The document discusses bare metal servers as a viable cloud option. It provides an overview of a webcast on bare metal servers presented by Forrester Research and Internap. The webcast speakers discuss how bare metal servers provide dedicated server performance with cloud scalability. They note bare metal servers offer superior price performance for data-intensive workloads compared to virtual public clouds. The document also summarizes the Forrester Research presentation which analyzed evolving infrastructure architecture models and options, including locality and network gravity, software-defined architectures, technology convergence, and performance flexibility.
Harnessing the virtual realm for successful real world artificial intelligenceAlison B. Lowndes
Artificial Intelligence is impacting all areas of society, from healthcare and transportation to smart cities and energy. How NVIDIA invests both in internal pure research and accelerated computation to enable its diverse customer base, across gaming & extended reality, graphics, AI, robotics, simulation, high performance scientific computing, healthcare & more. You will be introduced to the GPU computing platform & shown real world successfully deployed applications as well as a glimpse into the current state of the art across academia, enterprise and startups.
DUG'20: 10 - Storage Orchestration for Composable Storage ArchitecturesAndrey Kudryavtsev
RSC's BasIS storage orchestration platform addresses complications with deploying DAOS storage. It simplifies DAOS deployment by dynamically composing DAOS clusters from servers' NVMe and PMEM resources over a fabric. This composable disaggregated approach provides flexibility to use PMEM nodes for different roles like DAOS or databases. The orchestration significantly improves on DAOS by making it deployable on existing heterogeneous servers and suitable for cloud environments. Performance tests show NVMe-over-Fabric with the orchestrator achieves similar throughput to local NVMe drives.
Regarding Clouds, Mainframes, and Desktops … and LinuxRobert Sutor
In this talk, I'll focus on three areas of great opportunity as well as challenge for Linux: the accelerating market for cloud computing, Linux as a significant operating system for mainframes, and the hope for Linux on the desktop.
This document provides an overview of Nutanix's product portfolio and core technologies. It discusses the Acropolis distributed storage fabric (DSF) and its features like data locality, AI data placement, deduplication, compression, and erasure coding. It also covers the Acropolis hypervisor, Prism management platform, and basic management tasks like licensing and health checks. Resources for sizing tools, simulations, migrations, and documentation are listed.
Data Analytics Using Container Persistence Through SMACK - Manny Rodriguez-Pe...{code} by Dell EMC
New digital business models facilitated by containers require collecting and analyzing device data. Apache Mesos removes the need to build separate stacks and combines optimized application containers and data analytics into a single platform. In this session, we will explore new approaches to data analytics using REX-Ray as a container persistence tool and the SMACK stack - Spark, Mesos, Akka, Cassandra, Kafka – a set of tools for building data and messaging layers for digital engagement apps.
There's More to Docker than the Container: The Docker Platform - Kendrick Col...{code} by Dell EMC
{code} by Dell EMC has a rich history of building storage plaugins with Docker. The Docker engine is only one piece of the puzzle when it comes to solving a container-based infrastructure. The projects from Docker aim to democratize development tools, build better applications, and simplify operations. Learn about all of the different Docker projects along with {code} by Dell EMC integrations to run containers at every stage from development to production.
Cloud-Native PostgreSQL is a Kubernetes Operator for Postgres written by EDB entirely from scratch in the Go language and relying exclusively on the Kubernetes API.
This webinar covered:
- About DevOps & Cloud Native
- Overview of Cloud Native Postgres
- Storage for Postgres workloads in Kubernetes
- Start Using Cloud-Native Postgres
- Demo
Harnessing the virtual realm for successful real world artificial intelligenceAlison B. Lowndes
Artificial Intelligence is impacting all areas of society, from healthcare and transportation to smart cities and energy. How NVIDIA invests both in internal pure research and accelerated computation to enable its diverse customer base, across gaming & extended reality, graphics, AI, robotics, simulation, high performance scientific computing, healthcare & more. You will be introduced to the GPU computing platform & shown real world successfully deployed applications as well as a glimpse into the current state of the art across academia, enterprise and startups.
DUG'20: 10 - Storage Orchestration for Composable Storage ArchitecturesAndrey Kudryavtsev
RSC's BasIS storage orchestration platform addresses complications with deploying DAOS storage. It simplifies DAOS deployment by dynamically composing DAOS clusters from servers' NVMe and PMEM resources over a fabric. This composable disaggregated approach provides flexibility to use PMEM nodes for different roles like DAOS or databases. The orchestration significantly improves on DAOS by making it deployable on existing heterogeneous servers and suitable for cloud environments. Performance tests show NVMe-over-Fabric with the orchestrator achieves similar throughput to local NVMe drives.
Regarding Clouds, Mainframes, and Desktops … and LinuxRobert Sutor
In this talk, I'll focus on three areas of great opportunity as well as challenge for Linux: the accelerating market for cloud computing, Linux as a significant operating system for mainframes, and the hope for Linux on the desktop.
This document provides an overview of Nutanix's product portfolio and core technologies. It discusses the Acropolis distributed storage fabric (DSF) and its features like data locality, AI data placement, deduplication, compression, and erasure coding. It also covers the Acropolis hypervisor, Prism management platform, and basic management tasks like licensing and health checks. Resources for sizing tools, simulations, migrations, and documentation are listed.
Data Analytics Using Container Persistence Through SMACK - Manny Rodriguez-Pe...{code} by Dell EMC
New digital business models facilitated by containers require collecting and analyzing device data. Apache Mesos removes the need to build separate stacks and combines optimized application containers and data analytics into a single platform. In this session, we will explore new approaches to data analytics using REX-Ray as a container persistence tool and the SMACK stack - Spark, Mesos, Akka, Cassandra, Kafka – a set of tools for building data and messaging layers for digital engagement apps.
There's More to Docker than the Container: The Docker Platform - Kendrick Col...{code} by Dell EMC
{code} by Dell EMC has a rich history of building storage plaugins with Docker. The Docker engine is only one piece of the puzzle when it comes to solving a container-based infrastructure. The projects from Docker aim to democratize development tools, build better applications, and simplify operations. Learn about all of the different Docker projects along with {code} by Dell EMC integrations to run containers at every stage from development to production.
Cloud-Native PostgreSQL is a Kubernetes Operator for Postgres written by EDB entirely from scratch in the Go language and relying exclusively on the Kubernetes API.
This webinar covered:
- About DevOps & Cloud Native
- Overview of Cloud Native Postgres
- Storage for Postgres workloads in Kubernetes
- Start Using Cloud-Native Postgres
- Demo
Mesosphere and the Enterprise: Run Your Applications on Apache Mesos - Steve ...{code} by Dell EMC
What do Apple, ADP, Netflix, eBay, Time Warner Cable, and UC Berkley have in common? All of them use Apache Mesos! Did you know {code} by Dell EMC contributed the first storage module to Apache Mesos? This session will examine Mesos architecture and will focus on how to use frameworks such as Marathon to deploy containerized applications. See how {code} by Dell EMC is integrating REX-Ray to provide stateful application support to the most battle-tested container platform.
KubeCon 2017 - Kubernetes SIG Scheduling and Resource Management Working Grou...Jeremy Eder
This document outlines the agenda and discussion topics for the SIG Schedule + Resource Management Working Group Deep Dive meeting on December 6th. The meeting will cover graduating features to general availability, the resource API design proposal, device plugins, and dynamic resource binding. It will also include a group discussion on areas of overlap between SIGs, two-level scheduling, common pain points in resource management, and testing priority and preemption features.
Deep Dive on REX-Ray, libStorage and the Container Storage Interface - Clinto...{code} by Dell EMC
REX-Ray provides container storage orchestration and works with various container platforms and storage backends. It runs as a Docker volume plugin and uses libStorage to integrate with different storage drivers. The Container Storage Interface (CSI) aims to standardize storage integration across container orchestrators. REX-Ray plans to implement CSI to provide a universal storage interface and improve the user experience of container storage. Maintaining storage plugins is challenging, so {code} builds managed plugins to simplify integration with platforms like ScaleIO.
This presentation will dive into all the storage options available with the most popular container orchestrators such as Kubernetes, Docker, and Mesos.
An introduction to {code} by Dell EMC, our mission on containers, and our core project REX-Ray. This will give the audience an understanding of why REX-Ray is important and where you can go to learn more.
StorPool presents at Cloud Field Day - the leading technology event focused on the impact of cloud technologies on enterprise IT. During the event, the high-performance block storage specialist will showcase how its storage technology allows cloud builders to easily outperform cloud titans like AWS, Microsoft Azure and GCP.
Performance is of major importance for modern applications and workloads. No matter if you run a private cloud or deliver public cloud services for customers, you need to ensure the excellent performance for the workloads running on the cloud. Often misunderstood, storage has a direct impact not only on the reliability of cloud services, but also on the performance of the entire cloud.
https://storpool.com/news/storpool-presents-at-cloud-field-day-9
Presentation delivered at the 2017 LinuxCon China.
Build robust blockchain services (Wenjie(Jay) Xie, wutongtree.com) - Blockchain is considered as a great evolution. But the performance, maintainability, and scalability are still confusing many companies. Jay will show you how they reach high availability, scalability, and performance by using hyperledger and container to build robust blockchain services. He will also share their experience on dealing TB data in blockchain and operating a large scale of blockchain services in containers, including linking hyperledger and hbase, service warmup, and much more.
Reference architecture with MIRANTIS OPENSTACK PLATFORM.The changes that are going on in IT with disruptions from technology, business and culture and so IT to solve the issues has to change from moving from traditional models to broker provider model.
Sirish Raghuram, co-founder and CEO of Platform9, previously worked at VMware for 12 years. He discusses how OpenStack can provide benefits for VMware environments, including self-service automation, resource pooling across vCenter infrastructure, using standardized REST APIs, and managing platforms from a single pane of glass regardless of hypervisor. Key benefits include reducing configuration sprawl through templates and flavors, and relying on open-source APIs rather than proprietary technologies.
60000 TPS: How many CPUs?, Enterprise Postgres DayEDB
The document discusses testing different configurations to determine the number of CPUs required to handle 60000 transactions per second (TPS) in PostgreSQL. It outlines testing various factors like adding threads, cores, storage optimizations, query types, programming languages, and tuning parameters. The author developed a custom benchmarking tool in Go and later Rust to directly test performance when varying these conditions on Google Cloud Platform servers. Preliminary results showed storage optimizations like tmpfs provided significant gains over SSD, and that Rust outperformed the same tests written in Go.
Red Hat Storage Day Boston - Why Software-defined Storage MattersRed_Hat_Storage
Software-defined storage is an approach to data storage that uses software to control physical storage infrastructure and manages it as a unified pool of storage. This provides several advantages over traditional proprietary storage, including using standard hardware, centralized management, scale-out architectures, and open source software. Red Hat offers Red Hat Ceph Storage and Red Hat Gluster Storage, which provide software-defined storage solutions that are more flexible, cost-effective, and scalable than traditional storage appliances.
This document provides an overview of Gen-Z, a new interconnect architecture proposed to address challenges with increasing data growth, flat memory capacity, and the need for real-time data insights. Gen-Z is designed to provide high bandwidth and low latency memory semantic communications across systems. It breaks the traditional processor-memory interlock by introducing a split controller model. This allows for more flexible and composable solutions that can leverage different memory technologies. The Gen-Z Consortium is developing open standards for the architecture with the goal of enabling innovation through an open and non-proprietary approach.
Riding the Second Wave: Open Source for Relational Databases, Enterprise Post...EDB
The document discusses the transition to more complex systems going open source, known as the "second wave". It highlights how automation and DevOps allows replaceable first wave technologies to support more complex second wave systems. The talk focuses on how PostgreSQL remains relevant for data processing needs and how EnterpriseDB supports PostgreSQL for DevOps, continuous integration/delivery, containerization, and new features like pluggable storage engines and sharding.
- POWER9 delivers 2x the compute resources per socket through new cores optimized for stronger thread performance and efficiency.
- It features direct memory attach with up to 8 DDR4 ports and buffered memory with 8 channels for scale-out and scale-up configurations.
- The processor provides leadership hardware acceleration through enhanced on-chip acceleration, NVLink 2.0, CAPI 2.0, and a new open CAPI interface using 25G signaling for high bandwidth and low latency attachment of accelerators.
Enabling Fast IT using Containers, Microservices and DevOps ModelCisco DevNet
This document discusses enabling fast IT using containers, microservices, and DevOps models. It provides an overview of containers and their ecosystem, use cases, and adoption trends. It then describes Contiv, an open source project that provides policy-based networking and storage for containerized applications. It discusses challenges around fast IT adoption and different consumption models. Finally, it concludes that containers will disrupt traditional virtualization and that Contiv provides tools to maintain policies in container infrastructure while embracing fast IT.
A session in the DevNet Zone at Cisco Live, Berlin. Big data and the Internet of Things (IoT) are two of the hottest categories in information technology today, yet there are significant challenges when trying to create an end-to-end solution. The worlds of "IT" and “IoT" differ in terms of programming interfaces, protocols, security frameworks, and application lifecycle management. In this talk we will describe proven ways to overcome challenges when deploying a complete “device to datacenter” system, including how to stream IoT telemetry into big data repositories; how to perform real-time analytics on machine data; and how to close the loop with reliable, secure command and control back out to remote control systems and other devices.
Leading an Open Source community at a large Enterprise - Jonas Rosland - Open...{code} by Dell EMC
Creating an open source initiative at a large enterprise such as Dell EMC comes with both challenges and rewards. Making sure your community is engaged and your projects thrive takes time and effort. In this session, Jonas Rosland, Open Source Community Manager at {code} by Dell EMC shares experiences, failures, and gives a glimpse into how large enterprises can embrace and lead open source communities successfully.
Kanister is an open source framework for application-level data management in Kubernetes. It allows developers to define data operations for applications through Blueprint definitions. These Blueprints capture tasks like backup and restore. Kanister then executes those tasks across Kubernetes using CustomResourceDefinitions and tools. It provides a way to perform complex data operations for stateful applications from the Kubernetes layer regardless of the underlying application architecture.
Dror Goldenberg from Mellanox presented this deck at the HPC Advisory Council Switzerland Conference.
“High performance computing has begun scaling beyond Petaflop performance towards the Exaflop mark. One of the major concerns throughout the development toward such performance capability is scalability – at the component level, system level, middleware and the application level. A Co-Design approach between the development of the software libraries and the underlying hardware can help to overcome those scalability issues and to enable a more efficient design approach towards the Exascale goal.”
Watch the video presentation: http://wp.me/p3RLHQ-f7s
See more talks in the Swiss Conference Video Gallery:
http://insidehpc.com/2016-swiss-hpc-conference/
Sign up for our insideHPC Newsletter:
http://insidehpc.com/newsletter
Considering bare metal as a viable cloud optionInternap
Bare metal servers provide higher performance than virtual servers by avoiding hypervisor overhead and directly utilizing server hardware. This allows bare metal servers to achieve higher IOPS, throughput, network speeds, and CPU and disk performance. Bare metal servers also offer more consistent performance compared to nominal specifications for virtual servers. Customers can provision bare metal servers on demand via APIs or a web portal for flexibility and automation similar to a cloud environment.
Real-time Big Data Analytics in the IBM SoftLayer Cloud with VoltDBVoltDB
Real-time analytics on streaming data is a strategic activity. Enterprises that can tap streaming data to uncover insights and take action faster than their competition gain business advantage. Join John Hugg, Founding Engineer, VoltDB and Pethuru Raj Chelliah and Skylab Vanga, Infrastructure Architect and Specialists, IBM SoftLayer to learn how VoltDB enables high performance and real-time big data analytics in the IBM SoftLayer cloud.
Mesosphere and the Enterprise: Run Your Applications on Apache Mesos - Steve ...{code} by Dell EMC
What do Apple, ADP, Netflix, eBay, Time Warner Cable, and UC Berkley have in common? All of them use Apache Mesos! Did you know {code} by Dell EMC contributed the first storage module to Apache Mesos? This session will examine Mesos architecture and will focus on how to use frameworks such as Marathon to deploy containerized applications. See how {code} by Dell EMC is integrating REX-Ray to provide stateful application support to the most battle-tested container platform.
KubeCon 2017 - Kubernetes SIG Scheduling and Resource Management Working Grou...Jeremy Eder
This document outlines the agenda and discussion topics for the SIG Schedule + Resource Management Working Group Deep Dive meeting on December 6th. The meeting will cover graduating features to general availability, the resource API design proposal, device plugins, and dynamic resource binding. It will also include a group discussion on areas of overlap between SIGs, two-level scheduling, common pain points in resource management, and testing priority and preemption features.
Deep Dive on REX-Ray, libStorage and the Container Storage Interface - Clinto...{code} by Dell EMC
REX-Ray provides container storage orchestration and works with various container platforms and storage backends. It runs as a Docker volume plugin and uses libStorage to integrate with different storage drivers. The Container Storage Interface (CSI) aims to standardize storage integration across container orchestrators. REX-Ray plans to implement CSI to provide a universal storage interface and improve the user experience of container storage. Maintaining storage plugins is challenging, so {code} builds managed plugins to simplify integration with platforms like ScaleIO.
This presentation will dive into all the storage options available with the most popular container orchestrators such as Kubernetes, Docker, and Mesos.
An introduction to {code} by Dell EMC, our mission on containers, and our core project REX-Ray. This will give the audience an understanding of why REX-Ray is important and where you can go to learn more.
StorPool presents at Cloud Field Day - the leading technology event focused on the impact of cloud technologies on enterprise IT. During the event, the high-performance block storage specialist will showcase how its storage technology allows cloud builders to easily outperform cloud titans like AWS, Microsoft Azure and GCP.
Performance is of major importance for modern applications and workloads. No matter if you run a private cloud or deliver public cloud services for customers, you need to ensure the excellent performance for the workloads running on the cloud. Often misunderstood, storage has a direct impact not only on the reliability of cloud services, but also on the performance of the entire cloud.
https://storpool.com/news/storpool-presents-at-cloud-field-day-9
Presentation delivered at the 2017 LinuxCon China.
Build robust blockchain services (Wenjie(Jay) Xie, wutongtree.com) - Blockchain is considered as a great evolution. But the performance, maintainability, and scalability are still confusing many companies. Jay will show you how they reach high availability, scalability, and performance by using hyperledger and container to build robust blockchain services. He will also share their experience on dealing TB data in blockchain and operating a large scale of blockchain services in containers, including linking hyperledger and hbase, service warmup, and much more.
Reference architecture with MIRANTIS OPENSTACK PLATFORM.The changes that are going on in IT with disruptions from technology, business and culture and so IT to solve the issues has to change from moving from traditional models to broker provider model.
Sirish Raghuram, co-founder and CEO of Platform9, previously worked at VMware for 12 years. He discusses how OpenStack can provide benefits for VMware environments, including self-service automation, resource pooling across vCenter infrastructure, using standardized REST APIs, and managing platforms from a single pane of glass regardless of hypervisor. Key benefits include reducing configuration sprawl through templates and flavors, and relying on open-source APIs rather than proprietary technologies.
60000 TPS: How many CPUs?, Enterprise Postgres DayEDB
The document discusses testing different configurations to determine the number of CPUs required to handle 60000 transactions per second (TPS) in PostgreSQL. It outlines testing various factors like adding threads, cores, storage optimizations, query types, programming languages, and tuning parameters. The author developed a custom benchmarking tool in Go and later Rust to directly test performance when varying these conditions on Google Cloud Platform servers. Preliminary results showed storage optimizations like tmpfs provided significant gains over SSD, and that Rust outperformed the same tests written in Go.
Red Hat Storage Day Boston - Why Software-defined Storage MattersRed_Hat_Storage
Software-defined storage is an approach to data storage that uses software to control physical storage infrastructure and manages it as a unified pool of storage. This provides several advantages over traditional proprietary storage, including using standard hardware, centralized management, scale-out architectures, and open source software. Red Hat offers Red Hat Ceph Storage and Red Hat Gluster Storage, which provide software-defined storage solutions that are more flexible, cost-effective, and scalable than traditional storage appliances.
This document provides an overview of Gen-Z, a new interconnect architecture proposed to address challenges with increasing data growth, flat memory capacity, and the need for real-time data insights. Gen-Z is designed to provide high bandwidth and low latency memory semantic communications across systems. It breaks the traditional processor-memory interlock by introducing a split controller model. This allows for more flexible and composable solutions that can leverage different memory technologies. The Gen-Z Consortium is developing open standards for the architecture with the goal of enabling innovation through an open and non-proprietary approach.
Riding the Second Wave: Open Source for Relational Databases, Enterprise Post...EDB
The document discusses the transition to more complex systems going open source, known as the "second wave". It highlights how automation and DevOps allows replaceable first wave technologies to support more complex second wave systems. The talk focuses on how PostgreSQL remains relevant for data processing needs and how EnterpriseDB supports PostgreSQL for DevOps, continuous integration/delivery, containerization, and new features like pluggable storage engines and sharding.
- POWER9 delivers 2x the compute resources per socket through new cores optimized for stronger thread performance and efficiency.
- It features direct memory attach with up to 8 DDR4 ports and buffered memory with 8 channels for scale-out and scale-up configurations.
- The processor provides leadership hardware acceleration through enhanced on-chip acceleration, NVLink 2.0, CAPI 2.0, and a new open CAPI interface using 25G signaling for high bandwidth and low latency attachment of accelerators.
Enabling Fast IT using Containers, Microservices and DevOps ModelCisco DevNet
This document discusses enabling fast IT using containers, microservices, and DevOps models. It provides an overview of containers and their ecosystem, use cases, and adoption trends. It then describes Contiv, an open source project that provides policy-based networking and storage for containerized applications. It discusses challenges around fast IT adoption and different consumption models. Finally, it concludes that containers will disrupt traditional virtualization and that Contiv provides tools to maintain policies in container infrastructure while embracing fast IT.
A session in the DevNet Zone at Cisco Live, Berlin. Big data and the Internet of Things (IoT) are two of the hottest categories in information technology today, yet there are significant challenges when trying to create an end-to-end solution. The worlds of "IT" and “IoT" differ in terms of programming interfaces, protocols, security frameworks, and application lifecycle management. In this talk we will describe proven ways to overcome challenges when deploying a complete “device to datacenter” system, including how to stream IoT telemetry into big data repositories; how to perform real-time analytics on machine data; and how to close the loop with reliable, secure command and control back out to remote control systems and other devices.
Leading an Open Source community at a large Enterprise - Jonas Rosland - Open...{code} by Dell EMC
Creating an open source initiative at a large enterprise such as Dell EMC comes with both challenges and rewards. Making sure your community is engaged and your projects thrive takes time and effort. In this session, Jonas Rosland, Open Source Community Manager at {code} by Dell EMC shares experiences, failures, and gives a glimpse into how large enterprises can embrace and lead open source communities successfully.
Kanister is an open source framework for application-level data management in Kubernetes. It allows developers to define data operations for applications through Blueprint definitions. These Blueprints capture tasks like backup and restore. Kanister then executes those tasks across Kubernetes using CustomResourceDefinitions and tools. It provides a way to perform complex data operations for stateful applications from the Kubernetes layer regardless of the underlying application architecture.
Dror Goldenberg from Mellanox presented this deck at the HPC Advisory Council Switzerland Conference.
“High performance computing has begun scaling beyond Petaflop performance towards the Exaflop mark. One of the major concerns throughout the development toward such performance capability is scalability – at the component level, system level, middleware and the application level. A Co-Design approach between the development of the software libraries and the underlying hardware can help to overcome those scalability issues and to enable a more efficient design approach towards the Exascale goal.”
Watch the video presentation: http://wp.me/p3RLHQ-f7s
See more talks in the Swiss Conference Video Gallery:
http://insidehpc.com/2016-swiss-hpc-conference/
Sign up for our insideHPC Newsletter:
http://insidehpc.com/newsletter
Considering bare metal as a viable cloud optionInternap
Bare metal servers provide higher performance than virtual servers by avoiding hypervisor overhead and directly utilizing server hardware. This allows bare metal servers to achieve higher IOPS, throughput, network speeds, and CPU and disk performance. Bare metal servers also offer more consistent performance compared to nominal specifications for virtual servers. Customers can provision bare metal servers on demand via APIs or a web portal for flexibility and automation similar to a cloud environment.
Real-time Big Data Analytics in the IBM SoftLayer Cloud with VoltDBVoltDB
Real-time analytics on streaming data is a strategic activity. Enterprises that can tap streaming data to uncover insights and take action faster than their competition gain business advantage. Join John Hugg, Founding Engineer, VoltDB and Pethuru Raj Chelliah and Skylab Vanga, Infrastructure Architect and Specialists, IBM SoftLayer to learn how VoltDB enables high performance and real-time big data analytics in the IBM SoftLayer cloud.
Horses for Courses: Database RoundtableEric Kavanagh
The blessing and curse of today's database market? So many choices! While relational databases still dominate the day-to-day business, a host of alternatives has evolved around very specific use cases: graph, document, NoSQL, hybrid (HTAP), column store, the list goes on. And the database tools market is teeming with activity as well. Register for this special Research Webcast to hear Dr. Robin Bloor share his early findings about the evolving database market. He'll be joined by Steve Sarsfield of HPE Vertica, and Robert Reeves of Datical in a roundtable discussion with Bloor Group CEO Eric Kavanagh. Send any questions to info@insideanalysis.com, or tweet with #DBSurvival.
AWS May Webinar Series - Industry Trends and Best Practices for Cloud AdoptionAmazon Web Services
If you are interested to know more about AWS Chicago Summit, please use the following to register: http://amzn.to/1RooPPL
Forrester estimates that cloud adoption will soar 91% from $100 billion to $191 billion in 5 years. The next phase of cloud adoption will feature more diverse workloads, more applications that bridge public clouds and private data centers, and a greater emphasis on cost efficiency. In this webinar, we’ll discuss the impact of cloud adoption on the industry and on your business, including realignment of tech budgeting and applications, retooled staffing to enhance the skill sets of your internal teams, and the role of specialist firms in accelerating your progress. Join Vikram Garlapati, Manager of Solutions Architect, AWS, Forrester Vice President and Principal Analyst John Rymer, along with Amit Khanna, VP of Cloud Services at Virtusa, to gain insight into the state of cloud adoption and to learn the lessons and best practices gained from multiple engagements that helped customers transform their application landscapes. Learning objectives: 1) Understand overall trends in cloud adoption 2) Learn best practices for migrating diverse workloads – to take full advantage of cloud services
In this presentation, we show how Data Reply helped an Austrian fintech customer to overcome previous performance limitations in their data analytics landscape, leverage real-time pipelines, break down monoliths, and foster a self-service data culture to enable new event-driven and business-critical use cases.
Cover Your Apps! Surviving in the Age of the Hyperscale Public CloudsZenoss
Join guest Forrester Research Analyst Dave Bartoletti, and Zenoss Alliance Strategist Kent Erickson as they discuss the age of hybrid IT, what it means for your IT organization, and how you can build an Intelligent Data Center on top of and despite the major players.
The Bright Ops Future - Reinventing Operations in the Age of Cloud-Native ITVMware Tanzu
In the whirlwind of digital business where web, mobile and now line-of-business app growth is exploding across every industry, how should operations teams respond? Do you add more people, automate what your experts already do, or is there another way?
Join guest speaker Forrester Principal Analyst Dave Bartoletti and John Allwright from Pivotal for an interactive discussion of how leading companies have successfully transformed their operations functions to accelerate digital transformation.
They will share data and research on how operations teams are moving from being cost centers to the engine powering modern app development -- and how modern apps delivers value to the business beyond infrastructure efficiency.
Presenters: Guest Speaker Dave Bartoletti, Forrester Principal Analyst and John Allwright, Pivotal
Webinar - Delivering Enhanced Message Processing at Scale With an Always-on D...DataStax
The document discusses Surescripts' implementation of DataStax Enterprise (DSE) to power its cloud applications. Surescripts processes millions of healthcare messages daily and needed a scalable data platform. It transitioned from Oracle to DSE for its persistent tier to gain horizontal scalability and high availability. Initial results have shown improved performance and efficiency over Oracle. Surescripts aims to create logical data centers spanning physical sites using DSE replication to enhance reliability.
The Three Stages of Cloud Adoption - RightScale Compute 2013RightScale
Speaker: James Staten - VP and Principal Analyst, Forrester Research
As a RightScale user you are clearly a leading adopter of cloud computing, but have you matured your use of the cloud to the point that you are fully exploiting the advantages it provides? Most cloud users aren’t. In this session, Forrester Research VP and Principal Analyst James Staten will help you understand how to move from a cloud user to an optimizer to a profit maker as you progress your understanding of cloud economics and evolve your application design and deployment practices.
There are 250 Database products, are you running the right one?Aerospike, Inc.
This webinar discusses choosing the right database for organizations. It will cover industry trends driving data and database evolution, real-world use cases where speed and scale are important, and an architecture overview. Speakers from Forrester and Aerospike will discuss how new applications are challenging traditional databases and how Aerospike's in-memory database provides extremely high performance for large-scale, data-intensive workloads. The agenda includes an industry overview, tips for choosing a database, how data has evolved, examples where low latency is critical, and a question and answer session.
Exponential-e | Cloud Revolution Seminar at the Ritz, 20th November 2014Exponential_e
Can we spend less on IT, work less, but accomplish more?
Join us at The Ritz to discover how Exponential-e’s innovative hybrid services combine the best of traditional IT competencies, with world leading connectivity, Cloud and communication services - and make the impossible, possible.
Our CEO, Lee Wade, will be amongst a selection of key speakers, who will share their views on how innovations in Cloud services can be combined with advanced networking technology and service provider experience to deliver the real benefits businesses have been seeking.
We'll seek to explain how you can spend less on IT, work less and still accomplish more. We'll demonstrate why your Cloud is only as good as your network, and how you can transition to the Cloud efficiently and securely.
Seems too good to be true? Come and see for yourself.
View our Cloud video and more on YouTube: https://www.youtube.com/user/Exponentialltd
Replatform your Teradata to a Next-Gen Cloud Data Platform in Weeks, Not YearsVMware Tanzu
This document discusses Datometry, a virtualization platform that allows enterprises to replatform their legacy data warehousing workloads to the cloud at a fraction of the typical cost, time, and risk of conventional replatforming methods. It notes that Datometry keeps existing applications and logic, allowing businesses to move rapidly to the cloud while preserving years of infrastructure investment. Charts show that Datometry reduces both the upfront switching costs and ongoing annual costs of replatforming projects compared to conventional approaches. The document promotes Datometry as a way to redefine the economics of modernizing data management applications and proprietary systems like Teradata.
Pivotal - Advanced Analytics for Telecommunications Hortonworks
Innovative mobile operators need to mine the vast troves of unstructured data now available to them to help develop compelling customer experiences and uncover new revenue opportunities. In this webinar, you’ll learn how HDB’s in-database analytics enable advanced use cases in network operations, customer care, and marketing for better customer experience. Join us, and get started on your advanced analytics journey today!
Customers and employees complaining about poor network performance or application delays? Want to put an end to the whining? Learn how combining visibility with WAN optimization delivers optimal performance for customers and employees regardless of location by watching this webinar from Riverbed. http://rvbd.ly/1OVbaQw
The document discusses the emergence of cloud computing and HP's role in pioneering cloud computing technologies and services. It provides an overview of cloud computing concepts, HP's flexible computing services, and the open cloud computing research testbed being developed by HP, Intel, and Yahoo to advance cloud computing research. The testbed will provide a large-scale, global platform for researchers to experiment with data center management and cloud services technologies.
Insights into Real-world Data Management ChallengesDataWorks Summit
Oracle began with the belief that the foundation of IT was managing information. The Oracle Cloud Platform for Big Data is a natural extension of our belief in the power of data. Oracle’s Integrated Cloud is one cloud for the entire business, meeting everyone’s needs. It’s about Connecting people to information through tools which help you combine and aggregate data from any source.
This session will explore how organizations can transition to the cloud by delivering fully managed and elastic Hadoop and Real-time Streaming cloud services to built robust offerings that provide measurable value to the business. We will explore key data management trends and dive deeper into pain points we are hearing about from our customer base.
Carrenza event - deliver without sacrifice. Are you in control of your cloud?Carrenza
Presentation by Josh Atwell, Developer Advocate at NetApp.
These were Josh Atwell's slides presented at the Carrenza 'Are you in control of your cloud' event, hosted in partnership with NetApp in London on the 14th March 2017.
Abstract from Josh Atwell's presentation:
Josh will explore how next generation infrastructure and cloud offerings are enabling organizations to deliver without sacrifice and maintaining control. He will discuss how to address the new code-first consumption models, and how API-driven infrastructure can enable this model to deliver far-reaching benefits in your initiatives.
"We can all agree that streaming is super cool. And for a while now, the adoption conversation has been largely led with an all-in mentality. But that’s silly. The only concerns end users have are:
-The freshness of their data
-Latency they require to meet their SLAs from source to consumption
-All while maintaining data quality and governance.
Luckily, the industry has realized this and we have seen a shift of streaming capabilities surfacing as an in-database technology, via objects as trivial to analytics engineers as views - materialized that is. With this convergence of streaming capabilities and batch level accessibility, this is when ELT tools like dbt can join in and expand out the adoption story.
dbt is the T in ELT, Extract Load and Transform. In dbt, analytics engineers design models - SQL (and occasional python) statements that encapsulate business logic. At runtime, dbt will wrap that logic in a DDL statement and send it over to the data platform to execute.
In this session, we’ll discuss how we see streaming at dbt Labs. We will dive into how we are extending dbt to support low-latency scenarios and the recent additions we have made to make batch and streaming allies in a DAG rather than archenemies."
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024Neo4j
Neha Bajwa, Vice President of Product Marketing, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...Neo4j
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
“An Outlook of the Ongoing and Future Relationship between Blockchain Technologies and Process-aware Information Systems.” Invited talk at the joint workshop on Blockchain for Information Systems (BC4IS) and Blockchain for Trusted Data Sharing (B4TDS), co-located with with the 36th International Conference on Advanced Information Systems Engineering (CAiSE), 3 June 2024, Limassol, Cyprus.
Threats to mobile devices are more prevalent and increasing in scope and complexity. Users of mobile devices desire to take full advantage of the features
available on those devices, but many of the features provide convenience and capability but sacrifice security. This best practices guide outlines steps the users can take to better protect personal devices and information.
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?Speck&Tech
ABSTRACT: A prima vista, un mattoncino Lego e la backdoor XZ potrebbero avere in comune il fatto di essere entrambi blocchi di costruzione, o dipendenze di progetti creativi e software. La realtà è che un mattoncino Lego e il caso della backdoor XZ hanno molto di più di tutto ciò in comune.
Partecipate alla presentazione per immergervi in una storia di interoperabilità, standard e formati aperti, per poi discutere del ruolo importante che i contributori hanno in una comunità open source sostenibile.
BIO: Sostenitrice del software libero e dei formati standard e aperti. È stata un membro attivo dei progetti Fedora e openSUSE e ha co-fondato l'Associazione LibreItalia dove è stata coinvolta in diversi eventi, migrazioni e formazione relativi a LibreOffice. In precedenza ha lavorato a migrazioni e corsi di formazione su LibreOffice per diverse amministrazioni pubbliche e privati. Da gennaio 2020 lavora in SUSE come Software Release Engineer per Uyuni e SUSE Manager e quando non segue la sua passione per i computer e per Geeko coltiva la sua curiosità per l'astronomia (da cui deriva il suo nickname deneb_alpha).
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!SOFTTECHHUB
As the digital landscape continually evolves, operating systems play a critical role in shaping user experiences and productivity. The launch of Nitrux Linux 3.5.0 marks a significant milestone, offering a robust alternative to traditional systems such as Windows 11. This article delves into the essence of Nitrux Linux 3.5.0, exploring its unique features, advantages, and how it stands as a compelling choice for both casual users and tech enthusiasts.
AI 101: An Introduction to the Basics and Impact of Artificial IntelligenceIndexBug
Imagine a world where machines not only perform tasks but also learn, adapt, and make decisions. This is the promise of Artificial Intelligence (AI), a technology that's not just enhancing our lives but revolutionizing entire industries.
Building Production Ready Search Pipelines with Spark and MilvusZilliz
Spark is the widely used ETL tool for processing, indexing and ingesting data to serving stack for search. Milvus is the production-ready open-source vector database. In this talk we will show how to use Spark to process unstructured data to extract vector representations, and push the vectors to Milvus vector database for search serving.
Communications Mining Series - Zero to Hero - Session 1DianaGray10
This session provides introduction to UiPath Communication Mining, importance and platform overview. You will acquire a good understand of the phases in Communication Mining as we go over the platform with you. Topics covered:
• Communication Mining Overview
• Why is it important?
• How can it help today’s business and the benefits
• Phases in Communication Mining
• Demo on Platform overview
• Q/A
Full-RAG: A modern architecture for hyper-personalizationZilliz
Mike Del Balso, CEO & Co-Founder at Tecton, presents "Full RAG," a novel approach to AI recommendation systems, aiming to push beyond the limitations of traditional models through a deep integration of contextual insights and real-time data, leveraging the Retrieval-Augmented Generation architecture. This talk will outline Full RAG's potential to significantly enhance personalization, address engineering challenges such as data management and model training, and introduce data enrichment with reranking as a key solution. Attendees will gain crucial insights into the importance of hyperpersonalization in AI, the capabilities of Full RAG for advanced personalization, and strategies for managing complex data integrations for deploying cutting-edge AI solutions.
2. Participate: Ask questions and share feedback
during the webcast.
Share: Tweet your comments using #BareMetal
Follow-up: A recording of this webcast will be sent
to all attendees.
HOUSEKEEPING
#BareMetal
3. 3
#BareMetal
TODAY’S SPEAKERS
Richard Fichera
Vice President & Principal Analyst
IT Infrastructure and Cloud
Forrester Research
Satish Hemachandran
Sr. Vice President and General Manager
Cloud and Hosting
Internap
4. Infrastructure Architecture Models for
Modern Services – Evolving Architectures
and Options
Forrester Research
Richard Fichera
VP & Principal Analyst
June, 2015
21. What is a Bare Metal Server?
21
#BareMetal
Dedicated
servers with
the scalability
of cloud
22. What is a Bare Metal Server?
22
#BareMetal
Dedicated Server
Achieve peak performance and scalability
for mission-critical workloads
Cloud Elasticity
Instantly provision servers on demand via API
or portal to meet changing capacity needs
Price Performance
Superior price-to-performance ratio to virtual
public cloud for data-intensive workloads
Get the full processing power without the
overhead of a hypervisor
Non-Virtual
23. How Internap Delivers Bare Metal
Confidential and Proprietary
23
Dedicated Server
Achieve peak performance and scalability
for mission-critical workloads
Cloud Elasticity
Instantly provision servers on demand via API
or portal to meet changing capacity needs
Price Performance
Superior price-to-performance ratio to virtual
public cloud for data-intensive workloads
Get the full processing power without the
overhead of a hypervisor
Non-Virtual
OpenStack Powered
Built on open-source, community-driven
platform
+
24. AgileSERVER
High performance platform for internet scale
Confidential and Proprietary
24
Compute
› Processing: Latest generation of Intel-based Single,
Dual, & Quad socket processors
› Memory: Wide range of memory options upto
512 GB RAM to meet your performance needs
› Storage: Choice of SATA, SAS, and SSD options
› Operating System: Windows and Linux flavors
Networking
› Scale upto 10 VLANs for web scale apps
› 100 Mbps, 1 Gbps, and 10 Gbps uplink options
› Hybrid connectivity to Bare Metal, Hosting, Colo
› 5 TB of Universal Transfer (Route-optimized IP)
Management
› Next generation built on OpenStack
› API support for provisioning bare-metal servers
› Single management console for Cloud, Bare Metal
and integrated Colo
› Horizon dashboard access for power users
25. Bare Metal Cloud Advantages
Performance
1
Cost Efficiency
2
Utility &
Automation
3
Higher IOPS, throughput,
network speed, CPU & disk
performance and low cost
Higher throughput/ speeds
and more consistent than
nominal virtual equivalents
Ease of management through
standards-based APIs or
through a web portal
(Openstack/Horizon)
Better and more consistent
Optimal price/performance
25
#BareMetal
26. Bare Metal Cloud Advantage #1:
Performance
26
#BareMetal
Performance
1
Cost Efficiency
2
Utility &
Automation
3
Higher IOPS, throughput,
network speed, CPU & disk
performance and low cost
Higher throughput/ speeds
and more consistent than
nominal virtual equivalents
Ease of management through
standards-based APIs or
through a web portal
(Openstack/Horizon)
Better and more consistent
Optimal price/performance
An in-memory, NoSQL database often
used as a cache and a user store to
address real-time data collection,
distribution and analysis
requirements common with certain
fast, big data use cases.
Bare metal
Servers
vs.
vs.
E31230 @ 3.20GHz 2 x 1Gbit network
CPU: 4 CPU
RAM: 32GB
HDD: 3x240GB SSD & 1x480GB SSD
i2.8xl, VPC, "dedicated tenancy":
CPU: 32vCPU
RAM: 244GB
HDD: 8x800GB SSD
Performance 2 perf2 - "5Gb/s" network:
CPU: 32vCPU
RAM: 120GB
HDD: 4x300GB SSD
Database Machine Comparison
27. Bare Metal Cloud Advantage #1:
Performance
27
#BareMetal
99,847
177,498
265,890
Rackspace Cloud Servers
AWS EC2
Internap Bare metal
Transactions per Second
Balanced (50% read 50% update) - Throughput
1.4940
0.9053
0.6154
Rackspace Cloud Servers
AWS EC2
Internap Bare metal
Milliseconds
Balanced (50% Read/50% Update) - Latency
50% more
throughput
32% less
latency
Internap Bare metal
Rackspace Cloud Servers
AWS EC2
US Dollars
Cost per 1 Million Transactions
>10X less
Cost
$0.06
$0.04
$0.01
Performance
1
Cost Efficiency
2
Utility &
Automation
3
Higher IOPS, throughput,
network speed, CPU & disk
performance and low cost
Higher throughput/ speeds
and more consistent than
nominal virtual equivalents
Ease of management through
standards-based APIs or
through a web portal
(Openstack/Horizon)
Better and more consistent
Optimal price/performance
28. Bare Metal Cloud Advantage #2:
Total Cost of Ownership (TCO)
Performance
1
Cost Efficiency
2
Utility &
Automation
3
Higher IOPS, throughput,
network speed, CPU & disk
performance and low cost
Higher throughput/ speeds
and more consistent than
nominal virtual equivalents
Ease of management through
standards-based APIs or
through a web portal
(Openstack/Horizon)
Better and more consistent
Optimal price/performance
28
#BareMetal
**AWS bills IOPS per 24 hours; hourly cost is derived for illustrative purposes, but customer must pay for full 24-hour cycle.
29. Bare Metal Cloud Advantage #2:
Total Cost of Ownership (TCO)
Performance
1
Cost Efficiency
2
Utility &
Automation
3
Higher IOPS, throughput,
network speed, CPU & disk
performance and low cost
Higher throughput/ speeds
and more consistent than
nominal virtual equivalents
Ease of management through
standards-based APIs or
through a web portal
(Openstack/Horizon)
Better and more consistent
Optimal price/performance
29
#BareMetal
Bare metal
Servers
47%
more
IOPS
Bare metal
Servers
25%
less
Price
4,000
7,500
$529
$702
30. ON-DEMAND,
AUTOMATED DEPLOYMENT
USING OPENSTACK
API or HORIZON CONSOLE
30
#BareMetal
Performance
1
Cost Efficiency
2
Utility &
Automation
3
Higher IOPS, throughput,
network speed, CPU & disk
performance and low cost
Higher throughput/ speeds
and more consistent than
nominal virtual equivalents
Ease of management through
standards-based APIs or
through a web portal
OpenStack: Horizon
Better and more consistent
Optimal price/performance
Bare Metal Cloud Advantage #3:
Rapid Scalability
31. Hybridization
Optimizing cloud infrastructure for your applications
Confidential and Proprietary31
COST EFFICIENT
Programmatically provision,
manage and monitor cloud,
hosting and colo environments
from a single pane of glass
BEST FIT INFRASTRUCTURE
Multiple hosting environments –
from colocation to dedicated
servers to cloud – fit environment
to application
Quickly move workloads across
hosting environments without
time-consuming network
configurations or tasks
UNIFIED NETWORKING
•Highly scalable
public cloud and is
an ideal scale-out
platform of virtual
servers and storage
needs
•Colocate
infrastructure with
scalable power
density and carrier-
diverse facilities
•Bare-metal servers
delivered as a cloud
and providing high
performance for
your mission critical
line of business
apps
•Build your custom
private cloud ideal
for enterprise IT
needs, compliance,
and customized
workload options
Managed
Hosting
Bare Metal
CloudColocation
32. Customer Success Story
32
eXelate required cost-effective, high-
performance infrastructure solution at very
high scale
Low latency, real-time
replication of NoSQL
databases across four
geographically-diverse
customer markets.
Programmatic scaling of
high performance
infrastructure at a
reasonable cost to meet
massive scale (6-7 billion
events/requests every day).
Bare-metal cloud +
colocation, private
network access and
route-optimized
Performance IP.
NEED CHALLENGE SOLUTIO
N
#BareMetal
Combining the cost-effective, high performance of Internap’s bare-metal cloud and Aerospike’s
NoSQL database, we were able to accomplish programmatic scaling of our infrastructure to support
one trillion real-time data transactions monthly for more than 200 marketers and publishers
worldwide – giving us an edge to compete in today’s high-speed, data-driven Internet economy.
“ -ELAD EFRAIM, CTO, eXelate