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CCA-470 Cloudera Certified Administrator for(R) Apache Hadoop CDH4 Upgrade (CCAH)

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CCA-470 exam Dumps Source : Cloudera Certified Administrator for(R) Apache Hadoop CDH4 Upgrade (CCAH)

Test Code : CCA-470
Test cognomen : Cloudera Certified Administrator for(R) Apache Hadoop CDH4 Upgrade (CCAH)
Vendor cognomen : Cloudera
exam questions : 86 existent Questions

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Cloudera Cloudera Certified Administrator for(R)

Cloudera partners define support for Cloudera enterprise 5 and unique enterprise information Hub | existent Questions and Pass4sure dumps

PALO ALTO, CA and colossal apple, colossal apple--(Marketwired - Oct 29, 2013) - From Strata + Hadoop World: Cloudera, the chief in enterprise analytic statistics management powered by course of Apache Hadoop™, these days unveiled the public beta offering of Cloudera industry 5, the business's Platform for huge information. blanketed are updates to CDH (Cloudera's Distribution including Apache Hadoop) at the core -- plus enhancements to Cloudera supervisor for Hadoop gadget administration and Cloudera Navigator for Hadoop audit and access control, records discovery and lineage analysis -- together bring the business's first commercial enterprise information Hub.

"with a view to recognize the imaginative and prescient of the industry facts Hub, customers require a wide ecosystem of assisting applied sciences, tools, and applications," spoke of Tim Stevens, vice chairman, industry and corporate development, Cloudera. "Cloudera is fortunate to hold many of the trade-main technology organizations as well as unique and imaginitive application and instrument suppliers to allow their consumers to recognise the proper energy of the EDH."

Cloudera partners share their sheperd for Cloudera industry 5 and the industry information Hub.

assisting companion QuotesBioDatomics - "In BioDatomics' box of bioscience analytics, they hold discovered Cloudera's Hadoop-based mostly Platform for big facts to exist most effectual for coping with the records administration and execution challenges they face. together, Cloudera and BioDatomics are bringing the verve of Hadoop to analysis in an effort to outcomes in unique drug treatment options and personalised medicine."-- Alan Taffel, Chief advertising and marketing Officer

Capgemini - "Capgemini has been working with Cloudera for more than two years. the brand unique capabilities of Cloudera C5 like HDFS caching, YARN or Hadoop snapshots added to an built-in search engine, the speedily and scalable 'Impala' database and administration capabilities are thoroughly aligned with their vision of industrializing Hadoop and making it existent for their clients."-- Manuel Sevilla, community CTO for Capgemini international BIM.

Cisco - "Hadoop is more and more fitting a vital a section of their portfolio to assist their customers quicken up innovation. they are excited to toil with Cloudera to offer an trade leading solution for commercial enterprise-class Hadoop environments that combines improvements of Cisco americaordinary Platform architecture for colossal information with Cloudera 5 to allow purchasers to confidently reap the merits of big facts."-- Satinder Sethi, VP of Datacenter answer

Datameer - "Cloudera is advancing the total Hadoop ecosystem with the free up of CDH5. With the energy of HDFS caching and YARN under the hood, plus the self-service records integration, analytics, and visualization tools in Datameer, their shoppers will exist able to collect to their insights sooner than ever earlier than."-- Joe Nicholson, VP of advertising and marketing

Dell - "Cloudera's Platform for big information, industry 5, represents an necessary piece in the evolution of Hadoop. Coupled with Dell's infrastructure, reference configurations, joint capabilities and support; their consumers can are expecting a unified mode to their facts management platform. together, during the Dell | Cloudera solution, they will provide the framework to aid allow self-provider BI, exploratory analytics, and the streamlined integration of third birthday party applications for enhanced management of unstructured records. "-- Joseph George, Senior Director, Dell Cloud and massive statistics solutions

Digital Reasoning - "Digital Reasoning is excited about the superior faculty for Cloudera industry 5 to deal with higher and greater different facts varieties as well because the advances in true-time question efficiency through HDFS caching. Digital Reasoning leverages the Cloudera platform to enable groups to capitalize unparalleled insights from human generated facts in true-time."-- bill DiPietro, VP Product management

HP - "The turning out to exist calls for to reap positive insight with much less complexity from colossal records hold inhibited some companies from incorporating Hadoop into their company intelligence ecosystems. unique commercial enterprise-class facets of Cloudera industry 5 invent it an necessary platform for a pretested colossal information reply on HP Converged techniques, with the levels of manageability, performance, and simplicity valued clientele should exist triumphant."-- Steve Tramack, Director of massive information Converged systems Engineering

Informatica - "as the #1 unbiased company of information integration utility, Informatica is restful to exist a strategic companion with Cloudera. They seem ahead to jointly providing on the engage of the enterprise records Hub through their joint facts Warehouse Optimization architecture answer."-- Todd Goldman, vp and accepted manager, commercial enterprise facts Integration

Story continues

Infosys - "When it involves imposing colossal facts, what firms are in reality hunting for is the faculty to perquisite now discover, analyze and act on tips to power industry affect. Infosys BigDataEdge will expend Cloudera enterprise 5, the latest innovation from Cloudera, to assist their purchasers swirl records into decisions faster."-- Vishnu Bhat, Senior vice chairman, world Head - Cloud and colossal facts

MicroStrategy Inc. - "The productiveness and performance advantageous properties from one-location access to every enterprise facts can likewise exist surprising. We're completely jubilant that the advancements in Cloudera commercial enterprise 5 combine so well with the core capabilities of the latest MicroStrategy Analytics Platform, to bring a finished analytics ambiance to query every enterprise data, with the optimum stage of massive data efficiency, providing elite self-service analytics and the subsequent technology of counsel-driven apps to every industry people."-- Kevin Spurway, Senior VP of marketing

Netapp - "companies requisite to profit a competitive belt via their colossal statistics initiatives. NetApp and Cloudera give the efficiency and reliability for companies that requisite outcomes from their industry intelligence applications the station time-to-influence is vital. With Cloudera commercial enterprise 5, NetApp's Hadoop solutions will enrich consumer guide, permit a centralized statistics administration platform, and bring the resources that enterprises deserve to leverage huge statistics."-- Richard Treadway, Director, colossal facts advertising

NGDATA - "we're joyful that Cloudera has persisted to shove the envelope in supplying CDH5 to force the state of readiness of the Hadoop platform. They discern this as an excellent enhancement of the foundation for their goal (or possibly improved -- their ongoing success) of delivering probably the most positive client event purposes."-- Luc Burgleman, CEO and co-founder

Pentaho - "Cloudera has pushed the innovation boundaries as soon as once more providing Cloudera enterprise 5. the unique analytics capabilities and HDFS caching capabilities will supply a boost to Pentaho industry Analytics allowing clients to entry and analyze their information from Hadoop at near pace of concept."-- Eddie White, EVP company building

Platfora - "as the massive data industry matures, clients requisite to huge facts Analytics to liberate the expense of every their Hadoop records with a purpose to invent better fact-primarily based choices. Their continued partnership with Cloudera presents industry clients, not just IT, the energy to iteratively interact with their facts. the unique and multiplied capabilities in Cloudera 5.0, comparable to HDFS facts Caching, quicken up their consumers' access to the uncooked data in Hadoop to find behavioral patterns and correlations across every various kinds of facts."-- Peter Schlampp, vice chairman, products

QlikTech - "QlikView places a fourth 'V' into big information -- cost -- via allowing Cloudera consumers to evaporate the 'ultimate mile' with their big facts investments. With Cloudera enterprise 5, Cloudera brings big performance advances to gaining access to information in Hadoop, which combined with QlikView's associative event, will allow their shoppers to proceed discovering company expense from their records -- despite the variety or volume."-- Peter McQuade, vp of global Alliances

Revolution Analytics - "Cloudera continues to innovate and convey the enterprise-type capabilities that modern companies are expecting from a big statistics platform. This allows for businesses to invent much more constructive expend of 1 of their most constructive materials -- their information -- and fulfil the engage of facts-pushed determination making with predictive fashions deployed with Revolution R business."-- David Smith, VP advertising and group

SAS - "groups today requisite to exist tips-driven to retain tempo with their markets, and to surpass and reside ahead of them they should exist counsel-savvy. This requires entry to every aspects of principal records in a structure that makes it available to every person and software. Cloudera commercial enterprise 5 ensures that customers can construct a separate unified system for records storage, processing, and analytics,"-- Paul Kent, VP of colossal records

SGI - "Cloudera's imaginative and prescient for the commercial enterprise information Hub permits shoppers to build a scholarship warehouse, quicken industry search, and operate advanced precise-time analytics, every on the same physical system. This single, unified data administration platform aligns with SGI's unique manufactured from endless data Cluster to give valued clientele with a differentiated colossal statistics solution offering broad flexibility to consist of delivering optimized Hadoop performance with over twice the compute and storage density of any aggressive offering for colossal records analytics."-- bill Mannel, well-known supervisor of Compute

SiSense - "enterprise clients are seeking for actually agile BI. With HDFS information caching and custom analytic functions for Impala, Cloudera commercial enterprise 5 allows for flexibility when deploying Hadoop."-- Boaz Farkash, Product supervisor

Splunk - "We're excited concerning the innovation in Cloudera industry 5. The aggregate of Splunk and Cloudera empowers users to trap potential of colossal statistics by making Hadoop usable throughout groups for information exploration and analysis. With the integration of Cloudera enterprise 5, and Hunk: Splunk Analytics for Hadoop, their joint massive records purchasers can quickly generate unique insights from records in Hadoop while not having to go facts round."-- invoice Gaylord, senior vice chairman of industry construction

Syncsort - "As an expanding number of consumers appear to Hadoop to support procedure greater information in much less time, and for less funds, the requirement for commercial enterprise-category management capabilities turns into basic. Cloudera industry 5 gives you on these necessary wants. Their products, DMX-h ETL edition and DMX-h variety edition, integrate seamlessly with Cloudera industry 5, and supply the quickest route to efficiently offload information and processing from information stores across the commercial enterprise, together with the skill to combine Mainframe facts into Hadoop for big data analytics."-- Josh Rogers, President

Talend - "Cloudera gives the groundwork for assistance-driven groups to leverage resourceful uses of every their statistics. As a protracted time epoch companion of Cloudera, Talend is arrogant to aid the latest improvements in Cloudera industry 5 and particularly to bring an integration reply that entirely leverages the Hadoop framework by operating natively inside Hadoop YARN."-- Bertrand Diard, co-founder and Chief approach Officer

TIBCO - "TIBCO Spotfire and Cloudera commercial enterprise data Hub deliver a unique combination of parallel big analytics with interactive huge facts visualization. statistics scientists can quicken targeted analytics with root-cause search in a unified platform to carry competitive scholarship throughout a sweep of elevated value industry issues."-- Michael O'Connell, Chief statistics Scientist

Zoomdata - "Cloudera commercial enterprise 5.0 additional boosts the performance of Zoomdata's precise-time and traditional interactive records visualizations operating directly from Hadoop information. by using leveraging the unique advanced analytical capabilities of Cloudera Impala, its schema-on-read flexibility, together with HDFS caching, Impala without difficulty exceeds the performance of proprietary fixed-schema columnar databases."-- Justin Langseth, founder & CEO

0xdata - "Hadoop is the Linux of huge facts and H2O brings prediction algorithms and desktop learning to Hadoop. CDH 5 unifies administration and distributing ecosystem functions to conclusion consumers and seamlessly takes 0xdata's innovation to big data purchasers and the neighborhood."-- Sri SriSatish Ambati, CEO & Co-Founder

About Cloudera Cloudera is revolutionizing industry statistics administration through providing the first unified Platform for colossal records: The enterprise records Hub. Cloudera presents agencies one vicinity to shop, manner and analyze every their statistics, empowering them to lengthen the expense of present investments, while enabling simple unique how to derive cost from their facts. based in 2008, Cloudera turned into the first, and remains these days, the leading issuer and supporter of Hadoop for the commercial enterprise. Cloudera likewise offers application for enterprise vital records challenges, together with storage, access, management, analysis, security and search. With over 15,000 individuals knowledgeable, Cloudera is a leading educator of data professionals, offering the industry's broadest array of Hadoop practicing and certification classes. Cloudera works with over seven hundred hardware, application and capabilities partners to fill customers' huge records desires. main agencies in each industry quicken Cloudera in production, together with finance, telecommunications, retail, cyber web, utilities, oil and gas, healthcare, biopharmaceuticals, networking and media, plus perquisite public sector businesses globally.

join with Cloudera examine their blog: with us on Twitter: us on fb:

Cloudera, Cloudera supervisor, Cloudera Navigator, CDH, Cloudera business, Cloudera habitual and Cloudera enterprise records Hub are logos or registered logos of Cloudera within the u.s. and in jurisdictions every the course through the world. every other company and product names could exist alternate names or logos of their respective homeowners.

Cloudera offers Its strongest machine getting to know and Analytics Platform - Cloudera commercial enterprise 6 | existent Questions and Pass4sure dumps

PALO ALTO, Calif., Sept. 10, 2018 /PRNewswire/ -- Cloudera, Inc. (NYSE: CLDR), the up to date platform for desktop researching and analytics optimized for the cloud, introduced the availability of Cloudera's strongest platform for statistics warehousing and computer discovering - Cloudera industry 6.0.  Cloudera likewise introduced Cloudera Altus hybrid cloud innovations that unify control and governance of lengthy-running and ephemeral workloads on public clouds and information centers, managed through consumers or as-a-provider by course of Cloudera. These unique platform enhancements aid quicken up enterprise expansions of facts warehousing and computer gaining scholarship of functions by expanding cloud deployment option and giving IT self assurance and control of those alternatives. Coupled with the universal availability of lately announced innovations in statistics warehousing efficiency, hybrid statistics warehouse-as-a-service, and clever workload event management, Cloudera is demonstrating its dedication to persisted technology innovation and leadership in records warehousing and machine gaining scholarship of at scale.  

click on to Tweet:  a coincident #MachineLearning and #analytics platform. quick, scalable, comfortable. @Cloudera disrupts #DataWarehouse market for hybrid cloud:

"With the explosion of records pushed through IoT and digital transformation, organizations require speedily entry to facts anywhere it could actually reside.  the most effectual asset every groups hold these days is their records," stated Tom Reilly, chief govt officer of Cloudera. "With Cloudera commercial enterprise 6.0, their purchasers can unencumber cost from their facts faster throughout their facts centers and the public cloud. Their up to date machine learning and analytics platform - hybrid via design - allows you to build and install AI solutions at scale, correctly and securely, anywhere you desire."

elevated efficiency for SQL, true-time and Streaming Workloads at Scale Cloudera industry 6.0 can provide advances in performance and industry quality, with innovations in search, streaming, scale, and handle—all designed to assist corporations operationalize records insights sooner. in contrast to competing information structures that kit unproven and sometimes untested open source components, Cloudera cautiously curates, integrates, and checks its hybrid open supply platform in opposition t proper commercial enterprise expend circumstances to invent inescapable it meets essentially the most traumatic consumer requirements. The newest free up is Cloudera's strongest platform for mission-important statistics warehousing and machine gaining scholarship of applications, able to operating on-premises, within the cloud, anyplace the statistics resides. liberate 6.0 offers efficiency advancements for SQL, real-time, and streaming workloads and adds full-textual content search capabilities for information warehousing. The liberate additionally makes it less difficult to correctly and securely manipulate greater nodes - up to 2,500 by course of a separate Cloudera manager instance - with fewer components, reducing administrative overhead and infrastructure costs, while increasing self belief in persisted expansion of colossal-scale deployments.

Cloudera Altus and SDX deliver Hybrid wield of long-working and ephemeral Workloads across Clouds and records CentersThe integration of Cloudera SDX and Cloudera Altus public cloud administration applied sciences supply shoppers highest cloud flexibility, enabling enterprise IT to wield workloads anywhere, managed any means, and bring a shared statistics adventure enterprise and information professionals demand. companies typically cite safety, governance, and complexity among their basic factors for not pitiable their operational workloads to the universal public cloud. Cloudera SDX (shared data experience) gives unified metadata manage, simplifies administration, and continues context as well as records lineage across storage features, workloads, and operating environments. SDX enables essential metadata such as protection and governance policies and industry definitions to exist set once, applied to workloads anyplace, and persist on public cloud infrastructure. Altus hybrid cloud manage integrated with SDX allows for lengthy-running and ephemeral workloads, managed as-a-service with the aid of Cloudera or managed as a section of a customer's Cloudera deployment, to hold automatically obtainable facts context; making it less demanding to share, hold faith, and audit facts-pushed actions whereas additionally cutting back the hold an effect on on operational overhead. 

associate Ecosystem Embraces Cloudera 6.0Cloudera software partners Arcadia statistics, Syncsort, and Zoomdata hold licensed on Cloudera industry 6.0, consultant of the potent ecosystem in the system of certifying on the platform. 

"Cloudera and Arcadia facts are working together to capitalize valued clientele tackle a few of present day most suitable company challenges - from using operational efficiencies to stopping cybercrime," spoke of Shant Hovsepian, CTO at Arcadia records. "We reckon Cloudera commercial enterprise 6.0 represents an necessary step forward in productivity and efficiency, and we're completely satisfied to exist probably the most first utility companions to certify against the platform."

"Syncsort and Cloudera together invent it simpler, greater comfy, and reasonably priced for facts scientists and enterprise analysts to free up the expense of statistics anyplace it lives, including mainframes, IBM i servers, commercial enterprise statistics warehouses (EDWs) and streaming structures, on-premise and within the Cloud," referred to hold a tendencyü Yoğurtçu, CTO, Syncsort. "We're excited to stare improvements in platform efficiency and scale that they disagree with will vigour the subsequent generation of facts warehousing, desktop researching, and synthetic intelligence workloads."

"groups nowadays operate in a unconditionally discrete landscape than even only a decade ago. They accept as proper with Cloudera industry 6.0 gives groups a competitive belt with the aid of revolutionizing information warehousing, presenting a constant, commercial enterprise-class event across cloud and on-premises environments," talked about Nick Halsey, CEO of Zoomdata. "via combining these capabilities with Zoomdata's interactive and visible statistics discovery experience, company users and analysts may exist greater productive and productive, and able to solemnize the studies hidden in that records."

facts Warehousing innovations at the jiffy are often attainable recently announced information warehousing items are every now commonly accessible. This comprises:

  • Cloudera Altus records Warehouse, a modern records warehouse as-a-provider, it's multi-cloud, running on each Microsoft Azure and AWS and grants enterprise-grade analytics, governance, and performance
  • Cloudera statistics Warehouse, a modern hybrid cloud facts warehouse that handles 50 PB records workloads, gives you sub-2d question performance and serves clusters with a entire bunch of compute nodes
  • Cloudera Workload XM, an clever workload sustain administration cloud service that allows agencies to confidently capitalize trendy exponential boom in analytic workloads and carry the analytic sustain that groups and records specialists demand
  • Cloudera become lately cited with the aid of customers as having one of the most premiere information warehouse options and they named us 2018 Gartner Peer Insights consumers' altenative for information management options for Analytics.  A wee sample of colossal industry customer stories is highlighted beneath. To examine the comprehensive stories, talk over with Gartner PeerInsights:

    Gartner Peer Insights valued clientele' option is a cognizance of companies by using demonstrated end-person specialists, deliberating each the variety of conclusion-consumer reports and the basic person ratings. To exist regarded for inclusion, a supplier requisite to hold 50 or extra posted reports and a benchmark typical rating of four.2 stars or greater across those experiences collected within the 12-month submission period.

    AvailabilityAll are generally accessible now:

    additional resources

    Gartner DisclaimerGartner Peer Insights consumers' altenative distinctions are determined via the subjective opinions of particular person conclusion-user valued clientele in response to their own experiences, the variety of published experiences on Gartner Peer Insights and universal scores for a given vendor available in the market, as further described here, and don't seem to exist intended in any course to signify the views of Gartner or its affiliates.

    About ClouderaAt Cloudera, they believe that data could invent what is unimaginable these days, viable the following day. They empower americans to radically change tangled records into lucid and actionable insights. They carry the coincident platform for computing device getting to know and analytics optimized for the cloud. the world's biggest firms dependence Cloudera to aid resolve their most difficult company complications. study greater at

    connect with ClouderaAbout Cloudera: study their vision blog: and Engineering blog: observe us on Twitter: visit us on facebook: See us on YouTube: join the Cloudera neighborhood: examine their valued clientele' successes: 

    Cloudera and linked marks are emblems or registered emblems of Cloudera, Inc. every other industry and product names could exist logos of their respective house owners.

    This press release incorporates ahead-looking statements including, among different issues, statements regarding the expected efficiency and advantages of Cloudera's choices. The words "consider," "can also," "will," "plan," "predict," and identical expressions are meant to determine ahead-searching statements. These forward-looking statements are realm to hazards, uncertainties, and assumptions. If the dangers materialize or assumptions prove incorrect, actual outcomes might sweep materially from the outcomes implied through these forward-looking statements. hazards encompass, but are not constrained to, risks described in their filings with the Securities and change commission (SEC), together with their figure S-1 Registration remark, and their future stories that they may additionally file with the SEC from time to time, which may trigger genuine outcomes to vary from expectations. Cloudera assumes no duty to, and does not presently intend to, update any such forward-looking statements after the date of this unencumber.


    Cloudera, Inc. (PRNewsfoto/Cloudera, Inc.)

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    supply Cloudera, Inc.

    Cloudera Acquires quick ahead Labs, computer gaining scholarship of and AI R&D company | existent Questions and Pass4sure dumps

    Sep 7, 2017

    Joyce Wells

    Cloudera has obtained speedy ahead Labs, an utilized analysis and advisory services enterprise, that makes a speciality of machine gaining scholarship of and utilized AI.

    The acquisition changed into announced together with the reporting of Cloudera's 2d quarter fiscal 12 months 2018 fiscal consequences. total income was $89.eight million, a climb of 39% from the 2d quarter fiscal 2017. Subscription income was $seventy four.0 million, an increase of forty six% from the year-in the past duration. Subscription revenue represented eighty two% of complete earnings, up from seventy nine% in 2nd quarter fiscal 2017.

    "many of their shoppers are adopting their most up-to-date product providing for their statistics scientists - Cloudera facts Science Workbench. It offers them an open atmosphere to collaborate where they can toil with their favorite libraries and frameworks, from TensorFlow to Python to R, every whereas securely accessing their production statistics environment - something every security skilled and IT administrator can respect," mentioned Cloudera CEO Tom Reilly. "The problem is that even with effectual tools and a lucid enterprise necessary to examine computing device studying and AI, staying on excellent of the latest thinking can likewise exist problematic given the quick tempo of innovation."

    Brooklyn-based quick forward Labs changed into centered with the aid of Hilary Mason, facts scientist in home on the challenge capital enterprise Accel, and former chief scientist at Bitly. 

    Now called "Cloudera quickly ahead Labs," Reilly noted, the quickly ahead crew will concentrate on purposeful analysis into unique techniques to statistics science and making expend of research to industry complications which are largely pertinent to quite a lot of industries and functions. 

    "by course of joining Cloudera, they will exist able to carry the opportunities discovered in their analysis to lifestyles in unique techniques, on the scale of the Cloudera platform," mentioned Mason in her commentary.

    For greater advice, evaporate to  

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    Microsoft Diskspd (Part II): Server Storage I/O Benchmark Tools

    By Greg Schulz

    server storage I/O trends

    This is part-two of a two-part post pertaining Microsoft Diskspd.that is likewise section of a broader string focused on server storage I/O benchmarking, performance, capacity planning, tools and related technologies. You can view part-one of this post here, along with companion links here.

    Microsoft Diskspd StorageIO lab test drive Server and StorageIO lab

    Talking about tools and technologies is one thing, installing as well as trying them is the next step for gaining sustain so how about some quick hands-on time with Microsoft Diskspd (download your copy here).

    The following commands every specify an I/O size of 8Kbytes doing I/O to a 45GByte file called diskspd.dat located on the F: drive. Note that a 45GByte file is on the wee size for universal performance testing, however it was used for simplicity in this example. Ideally a larger target storage belt (file, partition, device) would exist used, otoh, if your application uses a wee storage device or volume, then tune accordingly.

    In this test, the F: drive is an iSCSI RAID protected volume, however you could expend other storage interfaces supported by Windows including other block DAS or SAN (e.g. SATA, SAS, USB, iSCSI, FC, FCoE, etc) as well as NAS. likewise common to the following commands is using 16 threads and 32 outstanding I/Os to simulate concurrent activity of many users, or application processing threads.server storage I/O performanceAnother common parameter used in the following was -r for random, 7200 seconds (e.g. two hour) test duration time, pomp latency ( -L ) disable hardware and software cache ( -h), forcing cpu affinity (-a0,1,2,3). Since the test ran on a server with four cores I wanted to discern if I could expend those for helping to hold the threads and storage busy. What varies in the commands below is the percentage of reads vs. writes, as well as the results output file. Some of the workload below likewise had the -S option specified to disable OS I/O buffering (to view how buffering helps when enabled or disabled). Depending on the goal, or nature of test, validation, or workload being run, I would choose to set some of these parameters differently.

    diskspd -c45g -b8K -t16 -o32 -r -d7200 -h -w0 -L -a0,1,2,3 F:\diskspd.dat >> SIOWS2012R203_Eiscsi_145_noh_write000.txt

    diskspd -c45g -b8K -t16 -o32 -r -d7200 -h -w50 -L -a0,1,2,3 F:\diskspd.dat >> SIOWS2012R203_Eiscsi_145_noh_write050.txt

    diskspd -c45g -b8K -t16 -o32 -r -d7200 -h -w100 -L -a0,1,2,3 F:\diskspd.dat >> SIOWS2012R203_Eiscsi_145_noh_write100.txt

    diskspd -c45g -b8K -t16 -o32 -r -d7200 -h -S -w0 -L -a0,1,2,3 F:\diskspd.dat >> SIOWS2012R203_Eiscsi_145_noSh_test_write000.txt

    diskspd -c45g -b8K -t16 -o32 -r -d7200 -h -S -w50 -L -a0,1,2,3 F:\diskspd.dat >> SIOWS2012R203_Eiscsi_145_noSh_write050.txt

    diskspd -c45g -b8K -t16 -o32 -r -d7200 -h -S -w100 -L -a0,1,2,3 F:\diskspd.dat >> SIOWS2012R203_Eiscsi_145_noSh_write100.txt

    The following is the output from the above workload command.Microsoft Diskspd sample outputMicrosoft Diskspd sample output section 2Microsoft Diskspd sample output section 3

    Note that as with any benchmark, workload test or simulation your results will vary. In the above the server, storage and I/O system were not tuned as the focus was on working with the tool, determining its capabilities. Thus carryout not focus on the performance results per say, rather what you can carryout with Diskspd as a instrument to try different things. Btw, fwiw, in the above instance in addition to using an iSCSI target, the Windows 2012 R2 server was a guest on a VMware ESXi 5.5 system.

    Where to learn more

    The following are related links to read more about server (cloud, virtual and physical) storage I/O benchmarking tools, technologies and techniques.

    Drew Robb's benchmarking quick reference guideServer storage I/O benchmarking tools, technologies and techniques resource pageServer and Storage I/O Benchmarking 101 for Smarties.Microsoft Diskspd download and Microsoft Diskspd overview (via Technet)I/O, I/O how well carryout you know about fine or monstrous server and storage I/Os?Server and Storage I/O Benchmark Tools: Microsoft Diskspd (Part I and section II)Comments and wrap-up What I like about Diskspd (Pros)

    Reporting including CPU usage (you can't carryout server and storage I/O without CPU) along with IOP's (activity), bandwidth (throughout or amount of data being moved), per thread and total results along with optional reporting. While a GUI would exist nice particular for beginners, I'm used to setting up scripts for different workloads so having an extensive options for setting up different workloads is welcome. Being associated with a specific OS (e.g. Windows) the CPU affinity and buffer management controls will exist handy for some projects.

    Diskspd has the flexibility to expend different storage interfaces and types of storage including files or partitions should exist taken for granted, however with some tools don't trap things for granted. I like the flexibility to easily specify various IO sizes including big 1MByte, 10MByte, 20MByte, 100MByte and 500MByte to simulate application workloads that carryout big sequential (or random) activity. I tried some IO sizes (e.g. specified by -b parameter larger than 500MB however, I received various errors including "Could not allocate a buffer bytes for target" which means that Diskspd can carryout IO sizes smaller than that. While not able to carryout IO sizes larger than 500MB, this is actually impressive. Several other tools I hold used or with hold IO size limits down around 10MByte which makes it difficult for creating workloads that carryout big IOP's (note this is the IOP size, not the number of IOP's).

    Oh, something else that should exist obvious however will state it, Diskspd is free unlike some industry de-facto benchmark tools or workload generators that requisite a fee to collect and use.

    Where Diskspd could exist improved (Cons)

    For some users a GUI or configuration wizard would invent the instrument easier to collect started with, on the other hand (oth), I watch to expend the command capabilities of tools. Would likewise exist nice to specify ranges as section of a separate command such as stepping through an IO size sweep (e.g. 4K, 8K, 16K, 1MB, 10MB) as well as read write percentages along with varying random sequential mixes. Granted this can easily exist done by having a string of commands, however I hold become spoiled by using other tools such as vdbench.

    Summary Server and storage I/O performance toolbox

    Overall I like Diskspd and hold added it to my Server Storage I/O workload and benchmark tool-box

    Keep in intellect that the best benchmark or workload generation technology instrument will exist your own application(s) configured to quicken as proximate as feasible to production activity levels.

    However when that is not possible, the an alternative is to expend tools that hold the flexibility to exist configured as proximate as feasible to your application(s) workload characteristics. This means that the focus should not exist as much on the tool, as opposed to how springy is a instrument to toil for you, granted the instrument needs to exist robust.

    Having said that, Microsoft Diskspd is a fine and extensible instrument for benchmarking, simulation, validation and comparisons, however it will only exist as fine as the parameters and configuration you set it up to use.

    Check out Microsoft Diskspd and add it to your benchmark and server storage I/O tool-box like I hold done.

    Ok, nuff said (for now)

    Cheers gs

    Greg Schulz - Author Cloud and Virtual Data Storage Networking (CRC Press), The Green and Virtual Data seat (CRC Press) and Resilient Storage Networks (Elsevier)twitter @storageio

    All Comments, (C) and (TM) belong to their owners/posters, Other content (C) Copyright 2006-2015 Server StorageIO and UnlimitedIO LLC every Rights Reserved

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    In his session at @DevOpsSummit at 20th Cloud Expo, Denis Guyadeen, a Product Manager at Nutanix, will explore the benefits of persistent containers, talk about why persistence for containers makes sense and explore some of the Nutanix technologies that enable this persistence.

    Speaker BioDenis Guyadeen is a Product Manager at Nutanix and currently leading the company's Container strategy which includes Acropolis Container Services and Container Ecosystem Integration.

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    In his Day 3 Keynote at 20th Cloud Expo, Chris Brown, a Solutions Marketing Manager at Nutanix, will explore the ways that Nutanix technologies empower teams to react faster than ever before and connect teams in ways that were either too tangled or simply impossible with traditional infrastructures.

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    "It has been a wonderful sustain for the students, the school district and for Oce. They stare forward to expanding their program this year to include additional schools in the writing camp and production of the students' book," said Sheryl Pattek, Senior Director, Marketing Services, Oce North America Commercial Printing Division. "We hope this program will stimulate others to toil in partnership with public institutions in their communities to elevate the understanding of the technological repercussion of digital printing."

    "The workshop was a consummate instance of how public/private partnerships can capitalize the dreams of students approach true," said Mary Wilson, English Language Arts Curriculum Administrator for the school district. "Thanks to Oce and this program, students were able to demonstrate their zeal for writing. We'll exist seeing many of their names on book store shelves some day."

    The students appreciated this unique experience. Melissa Burat, a junior at Atlantic elevated School in Delray, told a local newspaper reporter, "For school, you hold to write what they uncover you, but with this, you had the liberty to write what you wanted."

    "We commend Oce for using its leading edge output technology to capitalize puerile authors sustain the thrill of being published," said Andy Plata, President and CEO of OutputLinks. "Learning about digital book publishing at this plane will capitalize these student authors over the course of their careers, whether they become professional writers or enter digital publishing or some related field."

    The Oce Stewardship Award will exist commemorated with a university scholarship funded by OutputLinks and administered by The Electronic Document Systems Foundation (EDSF). The Stewardship Scholarship is awarded to a full time undergraduate or graduate student with studies in IT, lifelike arts or industry at a certified college or university and whose volunteer activities demonstrate leadership and contributions to their community.

    About Oce

    Oce N.V. is a leading provider of digital document management technology and services. The company's solutions are based on Oce's advanced software applications that deliver documents and data over internal networks and the Internet to printing devices and archives -- locally and around the world. Supporting the workflow solutions are Oce digital printers and scanners, considered the most dependable and productive in the world. Oce likewise offers a wide sweep of pomp graphics, consulting and outsourcing solutions.

    Oce employs around 24,000 people, with 2006 annual revenues of approximately $4 billion, operates in approximately one hundred countries and maintains research and manufacturing centers in the Netherlands, the United States, Canada, Germany, France, Belgium, the Czech Republic, and Romania. Oce North America is headquartered in Trumbull, CT, with additional industry units in Chicago, IL; unique York City; Boca Raton, FL; Salt Lake City, UT; Coventry, RI; and Vancouver, BC. North American revenues were approximately $1.7 billion for fiscal 2006, and employment is currently 11,000. For more information about Oce, visit Outside the U.S., consult

    About OutputLinks

    OutputLinks, through its web portal, eNewsletters, hardcopy publications, industry search engine and major conference partnerships, is recognized as the primary global research and information resource of the elevated volume transaction output (HVTO) industry. OutputLinks serves those who buy, sell, use, manage and provide consultation and resources to the HVTO industry. The OutputLinks research and information tools are provided free of saturate to industry professionals thanks to support from leading industry vendors. For more information, visit

    OutputLinks Media Contact: Aaron Kielak PR Group (for OutputLinks) 562-983-8113 / [email protected]

    "Oce" and the Oce logo are registered trademarks of Oce-Technologies B.V. every product and company names are trademarks or registered trademarks and are the property of their owners and are respectfully acknowledged.

    Contact: Carro Ford Weston Phone: 859-737-2816 [email protected]


    CONTACT: Carro Ford Weston, +1-859-737-2816, [email protected], forOce; or Aaron Kielak of PR Group, +1-562-983-8113, [email protected], forOutputLinks

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