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NS0-210 exam Dumps Source : Network Application FAS900 Pre-Sales Engineer
Test Code : NS0-210
Test Name : Network Application FAS900 Pre-Sales Engineer
Vendor Name : NetworkAppliance
: 120 Real Questions
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network appliance has become the primary principal vendor to deliver enterprise statistics center solutions using the InfiniBand architecture. community appliance is now delivery the InfiniBand-based answer from JNI service provider and Mellanox technologies with its new FAS900 collection commercial enterprise storage systems to deliver the core interconnect expertise for NetApp Clustered Failover excessive availability options.
The InfiniBand architecture gives superior efficiency compared with alternative technologies for cluster functions. the use of an InfiniBand host channel adapter (HCA), network equipment says it has been capable of vastly enhance throughput and reduce latency between the clustered nodes. moreover 1X bi-directional facts link speeds of two.5Gb/2d, the InfiniBand answer gives a value-constructive, open necessities-primarily based platform for more suitable cluster functions and excessive availability failover capabilities.
"InfiniBand points low latency, low CPU overhead, and excessive data throughput, making it the most beneficial expertise for cluster interconnect," mentioned Mark Santora, senior vice chairman of advertising at community appliance. "just as crucial, it makes use of an open ordinary that promises to play a vital function within the information core of the long run. better than 40 p.c of community equipment's excessive-conclusion commercial enterprise storage options employ clustering. with the aid of working intently with JNI and Mellanox, community equipment can advantage from future tendencies made through the entire industry helping InfiniBand."
"Incorporation of InfiniBand structure into storage home equipment represents an important step in validating the technology and establishing its market presence," noted James Opfer, chief analyst, Gartner Dataquest. "Gartner expects InfiniBand to emerge effectively to play a significant role in business storage deployment."https://o1.qnsr.com/log/p.gif?;n=203;c=204660765;s=10655;x=7936;f=201812281308090;u=j;z=TIMESTAMP;a=20400368;e=i
The network equipment FAS900 sequence makes use of InfiniBand's built-in assist for RDMA know-how to eliminate the CPU overhead of communications between clustered nodes, and uses the dual 2.5Gb/2d (1X) links of the JNI InfiniStar7 IBP-1x02 HCA Module for legit connections of greater than 400 MB/2nd sustained throughput between nodes. The combination of InfiniBand-enabled RDMA and high-speed statistics switch offers quickly and reliable failover. on the coronary heart of the IBP-1x02 is Mellanox applied sciences InfiniBridge7 MT21108 HCA machine.
"JNI, Mellanox and network appliance have labored extensively together to prepare for the deployment of InfiniBand expertise into mission-vital environments," pointed out Shaun Walsh, vp and regularly occurring supervisor, IO options, JNI company. "community equipment is the primary OEM for JNI's family unit of InfiniBand Host Channel Adapters and is a crucial step within the building of this market."
"The FAS900 series, with InfiniBridge, demonstrates their ability to meet the calls for of trade leaders akin to network equipment, as smartly because the success of their OEM relationship with JNI, which they announced closing year," noted Eyal Waldman, CEO of Mellanox technologies. "meeting the stringent performance and satisfactory demands of community equipment and JNI proved a stressful challenge, requiring shut collaboration amongst their engineering teams. they are completely happy now they have been able to meet this problem and convey a construction beneficial InfiniBand clustering solution, marking a significant milestone for Mellanox and the InfiniBand market."
facts demands positioned on companies continue to develop and IT managers are responding via increasing storage, each in storage-attached networks (SAN) and community-attached storage (NAS) options. but this two tier method, which balances performance, reliability and price to swimsuit certain missions, comes at a growing to be fee. IT managers ought to control two or more diverse and incompatible storage infrastructures, inviting spiraling prices and complexity.
over the past 18 months, application and hardware carriers have launched solutions aimed toward closing the gapbetween block-based SANs and file-based NAS options. whereas none has bridged the SAN/NAS divide, the FAS900 series of converged gadgets from network equipment comes shut. The FAS960 and FAS940 products present in one container the file-based mostly I/O performance of NAS devices and the block-primarily based I/O capacity of SAN options. greater importantly, the FAS900 collection offers a unified environment, offering a standard management console and dynamic allocation for each block- and file-based mostly storage.
In impact, network equipment is promising seamless integration of each NAS and SAN storage. community equipment's factors are easy to understand: the american group estimates that at $7.forty four billion, SAN revenues will triple NAS revenues this 12 months and still more than double them in two years. The enchantment for users, despite the fact, is a tool it is greater bendy, yet more convenient to control, than a twin environment.
"that you would be able to run blocks for these purposes that fully require block I/O. and you may run file I/O as well and eliminate a whole bunch of servers," says Alan McLachlan, senior programs engineer for integrator ASI options in Sydney, Australia. "now not only do you get extra users per server. which you can dispose of a whole bunch of servers."
but initial stories indicate that storage managers are not likely to undertake the community equipment method to meet the entire stressful efficiency and reliability necessities of cutting-edge SANs. reasonably, it's going to discover desire for vital ingredients of the storage infrastructure unwell-served by existing know-how.
courting convergenceNetwork equipment isn't the primary vendor to present NAS and SAN connectivity in a single gadget. items like the EMC Celerra, the IBM 300G, and NetApp's own F860 and F820 filers can connect to clients and servers via Ethernet on one facet, and to a SAN-primarily based disk array over Fibre Channel hyperlinks on the other. These so-called NAS gateways, or NAS heads, enable IT managers to house all statistics-be it file- or block-primarily based-on a single array of disks on the SAN. Consolidating disk storage around a single platform can assist cut disk procurement charges and whittle down complexity.
The bits behind a NAS gateway may additionally live on a common physical platform, but still control and access these bits noticeably. NAS-based storage happens on specifically demarcated disks, with accesses traversing both the NAS machine and the SAN. SAN accesses, in the meantime, bypass the NAS gateway completely. regrettably, the further layer adds complexity and introduces bottlenecks on the NAS side. greater important, IT managers should employ distinct management consoles and tool units to manage NAS and SAN-primarily based information and supplies.
The FAS900 sequence overcomes this via unifying the actual and logical storage environments in a single device (see "Bringing file and block together"). As with NAS gateways, all storage resides on the SAN disk array. however the place NAS gateways supply a portal for file-primarily based I/O into the SAN array, the FAS900 series serves because the average entry factor to the array for each NAS and SAN operation. To do this, the equipment provides native block and file based I/O internal the device.
"one of the vital causes I think here's an enchanting gadget is because it allows for the customer to take skills of their infrastructure," says Mark Santora, vice chairman of advertising for community appliance. "they could movement storage from IP to Fibre Channel at will. They should not have to copy and movement facts round. just take that disk, movement it over there, and boom."
considering inside the boxMuch of the converged functionality is found in network appliance's facts ONTAP 6.three software, the working equipment inner the FAS960 and FAS940 instruments. on the core of information ONTAP is NetApp's Write anywhere File design (WAFL), file gadget. WAFL changed into designed as an extensible file service that may natively put in force assorted protocols, together with NFS, CIFS and HTTP.
NetApp achieves SAN/NAS integration by extending virtualization already latest within the operating stack. while NAS instruments virtualize disk entry by filtering application calls through a file equipment, SANs entry the physical disk interface. Virtualizing the disk interface and cache administration layers for each file and block I/O operations makes it possible for NetApp to place each SAN and NAS performance in a single equipment.
Randy Kerns, senior companion at storage trade research firm The Evaluator neighborhood, says the strategy is a wise one. "What they've completed is put one other abstraction layer inner their operating equipment to handle the distinctive interfaces for remote file serving vs. block access for Fibre Channel. but every little thing beneath is an identical application they've had previously of their filers."NAS or SAN? agree with this With virtually 50% of deployed company storage nevertheless in the kind of direct-connected contraptions, or not it's no ask yourself a great deal of confusion surrounds the NAS and SAN markets. here's a couple of things to take into account when exploring storage alternate options:
Convergence is relative: NAS gateways can assist latest your storage as a single pool, but be wary of restricted interoperability and brittle provisioning performance. cutting-edge options customarily fall far in need of the promise of the vision of virtualized storage.
assess performance: NAS instruments continue to have a attractiveness for sub-par efficiency, despite enormous positive factors during the last two years. if you need to support file-primarily based entry in a high-performance atmosphere, do not rule out NAS solutions.
software is king: As per-gigabyte prices continue to plummet and standards like serial ATA take dangle, the actual value of NAS items shifts further and further to software. problem companies to convey advantageous, constant and potent management functionality. subsequently, interoperability with existing utility and hardware on your environment could drive the decision.
now not at all times elementary: NAS instruments are rightfully lauded for their ease of setup, but the image alterations when distinct devices are deployed. IT managers should look for products that provide for NAS aggregation, the use of a dispensed file gadget to current a single, logical extent. emerging management tools ease administration of multiple devices.
The virtualized method promises to unravel some of the thorniest SAN administration issues, together with inflexible volume coping with and complicated LUN assignments. The FAS900 sequence layers LUN administration over the storage virtualization layer in the stack. This permits the FAS900 series to deliver to SAN-aware purposes and utilities the counsel they predict, while holding a wealthy, hybrid ambiance on the again-conclusion disk array. Buffer caching, RAID management and disk management all ensue in the back of this abstraction layer.
Santora stresses that each one protocols - including SAN protocols - are supported natively in the network appliance stack. instead of emulate protocols, the FAS900 instruments work at once in the protocol itself. The abstraction layer handles translating calls to and from the disk array.
"Our windows interface is at the information level. in case you desire a home windows only gadget, that you would be able to get one from us, it's native. if you need an NFS or Unix implementation, that you may do this. it be native. The same aspect with Fibre Channel, or not it's native. if you want to build a Fibre Channel SAN with my device, go forward."
A depend of focusNot each SAN participant is impressed through what network equipment is promising with the FAS900 series. EMC spokesman A.J. Ragosta contends that the one-cease-store strategy within the data ONTAP working equipment waters down performance and exposes distinctive single facets of disasters in the new home equipment.
"i might say what NetApp is doing is surf and turf for storage," says Ragosta. "you've got one processor operating two very different services and attempting to do them each neatly. You have become an adequate piece of steak and an adequate piece of fish."
Ragosta contends the FAS900 structure lacks redundancy and availability elements vital to a excessive-stakes SAN ambiance. He singles out the pointer system used by using facts ONTAP to establish the place of data written to disk. a power failure or other disruption all over a write operation could drive clients to take each the NAS and SAN offline while re-establishing lost pointers.
"Any time there is a problem with the NAS and also you take it all the way down to repair it, you're taking down your SAN as neatly, and vice versa," Ragosta says. "there may be a different vector of talents failure. If one has any form of issue that needs maintenance, you might be affecting efficiency and availability in your other answer."
Kerns has the same opinion that the current FAS960 and FAS940 gadgets may not discover their way into information facilities nowadays.
"For the customer, it's just an additional SAN answer," Kerns says. "nonetheless it's a complete SAN solution-a SAN in a container-in that the interface and controls are all in one kit. What they did makes ideal feel."
Kerns expects the FAS900 line to get early traction in the area of windows consolidation, enabling managers to installation an easy SAN to exchange tough-to-manage NT file servers the usage of direct-connected storage. Consolidating the home windows ambiance has some challenges. whereas most such environments are file-intensive, and hence good NAS candidates, more recent models of trade Server and SQL Server are not NAS pleasant. integrated SAN/NAS capabilities are one way to tackle that problem.
Broadcom Corp. is a case in point. The maker of chips for broadband devices retailers the vast majority of its statistics on plenty of NAS gadgets from community appliance. The enterprise additionally manages a SAN, which is used to supply block-level entry to SQL Server and trade.
"the new product line, from a SAN/NAS convergence point of view, allows for me to start tearing down the one SAN implementation I actually have going right here," says Ken Venner, vice president and CIO of Broadcom. "I simply personally decide on the convenience of implementation and use of NAS. notwithstanding with this particular product we'll take a glance at this to see which route they will go relocating ahead."
while Venner may additionally have a option for NAS, what about historically worrying SAN environments? Critics ask yourself if loading on the NAS aspect of the gadget may degrade performance on the SAN facet, and vice versa.
Arun Taneja, senior analyst with business Storage group calls the performance challenge "completely open right now," citing the lack of comparative SAN benchmark effects.
As for file efficiency, posted NAS benchmarks, appear to demonstrate incredible scalability within the FAS900 line. The SPECsfs97_R1.v3 benchmark published via the SPEC organization, displays that the number of operations per second more than doubles when comparing the FAS940 to NetApp's older FAS825. performance greater than triples on the FAS960.
Rick Hulsey, equipment design engineer at Southwest airlines, says his group has gotten identical results from inside benchmarking. Southwest airways has deployed a cluster of FAS960 devices and expects to add more as storage calls for develop. Hulsey credit the network equipment WAFL file gadget for the excellent consequences.
"until you get a very gigantic variety of disks and make lots of very shrewd selections about striping the information, you're going to have a very complicated time optimizing the file equipment improved than WAFL does it," Hulsey says.
Yankee group Senior Analyst Jamie Gruener expects network appliance will challenge SAN leaders like EMC, Hitachi statistics techniques, and Hewlett-Packard. Simplified administration, a extra open answer set and the prospect of sharply lower total costs of possession make network appliance a supplier to be reckoned with, Gruener says. The approach that may still get some traction with finances-strapped IT managers in search of lower lifecycle fees.
Jerome Wendt, senior SAN analyst initially information Corp, says the can charge of managing storage a ways exceeds procurement expenses. "For every greenback you spend on storage, you will definitely spend a different seven greenbacks managing it."
The unified administration interface of the FAS960 and FAS940 may also present IT managers a method to shave that determine. because the community appliance instruments treat block and file level I/O in exactly the same method on the disk interface, the equal application may also be used to handle both NAS and SAN management.
Filling the holesOne enviornment where network equipment has loads of work forward is in interoperability. on the launch, the enterprise announced an aftermarket agreement with Fibre Channel swap maker Brocade systems to combine its items into the FAS900 series answer set. The agreement includes each the two Gb/s Brocade SilkWorm 3800 enterprise textile change and the SilkWorm 3200 Entry cloth swap. The deal is a essential one for community equipment, which necessary to show it is ready to carry a complete answer to SAN valued clientele.
community appliance additionally introduced prolonged partnerships with Veritas and Oracle, with the aim of illustrating its dedication to providing full-line network storage options. but with operating system help confined to Microsoft home windows and solar Solaris, or not it's clear network appliance has work ahead of it.
it's early yet, but Gruening expects network appliance will bring on its promise to turn the FAS900 series right into a supported SAN/NAS convergence solution. "it's not in [Network Appliance's] premier pastime to make this a lock-in strategy. they're asserting to their valued clientele that whatever thing you have in there on the storage administration layer they are able to work with," Gruening says. "here's like the first chapter of a new book for them. I believe they are gunning for the information middle, however they're doing it in a way that is a extremely tiered method."
despite the fact confusion exists over simply what NAS-SAN convergence is, it be clear that some clients have a necessity to merge the better of both worlds.
by means of Alan R. Earls
NAS-SAN convergence can be inevitable, but what it actually ability depends on a number of factors, together with who you confer with.
Take the example of the Texas children's cancer core (TCCC), the place direct-attached storage techniques were consistently working up against capacity limits. based on Dat Diep, senior methods engineer, when he arrived on the firm two years ago, key facts turned into scattered amongst 13 Hewlett-Packard servers. It become tricky to look for statistics, and disk space become continuously running low on the servers. The most effective answer seemed to be a storage enviornment community (SAN).
however, HP had an option advice for TCCC: put into effect a StorageWorks NAS b3000 equipment, one in all a new technology of community-attached storage (NAS) items that goals for SAN-like performance using NAS know-how. whereas there isn't any precise SAN at TCCC, Diep regards this as a transparent illustration of the convergence of NAS and SAN—at least from a performance, as adversarial to architecture, standpoint.
click on right here to enlarge picture
TCCC wasn't equipped to spend the cash required for a large SAN answer. The HP NAS b3000 appeared to offer some thing comparable at decrease cost so TCCC took the plunge. "It offers redundancy, availability, and the capability to raise disk space on-the-fly," says Diep, including that the biggest single competencies changed into that storage grew to become more manageable.
"Convergence" reviews like Diep's are getting greater commonplace, but they fluctuate widely in details. just about each person concurs that by means of any measure—reliability, skill, and velocity—SAN and NAS are beginning to appear more and more alike. And, with some combos of hardware and utility, SAN and NAS are starting to act alike, too. a new era of hardware and utility is even enabling SAN and NAS to operate as a single entity. however, more often, SAN and NAS continue to be as mixable as oil and water.
then again, many users do have the deserve to merge NAS and SAN. In a QuickVote survey of InfoStor readers, of those that had both NAS and SAN, sixty four% observed they had the want for items that merge, or combine, both architectures.
lots of the talk concerning NAS-SAN convergence revolves round recent bulletins from network appliance. closing yr, NetApp announced a unified storage platform, the FAS900 series (see "community appliance enters SAN market," InfoStor, November 2002, p. 1). The FAS900 is the company's first storage appliance to guide both NAS and Fibre Channel SAN environments.
"after they came out with their SAN announcement, network appliance eventually stated that some things healthy superior in SAN environments and a few in NAS environments," says Dianne McAdam, an analyst with The statistics Mobility neighborhood.
"it's not a NAS vs. SAN fight," says McAdam. "That 'religious war' looks to be over." indeed, just about all vendors that used to take a black-and-white view, whether or not they provided SAN or NAS products, have softened their rhetoric. The result, says McAdam, is that NAS-SAN convergence is now part of a larger dialog through which it is also viable to have rational discussions about iSCSI and InfiniBand.
"people are ultimately realizing it's not a question of SAN or NAS, as a result of they could co-exist," has the same opinion Nancy Marrone, an analyst with the business Storage community. Marrone says both architectures have a task, and that they will also be mixed to address particular requirements. "someday," she provides, "clients may additionally not know the change."
Brad Nisbet, an analyst at foreign records Corp. (IDC), says NAS-SAN convergence takes on a few different guises. one of the crucial standard is NAS heads (a NAS engine without inside storage) connected to SAN lower back-ends. "when I believe of convergence, I consider of NAS heads that sit in entrance of a SAN," says Nisbet. in this configuration, the NAS heads are often referred to as NAS gateways. This expertise has won traction on the high end of the market and is gradually migrating down towards the midrange market. while NAS heads aren't yet generally deployed, they are available from a couple of vendors, including Auspex, Dell, EMC, HP, IBM, NetApp, and Procom.
The subsequent approach to convergence, according Nisbet, is "hybrid" devices that mix NAS and SAN in the equal field. LeftHand Networks is an illustration of an early player in this market.
"An underlying query it is being answered in plenty of approaches is, 'the place is the NAS performance going to are living?' " says Nisbet. traditionally, NAS has supposed a field with internal disks. Now providers are keeping apart the intelligence from the disks. That intelligence can now dwell basically any place—in a traditional NAS filer, NAS head, blade machine, change, or as a function within a storage array.
offering a similar view on convergence, The Evaluator community's Randy Kerns notes that there are "several different solutions that are referred to as convergence." In specific, although, Kerns specializes in what users are truly doing with the applied sciences.
"customarily, NAS patrons and SAN consumers are distinct individuals with distinctive explanations for buying," says Kerns. consequently, the thought of a converged, one-measurement-suits-all storage architecture can also now not be the optimal answer.
indeed, Kerns questions lots of the advertising premises at the back of NAS-SAN convergence, chiefly the proposal that corporations should use SANs and NAS in overlapping ways. for example, he believes that at most businesses, storage devices used for block-stage database transactions aren't, truly, the equal substances required by way of file-oriented functions. "You actually need to assessment the business case for convergence," he concludes.a standard thread
Eric Sheppard, an IDC analyst, makes an identical case against rushing to NAS-SAN convergence. among the many gigantic number of companies which have deployed NAS and the smaller number of groups that have deployed SANs, there could be a standard thread of eager to obtain higher storage utilization and more advantageous ROI, he admits. however, Sheppard means that entry-stage NAS users are, for the most half, completely satisfied with that architecture.
"on the excessive end of the market, it may make experience to pool storage supplies and mix file-level and block-stage entry," he says, "however within the core there is a fuzziness the place convergence does not really look vital."
Bruce Hillsberg, director of storage software method at IBM, says his business is promoting convergence in line with what valued clientele are traumatic. IBM's NAS Gateway 300 is a NAS filer that sits in entrance of a SAN and serves data from the SAN. "Some clients want NAS in far off departments to allow file sharing, and some need to combine NAS into their glass apartment ambiance," he says. Hillsberg says that IBM's Storage Tank initiative makes a speciality of providing a consistent management method across SAN and NAS resources.
Mark Nagaitis, director of product marketing at HP's infrastructure and NAS division, sees consensus rising amongst companies and users. He says that market confusion begun about two years in the past as SAN and NAS vendors made competing claims for their respective technologies. "The enterprise customer now is aware that the means to give files to consumers and blocks to purposes is a widely wide-spread requirement," he contends.
To Nagaitis, NAS-SAN convergence is the ability to give NAS and SAN functionality the use of a single, managed pool of storage. HP has offered NAS devices that may connect to HP StorageWorks-based SANs due to the fact late 2001 when the NAS e7000 turned into added. because then, HP's NAS method has been developed across the idea of convergence. "in the majority of situations," says Nagaitis, "our NAS gadgets deliver NAS services to users with the aid of connecting with SAN storage." furthermore, HP also offers a few stand-on my own NAS servers.
A consumer operating a database on a NAS box is doing so, argues Nagaitis, no longer since it is the best know-how but because it is standard and easy to control. besides the fact that children, he says that the greatest solution to do this is with NAS-SAN convergence. The database server may still join at once to the SAN, and NAS users may still hook up with the NAS device, which in flip, connects to the SAN. in this method, he says, each consumer gets the maximum-performance connection to statistics while the associated management tools provide the simplicity in a combined NAS-SAN environment.Necessity of compromise
Mark Amerlang, director of container and industry marketing at Auspex, says there are no real limitations to convergence—apart from the necessity of compromise. "this is now not an argument over blocks versus info, but a necessity to fulfill differing wants," he says. In his view, IT organizations see a necessity to consolidate storage and manipulate it as a relevant pool. however whereas some clients comparable to engineering organizations might also no longer object to consolidation in precept, they find they cannot hand over file sharing. so that they compromise. all the storage is consolidated and managed at a block stage, but one of the data is allocated to a NAS engine that serves it out over the community at a file level. When it's performed, "everybody wins," says Amerlang.
Auspex makes a dealer-unbiased network Storage Controller for NAS/SAN operations. Amerlang argues that an open methods strategy is critical to a success implementation of a convergence answer, as a result of customers do not are looking to be locked into purchasing a NAS head from the equal supplier from which they purchased their SAN.
nevertheless, IDC's Nisbet presents a couple of notes of caution: For interior political reasons, if not for valid technical factors, unifying SAN and NAS islands may well be impractical or unnecessary. "Convergence is not for each person," he says.
"probably the most within your budget approach of looking at it is in line with customer requirements," says Jamie Gruener, an analyst on the Yankee group. "It comes down to what applications you're the use of and even if there is any form of flexibility of their want for both block or file entry," he provides. "I feel convergence makes feel since it may still make storage less demanding to manipulate, however these days only a number of techniques are in fact able to do that."
Alan Earls is a freelance author in Franklin, MA.Procom enhancements NAS filers/gateways
by way of Dave Simpson
This month, Procom know-how introduced the NetFORCE 4000 series to its line of network-attached storage (NAS) filers, that could additionally function as NAS-SAN gateways by the use of the enterprise's DUET server choice.
most of the enhancements over the NetFORCE 3000 are in hardware improvements. despite the fact efficiency specs have been no longer obtainable at press time, the business expects a 2x efficiency boost over the NetFORCE 3000 sequence, due, partially, to a Xeon-type motherboard, 3GHz CPU, 533MHz entrance-side bus, 4GB of RAM, and dual energetic-active controllers (from LSI logic). maximum potential is sixteen.35TB, or 32.7TB in a DUET clustered configuration. In a clustered setup, the filers may also be fitted with a Brocade Fibre Channel switch.
furthermore, Procom gotten smaller the NAS head right into a 2U form ingredient and integrated one-inch drives in a JBOD configuration. The returned-end connection helps 2Gbps Fibre Channel ports (two per NAS head) for NAS-SAN integration and aid for both file-degree and block-degree I/O.
The 4000 series is expected to compete without delay with methods from EMC (Celerra) and network appliance (FAS900). in response to John Hamrick, director of advertising and marketing at Procom, the NetFORCE 4000 offers similar performance as NetApp's FAS900, but at a lessen cost. A 292GB NetFORCE 4100 is priced at $75,000, whereas a 16TB version is priced at $300,000.
In a clustered configuration (model 4200c), pricing levels from $one hundred fifty,000 to $500,000 for a 292GB and 32TB version, respectively.
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Image used as part of the official announcement.Google Cloud
Google is now in the blockchain search business. Less than a day after Forbes broke the story that the internet search giant would be launching a suite of tools built by, and for, open source developers, those tools are live.
In addition to loading data sets for all the transactions and metadata in eight cryptocurrencies, including bitcoin and ethereum, Google Cloud developer advocate Allen Day and his team of open source developers from around the world are launching a number of tools designed to do to blockchain, what Google search did to the internet.
“I'm very interested to quantify what's happening so that they can see where the real legitimate use cases are for blockchain,” said Day, who manages the cloud portion of the project. "So people can acknowledge that and then they can move to the next use case and develop out what these technologies are really appropriate for.”
Last year Day and lead developer Evgeny Medvedev discreetly loaded transaction data for the bitcoin and ethereum blockchains, along with some basic search tools, to Google's BigQuery data analytics platform and have been studying how developers are using the software. As of today, they're taking what they've learned and making data sets available for bitcoin cash, ethereum classic, litecoin, zcash, dogecoin and dash, along with an expanded suite of search tools.
Dubbed Blockchain ETL (extract, transform, load), the software, which was created by independent developer Medvedev with support from the rest the team, includes features such as integration with Google’s BigQuery ML (machine learning) tool, which was launched into a test, or “beta” version last year. By searching for patterns in transaction flows, the machine learning integration will automatically give the user basic information about how a cryptocurrency address is being used.
For example, the tool might be used to analyze transaction flows to determine whether an address is holding funds for a cryptocurrency mining pool, in which users contribute unused computer power to audit blockchain transactions in exchange for cryptocurrency. In the future, the BigQuery ML integration could also identify cryptocurrency addresses owned by a single entity, for example an exchange, and condense those addresses into a single data point, simplifying comparisons.
Also included in the launch, the blockchain data sets have been standardized into what Day calls a "unified schema," meaning the data is structured in a uniform, easy-to-access way. By ensuring this level of consistency across data sets, Day hopes to make it easier for data scientists, auditors, and investigators to make comparative statements about transactions in the supported blockchains. “And others going forward will use the same architecture,” Day adds.
Another new search feature is what Day calls a “double entry book view,” designed to simplify the way users can search for the cumulative balance of an account over a particular time, accurate to the eight decimal places, which is the smallest possible bitcoin denomination, called a satoshi, named after the cryptocurrency’s pseudonymous inventor.
Data sets that fall into what is called the “Satoshi family,” meaning they structurally resemble bitcoin, will be searchable by two criteria: block and transactions. Whereas support for the ethereum and ethereum classic blockchains, with their more complicated smart contract functionality, includes five additional tables designed to enable more sophisticated searches.
The first terabyte of inquiries for these and other data sets are free each month, with additional fees charged per byte or a flat $40,000 monthly rate for high-volume users. Amazon, Google’s biggest cloud computing competitor, entered blockchain last year in a big way, and fellow cloud leader Microsoft is now considered a seasoned veteran of the burgeoning space. As startups like Storj and Perlin aim to use cryptocurrency as a way to incentivize users to adopt their decentralized versions of cloud computing, Day says the industry, expected to reach $411 billion next year, is primed to experience a blockchain renaissance.
“Some people are more theoretical, and the importance of their work becomes fully manifested decades after they’re dead,” says Day. “I guess I’m just more interested in seeing things play out in front of me, as opposed to doing anything deeply theoretical.”
To incentivize as much participation as possible, Medvedev and Day have partnered with the nonprofit Ethereum Community Fund, which is in turn offering cryptocurrency rewards to developers who find and fix bugs in the code. “There are around ten core contributors that helped implement various components of the system,” says Medvedev, who leads the developers and was previously the lead data engineer at cryptocurrency intelligence firm Coinfi. “They are spread around the globe: some live in Russia, others in Singapore or China.”
Perhaps unsurprisingly, Day’s role as customer zero means his interest in helping create the blockchain search features goes beyond theory. He believes the tools will enable more advanced econometric calculations including the Gini coefficient, which measures the distribution of wealth in a given system, and could eventually be used to understand which nations are using the cryptocurrency. While blockchain data doesn’t natively include information about where a transaction occurs, Day is personally exploring how BigQuery ML might be leveraged to reveal transaction locations.
“This is not some kind of dependency on government agency reporting,” says Day. “We have all the data, and they can pull metrics and and look at them and reason about them over time.”
To show how Blockchain ETL could result in improvements to the cryptocurrency economy, Day is also using the suite of tools to examine a number of cryptocurrencies, most notably bitcoin cash and ethereum classic. While both the cryptocurrencies resulted from a dispute about how to enable smaller, cheaper transactions, Day found, according to the report published today, that the cryptocurrencies are being hoarded in much the same way as their predecessors.
From the report:
"Bitcoin Cash was purportedly created to increase transfer-of-value use cases through lower transaction fees, which should ultimately lead to a lower Gini coefficient of address balances. However, they see that the opposite is true—Bitcoin Cash holdings have actually accumulated since Bitcoin Cash forked from Bitcoin. Similarly, the Ethereum Classic currency was rapidly accumulated post-divergence and remains so."
And it’s not just Day who has been using the cryptocurrency data sets. So far, the largest group of users are coming from within Google itself. In March 2017 Google purchased data science collaboration startup Kaggle for an undisclosed amount. Comprising a community of data scientists, including Day, Kaggle is now hosting more than 500 bitcoin projects and 16 ethereum projects, many of which are for educational purposes. Projects include Day’s own effort to track the bitcoin transactions of the 10,000-bitcoin pizza purchase widely believed to be the first ever use of bitcoin to buy goods, and some early work to calculate the Gini coefficient for ethereum.
“We saw a very warm reception from that community,” says Day.
Such successes are giving Day a cult following of sorts. In December 2018 Day met Tomasz Kolinko, a computer scientist and creator of the Eveem software for analyzing code, called smart contracts, designed to transparently and immutably execute any number of tasks. The two were attending the EthSingapore hackathon when Kolinko expressed his frustration at having to wait for hours to get results from some of his searches.
Within a month of the two meeting, Kolinko published the results of his analysis using BigQuery, showing the potential benefits and dangers of putting such tools in the hands of the public. Kolinko used the Google BigQuery ethereum dataset to look for a smart contract feature called a “selfdestruct” designed to limit how long a contract can be used. In 23 seconds he was able to search 1.2 million smart contracts and found that almost 700 of them had left open a selfdestruct feature that would let anyone instantly kill the smart contract, regardless of who might be using it. “The scary part is,” said Kolinko, “if there is a new vulnerability, in the past you couldn’t just easily check all the contracts that were using it.”
That same month Day reached out to engineer Will Price, whose work using Google BigQuery to classify the 40,000 richest ethereum addresses with 25 criteria he had seen online. Using the basic search tools previously made available, Price identified ten distinct patterns for how ethereum addresses are being used, but was only able to classify three of them into what he called “archetypes”: exchanges, miners and initial coin offering (ICO) wallets. “The other archetypes are just as valid,” says Price, who is now listed as a member of the developer team. "But I don't have enough information to say what they are.”
Increasingly, it’s not just cryptocurrency data sets loaded by Day that are being used on Google BigQuery. In November 2018 independent Dutch developer Wietse Wind followed Day’s lead and uploaded his own data set, and similarly gave it away to the open source community. Best known for building the XRP Tip Bot, which has 5,500 active users. Wind invested $20,000 to buy two of his own “bare metal machines”—meaning he's not using cloud for this work—and helps validate data about XRP transactions. Then, in November, he loaded that data to Google BigQuery; he regularly updates it for public use.
In what is perhaps one of the most visually striking uses of Google BigQuery to analyze cryptocurrency data, graphic designer Thomas Silkjaer exported Wind’s data to a special graphical database, called Neo4J, that visually renders data in ways that make patterns more apparent. By merging his skills as a graphic designer for Bibles with Wind’s data, Silkjaer gives a glimpse of what is possible. His graphs show simple transactions between wallets but give what is perhaps the most memorable answers to the question, what is a blockchain?
“You now have public access to view all transactions on a payment network,” said Silkjaer, “We have never had that before with banks, because each bank is secretive.” Silkjaer is now working to classify the transaction clusters into categories and visually paint a picture of which addresses are being used for trading, for making purchases, or for sending collateral to loan providers. Day sees Silkjaer’s work as an example of things to come. “That's what I'm actively working on right now,” he adds. “Getting the data available in graph data structures to enable those types of queries.”
While Day’s job as Google Cloud developer advocate puts him in a unique position to build bridges between the search giant and developers, he is not alone in his blockchain interest at the company. Going back to at least to September 2016, Google has reportedly filed more than 20 patents for blockchain-related technology, including one in 2018 for using a “lattice” of interoperating blockchains to increase security. Among Google’s earliest forays into blockchain were a number of high-profile strategic investments, including Blockchain Inc., Ripple, and Veem.
Then, in July 2018, Google revealed it would be supporting development internally using the ethereum blockchain and Hyperledger Fabric and that it had formally partnered with financial infrastructure provider Digital Asset, which counts the Australian Securities Exchange (ASX) among its customers, and enterprise ethereum app developer BlockApps, which was an early partner with Microsoft, and recently started working with Amazon Web Services and Red Hat, now owned by IBM.
BlockApps CEO Kieren James-Lubin says that while Google was relatively late to publicly commit resources to blockchain, the company will benefit from watching from the sidelines as the cryptocurrency market collapsed in 2018. To help make up for that lost time James-Kiernen says his team is working “in the trenches” with Google to help their sales and pre-sales teams understand the value proposition of enterprise ethereum applications.
In the meantime, Google has amped up its presence in the global event space, hosting a number of private events that nonetheless attracted standing room only audiences. In August 2018, Aya Miyaguchi, the president of the Ethereum Foundation, joined Day and others on stage at Google’s Asia headquarters in Singapore and discussed how Day’s work might be used to help businesses make better decisions about how customers are using—or not using—their crypto products.
“Allen's work helps by providing public data sets for businesses or products to make decisions for their implementations,” says Miyaguchi. In December, Google hosted its first blockchain on Google Cloud event in New York City, with startups on stage including partners BlockApps and Digital Asset as well as enterprise blockchain developer Blockdaemon and ethereum investor ConsenSys Ventures. At the next Google Cloud NEXT event in April 2019 partner Digital Asset plans to reveal a number of new developments related to the partnership.
As for Allen, he’s working to put together a cash prize for a contest to use Google BigQuery to calculate cryptocurrency Gini coefficients around the world, and is continuing his work using BigQuery ML to seek out new artificial intelligence in blockchain data, and trying to identify what exactly those seemingly coordinated robots are actually up to?
“This is the general trend that you're going to be see going forward,” says Day, referring to the most sophisticated forms of search. “The community that I'm building around this is mostly machine learning people, and they're thinking about all kinds of other stuff, and it's gonna start coming out.”
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“Harman Pro Announces Workplace Consolidation” was the headline heard ‘round the pro AV world in September 2017. “The changes they announced are the culmination of a transformation that the Professional Solutions Division has been undergoing for the last two years to better serve their customers, increase their competitiveness, and accelerate new product innovations,” David Glaubke, director of public relations, global professional solutions, Harman International said at the time. The restructuring plan included new experience centers around the world and “Centers of Competency” around the U.S. to allow the company’s engineers to focus on critical product differentiations instead of requiring them to develop motors, mechanical structures, and other supporting elements.Acquisition
“We went through a massive change last year, and I’m really glad,” said Parasher when asked about the state of Harman Pro in 2019. “Because, despite that change, they grew their revenue, they grew their profit, they grew order bookings, and so I think they saw really good growth despite all of the disruption.”
The changes began—at least behind the scenes—when Samsung Electronics acquired Harman International for around $8 billion in November 2016, with the deal closing in mid-2017.
[Read more about the acquisition.]
Harman, Parasher said, was creating a lot of pieces of the pro AV puzzle—audio, video, control, and lighting—but was missing the display side of the business, which would bring everything together. The company found that missing piece with Samsung. “As things get connected, there is no better connectivity company than Samsung in the world. [Samsung has] billions of devices out there that are connected either to a network or to something else. That technology and expertise comes in handy for their pro side. The combination of audio, video, lighting, control, and displays is very powerful.”
“We were very clear from day one. Samsung was very clear saying ‘This is a business we’re going to invest in and we’re going to grow.’ True to their word, as part of Samsung, they have invested in the business—time, energy, new hires, investing in experience centers,” added Parasher. “We have a plan and they continue to invest. We’re churning out products. They had a pretty decent year, despite all the change, launching some good products that were extremely well-received by the industry.”Creating the Right Environment
Parasher acknowledged that change can be hard—and that he knows it was difficult for Harman employees, but hopes that by setting a clear direction and vision for the company, the staff will continue to achieve company goals and enjoy working for the company.
“I believe that a positive morale depends on if you’re doing something big and purposeful.” He said that first and foremost, companies need to have a well-defined purpose, followed by executing against that purpose and clearly identifying milestones. “As you keep delivering [on your purpose and milestone], it creates a positive morale.”
One of the milestones in Harman’s journey was creating its Centers of Competency. Prior to the restructuring, the company’s audio brands were scattered around the country and, according to Parasher, were unable to leverage the full power of the combined brands because the brands were very siloed. “There was a huge potential to combine them all and put them in a platform [the Centers of Competency], where it is engineering—not only hardware, but more importantly, applications and software—sales and marketing, after-sales service, tech support, pre-sales,” he said. “We did that in a very fast-paced way. People call it a restructure; I call it ‘reconstruction.’”
Part of the reconstruction includes ensuring employees have the tools they need to do their jobs. Parasher said they are investing in an “enormous amount” of cross training. “Peer-to-peer learning is much more important—especially on the engineering side—than anyone just sitting and teaching in the classroom. The peer-to-peer learning is the main reason why they consolidated their engineering centers. You’ve got to put the engineers under one roof, on one floor, because what happens when they meet at the proverbial water cooler is very, very important. That’s where the real learning happens, more than some guy teaching a master class on electronics.”
Harman has created a large repository of its engineering knowledge—terabytes and terabytes, according to Parsher—on one platform where any of the company’s engineers can access anything, at any time, and learn from one another. “We created an environment for active learning, rather than just training, because training is one-way. But if you create the right environment, put people under one roof, create the infrastructure for them to easily access the information, we’re creating an environment for learning, which is much more impactful.”
With the new centers and learning environment, Parasher believes the company is on its way to successfully managing change for its employees, for the present and the future. “So far, they have the right purpose, they have started on their journey, and they are right on target to achieve what they committed to as a team,” he said. “We believe they have an opportunity and a responsibility—as a team—to transform the pro AV industry. They have this portfolio of products, this great team, a great business channel, and a great owner—Samsung—who is willing to invest. There’s no excuse. It’s a responsibility to get in there and say ‘Okay, what do you think the industry should look like?’ and then they must drive toward that and take their steps one at a time, have their milestones laid out. They started that journey 12 to 18 months ago and I’m very pleased with where they are.”Looking Ahead
Harman has noticed positive results from its reconstruction plan. “We are already seeing the positive impact from the restructuring they completed last year. In fact, 2018 was a record year for orders booked,” Parasher said. “This was driven by their highest-ever year of audio product sales, as well as record growth in sales outside of the U.S. In addition to this record setting revenue, they also drove strong growth in profitability.”
That’s the immediate impact, but what does the future bring for Harman Pro? Parasher plans to continue to break down silos within the company. For example, he pointed out that the pro AV industry would be surprised by the amount of technology Harman’s engineers are able to draw from the connected car. “Nobody in the pro industry can afford the thousands of engineers needed to develop secure Linux products. They have access to that, because that development cost was done for their connected car business. They can borrow 80 percent of the work and bring it into the pro industry. The same thing with the consumer side and the services side and from Samsung, etc. So, bringing all these things together is the opportunity.”
Learn how to migrate and modernize stateless applications and run them in a Kubernetes cluster.
In my almost 18 years at 8x8, I've helped thousands of companies move to the cloud, from fast-growing small businesses wanting to improve customer experience to Fortune 1000 multinational corporations looking to transform enterprise communications and collaboration across multiple offices and countries. Every organization has its own set of unique challenges and requirements, so I want to share some best practices in cloud migration. Avoid pitfalls across these four key areas when moving your communications infrastructure to the cloud:
Being prepared from the outset will put you in a better position to address issues that might crop up as you migrate to the cloud, helping your company save time and money while minimizing the impact of potential problems. Make sure to set expectations, goals and overall strategy for the project, and clearly define all the requirements upfront. A successful cloud migration depends on a shared partnership with your vendor so the more communication and alignment, in the beginning, the better chance for a smooth and favorable result at the end.
For example, during the pre-sales and proof of concept (POC) phases, ensure that your service provider is detailed-oriented and examines the current workflows and environments. Here’s an all-too-familiar scenario they hear about:
Let’s say you are a company headquartered in the U.S. with offices in Europe. You ask your vendor if they can provide service and support for an office in Italy. If the only answer is a premature “yes” and no follow-ups, then run away and look for a new provider. Make sure they go into details on how they can provision and then provide support for the service, especially as it relates to the porting of international numbers. They should also ask for sample numbers to test and check porting as local number portability capabilities, norms, and regulations are different in different countries and you don’t want any major issues to surface during the implementation phase. If you are a company looking to scale your cloud communications infrastructure, make sure you have a vendor who is thorough and has real hands-on experience globally.Technical Considerations
When it comes to the topic of cloud migration, this is the area I am the most passionate about. When I speak with CIOs I always tell them if the call quality is bad, nothing else will matter – fundamentals such as quality and stability come first.Your Infrastructure
A company’s network infrastructure is one of the most important elements for success when moving to the cloud. Voice is the most difficult application to be delivered over the network because of the real-time nature and requirements. It is very important to have a solid infrastructure and connectivity is everything. While buffering data (via services like Netflix) might be the norm and provide “good enough” service for some cloud applications, the quality is unacceptable when dealing with real-time voice at a global scale. Proper assessment of the network infrastructure goes well beyond simple bandwidth/speed or jitter/packet loss tests. Such proper assessments need to be comprehensive and very thorough covering all the elements necessary for successful delivery such as DNS infrastructure, firewalls, network routes, and many more. The key here is how your service provider can help you with these assessments without putting a great amount of burden on your teams. Continue to read and I will address this question in the testing section.Technology
As important as a company’s infrastructure is to experience excellent quality of service, the fact is that there will be remote offices and mobile employees on networks that can not be controlled by the enterprise. Not all technologies and service providers are equal when it comes to dealing with less than ideal or adverse network conditions when delivering critical real-time voice applications.
At 8x8, they spent a tremendous amount of time enhancing their algorithms to deal with these less than ideal network conditions. I am very happy to say that their hard work has paid off and their technology has demonstrated the highest voice quality under both normal and less than ideal network conditions when directly tested against other service providers by The Tolly Group, a leading global provider of testing and third-party validation and certification services.Testing
It goes without saying to test early and often. Your provider must partner with you to create a detailed test plan and make sure testing is implemented at every single stage before going live. As the workforce becomes increasingly mobile with less dependence on desk phones, one of the most important overlooked items is testing your WiFi. At 8x8, they have built a tool for customers to thoroughly and comprehensively test and assess their local network and connectivity with a click of a button. It is a simple to use yet a very effective tool that will test your network against their data centers around the globe, and while it provides a simple green/red indicator as a high-level output, it also provides a very comprehensive detailed report to help network engineers address any potential existing issue. If the vendor you are choosing is just giving you the requirements and is expecting your network engineers to run around and figure out how to comply, you might want to look elsewhere. Also, be cautious about overly simplistic/non-comprehensive testing tools that can get you in trouble later by not really identifying potential issues.Transitioning
For every company, moving to the cloud is a custom solution that they take very seriously. Should you roll out everything all at once or gradually release in phases? How will you plan to train users to make it as painless as possible? They partner closely with their customers to help define and support the transition strategy that best meets the organization’s business needs. A comprehensive battle-tested deployment methodology is very important; however, each customer situation can have unique requirements, and the methodology should have proper provisions to capture and address such differences. If your vendor is pulling an out of the box strategy and not really paying attention to your specific requirements then you are going to run into issues.
Here is a screenshot of 8x8’s high-level transition methodology for one of the customers:
Moving your communications to the cloud, and ensuring the investment meets your business requirements is a huge endeavor. Carefully planning and preparing to avoid the pitfalls I just shared above, can make all the difference in your cloud journey.
Have you moved your communications to the cloud? Comment below and join the conversation.
devops ,network operations ,cloud migration ,cloud ,cloud adoption ,communication
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Certiport [3 Certification Exam(s) ]
CheckPoint [41 Certification Exam(s) ]
CIDQ [1 Certification Exam(s) ]
CIPS [4 Certification Exam(s) ]
Cisco [318 Certification Exam(s) ]
Citrix [48 Certification Exam(s) ]
CIW [18 Certification Exam(s) ]
Cloudera [10 Certification Exam(s) ]
Cognos [19 Certification Exam(s) ]
College-Board [2 Certification Exam(s) ]
CompTIA [76 Certification Exam(s) ]
ComputerAssociates [6 Certification Exam(s) ]
Consultant [2 Certification Exam(s) ]
Counselor [4 Certification Exam(s) ]
CPP-Institue [2 Certification Exam(s) ]
CPP-Institute [1 Certification Exam(s) ]
CSP [1 Certification Exam(s) ]
CWNA [1 Certification Exam(s) ]
CWNP [13 Certification Exam(s) ]
Dassault [2 Certification Exam(s) ]
DELL [9 Certification Exam(s) ]
DMI [1 Certification Exam(s) ]
DRI [1 Certification Exam(s) ]
ECCouncil [21 Certification Exam(s) ]
ECDL [1 Certification Exam(s) ]
EMC [129 Certification Exam(s) ]
Enterasys [13 Certification Exam(s) ]
Ericsson [5 Certification Exam(s) ]
ESPA [1 Certification Exam(s) ]
Esri [2 Certification Exam(s) ]
ExamExpress [15 Certification Exam(s) ]
Exin [40 Certification Exam(s) ]
ExtremeNetworks [3 Certification Exam(s) ]
F5-Networks [20 Certification Exam(s) ]
FCTC [2 Certification Exam(s) ]
Filemaker [9 Certification Exam(s) ]
Financial [36 Certification Exam(s) ]
Food [4 Certification Exam(s) ]
Fortinet [13 Certification Exam(s) ]
Foundry [6 Certification Exam(s) ]
FSMTB [1 Certification Exam(s) ]
Fujitsu [2 Certification Exam(s) ]
GAQM [9 Certification Exam(s) ]
Genesys [4 Certification Exam(s) ]
GIAC [15 Certification Exam(s) ]
Google [4 Certification Exam(s) ]
GuidanceSoftware [2 Certification Exam(s) ]
H3C [1 Certification Exam(s) ]
HDI [9 Certification Exam(s) ]
Healthcare [3 Certification Exam(s) ]
HIPAA [2 Certification Exam(s) ]
Hitachi [30 Certification Exam(s) ]
Hortonworks [4 Certification Exam(s) ]
Hospitality [2 Certification Exam(s) ]
HP [750 Certification Exam(s) ]
HR [4 Certification Exam(s) ]
HRCI [1 Certification Exam(s) ]
Huawei [21 Certification Exam(s) ]
Hyperion [10 Certification Exam(s) ]
IAAP [1 Certification Exam(s) ]
IAHCSMM [1 Certification Exam(s) ]
IBM [1532 Certification Exam(s) ]
IBQH [1 Certification Exam(s) ]
ICAI [1 Certification Exam(s) ]
ICDL [6 Certification Exam(s) ]
IEEE [1 Certification Exam(s) ]
IELTS [1 Certification Exam(s) ]
IFPUG [1 Certification Exam(s) ]
IIA [3 Certification Exam(s) ]
IIBA [2 Certification Exam(s) ]
IISFA [1 Certification Exam(s) ]
Intel [2 Certification Exam(s) ]
IQN [1 Certification Exam(s) ]
IRS [1 Certification Exam(s) ]
ISA [1 Certification Exam(s) ]
ISACA [4 Certification Exam(s) ]
ISC2 [6 Certification Exam(s) ]
ISEB [24 Certification Exam(s) ]
Isilon [4 Certification Exam(s) ]
ISM [6 Certification Exam(s) ]
iSQI [7 Certification Exam(s) ]
ITEC [1 Certification Exam(s) ]
Juniper [64 Certification Exam(s) ]
LEED [1 Certification Exam(s) ]
Legato [5 Certification Exam(s) ]
Liferay [1 Certification Exam(s) ]
Logical-Operations [1 Certification Exam(s) ]
Lotus [66 Certification Exam(s) ]
LPI [24 Certification Exam(s) ]
LSI [3 Certification Exam(s) ]
Magento [3 Certification Exam(s) ]
Maintenance [2 Certification Exam(s) ]
McAfee [8 Certification Exam(s) ]
McData [3 Certification Exam(s) ]
Medical [69 Certification Exam(s) ]
Microsoft [374 Certification Exam(s) ]
Mile2 [3 Certification Exam(s) ]
Military [1 Certification Exam(s) ]
Misc [1 Certification Exam(s) ]
Motorola [7 Certification Exam(s) ]
mySQL [4 Certification Exam(s) ]
NBSTSA [1 Certification Exam(s) ]
NCEES [2 Certification Exam(s) ]
NCIDQ [1 Certification Exam(s) ]
NCLEX [2 Certification Exam(s) ]
Network-General [12 Certification Exam(s) ]
NetworkAppliance [39 Certification Exam(s) ]
NI [1 Certification Exam(s) ]
NIELIT [1 Certification Exam(s) ]
Nokia [6 Certification Exam(s) ]
Nortel [130 Certification Exam(s) ]
Novell [37 Certification Exam(s) ]
OMG [10 Certification Exam(s) ]
Oracle [279 Certification Exam(s) ]
P&C [2 Certification Exam(s) ]
Palo-Alto [4 Certification Exam(s) ]
PARCC [1 Certification Exam(s) ]
PayPal [1 Certification Exam(s) ]
Pegasystems [12 Certification Exam(s) ]
PEOPLECERT [4 Certification Exam(s) ]
PMI [15 Certification Exam(s) ]
Polycom [2 Certification Exam(s) ]
PostgreSQL-CE [1 Certification Exam(s) ]
Prince2 [6 Certification Exam(s) ]
PRMIA [1 Certification Exam(s) ]
PsychCorp [1 Certification Exam(s) ]
PTCB [2 Certification Exam(s) ]
QAI [1 Certification Exam(s) ]
QlikView [1 Certification Exam(s) ]
Quality-Assurance [7 Certification Exam(s) ]
RACC [1 Certification Exam(s) ]
Real-Estate [1 Certification Exam(s) ]
RedHat [8 Certification Exam(s) ]
RES [5 Certification Exam(s) ]
Riverbed [8 Certification Exam(s) ]
RSA [15 Certification Exam(s) ]
Sair [8 Certification Exam(s) ]
Salesforce [5 Certification Exam(s) ]
SANS [1 Certification Exam(s) ]
SAP [98 Certification Exam(s) ]
SASInstitute [15 Certification Exam(s) ]
SAT [1 Certification Exam(s) ]
SCO [10 Certification Exam(s) ]
SCP [6 Certification Exam(s) ]
SDI [3 Certification Exam(s) ]
See-Beyond [1 Certification Exam(s) ]
Siemens [1 Certification Exam(s) ]
Snia [7 Certification Exam(s) ]
SOA [15 Certification Exam(s) ]
Social-Work-Board [4 Certification Exam(s) ]
SpringSource [1 Certification Exam(s) ]
SUN [63 Certification Exam(s) ]
SUSE [1 Certification Exam(s) ]
Sybase [17 Certification Exam(s) ]
Symantec [134 Certification Exam(s) ]
Teacher-Certification [4 Certification Exam(s) ]
The-Open-Group [8 Certification Exam(s) ]
TIA [3 Certification Exam(s) ]
Tibco [18 Certification Exam(s) ]
Trainers [3 Certification Exam(s) ]
Trend [1 Certification Exam(s) ]
TruSecure [1 Certification Exam(s) ]
USMLE [1 Certification Exam(s) ]
VCE [6 Certification Exam(s) ]
Veeam [2 Certification Exam(s) ]
Veritas [33 Certification Exam(s) ]
Vmware [58 Certification Exam(s) ]
Wonderlic [2 Certification Exam(s) ]
Worldatwork [2 Certification Exam(s) ]
XML-Master [3 Certification Exam(s) ]
Zend [6 Certification Exam(s) ]
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