirvana Storage) developed by General Atomics Available as commercial software 10 years of commercial-grade development and deployment 2008 IRODS replaces the Academic SRB (Integrated Rules Oriented Data System) Features integrated rules engine Open source under Berkeley License 6
7 Fundamental Concepts of IRODS Inventory your files by crawling the file system and making a database entry for each file and directory Associate metadata with directories Apply storage management rules based on file system and extended metadata. Federate storage devices and user directories with a virtual global file system Rules engine runs real-time or in batch. Micro-services routines that are called by the rules engine Make them simple and discreet. Run a bunch of small micro-services together to carry out the full suite of functionality that you seek. Replace or update functionality at a micro-level 7
8 What Can You Do with IRODS? Everything and nothing!!! It is not an application. It is middleware It is a framework for how to manage data It is not commercial grade software The core of the system is well-written It is not fully documented It is missing features that are critical for most enterprise IT shops The grant money pays for new ideas and new features, not for refining code or adding ho-hum features. 8
9 Common Pain Points In Storage Management for Research Data Migrating files between storage systems Data Protection (Backup, Replication, Data Integrity) Satisfying NSF Requirement for Data Management Plans Separating important data from not-so-important data and ensuring preservation of important data Finding data: Machines, Users, Applications Especially after it moves Disposing of data Collaboration Cost leveraging lower cost storage devices 9
10 Problem: Conventional File System Metadata is Insufficiently Descriptive Problem -- Conventional file systems are not descriptive enough for defining policies or for describing data beyond a single individual s memory. Solution Associate descriptive metadata with files, and apply data management policies based on that metadata. \\myserver\mydirectory\stuff\ \\myserver\mydirectory\copy_of_stuff\ \\myserver\mydirectory\more_stuff_do_not_delete\ \\myserver\mydirectory\yet_more_stuff_save_for_comparison\ \\myserver\mydirectory\raw_results_from_experiment3_run23_march-10\ 10
11 Problem: When Data Moves, Things Break If you move someone else s data, they may never find it again. At the very least they will complain vocally If you move data, you may break essential links to metadata Some content management applications know how to move files or can be updated when files are moved. Others cannot. Often data tracking applications are written by amateur programmers who are 100% on algorithms not data management. Users may have created applications as simple as spreadsheets that reference UNC paths. Often complex files contain hard links to other files or objects 11
12 Problem: How Do You Get the Metadata Can you extract it from tags embedded in the files? Can you infer it from the way or the frequency that data is used? Can you pick it up at the point of creation? Can you capture it at various stages in a pipeline? Can you get the users to do data entry? How? Can you beat it out of them? (the stick) Can you give them incentives (the carrot) Some combination of both? 12
13 File System Middleware 13
14 Typical Content Management Stack 14
15 Typical Content Management Stack with Conventional Data Protection 15
16 Inserting File System Middleware 16
17 Where Do We Live: In-Band or Out-ofBand? In-Band: If the solution sits in the data path it will introduce latency. This is okay for: Archiving solutions Desktop file access WAN file access where WAN latency dwarfs the virtualization layer s latency Other applications where performance does not matter Out-of-Band: No impact on performance, but Some lag time for the system to synchronize Lots of file system crawling Need really slick user interfaces to entice users to embrace the system. Need some kind of carrot/stick mechanisms to get users to your bidding 17
18 Where Do We Sit: In Band or Out of Band? Our initial goal is to sit outside of the data path Unobtrusive If our product breaks, we don t take systems down Quality assurance is also a lot easier Research computing will not tolerate in-band latency Someday we hope to sit in the data path FUSE NFS/CIFS Ideally, we would be a hybrid of both 18
Storage Design for High Capacity and Long Term Storage. DLF Spring Forum, Raleigh, NC May 6, 2009. Balancing Cost, Complexity, and Fault Tolerance
Storage Design for High Capacity and Long Term Storage Balancing Cost, Complexity, and Fault Tolerance DLF Spring Forum, Raleigh, NC May 6, 2009 Lecturer: Jacob Farmer, CTO Cambridge Computer Copyright
Scalable Storage for Life Sciences
Scalable Storage for Life Sciences Presented By: Jacob Farmer, CTO Cambridge Cputer Copyright 2009, Cambridge Cputer Services, Inc. All Rights Reserved 781-250-3000 About Your Lecturer Jacob Farmer, CTO,
Accelerating Applications and File Systems with Solid State Storage. Jacob Farmer, Cambridge Computer
Accelerating Applications and File Systems with Solid State Storage Jacob Farmer, Cambridge Computer SNIA Legal Notice The material contained in this tutorial is copyrighted by the SNIA unless otherwise
irods and Metadata survey Version 0.1 Date March Abhijeet Kodgire [email protected] 25th
irods and Metadata survey Version 0.1 Date 25th March Purpose Survey of Status Complete Author Abhijeet Kodgire [email protected] Table of Contents 1 Abstract... 3 2 Categories and Subject Descriptors...
<Insert Picture Here> Solution Direction for Long-Term Archive
1 Solution Direction for Long-Term Archive Donna Harland Oracle Optimized Solutions: Solutions Architect Program Agenda Archive Layers SAM QFS connectivity for
Building Your EDI Modernization Roadmap
Simplify and Accelerate e-business Integration Building Your EDI Modernization Roadmap Background EDI Modernization Drivers Lost revenue due to missing capabilities or poor scorecard ratings High error
ARC VIEW. OSIsoft-SAP Partnership Deepens SAP s Predictive Analytics at the Plant Floor. Keywords. Summary. By Peter Reynolds
ARC VIEW AUGUST 13, 2015 OSIsoft-SAP Partnership Deepens SAP s Predictive Analytics at the Plant Floor By Peter Reynolds Keywords SAP, OSIsoft, Oil & Gas, Internet of Things, SAP HANA, PI Server Summary
Object Storage, Cloud Storage, and High Capacity File Systems
A Primer on Object Storage, Cloud Storage, and High Capacity File Presented by: Chris Robertson Sr. Solution Architect Cambridge Computer Copyright 2010-2011, Cambridge Computer Services, Inc. All Rights
INTEGRATED RULE ORIENTED DATA SYSTEM (IRODS)
INTEGRATED RULE ORIENTED DATA SYSTEM (IRODS) Todd BenDor Associate Professor Dept. of City and Regional Planning UNC-Chapel Hill [email protected] http://irods.org/ SESYNC Model Integration Workshop Important
Data Management in an International Data Grid Project. Timur Chabuk 04/09/2007
Data Management in an International Data Grid Project Timur Chabuk 04/09/2007 Intro LHC opened in 2005 several Petabytes of data per year data created at CERN distributed to Regional Centers all over the
Alternatives to Big Backup
Alternatives to Big Backup Life Cycle Management, Object- Based Storage, and Self- Protecting Storage Systems Presented by: Chris Robertson Solution Architect Cambridge Computer Copyright 2010-2011, Cambridge
Backup with synchronization/ replication
Backup with synchronization/ replication Peer-to-peer synchronization and replication software can augment and simplify existing data backup and retrieval systems. BY PAUL MARSALA May, 2001 According to
FAN An Architecture for Scalable, Service-Oriented Data Management
FAN An Architecture for Scalable, Service-Oriented Data Management Richard Gillett Acopia Networks SNIA Legal Notice The material contained in this tutorial is copyrighted by the SNIA. Member companies
The Future of Data Management
The Future of Data Management with Hadoop and the Enterprise Data Hub Amr Awadallah (@awadallah) Cofounder and CTO Cloudera Snapshot Founded 2008, by former employees of Employees Today ~ 800 World Class
Real World Considerations for Implementing Desktop Virtualization
Real World Considerations for Implementing Desktop Virtualization The Essentials Series sponsored by Intro duction to Desktop Virtualization for the IT Pro... 1 What Is Desktop Virtualization?... 2 VDI
WHITE PAPER. Dedupe-Centric Storage. Hugo Patterson, Chief Architect, Data Domain. Storage. Deduplication. September 2007
WHITE PAPER Dedupe-Centric Storage Hugo Patterson, Chief Architect, Data Domain Deduplication Storage September 2007 w w w. d a t a d o m a i n. c o m - 2 0 0 7 1 DATA DOMAIN I Contents INTRODUCTION................................
Why is the V3 appliance so effective as a physical desktop replacement?
V3 Appliance FAQ Why is the V3 appliance so effective as a physical desktop replacement? The V3 appliance leverages local solid-state storage in the appliance. This design allows V3 to dramatically reduce
Best Practices for Managing and Monitoring SAS Data Management Solutions. Gregory S. Nelson
Best Practices for Managing and Monitoring SAS Data Management Solutions Gregory S. Nelson President and CEO ThotWave Technologies, Chapel Hill, North Carolina ABSTRACT... 1 INTRODUCTION... 1 UNDERSTANDING
Managing Data in Motion
Managing Data in Motion Data Integration Best Practice Techniques and Technologies April Reeve ELSEVIER AMSTERDAM BOSTON HEIDELBERG LONDON NEW YORK OXFORD PARIS SAN DIEGO SAN FRANCISCO SINGAPORE SYDNEY
Tips and Best Practices for Managing a Private Cloud
Deploying and Managing Private Clouds The Essentials Series Tips and Best Practices for Managing a Private Cloud sponsored by Tip s and Best Practices for Managing a Private Cloud... 1 Es tablishing Policies
SAN & NAS Virtualization. Yakov Cohen Regional Technology Consultant, AMESA EMC
SAN & NAS Virtualization Yakov Cohen Regional Technology Consultant, AMESA EMC EMC Invista Network-based Storage Virtualization (SAN) The Network is the Right Place for Virtualization Appliance and Controller
VIRTUAL REFERENCE PRACTICES IN LIBRARIES OF INDIA
271 VIRTUAL REFERENCE PRACTICES IN LIBRARIES OF INDIA Abstract Mahendra Mehata As public access to the internet increases, libraries will receive more and more information online, predominantly through
Architecting an Industrial Sensor Data Platform for Big Data Analytics
Architecting an Industrial Sensor Data Platform for Big Data Analytics 1 Welcome For decades, organizations have been evolving best practices for IT (Information Technology) and OT (Operation Technology).
IBM Global Technology Services September 2007. NAS systems scale out to meet growing storage demand.
IBM Global Technology Services September 2007 NAS systems scale out to meet Page 2 Contents 2 Introduction 2 Understanding the traditional NAS role 3 Gaining NAS benefits 4 NAS shortcomings in enterprise
Data grid storage for digital libraries and archives using irods
Data grid storage for digital libraries and archives using irods Mark Hedges, Centre for e-research, King s College London eresearch Australasia, Melbourne, 30 th Sept. 2008 Background: Project History
SOFTWARE DEFINED STORAGE IN ACTION
SOFTWARE DEFINED STORAGE IN ACTION Copyright 2014 DataCore Software Corp. All Rights Reserved. Copyright 2014 DataCore Software Corp. All Rights Reserved. 1 Storage is Growing At an Unsustainable Rate
How To Speed Up A Flash Flash Storage System With The Hyperq Memory Router
HyperQ Hybrid Flash Storage Made Easy White Paper Parsec Labs, LLC. 7101 Northland Circle North, Suite 105 Brooklyn Park, MN 55428 USA 1-763-219-8811 www.parseclabs.com [email protected] [email protected]
Quantum StorNext. Product Brief: Distributed LAN Client
Quantum StorNext Product Brief: Distributed LAN Client NOTICE This product brief may contain proprietary information protected by copyright. Information in this product brief is subject to change without
Directions for VMware Ready Testing for Application Software
Directions for VMware Ready Testing for Application Software Introduction To be awarded the VMware ready logo for your product requires a modest amount of engineering work, assuming that the pre-requisites
How To Build A Data Center
Data Center arrow.com The data center. Few people ever see it, but precious little of consequence happens without passing through it. It is the core of the infrastructure. The foundation of the cloud.
ECM Migration Without Disrupting Your Business: Seven Steps to Effectively Move Your Documents
ECM Migration Without Disrupting Your Business: Seven Steps to Effectively Move Your Documents A White Paper by Zia Consulting, Inc. Planning your ECM migration is just as important as selecting and implementing
UniFS A True Global File System
UniFS A True Global File System Introduction The traditional means to protect file data by making copies, combined with the need to provide access to shared data from multiple locations, has created an
EMC: The Virtual Data Center
EMC: The Virtual Data Center Dejan Živanovi EMC Technology Solution Group Sr. Technology Consultant High-End platforms & Business Continuity 1 Business Challenges Data growing at 70% annually 80% are files
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,
<Insert Picture Here> Oracle Cloud Storage. Morana Kobal Butković Principal Sales Consultant Oracle Hrvatska
Oracle Cloud Storage Morana Kobal Butković Principal Sales Consultant Oracle Hrvatska Oracle Cloud Storage Automatic Storage Management (ASM) Oracle Cloud File System ASM Dynamic
DAS (Direct Attached Storage)
Data Storage 101 Data Storage 101 In this guide, we will explain the differences between:» DAS (Direct Attached Storage)» JBOD (Just a Bunch Of Drives)» NAS (Network Attached Storage)» SAN (Storage Area
Archiving, Indexing and Accessing Web Materials: Solutions for large amounts of data
Archiving, Indexing and Accessing Web Materials: Solutions for large amounts of data David Minor 1, Reagan Moore 2, Bing Zhu, Charles Cowart 4 1. (88)4-104 [email protected] San Diego Supercomputer Center
entigral whitepaper 10 Success Factors for RFID Asset Tracking Deployments www.entigral.com 877.822.0200
entigral whitepaper 10 Success Factors for RFID Asset Tracking Deployments www.entigral.com 877.822.0200 10 Success Factors for RFID Deployments How to maximize ROI on RFID asset tracking deployments RFID
HyperQ Storage Tiering White Paper
HyperQ Storage Tiering White Paper An Easy Way to Deal with Data Growth Parsec Labs, LLC. 7101 Northland Circle North, Suite 105 Brooklyn Park, MN 55428 USA 1-763-219-8811 www.parseclabs.com [email protected]
Teaching Portfolio. Teaching Philosophy
Teaching Portfolio Teaching Philosophy Over the course of my education, I have had the privilege of interacting with some truly excellent teachers, who have shaped my knowledge, reasoning, and technical
Digital Asset Management in Museums
Digital Asset Management in Museums Workflows and Integration Chris Hoffman ([email protected]) Research IT, UC Berkeley Introductions Definitions o o Outline How they digital asset management
Peregrine. AssetCenter. Product Documentation. Asset Tracking solution. Part No. DAC-441-EN38
Peregrine AssetCenter Product Documentation Asset Tracking solution Part No. DAC-441-EN38 AssetCenter Copyright 2005 Peregrine Systems, Inc. All Rights Reserved. Information contained in this document
irods Policy-Driven Data Preservation Integrating Cloud Storage and Institutional Repositories
irods Policy-Driven Data Preservation Integrating Cloud Storage and Institutional Repositories Reagan W. Moore Arcot Rajasekar Mike Wan {moore,sekar,mwan}@diceresearch.org h;p://irods.diceresearch.org
The case for cloud-based disaster recovery
IBM Global Technology Services IBM SmartCloud IBM SmartCloud Virtualized Server Recovery i The case for cloud-based disaster recovery Cloud technologies help meet the need for quicker restoration of service
EMC Invista: The Easy to Use Storage Manager
EMC s Invista SAN Virtualization System Tested Feb. 2006 Page 1 of 13 EMC Invista: The Easy to Use Storage Manager Invista delivers centrally managed LUN Virtualization, Data Mobility, and Copy Services
Digital Asset Management (DAM) Protecting, preserving, retrieving and distributing digital assets
Digital Asset Management (DAM) Protecting, preserving, retrieving and distributing digital assets What is DAM? Digital asset management (DAM) consists of management tasks and decisions surrounding the
EII - ETL - EAI What, Why, and How!
IBM Software Group EII - ETL - EAI What, Why, and How! Tom Wu 巫 介 唐, [email protected] Information Integrator Advocate Software Group IBM Taiwan 2005 IBM Corporation Agenda Data Integration Challenges and
Accenture Cloud Platform at v3 - the Airbnb or Uber of cloud?
Accenture Cloud Platform at v3 - the Airbnb or Uber of cloud? Analyst: William Fellows 21 Jan, 2015 The Accenture Cloud Platform (ACP) is now at a v3 release. The first two iterations were mostly consumed
DottsConnected SHAREPOINT 2010 ADMIN TRAINING. Exercise 1: Create Dedicated Service Accounts in Active Directory
DottsConnected SHAREPOINT 2010 ADMIN TRAINING Module 1 - Getting started with SharePoint 2010 This introductory module introduces students to the fundamental terminology and architecture of SharePoint
Tiburon Master Support Agreement Exhibit 6 Back Up Schedule & Procedures. General Notes on Backups
General Notes on Backups This document describes the procedures to backup the minimum set of files required to recover application and/or data files in the event of a hardware failure or data loss. These
How To Run A Cloud Computer System
Cloud Technologies and GIS Nathalie Smith [email protected] Agenda What is Cloud Computing? How does it work? Cloud and GIS applications Esri Offerings Lots of hype Cloud computing remains the latest, most
Network Attached Storage. Jinfeng Yang Oct/19/2015
Network Attached Storage Jinfeng Yang Oct/19/2015 Outline Part A 1. What is the Network Attached Storage (NAS)? 2. What are the applications of NAS? 3. The benefits of NAS. 4. NAS s performance (Reliability
Storage Virtualization
Section 2 : Storage Networking Technologies and Virtualization Storage Virtualization Chapter 10 EMC Proven Professional The #1 Certification Program in the information storage and management industry
VMware and Primary Data: Making the Software-Defined Datacenter a Reality
VMware and Primary Data: Making the Software-Defined Datacenter a Reality CONTENTS About This Document... 3 Freeing Data From Physical Storage Silos... 3 Dynamically Move Virtual Disks to Meet Business
Agenda Smal Business Mid-market 2
Agenda Small Business Mid-market 2 IT Transformation Opportunity to Grow Your Business 4 IT Transformation 5 The Cloud OS 6 Windows Server 2012 Enables small businesses around the world, powers many of
Business Process Desktop: Acronis backup & Recovery 11.5 Deployment Guide
WHITE Deployment PAPERGuide Business Process Desktop: Acronis backup & Recovery 11.5 Deployment Guide An Acronis White Paper Copyright Acronis, Inc., 2000 2011 Deployment Guide Table of contents About
DISASTER RECOVERY SURVEY PRESENTED BY
DISASTER RECOVERY SURVEY PRESENTED BY OVERVIEW Disaster recovery (DR) has long been important to business continuity. IT professionals need to ensure that their data is secure and protected in case of
C2030-280.Examcollection.Premium.Exam.34q
C2030-280.Examcollection.Premium.Exam.34q Number: C2030-280 Passing Score: 800 Time Limit: 120 min File Version: 32.2 http://www.gratisexam.com/ Exam Code: C2030-280 Exam Name: IBM Cloud Computing Infrastructure
UNDERSTANDING DATA DEDUPLICATION. Thomas Rivera SEPATON
UNDERSTANDING DATA DEDUPLICATION Thomas Rivera SEPATON SNIA Legal Notice The material contained in this tutorial is copyrighted by the SNIA. Member companies and individual members may use this material
Windows Server 2003 End of Support Options
Windows Server 2003 End of Support Options February 26, 2015 Copyright 2015 CompuCom Systems, Inc. All rights reserved. This document is copyright protected with all rights reserved and may not be reproduced
Red Hat Storage Server
Red Hat Storage Server Marcel Hergaarden Solution Architect, Red Hat [email protected] May 23, 2013 Unstoppable, OpenSource Software-based Storage Solution The Foundation for the Modern Hybrid
CS6204 Advanced Topics in Networking
CS6204 Advanced Topics in Networking Assoc Prof. Chan Mun Choon School of Computing National University of Singapore Aug 14, 2015 CS6204 Lecturer Chan Mun Choon Office: COM2, #04-17 Email: [email protected]
Policy Policy--driven Distributed driven Distributed Data Management (irods) Richard M arciano Marciano marciano@un marciano @un.
Policy-driven Distributed Data Management (irods) Richard Marciano [email protected] Professor @ SILS / Chief Scientist for Persistent Archives and Digital Preservation @ RENCI Director of the Sustainable
Understanding Object Storage and How to Use It
SWIFTSTACK WHITEPAPER An IT Expert Guide: Understanding Object Storage and How to Use It November 2014 The explosion of unstructured data is creating a groundswell of interest in object storage, certainly
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
A Brief Introduction to Apache Tez
A Brief Introduction to Apache Tez Introduction It is a fact that data is basically the new currency of the modern business world. Companies that effectively maximize the value of their data (extract value
IBM TSM DISASTER RECOVERY BEST PRACTICES WITH EMC DATA DOMAIN DEDUPLICATION STORAGE
White Paper IBM TSM DISASTER RECOVERY BEST PRACTICES WITH EMC DATA DOMAIN DEDUPLICATION STORAGE Abstract This white paper focuses on recovery of an IBM Tivoli Storage Manager (TSM) server and explores
VDI FIT and VDI UX: Composite Metrics Track Good, Fair, Poor Desktop Performance
VDI FIT and VDI UX: Composite Metrics Track Good, Fair, Poor Desktop Performance Key indicators and classification capabilities in Stratusphere FIT and Stratusphere UX Whitepaper INTRODUCTION This whitepaper
Clodoaldo Barrera Chief Technical Strategist IBM System Storage. Making a successful transition to Software Defined Storage
Clodoaldo Barrera Chief Technical Strategist IBM System Storage Making a successful transition to Software Defined Storage Open Server Summit Santa Clara Nov 2014 Data at the core of everything Data is
Taking Linux File and Storage Systems into the Future. Ric Wheeler Director Kernel File and Storage Team Red Hat, Incorporated
Taking Linux File and Storage Systems into the Future Ric Wheeler Director Kernel File and Storage Team Red Hat, Incorporated 1 Overview Going Bigger Going Faster Support for New Hardware Current Areas
3 common cloud challenges eradicated with hybrid cloud
3 common cloud eradicated 3 common cloud eradicated Cloud storage may provide flexibility and capacityon-demand benefits but it also poses some difficult that have limited its widespread adoption. Consequently,
Whitepaper Enable Talent Management Through Fusion
Enable Talent Through Fusion Hexaware Technologies. All rights reserved. Enable Talent Through Fusion Table of Contents 1. Why Talent 3 2. Employee engagement through Talent 3 2.1. Fusion as a Technology
On- and Off-Line User Interfaces for Collaborative Cloud Services
On- and Off-Line User Interfaces for Collaborative Cloud Services Wolfgang Stuerzlinger York University, Dept of Computer Science & Engineering 4700 Keele Street Toronto, Canada http://www.cse.yorku.ca/~wolfgang
Trends in Application Recovery. Andreas Schwegmann, HP
Andreas Schwegmann, HP SNIA Legal Notice The material contained in this tutorial is copyrighted by the SNIA unless otherwise noted. Member companies and individual members may use this material in presentations
Contingency Planning and Disaster Recovery
Contingency Planning and Disaster Recovery Best Practices Guide Perceptive Content Version: 7.0.x Written by: Product Knowledge Date: October 2014 2014 Perceptive Software. All rights reserved Perceptive
The Migration of Microsoft Excel Tools to Next Generation Platforms. Can You Hear the Footsteps? Jeremy Eden ICEAA Conference San Diego, CA June 2015
The Migration of Microsoft Excel Tools to Next Generation Platforms Can You Hear the Footsteps? Jeremy Eden ICEAA Conference San Diego, CA June 2015 Agenda The Footsteps Background Adaptable Tool Design
Online Content Optimization Using Hadoop. Jyoti Ahuja Dec 20 2011
Online Content Optimization Using Hadoop Jyoti Ahuja Dec 20 2011 What do we do? Deliver right CONTENT to the right USER at the right TIME o Effectively and pro-actively learn from user interactions with
A Hurwitz white paper. Inventing the Future. Judith Hurwitz President and CEO. Sponsored by Hitachi
Judith Hurwitz President and CEO Sponsored by Hitachi Introduction Only a few years ago, the greatest concern for businesses was being able to link traditional IT with the requirements of business units.
