|Exam Name||:||IBM System Storage DS8000 Technical Solutions V3|
|Questions and Answers||:||52 Q & A|
|Updated On||:||February 18, 2019|
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IBM tweaked its business storage methods today, adding thin provisioning to its device Storage DS8000, and asynchronous mirroring and dual processors to its XIV Storage gadget. In each cases, the points are already protected in competitors' methods and fill gaps in IBM's platforms.
IBM neglected skinny provisioning when it upgraded the DS8000 last February with full disk encryption and strong-state pressure (SSD) support. First made popular by way of 3PAR Inc., skinny provisioning is fitting a standard function on enterprise methods now that Hitachi statistics programs (HDS) and EMC Corp. offer it. IBM already helps thin provisioning for its SAN extent Controller (SVC) storage virtualization box, and on the XIV Storage system.together with thin provisioning, IBM is making utility improvements for the DS8000 which are meant to enhance the speed of extent initiation and supply stronger throughput for techniques the usage of FICON on IBM mainframes.
XIV continues to be a piece in growth
IBM bought XIV techniques in January 2008, and released its first IBM-branded XIV equipment last September. Critics claimed the XIV lacked business features comparable to asynchronous mirroring for distance replication, scalability beyond 180 TB raw, help for IBM device z mainframes and concurrent code load for non-disruptive application setting up.
brand new improve gives the XIV Storage equipment asynchronous mirroring and concurrent code load, but the different boundaries remain.
"we have been including capabilities to XIV in a really short period of time when you consider that we acquired it," talked about David Vaughn, IBM's tips infrastructure platform manager. "Asynchronous mirroring is a big step to complete the important necessities for our customers."
New dual processor modules provide the XIV Storage system as much as 30% efficiency improvement, Vaughn pointed out. XIV also now has an SMI-S interface for faraway management of IBM's Tivoli software and an LDAP interface. furthermore, IBM is giving valued clientele a choice between a one-year and three-yr base warranty for the XIV Storage device. It prior to now offered a one-year base guarantee and consumers might add greater years.
IBM delivered a 27 TB entry-degree XIV Storage system version prior this 12 months, however hasn't gone past 180 TB. Vaughn referred to the XIV structure will enable it to head beyond a hundred and eighty TB, "but it does not scale that excessive yet." He additionally observed mainframe assist for XIV is on the roadmap, however "there's nothing impending."
As is the case with IBM storage rival EMC, there was confusion in the business about where the lines are drawn with IBM's systems. IBM considers the DS8000 and the XIV Storage equipment business programs youngsters they're distinctive architectures. How does a company understand if it's going to believe a DS8000 or an XIV?
"If we're coping with someone who's a DS8000 customer these days, we predict them to buy the DS8000 as a result of they've standardized with it and are relaxed with it," Vaughn stated. "If we go into a new account, we would beginning the dialog with the DS8000 if or not it's a mainframe account. If the account is absolutely open programs, we might start with the XIV."
Analysts referred to the latest upgrades are vital for business-grade storage programs. "if you are going to call it [XIV] an commercial enterprise equipment, the expectation is that all this stuff is there," pointed out Arun Taneja, founder and consulting analyst at Hopkinton, Mass.-based Taneja group. "In an excellent circumstance, a vendor would have all this performance from day one, however how do you do this? What they brought out last year with XIV changed into a first volley."
"it's now not like they are the first with these elements," stated Mark Peters, an analyst at Milford, Mass.-based enterprise strategy community. He would not expect shoppers to purchase systems based on which have the optimum thin provisioning, but they do are expecting enterprise methods to have it.
As for IBM's product positioning, Peters talked about it might confuse customers, however "or not it's far stronger to have an overlap in products than a gap. americans ask the same question with EMC [with Clariion and Symmetrix platforms] about which equipment to purchase, and in both cases the reply that comes again is 'mainframe.' Mainframe help is the leading change, and one device is a scintilla greater reliable than the different."
IBM's timing with thin provisioning isn't exceptional. Its announcement comes a day after EMC talked about it would present skinny provisioning for gratis with its Symmetrix systems. IBM is charging at least $69,000 to activate thin provisioning for its DS8000 techniques.
still, IBM's Vaughn pointed out thin provisioning is a cash-saver as a result of "you get a good deal enhanced utilization of your disks."
thin provisioning for the DS8000 and dual processors for the XIV Storage device may be accessible subsequent month, with the XIV's asynchronous mirroring due later within the year.
IBM plans to construct a research hub for subsequent era AI hardware, with guide from big apple State and SUNY Polytechnic Institute.
The IBM analysis AI Hardware center goals to obtain a 1,000 times efficiency effectivity growth for artificial intelligence workloads over the path of a decade.
The center will host R&D, emulation, prototyping, trying out and simulation activities for the new AI cores, while really expert wafer processing should be achieved in Albany and at IBM’s Thomas J. Watson analysis middle in Yorktown Heights.
"AI will transform the realm in dramatic techniques in the coming years," Mukesh Khare, VP of semiconductor and AI hardware at IBM research, said.
"IBM is pushing the boundaries of AI sooner - for the benefit of business and society. by way of expanding our partnership with big apple State, we're growing a global hub of AI hardware analysis with an ecosystem to innovate, incubate, and lead within the building of disruptive technologies."
IBM spoke of that it could invest $2 billion in SUNY Poly and its other facilities in long island State, and may supply at the least $30 million in money and in-kind contributions for AI analysis across the SUNY equipment, with SUNY matching up to $25 million.
State economic development organization Empire State building will also provide a $300 million capital furnish over 5 years, to the research basis for SUNY to purchase, personal and set up equipment imperative to aid the AI Hardware center.
"new york has at all times been on the forefront of emerging industries, and this inner most sector funding to create a hub for synthetic intelligence analysis will attract world-category minds and power economic growth in the vicinity," Governor Andrew Cuomo spoke of in a press release.
"artificial intelligence has the potential to seriously change how we live and the way corporations operate, and this partnership with IBM will assist make certain long island is still on the innovative constructing inventive applied sciences."
IBM added that the hardware core will also flip to analysis partners Samsung, Mellanox applied sciences and Synopsys.
details about the company's hardware plans are constrained, however IBM first plans to liberate digital AI cores adopted by way of analog AI cores. and scan with diverse really good accelerator cores and chip architectures.
Analog AI aims to dispose of the von Neumann reminiscence bottleneck, cutting back the need to transfer data between the reminiscence and processor in a equipment. IBM analysis information makes reference to the 'Fusion chip,' which the business says "exploits the storage skill and physical attributes of part-change memory (PCM) contraptions to put into effect a man-made neural community."
section trade reminiscence has been in construction considering that the Nineteen Seventies, with IBM saying it had efficiently created and tested PCM returned in 2016.
"With PCM, when an electrical pulse is utilized to the material, it alterations the conductance of the gadget by means of switching the material between amorphous and crystalline phases," IBM explains. "A low electrical pulse will make the PCM machine greater crystalline (much less resistance). A excessive electrical pulse will make the gadget more amorphous (extra resistance). for this reason, as a substitute of recording a 0 or 1 like within the digital world, it data the states as a continuum of values between the two–the analog world."
The fabric provides: "In deep researching inference, records propagation through assorted layers of a neural community comprises a sequence of matrix multiplications, as each and every layer may also be represented as a matrix of synaptic weights... The Fusion chip is a test prototype with which handiest a single PCM device can be accessed at a time. Future chips will permit to operate the matrix multiplications all in parallel in a single time step, thereby tremendously enhancing the velocity and energy efficiency."
DCD has suggested notably on IBM's quite a lot of chip efforts, including its unwell-fated cell Broadband Engine, its digital AI TrueNorth neuromorphic chip, and its vigour architecture it is used on the earth's strongest supercomputer.
through Kevin Komiega
-- IBM is now offering nine diverse data management application tools for managing and relocating facts in tiered storage environments with strong-state disk (SSD) drives.
The business's portfolio includes a suite of application tools that manage the migration, monitoring and dynamic placement of statistics on SSDs.
The tools encompass "wise information placement" expertise in the variety of IBM's statistics Facility Storage management Subsystem (DFSMS) for zSeries and DS8000 environments. For its energy techniques servers, IBM now presents SSD facts Balancer equipment that permit administrators to flow often accessed records to SSDs, while moving occasionally accessed statistics to typical challenging drives.
On the hardware front, IBM additionally expanded its use of SSDs to include vigor systems, becoming a member of system x servers and gadget Storage DS8000 instruments, which already offer SSDs.
SSDs could be supported on all POWER6 programs, from Blades to enterprise servers, as well as on the device x lineup of diskless force alternate options with new SATA-style SSDs. A 50GB pressure, designed for higher I/O efficiency, is accessible in both a 2.5-inch or three.5-inch kind element for blades and equipment x rack and tower servers. The SSDs guide home windows, Linux, and ESX Server.
IBM additionally invested in integrating DS8000 storage systems with servers and software to maximize the efficiency advantage of SSDs. The built-in answer will allow clients to optimize the hybrid ambiance with SSDs and HDDs.
Mike Desens, IBM's vp of gadget design, says the business's strategy to SSDs acknowledges that most users could have hybrid storage environments that use high-pace SSDs in tandem with HDDs.
"we've been enabling [the use of SSDs] throughout all of our hardware, working gadget and software systems with the intention to help valued clientele utilize SSDs within the correct ways and to get statistics onto the right tier of storage," says Desens.
He says flash-based mostly SSD drives have the advantage to revolutionize the industry, but costs nonetheless deserve to come down.
"SSDs are going to have a big effect on the trade as expenditures proceed to come down at a faster pace than natural HDDs and we see more ability," says Desens.
IBM is the use of two different types of single-level cellphone (SLC) SSDs, including drives from STEC and Fusion-io. Desens says IBM is engaged on ways to use bigger ability multi-degree mobile (MLC) expertise.
"SLC know-how is reputable via put on-leveling, over provisioning and error correction applied sciences, but MLC nevertheless wants extra work and innovation to deliver it into business-classification functions," he says.
connected articles:checking out SSD strengths and weaknessesSTEC ships MLC-based mostly SSD
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IBM has announced to expand its storage portfolio with the introduction of new and faster systems, enhanced products, and a new enterprise choice warranty service option for the IBM System Storage DS6000 series.
Enhancements across the company’s high-end disk systems, as well as its N series portfolio, data retention solutions, and offerings for SMBs, are designed to provide customers with increased performance and management capabilities, infrastructure simplification, and lower costs.
Shailesh Agarwal, Country Manager, IBM Storage said, “We’re turbo charging our storage systems and accelerating our NetApp relationship to help customers manage their information on demand needs. Today’s announcement further demonstrates IBM’s commitment to provide our clients with increased flexibility and increased choice that enables them to take control of their storage infrastructures. The choice for customers is clear - more powerful and faster storage solutions from IBM, versus proprietary solutions from EMC.”
Updating its flagship DS8000 series, the company is introducing new DS8000 Turbo models. The new models - the IBM System Storage DS8100 Turbo and DS8300 Turbo systems - are based on POWER5+ processors, with the addition of 4Gbps Fibre Channel and FICON technology allowing for the reduction of the number of network resources.
DS8000 Turbo models include improved tiered storage options, functions to enable greater performance and efficiency for DB2 applications on IBM System p servers, and support for three-site business continuity solutions.
Enhancements to the System Storage DS6000 are also announced. The S6000 Series will also come with one-standard warranty and the option for customers to take advantage of a new flexible Enterprise Choice option for warranty extensions.
IBM has also announced high-end enterprise and gateway solutions, IBM System Storage N7000 family. With this, the company has introduced a complete line of unified storage products based on NetApp technology designed to provide end-to-end solutions for environments needing enterprise class NAS, FC SAN, and iSCSI offerings, from the smallest of businesses to the largest data centers.
The N series models, IBM System Storage N7600 and N7800, offer Fibre Channel and SATA disk drive support and provide simultaneous NAS, iSCSI and 4Gbps FC SAN (FCP) attachment. Additionally, they offer over 35 advanced software features with FlexShare and MetroCluster capabilities, and are scalable up to 504 terabytes of physical capacity.
Also enhancing IBM’s compliance and archiving solutions, designed for long-term data retention, including retention driven by regulation or corporate governance requirements, the IBM System Storage DR550 V3.0 and DR550 Express is designed to offer increased flexibility, capacity and price performance by including the IBM System Storage DS4700 storage controller and the EXP810 storage expansion as its disk storage subsystem
The announcement completes a major expansion of IBM’s storage line, which started earlier this month. IBM recently expanded its DS4000 line of midrange storage servers with the introduction of the IBM System Storage DS4200 Express Model, a powerful and affordable storage server that is ideal for small and medium-sized businesses. It also added new features and functionality across its entire DS4000 family of products to increase capacity, speed and overall performance, helping clients to create optimal tiered data storage strategies and offer robust data protection and duplication features.
The DS8000 Turbo models and enhancements for the DS6000 series will both be available on September 9, 2006, the N series enterprise appliance models will be available on September 1, 2006 and the N series enterprise gateway solutions on September 22, 2006.
Single server and express model configurations are currently available. Dual-server models will be available on September 15, 2006. The DS4200 Express will be available on August 25, 2006.
ARMONK, N.Y., Oct. 3, 2012 /PRNewswire/ --
IBM (NYSE: IBM) today unveiled new technologies designed to help organizations with today's greatest challenges, including the need for improved security, the ability to take advantage of cloud computing, and the requirement to manage and analyze vast amounts of data. The new offerings include the most powerful enterprise Power Systems to date, a new high-end disk storage system and key software updates for IBM's newest mainframe computer.
(Photo: http://photos.prnewswire.com/prnh/20121003/NY85927 )(Logo: http://photos.prnewswire.com/prnh/20090416/IBMLOGO )
The announcement is part of IBM's continued focus on Smarter Computing systems aimed at solving the varied and intensifying challenges organizations are facing, from security vulnerabilities to managing ballooning data volumes that are expanding through social and mobile technologies.
IBM customer Toyota Australia is one example of a company with complex data management needs. Running a sophisticated just-in-time manufacturing, logistics and parts operation at its Altona plant in Melbourne, Toyota Australia uses a series of IBM Power servers running SAP software on AIX to manage and analyze data about vehicle parts availability, shipping estimates, inventory levels and sales planning. The manufacturing process is entirely reliant on this infrastructure in order for production operations to run as efficiently as possible so that not only can its dealerships receive car deliveries on time to meet consumer demand but it can meet export market demand.
According to Toyota Australia CIO James Scott, "One of our company's top concerns is data management delays. This has the potential to negatively impact our production line, costing us tens of thousands of dollars in lost productivity, and the profits of our 250 dealerships across the country. Having a fast, reliable technology infrastructure is critical to the success of our business and IBM gives us the tools we need to support the organization most effectively."
New Power Systems Tout POWER7+, Elastic Capacity on Demand and Fast Business AnalyticsAs a result of more than $1.4 billion in R&D investment, IBM today is announcing its enterprise Power Systems with new hardware and software innovations designed to help customers gain business insights fast and securely.
IBM Power 770 and Power 780 servers now feature the new POWER7+ microprocessor, a technology that offers a performance boosts of 30 to 40 percent on application workloads compared with previous versions.(1) Among its many features, the POWER7+ offers an expanded 2.5x L3 cache memory, greater security with faster file encryption for the IBM AIX operating system, and memory compression that results in no increased energy usage over previous generation POWER7 chips.
At the top of the Power line, the Power 795 server has been enhanced to enable customers to run very demanding applications, such as business analytics, fast by utilizing up to 16 terabytes of memory with new 64GB Dual In Line Memory Modules (DIMM).
In addition, IBM has added several new capabilities to its family of Power Systems servers to help customers build virtualized private cloud or managed service cloud infrastructures, and respond dynamically to changes in application and workload requirements. Elastic Capacity on Demand for Power Systems Pools, for example, enables the sharing of resources across multiple servers, which can improve the availability and enhance the access to resources during planned and unplanned maintenance activities.
When managing a cloud-based infrastructure with IBM PowerVM virtualization software, customers can now more easily move individual server partitions to quickly balance resources in reaction to changing business needs. Single virtual machines can be moved three times faster and concurrent migrations can occur up to 4.7 times faster than with previous versions.(3)
The average corporate IT infrastructure is cyber-attacked nearly 60,000 times every day(4) and the average total organizational cost of a data breach is $5.5 million,(5) making security one of the top priorities of enterprise organizations. To enhance data security and regulatory compliance, IBM PowerSC security and compliance software along with Trusted Surveyor has been updated and now provides real-time security alerts and delivers improved compliance reporting.
IBM Accelerates Enterprise Storage Capabilities for Big DataThe deluge of information organizations continue to grapple with is posing increasingly dynamic challenges for IT administrators. Mounting data volumes are not only stressing system performance and manageability, but security as well. To help customers respond to these challenges, IBM today solidified two of its high-end storage systems with dramatic performance and security updates.
The IBM System Storage DS8870 is the newest and most powerful member of the company's DS8000 family of "high-density" enterprise class storage systems. Upgraded with the advanced IBM POWER7 processors and up to 1TB of system cache, the DS8870 delivers up to three times more performance for transaction processing applications than the current DS8800 model.(2) What's more, according to the Storage Performance Council, the DS8870 has also achieved the number one ranking in its standardized SPC-2 benchmark result.(6) In addition, the DS8870 comes standard with full self-encrypting drives for additional security.
On the tape storage front, IBM updated the IBM Virtualization Engine TS7700 Release 3, a system that melds virtualization with magnetic tape. The system is an update of the TS7700 Enterprise Virtual Tape Library System, which is typically used in enterprises powered by mainframes and is designed to help administrators virtualize their existing tape storage systems for improved manageability, capacity and security. The Virtualization Engine takes the system to new levels of each, with end-to-end encryption and the ability to connect up to six systems in a grid architecture for greater access to information, as well as redundancy.
The new Technical Computing for Big Data solution includes IBM's General Parallel File System (GPFS), an advanced file management platform often used in high performance computing environments for storing and delivering large volumes of data for weather modeling, oil exploration and digital media production. Combining GPFS with the latest IBM Platform Symphony scheduler and application platform, as well as the IBM Intelligent Cluster, delivers enterprise clients a scalable, high performance environment for analytics.
New Mainframe Software for Operational Analytics, Cloud and SecurityIBM today announced software offerings for IBM's newest mainframe -- the zEnterprise EC12 unveiled on August 28 -- to help clients operate their IT more efficiently while making use of critical information to fuel business insights and help provide better service to clients.
The zEC12 is one of the first systems to run transaction processing applications and analytics applications on one machine, enabling clients to receive and analyze structured business data in real-time. Now, IBM is making it simpler, faster and more affordable to run analytics on System z with the new IBM DB2 Analytics Accelerator V3 appliance that can speed response times for analytics to provide business insights and results. The Accelerator can also reduce the need to store data on disk drives in the mainframe by 95 percent, which can dramatically lower storage costs.(7)
IBM is enabling its popular transaction processor, CICS (Customer Information Control System), to be developed, delivered and operated in the cloud in order to help zEnterprise clients build private cloud environments that can support a high volume of customer transactions. With the new CICS 5.1 portfolio, interactive applications such as ATM systems, bank-teller applications and insurance applications can be made available in the cloud.
The new IBM Security zSecure Suite V1.31.1 enhances security intelligence by spotting unusual activity before the system is compromised, monitoring for threats with real-time alerts and network behavior analytics, and managing security audits. Integration with QRadar SIEM (security information and event management) provides enterprise-wide security monitoring.
System NetworkingIn addition to these systems and storage updates, IBM also announced a Software Defined Networking (SDN) controller for its enterprise networking portfolio. The new IBM Programmable Network Controller provides intelligent software for IBM RackSwitch and other OpenFlow-enabled switches. Through OpenFlow, people can create virtual networks with the scalability and flexibility required to respond to business changes in cloud and mobile services environments.
FinancingIBM Global Financing (IGF) can help clients acquire IBM systems with financing that promotes greater financial flexibility, lowers total cost of ownership and provides predictable payments. By working with a strategic partner like IGF, clients can conserve upfront cash and use it for other business critical initiatives. With industry-leading expertise in IT financing, IGF can customize financing programs to help accelerate a project's cash flow break even point and lower costs throughout the IT lifecycle.
Credit-qualified clients that elect financing may qualify to defer their first payment to 2013 for greater budget flexibility. IGF also offers 0% financing on a 12-month full payout lease or loan for select IBM solutions. For clients migrating from non-IBM platforms, IGF offers buyback of older servers at market value to facilitate ease of transition to IBM systems.
About IBMFor more information on IBM Smarter Computing visit www.ibm.com/smartercomputing.
(1) IBM lab testing showed clients have a denser compute node with 20 to 30 percent per core performance improvement and the new POWER7+ processors deliver improved application performance. Expectations are as much as 40 percent improvement with Java based workloads and as much as 30 percent with traditional OLTP and ERP environments compared to POWER7.(2) IBM, "IBM System Storage DS8870 Performance Whitepaper," October 2012.(3) IBM lab testing showed Live Partition Mobility performance improvements will enable clients to migrate a single partition up to 3 times faster and concurrently migrate partitions up to 4.7 times faster than previous releases of PowerVM. Actual results will vary depending on network capacity, partition size, workload and number of VIOS servers.(4) IBM Managed Security Services, 2010. Based on IBM X-Force Data and Analysis.(5) Ponemon Institute, "2011 Cost of Data Breach Study: United States," March 2012.(6) Storage Performance Council, "SPC Benchmark 2™ Full Disclosure Report IBM Corporation, IBM System Storage DS8870," October 2012. For more on the SPC ranking please visit: http://www.storageperformance.org/results/benchmark_results_spc2#b00062(7) Based on mathematical calculations of moving data to IBM DB2 Analytics Accelerator V3.
IBM, AIX, DB2, DS8870, GPFS, Intelligent Cluster, Platform, Power, POWER7, POWER7+, Power Systems, PowerVM, PowerSC, RackSwitch, System Storage, System z, Virtualization Engine, zEnterprise and zSecure are trademarks or registered trademarks of International Business Machines Corporation, registered in many jurisdictions worldwide. For a current list of IBM trademarks, please see www.ibm.com/legal/copytrade.shtml. Other company, product or service names may be trademarks, or service marks of others.
IBM Global Financing offerings are provided through IBM Credit LLC in the United States and other IBM subsidiaries and divisions worldwide to qualified commercial and government clients. Rates and availability are based on a client's credit rating, financing terms, offering type, equipment and product type and options, and may vary by country. Interest continues to accrue on deferred payments. Non-hardware items must be one-time, non-recurring charges and are financed by means of loans. Other restrictions may apply. Rates and offerings are subject to change, extension or withdrawal without notice and may not be available in all countries.
ContactsTracy SullivanIBM Media Relations+1 617-693-0021[email protected]
Mike ZimmermanIBM Media Relations+1 914-766-4935+1 585-698-9974 (mobile)[email protected]
With respect to in-memory databases, Redis improved upon Memcached with the abilities it introduced to persist cached data, to use data types other than strings, and to perform complex operations on data. 
Tarantool improves upon Redis by taking the operations that can be performed on data sets to a whole new level of sophistication—as well as surpassing Redis in terms of persistence and indexing, not to mention speed and support.  In fact, given the high quality of Tarantool’s persistence processes, as well as its facility for transactions and large data sets, it can effectively be used as an application’s sole database—a feat that is frankly not often accomplished with Redis. 
A chief limitation of Redis is that it can’t process a data set larger than the RAM of its server, as per the FAQ on its website: “...we are very happy if we can do one thing well: data served from memory, disk used for storage.” Tarantool offers a choice of storage engines: Memtx, which functions like a traditional in-memory database, and also Vinyl/Disk, which allows the use of disk storage in conjunction with RAM. Vinyl provides the ability to work with data sets that are 10 to 100 times the size of available RAM.  It is able to work with these large sets because it is optimized for fast random writes, the main bottleneck that arises with this configuration.
Technically speaking, Vinyl implements a disk-access algorithm called log-structured merge tree, or LSM, instead of the more common B-tree. 
Redis and Tarantool can both be scripted using variants of Lua, thus allowing complex functions to be performed on data sets. And in addition to this custom Lua scripting, both Redis and Tarantool can be augmented with certain packages from the LuaRocks ecosystem. However, right out of the box, Tarantool uses the faster LuaJIT as opposed to the vanilla Lua implementation of Redis. Not only that, but Tarantool runs a full, non-blocking Lua application server that has access to network and external services. Conversely, Redis’s Lua implementation is sandboxed and its scripts are blocking.  In other words, waiting for Lua processes to complete in Redis can cause performance issues that don’t exist at all in Tarantool.
Of course, a comparison of Tarantool and Redis would be remiss without at least a brief mention of their relative throughput and latency numbers. Tests for them on a single node, using the Yahoo! Cloud Server Benchmark’s (YCSB) six core workload types—“update heavy,” “read mostly,” “read only,” “read latest,” “short ranges,” and “read-modify-write”—show that Tarantool, with both hash and tree indices, respectively, has better throughput than Redis on all workloads. Tarantool has lower latency with many workload types, and although they are nearly always close, Redis does have lower latency with some. This includes workloads both with and without write-ahead logging, a persistence feature.
Tarantool’s ultimate advantage over Redis lies in the fact that in tandem with a database management system (DBMS), Tarantool runs a full application server.  This server, which can also be run alone, rolls out a whole additional suite of technical tools that Redis just doesn’t have at all. The “killer function” of Tarantool’s application server is its ability to work in conjunction with, and thus accelerate, any number of slower, legacy databases—including Oracle, IBM DB2, MySQL, MS SQL Server, and PostgreSQL.
Tarantool orchestrates and virtualizes the data of its targets, enabling data to be accessed more rapidly. Adding Tarantool into the architecture of nearly any enterprise application or service lightens code bases for integration and scale, and also reduces servers and hardware requirements. For example, one Tarantool server can replace potentially dozens of servers running a traditional DBMS—allowing you to rapidly scale your microservices and applications. 1 http://www.infoworld.com/article/3063161/application-development/why-redis-beats-memcached-for-caching.html 2 https://hackernoon.com/tarantool-vs-redis-38a4041cc4bc 3 https://news.ycombinator.com/item?id=3010345 4 https://medium.com/@denisanikin/tarantool-vinyl-200k-transactions-per-second-on-a-disk-based-database-c5f3cbb a6543 5 https://medium.com/@denisanikin/when-and-why-i-use-an-in-memory-database-or-a-traditional-database-manage ment-system-5737f6d406b5 6 https://hackernoon.com/tarantool-vs-redis-38a4041cc4bc 7 https://medium.com/tarantool-database/dbms-as-an-application-server-779402dbf485 8 https://medium.com/@denisanikin/how-to-save-one-million-dollars-on-databases-with-tarantool-5eb1596ec628
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