The document discusses how Isilon clustered storage can help media and entertainment companies overcome challenges in their digital production pipelines. It focuses on how Isilon can increase productivity, reduce costs, and enable new opportunities in the key stages of creation/editing, rendering/compositing/encoding, and nearline storage/file management. Traditional scale-up storage faces limitations as data volumes grow exponentially. Isilon provides a single clustered file system that dynamically scales capacity and performance without complexity, allowing more efficient workflows and reduced storage management overhead.
The document discusses the industry buzz around big data and the cloud. It provides an agenda for a webinar on these topics, including challenges of big data, architectural solutions using the cloud, and case studies. The document notes that data is growing exponentially and coming from more sources faster, creating challenges around complexity, validity, and linking diverse data sources. It argues the cloud can help address these challenges by providing vast, correlated, high confidence data to drive real-time predictions and recommendations.
WIPAC Monthly is the monthly magazine of the LinkedIn Group Water Industry Process Automation & Control. This is the edition from July 2016.
In this edition we have articles on Smart Water Networks, Area Velocity Flow Measurement, Smart Water Semantics and the Cyber Security of devices connected to the Industrial Internet of Things. All things that will be covered in the IWA Conference at WWEM this November.
Enjoy
The Future Paradigm Shifts of the Cloud and Big Data: Security Impacts & New ...InnoTech
This document discusses the future impacts of cloud computing and big data on security strategies. It notes that the volume, velocity, and variety of information is growing exponentially and changing the security landscape. The talk will explore these changing technologies and paradigms, how they will impact security, and what needs to be done to manage associated risks. It provides an overview of key industry trends driving cloud computing and outlines some of the security challenges organizations will face from the growth of data and emerging technologies.
Este documento presenta la socialización de proyectos del Equipo Pedagógico Proyecto tit@. Primero, pide a los participantes reflexionar sobre su desarrollo a lo largo del programa mediante preguntas. Luego, propone socializar los proyectos en grupos para obtener comentarios de pares que enriquezcan los proyectos de investigación-acción. Finalmente, solicita una reflexión final creativa sobre las lecciones aprendidas a lo largo del programa.
Everything from wings to snacks for everyone to share!
TAVERN on Third offers an lunch and Dinner menu which is sure to include all of your favorites. Our kitchen is open Monday to Saturday from 12:00pm to 12:00am, and Sunday from 12:00pm to 10:00pm.
La Universidad Virtual del Estado de Michoacán convoca a aspirantes interesados en cursar un Doctorado en Educación con Tecnologías del Aprendizaje y el Conocimiento. Los aspirantes deben haber concluido estudios de maestría, registrarse en línea antes del 18 de abril de 2016 y pagar un curso propedéutico de $3,600 pesos. Los aspirantes aceptados cursarán el programa del 2 de mayo al 24 de julio de 2016 y deberán obtener al menos 90% en el curso propedéutico. El costo
The document discusses the industry buzz around big data and the cloud. It provides an agenda for a webinar on these topics, including challenges of big data, architectural solutions using the cloud, and case studies. The document notes that data is growing exponentially and coming from more sources faster, creating challenges around complexity, validity, and linking diverse data sources. It argues the cloud can help address these challenges by providing vast, correlated, high confidence data to drive real-time predictions and recommendations.
WIPAC Monthly is the monthly magazine of the LinkedIn Group Water Industry Process Automation & Control. This is the edition from July 2016.
In this edition we have articles on Smart Water Networks, Area Velocity Flow Measurement, Smart Water Semantics and the Cyber Security of devices connected to the Industrial Internet of Things. All things that will be covered in the IWA Conference at WWEM this November.
Enjoy
The Future Paradigm Shifts of the Cloud and Big Data: Security Impacts & New ...InnoTech
This document discusses the future impacts of cloud computing and big data on security strategies. It notes that the volume, velocity, and variety of information is growing exponentially and changing the security landscape. The talk will explore these changing technologies and paradigms, how they will impact security, and what needs to be done to manage associated risks. It provides an overview of key industry trends driving cloud computing and outlines some of the security challenges organizations will face from the growth of data and emerging technologies.
Este documento presenta la socialización de proyectos del Equipo Pedagógico Proyecto tit@. Primero, pide a los participantes reflexionar sobre su desarrollo a lo largo del programa mediante preguntas. Luego, propone socializar los proyectos en grupos para obtener comentarios de pares que enriquezcan los proyectos de investigación-acción. Finalmente, solicita una reflexión final creativa sobre las lecciones aprendidas a lo largo del programa.
Everything from wings to snacks for everyone to share!
TAVERN on Third offers an lunch and Dinner menu which is sure to include all of your favorites. Our kitchen is open Monday to Saturday from 12:00pm to 12:00am, and Sunday from 12:00pm to 10:00pm.
La Universidad Virtual del Estado de Michoacán convoca a aspirantes interesados en cursar un Doctorado en Educación con Tecnologías del Aprendizaje y el Conocimiento. Los aspirantes deben haber concluido estudios de maestría, registrarse en línea antes del 18 de abril de 2016 y pagar un curso propedéutico de $3,600 pesos. Los aspirantes aceptados cursarán el programa del 2 de mayo al 24 de julio de 2016 y deberán obtener al menos 90% en el curso propedéutico. El costo
Este documento contiene un examen parcial de Word 2010 con 10 preguntas sobre cómo realizar diferentes tareas en el programa como imprimir un documento, cambiar entre mayúsculas y minúsculas, mover una tabla, e insertar un cuadro de texto. Para cada pregunta, se proporcionan los pasos a seguir para completar la tarea correspondiente. El documento incluye el nombre y la carrera de la estudiante que está tomando el examen.
O documento discute os conceitos fundamentais da programação orientada a objetos, incluindo abstração, classe, encapsulamento, herança e polimorfismo. Também aborda a persistência de dados usando Java Database Connectivity (JDBC), que fornece uma API para acessar bancos de dados relacionais.
Los eSports son competiciones de videojuegos en las que jugadores profesionales compiten entre sí en géneros como estrategia en tiempo real, disparos en primera persona y Multiplayer online battle arena. Torneos mundiales populares como League of Legends, Dota 2 y Counter-Strike son realizados anualmente y transmitidos a estadios y en línea, ofreciendo grandes premios en dinero a los ganadores. Aunque las competiciones han existido desde hace tiempo, han crecido en popularidad desde el 2000, paralelamente al desarrollo de los videojuegos y su
The document discusses the process of refining crude vegetable oil into edible oil. It describes the major steps in oil refining which are degumming, removal of free fatty acids, bleaching, and deodorization. These steps remove impurities and neutralize undesirable flavors and odors to produce a refined oil that is clear, light in color and stable for consumer use and frying. Key equipment used in an edible oil refinery include neutralizers, bleachers, deodorizers, filters, tanks, and associated pumps, pipes and boilers. The overall refining process produces an edible oil suitable for consumers while avoiding oxidation and other undesirable chemical reactions.
O documento discute a implementação de classes Data e Hora utilizando encapsulamento e modificadores de acesso na programação orientada a objetos. Inicialmente, as classes apresentam atributos públicos, permitindo alterações inválidas. Posteriormente, os atributos são declarados como privados e métodos públicos de acesso são implementados para validar as entradas. O exercício proposto é implementar as classes Hora e Data com packages e explorar diferentes modificadores de acesso.
The document summarizes a quote by Peter Drucker, who stated that a business enterprise only has two basic functions: marketing and innovation. Drucker asserted that these two functions, marketing and innovation, are what produce results for a business, while all other functions should be considered costs. The quote emphasizes that marketing and innovation are the most important aspects of a successful business.
Focusing on Safety: Safety planning in the context of same-sex domestic violenceACON
Priscilla McCorriston,
St George Domestic Violence Counselling Service
This workshop session will define and outline the importance of safety planning and demonstrate best practice to achieve better outcomes for clients experiencing same-sex domestic violence.
Rajesh Jain1, Sanjeev Davey2, Sangeeta Arya3, Anuradha Davey4, Santosh Kumar5
ABSTRACT: BACKGROUND: In India; the high rate of infant and maternal mortality, may be attributable to rising trend of GDM across Pregnant women. Therefore the study of management of GDM by existing health facilities and Community camps in government and private sector becomes crucial for managing such cases. The present study by prospective evaluation method saught to find out the management of GDM for implementing GDM screening in Kanpur.
Conclusion:Public health system role is management of GDM is more significant as compared to Community level camps. There are potential benefits of actively involving Public health facilities in GDM Management among pregnant women, which needs to be taken care by Government on priority basis.
This document discusses various topics related to engineering thermodynamics and heat transfer including Nusselt's theory of condensation, correlations for boiling and condensation, film condensation on vertical plates and radial systems, dropwise condensation, and classifications of pool boiling and flow boiling. It provides explanations, diagrams, and equations for analyzing different heat transfer processes involving phase changes.
O documento discute fundamentos da linguagem de programação Java, incluindo literais, operadores e estruturas de controle. É dividido em seções sobre literais, tipos primitivos, operadores unários, aritméticos, de comparação e atribuição.
The second grade class will take a field trip on February 6th to Center Place for Fine Arts to see a performance of "Anansi and the Tree of Life", which ties into their recent unit on folktales from different cultures. Students should bring a snack and disposable lunch, and wear their Discovery Group t-shirt with regular uniform bottoms and shoes. The bus will leave at 9:30 AM and return around 1:30 PM, and parent chaperones should arrive by 9:30 AM.
Los impuestos son un mecanismo mediante el cual el Estado redistribuye ingresos de los sectores más ricos a los más vulnerables y son un instrumento de redistribución de ingresos. El sistema tributario boliviano incluye impuestos al valor agregado, sobre las utilidades de las empresas, a la propiedad, a las transacciones, al consumo específico, a las salidas al exterior y sobre la minería y los hidrocarburos.
Recipes for Optical Effect System Design - Real-time Rendering of Physically...Silicon Studio Corporation
This document provides guidance on parameters for simulating optical effects in a physically plausible way. It discusses using parameters based on optics and photography to avoid unnatural results. Key topics covered include handling depth of field, focus breathing, variable maximum apertures of zoom lenses, and the law of reciprocity in optics. The document recommends automatically controlling parameters that vary due to lens mechanisms and selectively applying the law of reciprocity based on objectives.
éTica profesional semana uno mayo 2015.mariapuga06
Esta presentación en Power point, trata de conceptos, características y formas de proceder que debe practicar el profesional en sus sitios laborales; formas de relacionarse con el entorno que diariamente atiende. Se fundamenta sobretodo con la necesidad de mantener excelente comunicación en la que haga uso de las relaciones humanas y reconozca los valores que tiene cada profesional y que se debe respetar en el campo laboral.
Mohamed Jamal Abdul kader is an Egyptian national seeking an opportunity in accounting or IT. He has over 10 years of experience in system administration, IT support, accounting, and data entry. His skills include Windows server administration, Active Directory management, network installation and troubleshooting, accounting operations and reconciliations, and technical support. He has a B.Sc in Management Information Systems and is proficient in Arabic and English.
This document discusses the paradigm shift in data integration due to growing amounts of data from various sources. It outlines 5 principles and 5 capabilities of modern data integration, which takes processing to where the data lives, leverages multiple platforms, moves data point-to-point, manages rules centrally, and allows changes using existing logic. A case study shows how a bank migrated data to Hadoop in 3 weeks using these principles, lowering costs by 50% compared to traditional ETL. Looking ahead, real-time data access will become more important for businesses.
This document proposes sponsorship opportunities for Aspera at several GigaOM technology events in 2013. It outlines six industry leading events that bring together executives from various sectors to discuss emerging technologies. Sponsorship rates range from $12,000-$85,000 and include benefits like speaking opportunities, advertisements, and access to attendees. The proposed packages for Aspera include sponsoring multiple events at discounted rates, with a grand total of [AMOUNT].
IBM is helping companies leverage big data through its IBM big data platform and supercomputing capabilities. The document discusses how Vestas Wind Systems uses IBM's solution to analyze weather data and provide location site data in minutes instead of weeks from 2.8 petabytes to 24 petabytes of data. It also mentions how other customers like x+1, KTH Royal Institute of Technology, and University of Ontario-Institute of Technology are achieving growth, reducing traffic times, and improving patient outcomes respectively through big data analytics. The VP of IBM business development hopes readers will consider IBM for their big data challenges.
Logitech Accelerates Cloud Analytics Using Data Virtualization by Avinash Des...Data Con LA
Abstract:- Many firms are adopting a cloud first strategy and are migrating their on-premises technologies to the cloud. Logitech is one of them. We have adopted the AWS platform and big data on the cloud for all of their analytical needs, including Amazon Redshift and S3. In this presentation, I will present: The business rationale for migrating to the cloud. How data virtualization enables the migration. Running data virtualization itself in the cloud.
Digital Asset Management Whitepaper by KeyFruit Inc.KeyFruit Inc.
This document summarizes a whitepaper about Digital Asset Management (DAM) systems. It discusses how the amount of digital content being created is growing exponentially and outpacing storage capacity, leading to issues around content organization, access, and collaboration. DAM systems help address these issues by providing a centralized platform for ingesting, organizing, storing, retrieving, and distributing digital assets across an organization. The document then examines the DAM market and how these systems provide benefits such as improved searchability, workflow automation, and analytics to help users better manage their digital content.
The document discusses key trends driving the consolidation of processing workloads in embedded systems to make devices more secure, manageable and scalable. It describes how virtualization allows functions like security, communications, real-time processing and user interfaces to run separately on a single device. This enhances intelligence in Internet of Things applications by enabling features like remote management and analytics while improving performance, flexibility and reducing costs.
Este documento contiene un examen parcial de Word 2010 con 10 preguntas sobre cómo realizar diferentes tareas en el programa como imprimir un documento, cambiar entre mayúsculas y minúsculas, mover una tabla, e insertar un cuadro de texto. Para cada pregunta, se proporcionan los pasos a seguir para completar la tarea correspondiente. El documento incluye el nombre y la carrera de la estudiante que está tomando el examen.
O documento discute os conceitos fundamentais da programação orientada a objetos, incluindo abstração, classe, encapsulamento, herança e polimorfismo. Também aborda a persistência de dados usando Java Database Connectivity (JDBC), que fornece uma API para acessar bancos de dados relacionais.
Los eSports son competiciones de videojuegos en las que jugadores profesionales compiten entre sí en géneros como estrategia en tiempo real, disparos en primera persona y Multiplayer online battle arena. Torneos mundiales populares como League of Legends, Dota 2 y Counter-Strike son realizados anualmente y transmitidos a estadios y en línea, ofreciendo grandes premios en dinero a los ganadores. Aunque las competiciones han existido desde hace tiempo, han crecido en popularidad desde el 2000, paralelamente al desarrollo de los videojuegos y su
The document discusses the process of refining crude vegetable oil into edible oil. It describes the major steps in oil refining which are degumming, removal of free fatty acids, bleaching, and deodorization. These steps remove impurities and neutralize undesirable flavors and odors to produce a refined oil that is clear, light in color and stable for consumer use and frying. Key equipment used in an edible oil refinery include neutralizers, bleachers, deodorizers, filters, tanks, and associated pumps, pipes and boilers. The overall refining process produces an edible oil suitable for consumers while avoiding oxidation and other undesirable chemical reactions.
O documento discute a implementação de classes Data e Hora utilizando encapsulamento e modificadores de acesso na programação orientada a objetos. Inicialmente, as classes apresentam atributos públicos, permitindo alterações inválidas. Posteriormente, os atributos são declarados como privados e métodos públicos de acesso são implementados para validar as entradas. O exercício proposto é implementar as classes Hora e Data com packages e explorar diferentes modificadores de acesso.
The document summarizes a quote by Peter Drucker, who stated that a business enterprise only has two basic functions: marketing and innovation. Drucker asserted that these two functions, marketing and innovation, are what produce results for a business, while all other functions should be considered costs. The quote emphasizes that marketing and innovation are the most important aspects of a successful business.
Focusing on Safety: Safety planning in the context of same-sex domestic violenceACON
Priscilla McCorriston,
St George Domestic Violence Counselling Service
This workshop session will define and outline the importance of safety planning and demonstrate best practice to achieve better outcomes for clients experiencing same-sex domestic violence.
Rajesh Jain1, Sanjeev Davey2, Sangeeta Arya3, Anuradha Davey4, Santosh Kumar5
ABSTRACT: BACKGROUND: In India; the high rate of infant and maternal mortality, may be attributable to rising trend of GDM across Pregnant women. Therefore the study of management of GDM by existing health facilities and Community camps in government and private sector becomes crucial for managing such cases. The present study by prospective evaluation method saught to find out the management of GDM for implementing GDM screening in Kanpur.
Conclusion:Public health system role is management of GDM is more significant as compared to Community level camps. There are potential benefits of actively involving Public health facilities in GDM Management among pregnant women, which needs to be taken care by Government on priority basis.
This document discusses various topics related to engineering thermodynamics and heat transfer including Nusselt's theory of condensation, correlations for boiling and condensation, film condensation on vertical plates and radial systems, dropwise condensation, and classifications of pool boiling and flow boiling. It provides explanations, diagrams, and equations for analyzing different heat transfer processes involving phase changes.
O documento discute fundamentos da linguagem de programação Java, incluindo literais, operadores e estruturas de controle. É dividido em seções sobre literais, tipos primitivos, operadores unários, aritméticos, de comparação e atribuição.
The second grade class will take a field trip on February 6th to Center Place for Fine Arts to see a performance of "Anansi and the Tree of Life", which ties into their recent unit on folktales from different cultures. Students should bring a snack and disposable lunch, and wear their Discovery Group t-shirt with regular uniform bottoms and shoes. The bus will leave at 9:30 AM and return around 1:30 PM, and parent chaperones should arrive by 9:30 AM.
Los impuestos son un mecanismo mediante el cual el Estado redistribuye ingresos de los sectores más ricos a los más vulnerables y son un instrumento de redistribución de ingresos. El sistema tributario boliviano incluye impuestos al valor agregado, sobre las utilidades de las empresas, a la propiedad, a las transacciones, al consumo específico, a las salidas al exterior y sobre la minería y los hidrocarburos.
Recipes for Optical Effect System Design - Real-time Rendering of Physically...Silicon Studio Corporation
This document provides guidance on parameters for simulating optical effects in a physically plausible way. It discusses using parameters based on optics and photography to avoid unnatural results. Key topics covered include handling depth of field, focus breathing, variable maximum apertures of zoom lenses, and the law of reciprocity in optics. The document recommends automatically controlling parameters that vary due to lens mechanisms and selectively applying the law of reciprocity based on objectives.
éTica profesional semana uno mayo 2015.mariapuga06
Esta presentación en Power point, trata de conceptos, características y formas de proceder que debe practicar el profesional en sus sitios laborales; formas de relacionarse con el entorno que diariamente atiende. Se fundamenta sobretodo con la necesidad de mantener excelente comunicación en la que haga uso de las relaciones humanas y reconozca los valores que tiene cada profesional y que se debe respetar en el campo laboral.
Mohamed Jamal Abdul kader is an Egyptian national seeking an opportunity in accounting or IT. He has over 10 years of experience in system administration, IT support, accounting, and data entry. His skills include Windows server administration, Active Directory management, network installation and troubleshooting, accounting operations and reconciliations, and technical support. He has a B.Sc in Management Information Systems and is proficient in Arabic and English.
This document discusses the paradigm shift in data integration due to growing amounts of data from various sources. It outlines 5 principles and 5 capabilities of modern data integration, which takes processing to where the data lives, leverages multiple platforms, moves data point-to-point, manages rules centrally, and allows changes using existing logic. A case study shows how a bank migrated data to Hadoop in 3 weeks using these principles, lowering costs by 50% compared to traditional ETL. Looking ahead, real-time data access will become more important for businesses.
This document proposes sponsorship opportunities for Aspera at several GigaOM technology events in 2013. It outlines six industry leading events that bring together executives from various sectors to discuss emerging technologies. Sponsorship rates range from $12,000-$85,000 and include benefits like speaking opportunities, advertisements, and access to attendees. The proposed packages for Aspera include sponsoring multiple events at discounted rates, with a grand total of [AMOUNT].
IBM is helping companies leverage big data through its IBM big data platform and supercomputing capabilities. The document discusses how Vestas Wind Systems uses IBM's solution to analyze weather data and provide location site data in minutes instead of weeks from 2.8 petabytes to 24 petabytes of data. It also mentions how other customers like x+1, KTH Royal Institute of Technology, and University of Ontario-Institute of Technology are achieving growth, reducing traffic times, and improving patient outcomes respectively through big data analytics. The VP of IBM business development hopes readers will consider IBM for their big data challenges.
Logitech Accelerates Cloud Analytics Using Data Virtualization by Avinash Des...Data Con LA
Abstract:- Many firms are adopting a cloud first strategy and are migrating their on-premises technologies to the cloud. Logitech is one of them. We have adopted the AWS platform and big data on the cloud for all of their analytical needs, including Amazon Redshift and S3. In this presentation, I will present: The business rationale for migrating to the cloud. How data virtualization enables the migration. Running data virtualization itself in the cloud.
Digital Asset Management Whitepaper by KeyFruit Inc.KeyFruit Inc.
This document summarizes a whitepaper about Digital Asset Management (DAM) systems. It discusses how the amount of digital content being created is growing exponentially and outpacing storage capacity, leading to issues around content organization, access, and collaboration. DAM systems help address these issues by providing a centralized platform for ingesting, organizing, storing, retrieving, and distributing digital assets across an organization. The document then examines the DAM market and how these systems provide benefits such as improved searchability, workflow automation, and analytics to help users better manage their digital content.
The document discusses key trends driving the consolidation of processing workloads in embedded systems to make devices more secure, manageable and scalable. It describes how virtualization allows functions like security, communications, real-time processing and user interfaces to run separately on a single device. This enhances intelligence in Internet of Things applications by enabling features like remote management and analytics while improving performance, flexibility and reducing costs.
The document provides a seminar report on cloud storage. It discusses the evolution of cloud computing, cloud architecture including delivery and deployment models, and security challenges in cloud computing. Specifically, it outlines key security concerns around outsourcing data and computations to the cloud including loss of control, privacy violations, and ensuring only authorized access. The report was prepared by a student for their BTech degree and approved by their college.
This document proposes several technology industry events to be hosted by GigaOM in 2013, including Structure:Data in March, paidContent in April, Structure in June, Structure:Europe in September, Mobilize in October, and RoadMap in November. The proposal provides details on the audience sizes, topics, participants, and sponsorship opportunities for each event. Sponsorship rates range from $12,000 to $85,000 and provide benefits such as speaking opportunities, advertisements, attendee lists, and tickets.
The Evolving Role of the Data Engineer - Whitepaper | QuboleVasu S
A whitepaper about how the evolving data engineering profession helps data-driven companies work smarter and lower cloud costs with Qubole.
https://www.qubole.com/resources/white-papers/the-evolving-role-of-the-data-engineer
Digital twin technology creates a digital replica of a physical object or system that can be used to gather data, understand past and current behavior, and predict future performance. The digital twin is made possible by sensors that collect data from physical assets and IoT technology. The document discusses the history and development of digital twin technology, how it is used across various industries like manufacturing, healthcare, and aerospace to optimize operations and reduce costs, and the future potential of digital twins including using them to make decisions and interact after death.
The document discusses digital twin technology, which creates a digital replica of a physical object or system. A digital twin uses sensors on the physical system to collect and send data to the digital model. This allows insights to be gained about how to improve operations and efficiency before implementing changes in the real world. The document provides examples of digital twins being used for various applications like manufacturing, healthcare, wind farms, and Formula 1 racing. It also discusses how digital twin technology is enabled by advances in IoT, cloud computing, and data analytics.
O'Reilly ebook: Operationalizing the Data LakeVasu S
Best practices for building a cloud data lake operation—from people and tools to processes
https://www.qubole.com/resources/ebooks/ebook-operationalizing-the-data-lake
Data centers are growing to accommodate more internet-connected devices, with innovations helping achieve network coverage for billions of devices by 2020. As data centers grow, trends like software-driven infrastructure, microtechnology, and alternative energy use are making data centers more efficient by consolidating resources and reducing size. Hyperconvergence allows more efficient use of rack space by consolidating computer storage, networking, and virtualization in compact 2U systems from companies like Simplivity and Nutanix.
Big data. By now you have heard the term and it’s easy to grasp what it means as the world continues to create 2.5
quintillion bytes daily. Or, maybe not; can you fathom one quintillion bytes? I can’t. But I can relate to Vestas Wind
Systems, a leader in the development of wind energy that uses their IBM big data solution and one of the world’s
largest supercomputers to analyze weather information and provide location site data in minutes instead of weeks,
even while its wind library is increasing from 2.8 petabytes to as much as 24 petabytes of data - the equivalent of
1420 times the books in America’s Library of Congress.
In this latest POV, Accenture and Vlerick describe the Product Digitization Framework identifying, in a structured way, opportunities in four dimensions : the Composition of the product, its Connectivity, Capabilities and the User Experience it generates.
This document provides an overview of how MySQL can be used to deliver high scalability and availability while maintaining the benefits of relational data and rich queries. It discusses using Memcached APIs for NoSQL access to MySQL data, scaling MySQL with replication and sharding, and the capabilities of MySQL Cluster for auto-sharding, high availability, and online schema maintenance.
Aws keynote oil and gas calgary industry day - jon guidrozAmazon Web Services
Jon is the head of worldwide Business Development for Energy and Utilities Industries at Amazon Web Services. He presents the State of the Oil and Gas Industry, and how business, engineering, and operations support applications, are solved using the AWS Cloud.
Roman Pavlyuk, Yaroslav Ravlinko, Intellias. Enterprise IT Transformation and...IT Arena
With more than 17 years of experience in IT, Roman has outstanding expertise in top-of-the-line IT consulting and advisory practices and delivering the high-value services. He is proficient in technologies, product management and business analysis, as well as leading large scale programs for emerging and enterprise markets. Roman’s experience in driving transformation projects for US and Middle East clients is extremely valuable for Intellias in terms of reaching the company’s goal to become an advisory partner for its clients and partners. Currently, Roman is holding a VP Technology role and leads on the Technology Office organization with a focus on IT advisory and excellence.
Co-speaker – Yaroslav Ravlinko, Head of IT Advisory and DevOps Group, Technology Office at Intellias.
Yaroslav has been working in IT industry since 2008, delivering more than 50 projects in different domains across the globe. In the last few years, he’s been cooperating with high profile clients to provide guidance and support on their organizations’ journey to digital transformation. He worked with the biggest retailers in North America and tech giants such as Cisco, Dell, Suse, and Canonical. His most significant recent project is Data Science Platform (ML) developed in collaboration with Dell, Canonical, SUSE, and Intel (officially announced on February 2020). Today, he is a head of the IT Advisory Group at the Intellias Technology Office.
Speech Overview:
Why distributed SQL databases will dominate the Big Data world and how technologies like Kubernetes can help in achieving that.
Part 1: IT Organization Transformation
The main pillars of IT organization transformation;
The main trends and finding the right balance between hype and actual usefulness;
Technologies and platforms that will have the biggest impact on our lives in the future
Part 2: Big Data is dead, long live big data?
“Did Google Send the Big Data Industry on a 10-Year Head Fake?”
Spanned vs Hadoop
Spanner: Google’s Globally-Distributed Database;
Spanner and BigQuery (design and architecture);
Why distributed SQL databases will dominate the “big” data world;
So, what’s next?
Challenges and Best Practices for Storing/ Challenges and Best Practices for ...NetApp
This white paper discusses challenges with storing and archiving data in the petroleum and gas exploration industry and presents solutions from NetApp and Interica. The challenges include rapidly growing storage needs, high costs of periodically remastering tape archives due to data deterioration and system obsolescence, risks of data corruption with tape, and slow data recovery from tape. New disk-based storage technologies like data compression, deduplication, and RAID can help address these challenges by providing better data management, protection, and faster access compared to tape-based solutions. NetApp and Interica provide integrated data protection, management and archiving solutions leveraging these disk technologies.
Digital Transformation in the Manufacturing sectorArun Natarajan
Traditionally, manufacturers have been slow to adopt digital transformation, despite the sector holding great potential for digital outcomes. However, digital transformation is gaining momentum in the manufacturing sector, as seen with companies like GE aggressively pursuing digital opportunities. Digital transformation offers manufacturers possibilities to reimagine business models, recast value chains, enhance customer engagement, digitally enhance products, and optimize operations. These possibilities extend to the factory floor with Industry 4.0 initiatives. If exploited fully, digital transformation could disrupt and transform the industrial landscape.
Similar to Media And Entertainment Whitepaper 090308 (20)
Digital Transformation in the Manufacturing sector
Media And Entertainment Whitepaper 090308
1. Isilon in Production
Driving Productivity, Cost Reduction and New Opportunities in
Media and Entertainment
An Isilon® Systems Whitepaper
September, 2008
2. Contents
Introduction .................................................................................................................................................. 3
The Digital Production Pipeline..................................................................................................................... 4
Creation & Editing......................................................................................................................................... 5
Costs and Risks.......................................................................................................................................... 5
Scale‐Up Storage Limitations ................................................................................................................ 5
Accelerate Creation and Editing ............................................................................................................... 6
Increase Productivity ............................................................................................................................ 7
Cost Reduction ...................................................................................................................................... 9
Take Advantage of New Business Opportunities................................................................................ 10
Rendering, Compositing & Encoding .......................................................................................................... 10
Near‐line Storage and File Management.................................................................................................... 11
Bringing it All Together ............................................................................................................................... 12
Exponentially Increasing Business Value ................................................................................................ 13
Conclusion................................................................................................................................................... 14
ISILON SYSTEMS 2
3. Introduction
Create it. Manage it. Deliver it. It sounds simple. But within these three key media and entertainment
processes are a myriad of moving parts, immeasurable man hours, and ever increasing challenges. The
production (or post‐production) processes alone can entail hundreds of people working on thousands of
gigabytes of HD frames, composites, 3D renderings and enormous encoded files. The completed media assets
then require archiving and distribution. All of these core media processes—production, archive and play‐
out—have two key things in common: each relies heavily on the crucial element of storage and, if effectively
streamlined and accelerated, each would significantly impact business value.
This document will focus entirely on storage requirements in the media production process. Regardless of the
segment of media and entertainment—broadcasting, animation, live action films, etc.—the production
process can be further broken down into three main components:
Creation & editing
Rendering/compositing/encoding
Focus
Near‐line storage and file management
We will examine the current challenges and drawbacks of using traditional “scale‐up” storage technologies in
each of these components and how Isilon’s clustered “scale‐out” architecture can significantly increase
business value by:
Increasing productivity
Reducing costs and management overhead
Enabling new opportunities
ISILON SYSTEMS 3
4. The Digital Production Pipeline
Media and entertainment companies have experienced quantum leaps in the ability to turn out high‐quality
assets extremely quickly, achieving both economies of scale and production advancements not dreamed of
even a few years ago. However, although productions that once seemed impossible are now everyday
occurrences, the advent of next‐generation digital production processes have not come without headaches
and complications.
Digital media assets have quickly ballooned from hundreds of files consisting of just a few hundred
megabytes to thousands of files at gigabytes in size, with single projects ranging into the terabytes. There are
a variety of reasons for the explosive growth, from consumer demand, new devices and new delivery
mediums (requiring media files to exist in multiple formats), to major advances in digital filming and VFX
techniques. For the purposes of this paper, we need not examine all the various reasons for such growth.
However, it is important to understand that, considering we are only at the cusp of the digital media era,
more explosive, exponential growth is inevitable.
To accommodate growth, the traditional method has been to “simply add more space”. However, in this new
era of digital media production, it’s not that “simple”: When managing large digital media files, traditional
scale‐up storage technologies reach a point of diminishing return. Adding capacity will eventually overtax
processor and throughput power, degrading overall system performance to unacceptable levels. And
eventually, due to the fixed capacity ceiling of scale‐up storage, more space cannot be added to an existing
file system, requiring a duplicate, disconnected island of storage. Each level of growth is compounded with
another layer of complexity, requiring additional inconvenient steps and management overhead to what
once seemed like a smooth, efficient process.
As digital workflows become convoluted with layer upon layer of storage, human resources are taxed,
escalating costs. Media professionals must spend time navigating IT based tools, data sets, file systems and
volumes—rather than focusing on their creative work. A new breed of highly paid, specialized media IT
professional is needed to design and manage proper storage systems and workflows. And, as storage
complexity increases, even more resources are required to simply manage the data through the production
pipeline (known affectionately as “data wranglers”).
Therefore, the systems that enabled the initial breakthroughs in digital media have led to compound layers of
storage that escalate costs, create bottlenecks and limit the ability to take on larger, more complex projects,
rather than enable new opportunities. Storage should not add complexity and cost to digital workflows, but
instead fully support them by presenting a single file system, requiring little management and dynamically
scaling in any direction as business needs dictate.
With this in mind, let’s examine more closely the three main components of production (with an emphasis on
creation & editing) and explore the ways Isilon’s clustered storage solution can move beyond the bottlenecks
created by traditional scale‐up storage systems to increase productivity, reduce costs and enable new
opportunities.
ISILON SYSTEMS 4
5. Creation & Editing
[Note: As each media house has its own set of unique digital workflows, for the purposes of this document we
will only consider the general steps, looking at specific workflows as examples only.]
Creation & editing can be one of the most time and cost intensive functions performed in media production.
Content must first be flawlessly ingested into high‐speed storage and then accessed by nearly every member
of the editing team, necessitating clear, concise workflows and file logistics, as well as extremely high
network throughput. Errors, misdirected files and “wait time” in this portion of the production process can
quickly escalate costs and lead to missed deadlines.
Costs and Risks
Traditionally, ingest has required a completely separate, dedicated system consisting of expensive, high‐
performance storage. These proprietary storage systems usually require the use of unique file types, have
limited capacity and require specialized management. Regardless of the specific system used, the ingest
phase has been an inherent bottleneck as artists must wait until the file is completely ingested in real‐time
before beginning work.
Once ingested, there are two common methods for providing content to artists: a) use a multiple‐copy
method to distribute the project to each editing station with its own direct attached storage (DAS) or b)
provide a higher‐speed central repository that each artist can work from (NAS or SAN). When using the
multiple‐copy method, large media files continuously traverse the network—bouncing back‐and‐forth
between islands of storage. Once the editors have processed their separate copies of a project, the files must
once again be sent across the network to a separate storage device for rendering. This method requires the
time‐intensive movement of large data files, which increases exponentially as a function of the number of
copies, the size of the file and the I/O limitations of the storage devices. This time expenditure not only
results in longer production cycles for media assets, it also translates to paying expensive artists to simply
wait…
To alleviate the challenges of the multi‐copy method, a centralized storage repository may be employed.
However, if this central repository becomes overtaxed, slowing to a crawl as artists, compute stations and
backups all require access to the same system, production is again stalled. The primary issue with a
centralized storage repository is the inherent limitations of scale‐up storage technologies, namely scalability
and performance.
Scale‐up Storage Limitations
Traditional scale‐up storage architectures (DAS, NAS, SAN), are characterized by individual systems controlled
by a single head, with an inherent fixed performance and capacity ceiling. As capacity grows, performance
resources do not, becoming oversubscribed by the additional data access load and management, degrading
overall storage performance. Regarding capacity, traditional NAS technologies are capped at 16TB per file
system. At first glance this sounds rather large, but as media files continue to explode in size and number,
ISILON SYSTEMS 5
8. Time‐savings result from:
Concurrent Workflows: Isilon IQ’s architecture and resulting ultra‐high aggregate I/O allows for
concurrent workflows without performance degradation. Artists are never waiting for the storage
system to “catch‐up” while it is being accessed by other devices, as processes are no longer subject
to the I/O limitations of a single head.
Single copy and in‐place editing: Isilon is completely file agnostic, therefore, any client (e.g.
Windows®, Mac, Unix) using standard network protocols can read and write any type of file on the
Isilon cluster. And because Isilon IQ is not just an enormous single‐headed storage device, but a fully
symmetric system, multiple parties can access a single, centralized file without performance
degradation, allowing for true in‐place editing.
Ingesting directly: The unique architecture of Isilon IQ and the
OneFS operating system allow administrators to designate One company interviewed for this
“access zones” to certain I/O processes, such as ingest or paper reported, were they able to
rendering. This basically dedicates throughput and processing ingest directly to a centralized pool of
power that will not be disrupted by other processes accessing storage it would give them an extra 3
the same pool of storage. A single Isilon IQ Accelerator‐x node hours per day.
provides single‐stream throughput of 400MBs, and an
aggregate of 700MBs. When using Isilon for ingest, rather than spending hours per day copying files
to‐and‐from expensive primary storage, a single copy of the file is created just once for all purposes.
Each artist can immediately access the ingested file, without waiting for files to be copied. When
used in combination with certain third‐party workflow tools such as Sienna by Gallery, artists can
actually begin work on a file while it is still being ingested, within seconds after ingest begins, saving
innumerable hours.
Single location for all projects: Trying to locate which disk or volume the correct copy of a file
resides on is frustrating and wastes time. With a single pool of storage, files can be stored logically by
project, rather than be subject to the limits of technology, such as physical disks, volumes and LUNs.
Therefore, media professionals can focus on media creation and editing, not data management.
Performance at scale: Isilon clustered storage scales linearly and independently, depending on
specific business needs. In linear scaling, each dimension of the system—storage capacity, processing
power, memory and throughput—all scale together. This means that as the system scales, overall
performance is improved. This is accomplished through the addition of standard storage nodes.
With independent scaling, processing power, throughput and memory can scale independently of
storage and vice versa. This is accomplished by the addition of either accelerator nodes (Isilon
Accelerator‐x, built for ultra‐high performance to boost the entire cluster), or the addition of storage
expansion nodes (for systems that are more storage intensive, such as archive). The preconfigured
nodes reduce IT time used for a) determining what components need to be scaled, replaced or
upgraded, b) determining how that will affect other aspects of the system, c) reconfiguring the
various file systems, d) performing the actual hardware upgrade.
ISILON SYSTEMS 8
9. On‐the‐fly scaling: Both highly valuable media production
time and IT time are saved as Isilon cluster configurations
“Our whole production environment
can be dynamically changed on‐the‐fly, without requiring
simply wouldn’t work without the large,
a system redesign, or even a system re‐boot; all scaling
high‐performance single storage pool that
can be done while the system is online. This means that if
Isilon gives us. Without it, we would’ve
business needs change or a project exceeds original size never completed this movie.”**
estimates, precious production hours are not forfeited for
–Howard Postley, CTO‐
an upgrade. All aspects of the system scale within 60
3ality Digital Systems
seconds of powering on a new Isilon node. No other
storage architecture allows this level of dynamic,
instantaneous online scaling of a single file system.
Cost Reduction
When utilizing Isilon as the primary single pool of storage for creation & editing, numerous cost savings are
realized.
Reduce data and storage management overhead: Data
wrangler efforts in the editing process are virtually eliminated. One Isilon customer reported that
With a single pool of storage that is self‐balancing (even when their media IT headcount, supporting
new nodes are added), the need to move data from one over 140 artists, was reduced from 6
to 3 due to simplified storage
system to the other, either for load balancing or during
management and not needing data
normal production processes, is simply no longer necessary.
wranglers.
Additionally, the complication of managing multiple types and
brands of storage is eliminated.
Storage costs: The cost of storage itself is reduced and efficiency is increased, as all free space is
available for use rather than locked away in inaccessible silos. The average utilization of DAS is only
25—30% and NAS is 60%—whereas the average utilization for an Isilon cluster is 82%.
Network hardware and management costs: Without multiple copies of massive files constantly
traversing the network, network load is significantly reduced, requiring less hardware. And, front‐
end switching technologies that attempt to load balance I/O are no longer required.
[NOTE: A recent independent study by Forrester Research confirms that Isilon clustered storage provides
significant cost savings for file‐based storage over traditional technologies, providing 125% RIO with a
payback period of 5 months. See “The Total Economic Impact of Isilon’s Clustered Storage System,” found at
www.isilon.com.]
ISILON SYSTEMS 9
10.
Take Advantage of New Business Opportunities
Storage infrastructure should never be a limiting factor when considering new opportunities or building out
new media workflows. With traditional storage, the inability to quickly scale both capacity and performance
translates to saying “no” to last minute projects that would overtax current systems. It may also limit the
ability to add new product lines or utilize new breakthrough effects and techniques—such as stereo imagery.
Instead, storage should be able to flex, quickly and dynamically, as business needs dictate. The ability to add
new nodes to an existing cluster in a matter of seconds allows for true “pay‐as‐you‐grow” scalability and
flexibility. Therefore, administrators can respond to new demands for capacity or performance
instantaneously, enabling the organization to more quickly adapt to new business needs, take on new
projects and create new, groundbreaking productions otherwise impossible with traditional, difficult‐to‐scale
storage technologies.
In short, Isilon IQ’s dynamic scalability, flexibility and record setting I/O capabilities enable truly concurrent
in‐place editing of a single project file throughout the entire creation & editing process, reducing time, costs
and management overhead—enabling media companies to do more with less.
Rendering, Compositing, & Encoding
Many Isilon customers utilize Isilon IQ as a mass storage system for high‐performance computing, such as
render farms, compositing stations and encoding devices. Traditional storage architectures used for these
workflows rely on a single high‐speed head and metadata server, often separate from the rest of the storage
network. Up to a certain point, these metadata servers can be very fast, but once pressed beyond that point
performance is quickly degraded, bringing the system to a crawl. And, if the storage behind the metadata
server is not separate but shared with the editing process, not only is performance slowed, artists may be
unable to access their files as the compute nodes all attack the same data set. Automated render queues can
be employed to help with load balancing, but this leads to complex data logistics which inevitably absorb
more time.
There are a number of aspects of Isilon IQ’s clustered storage architecture that make it ideal for high‐
performance computing environments:
Dedicated throughput of 200MB/sec in every storage node and an aggregate of up to 20GB/sec.
Accelerator‐x nodes provide integration with next‐generation 10GbE networking, enabling over
700MBps of aggregate throughput per Accelerator‐x node.
ISILON SYSTEMS 10
11. The ability to scale a single‐file system, on‐the‐fly, up to 2.3PB:
a) reduces the chance of an incomplete write, b) ensures no One Isilon customer reports that they
single project has to be divided among volumes and c) ensures have over 1,000 render nodes hitting
the same dataset at the same time
current processes can continue uninterrupted while the system
without performance degradation
is scaled.
and their render processes are now
over 100% faster.
With linear scaling, performance is increased as capacity is
added.
Built‐in redundancy protection ensures that if a drive or an entire node fails during a render or
compositing process, the process can continue as scheduled. With Isilon’s N+4 protection, up to four
entire nodes can fail without losing access to data or disrupting a read or write process.
Therefore, with Isilon clustered storage:
Rendering/compositing/encoding jobs no longer need to be scheduled and queued based on storage
limitations.
Artists do not need to wait for one job to complete before another can begin. Nor do they need to
determine what volume or drive a particular file resides on or where it should be written.
Data wranglers are no longer needed to manually move files and processes from over‐taxed drives.
No downtime is required when more space is added.
And most importantly, heavy workloads with concurrent access patterns will not degrade the
performance of an Isilon IQ cluster.
Near‐line Storage and File Management
Often, the same system that is used for rendering, compositing or encoding is used for storage of the
completed project—awaiting either distribution to an archive/play‐out server or to a film‐out device. Or, if
many projects are being completed at the same time, another near‐line storage system may be required to
offload the completed files. In both instances, traditional storage systems have inherent bottlenecks that
hinder the process and create unnecessary management headaches.
One of the primary bottlenecks when utilizing the same storage device for both high‐performance computing
needs (such as rendering) and near‐line storage is concurrent access. While the compute nodes either pull
data from the server into local RAM, or write it back, other processes suffer, including providing access to
completed projects. If a separate server is used to offload the completed projects, the same bottleneck
occurs, just earlier in the process.
Similarly, when using the same storage device for both high‐performance computing and near‐line storage
there is a large divergence in access patterns. Traditional storage can be physically and logically tuned for
ISILON SYSTEMS 11
12. various data access patterns, but once tuned, it is efficient at one type and inefficient at another. Therefore,
near‐line storage is often moved to a separate device built specifically for short‐term storage of large files.
Again, creating drag as additional servers means additional data moves, as well as more volumes, LUNs and
file systems, all of which add complexity and management overhead.
Whether near‐line storage is shared with the rendering/compositing/encoding processes or not, the system
must be able to handle large amounts of data with ultra‐high availability, reliability and clear disaster
recovery mechanisms. The cost of achieving the kind of protection required with traditional storage systems
can be astronomical.
Isilon IQ breaks these bottlenecks by providing:
1. A truly‐symmetric clustered file system: A single, seamlessly expanding shared pool of storage to
hold all projects.
2. Up to 20GB/sec throughput: Enough bandwidth to avoid degradation during concurrent reads and
writes.
3. Access zones: Administrators can carve out virtual portions of the cluster for specific access patterns,
yet still utilize the same file system and data set.
4. Industry leading data protection: Unmatched availability and reliability with no single point of failure
and multiple layers of hardware and software protection. Additional technologies are available for
ultra‐fast backup and disaster recovery over LAN or WAN.
5. Low cost: Isilon clustered storage costs approximately 1/3 of traditional storage technologies.
As an Isilon cluster can start with a minimum 3‐node configuration of 6TB and scale to as large as 2.3PB (with
a 96 node Isilon IQ 12000), some customers first introduce Isilon as a near‐line storage device, designed to
hold completed projects awaiting distribution or film‐out. However, Isilon is usually used for near‐line storage
by default in conjunction with rendering/compositing/encoding functions, as it is a natural fit and no other
storage is required for completed projects.
Bringing it All Together
To improve productivity and reduce costs, Isilon’s clustered storage systems can be implemented anywhere
within the production process: as a point solution, or for a particular high‐intensity sub‐process such as
rendering. However, once the benefits of performance, scalability, data protection and ease of management
are realized, customers quickly identify other areas where Isilon can be leveraged. As more aspects of the
production process are moved to Isilon clustered storage, business value begins to multiply across the
production cycle.
ISILON SYSTEMS 12
13. The very architecture that makes Isilon IQ a perfect fit for creation
& editing, rendering/compositing/ encoding and near‐line storage, “We approached Isilon and initially
makes it ideal to handle all of those functions simultaneously purchased a mid‐sized Isilon IQ 6000i 20
terabyte cluster. Then we began adding
without degradation. The primary reason a media organization
more and more storage along with
would not utilize the same storage for the entire production
capacity and throughput. Today Isilon
process is that traditional NAS and SAN solutions simply cannot
manages 250 terabytes of Turner Studios’
handle that level of concurrent processing (leading to over‐taxed post‐production data.”*
systems, hours of waiting and possible data/frame loss). Isilon IQ
–Ken Brady, Director of Technical
can.
Operations and Digital Media,
Turner Broadcasting System, Inc.
Another reason an organization may not desire a single storage
system is data protection—not wanting all data housed on a single
system. Isilon emphatically answers the data protection issue with multiple layers of fault tolerance, no single
point of failure, flexible N+4 protection that can handle an unprecedented 4 node failure without
interruption, automatic preemptive warning and off‐loading of files from at‐risk disks, the shortest rebuild
times in the industry and multiple backup options including ultra high‐speed offsite backup using Aspera for
Isilon. When carefully analyzed, a single Isilon cluster provides better business continuity and a much higher
level of protection than multiple, individual storage systems, and is much simpler to manage.
Exponentially Increasing Business Value
If we consider a point solution (such as ingest) as a single dimension of the production process, then an entire
sub‐component (such as creation & editing) is a second dimension, and the entire media production process
(the culmination of all components within production) is a third dimension. With each new dimension taken
on by the Isilon system, the productivity, cost savings and ability to leverage new opportunities increases
exponentially.
Therefore, using a single pool of Isilon clustered storage for all aspects of media production multiplies
productivity, cost savings and new opportunities across the entire production pipeline.
Image and audio capture can be ingested directly to the very same system that is used for editing,
without dropping frames.
Editing can start immediately after ingest begins.
ISILON SYSTEMS 13
14. Rendering and compositing can take place while artists are
working on files without degradation, and the completed
One Isilon customer reported being
files can be stored on the very same system.
able to produce 4 times as many HD
Copies of files are not continually traversing the network. shots per week by using Isilon as the
primary storage system for all
Constantly balancing data across multiple file systems is not
aspects of production.
required.
There is only one single file system to manage for the entire
production process.
Work is not stopped when more capacity or processing power is required.
When Isilon clustered storage is used as the central repository for the entire production process, storage is
no longer the bottleneck that limits the ability to take on larger, more complex projects, but instead once
again enables breakthroughs and new opportunities by accelerating processes, improving productivity and
reducing costs and complexity.
Conclusion
The fully symmetric clustered architecture of Isilon IQ provides an extremely scalable, low‐overhead solution
with up to 2.3PB of storage and up to 20GB/sec of aggregate throughput, allowing media and entertainment
companies to accelerate any portion of the media production process. When used as a central storage
repository for every aspect of production, a synergy is created that multiplies benefits across the entire
production process:
Maximizing productivity
Minimizing costs
Enabling the ability to take on new opportunities
Throughout the entire production pipeline, production cycles are shortened allowing for the completion of
more projects in less time, artists are not paid to wait around for files to be copied, the cost of storage and
the associated management overhead is reduced, network load is reduced, storage can be easily increased in
a pay‐as‐you‐grow fashion and new opportunities that previously may not have been possible can now be
easily taken on.
Finally, although the topic of another whitepaper, Isilon IQ is able to take on the next dimension of media
storage by providing a single pool of storage for all media and entertainment processes from production to
archive to play‐out, at which point the benefits are once again exponentially increased.
*See Turner Broadcasting System case study at www.isilon.com
**See 3ality Digital Systems case study at www.isilon.com
ISILON SYSTEMS 14