Data center#Data center levels and tiers

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Data centers have their roots in the huge computer rooms of the 1940s, typified by ENIAC, one of the earliest examples of a data center.{{cite web|title=Data Center Evolution: 1960 to 2000|author=Angela Bartels|date=August 31, 2011|url=https://blog.rackspace.com/datacenter-evolution-1960-to-2000|access-date=October 24, 2018|archive-date=October 24, 2018|archive-url=https://web.archive.org/web/20181024232055/https://blog.rackspace.com/datacenter-evolution-1960-to-2000|url-status=dead}}Old large computer rooms that housed machines like the U.S. Army's ENIAC, which were developed pre-1960 (1945), are now referred to as data centers. Early computer systems, complex to operate and maintain, required a special environment in which to operate. Many cables were necessary to connect all the components, and methods to accommodate and organize these were devised such as standard racks to mount equipment, raised floors, and cable trays (installed overhead or under the elevated floor). A single mainframe required a great deal of power and had to be cooled to avoid overheating. Security became important – computers were expensive, and were often used for military purposes.Until the early 1960s, it was primarily the government that used computers, which were large mainframes housed in rooms that today we call data centers. Basic design guidelines for controlling access to the computer room were therefore devised.

During the microcomputer industry boom of the 1980s, users started to deploy computers everywhere, in many cases with little or no care about operating requirements. However, as information technology (IT) operations started to grow in complexity, organizations grew aware of the need to control IT resources. The availability of inexpensive networking equipment, coupled with new standards for the network structured cabling, made it possible to use a hierarchical design that put the servers in a specific room inside the company. The use of the term data center, as applied to specially designed computer rooms, started to gain popular recognition about this time.In the 1990s, network-connected minicomputers (servers) running without input or display devices were housed in the old computer rooms. These new "data centers" or "server rooms" were built within company walls, co-located with low-cost networking equipment.

A boom of data centers came during the dot-com bubble of 1997–2000.{{cite magazine|magazine=Datamation|author=Cynthia Harvey|date=July 10, 2017|url=https://www.datamation.com/data-center/what-is-data-center.html|title=Data Center|access-date=October 28, 2018|archive-date=December 16, 2022|archive-url=https://web.archive.org/web/20221216132242/https://www.datamation.com/data-center/what-is-data-center/|url-status=live}}There was considerable construction of data centers during the early 2000s, in the period of expanding dot-com businesses. Companies needed fast Internet connectivity and non-stop operation to deploy systems and to establish a presence on the Internet. Installing such equipment was not viable for many smaller companies. Many companies started building very large facilities, called internet data centers (IDCs),{{cite news|newspaper=The New York Times|url=https://www.nytimes.com/2000/05/14/realestate/commercial-property-engine-room-for-internet-combining-data-center-with-telco.html|title=Commercial Property/Engine Room for the Internet; Combining a Data Center With a 'Telco Hotel'|author=John Holusha|date=May 14, 2000|access-date=June 23, 2019|archive-date=June 28, 2024|archive-url=https://web.archive.org/web/20240628163920/https://www.nytimes.com/2000/05/14/realestate/commercial-property-engine-room-for-internet-combining-data-center-with-telco.html|url-status=live}} which provide enhanced capabilities, such as crossover backup: "If a Bell Atlantic line is cut, we can transfer them to ... to minimize the time of outage."

The term cloud data centers (CDCs) has been used.{{cite journal |author=H Yuan |title=Workload-Aware Request Routing in Cloud Data Center |journal=Journal of Systems Engineering and Electronics |doi=10.1109/JSEE.2015.00020 |s2cid=59487957 |doi-access=free}} Increasingly, the division of these terms has almost disappeared and they are being integrated into the term data center.{{cite web|website=The New York Times|url=https://bits.blogs.nytimes.com/2011/10/04/a-data-center-power-solution|title=A Data Center Power Solution|author=Quentin Hardy|date=October 4, 2011|access-date=June 23, 2019|archive-date=December 16, 2022|archive-url=https://web.archive.org/web/20221216132243/https://archive.nytimes.com/bits.blogs.nytimes.com/2011/10/04/a-data-center-power-solution/|url-status=live}}

The global data center market saw steady growth in the 2010s, with a notable acceleration in the latter half of the decade. According to Gartner, worldwide data center infrastructure spending reached $200 billion in 2021, representing a 6% increase from 2020 despite the economic challenges posed by the COVID-19 pandemic.{{cite news |title=Gartner Says Worldwide Data Center Infrastructure Spending to Grow 6% in 2021 |url=https://www.gartner.com/en/newsroom/press-releases/2020-10-07-gartner-says-worldwide-data-center-infrastructure-spending-to-grow-6-percent-in-2021 |access-date=6 July 2024 |publisher=Gartner, Inc. |archive-date=2024-07-06 |archive-url=https://web.archive.org/web/20240706031816/https://www.gartner.com/en/newsroom/press-releases/2020-10-07-gartner-says-worldwide-data-center-infrastructure-spending-to-grow-6-percent-in-2021 |url-status=live }}

The latter part of the 2010s and early 2020s saw a significant shift towards AI and machine learning applications, generating a global boom for more powerful and efficient data center infrastructure. As of March 2021, global data creation was projected to grow to more than 180 zettabytes by 2025, up from 64.2 zettabytes in 2020.{{cite web |last1=Petroc |first1=Taylor |title=Volume of data/information created, captured, copied, and consumed worldwide from 2010 to 2020, with forecasts from 2021 to 2025 (in zettabytes) |url=https://www.statista.com/statistics/871513/worldwide-data-created/ |website=Statista |access-date=6 July 2024 |archive-date=30 August 2024 |archive-url=https://web.archive.org/web/20240830140921/https://www.statista.com/statistics/871513/worldwide-data-created/ |url-status=live }}

The United States is currently the foremost leader in data center infrastructure, hosting 5,381 data centers as of March 2024, the highest number of any country worldwide.{{cite web |last1=Petroc |first1=Taylor |title=Leading countries by number of data centers as of March 2024 |url=https://www.statista.com/statistics/1228433/data-centers-worldwide-by-country/ |website=Statista |access-date=2024-07-06 |archive-date=2022-12-16 |archive-url=https://web.archive.org/web/20221216132254/https://www.statista.com/statistics/1228433/data-centers-worldwide-by-country/ |url-status=live }} According to global consultancy McKinsey & Co., U.S. market demand is expected to double to 35 gigawatts (GW) by 2030, up from 17 GW in 2022.{{cite web |title=Investing in the rising data center economy |url=https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/investing-in-the-rising-data-center-economy |website=McKinsey & Co. |access-date=6 July 2024 |archive-date=30 August 2024 |archive-url=https://web.archive.org/web/20240830162245/https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/investing-in-the-rising-data-center-economy |url-status=live }} As of 2023, the U.S. accounts for roughly 40 percent of the global market.

A study published by the Electric Power Research Institute (EPRI) in May 2024 estimates U.S. data center power consumption could range from 4.6% to 9.1% of the country’s generation by 2030.{{cite web |title=Powering Intelligence: Analyzing Artificial Intelligence and Data Center Energy Consumption |url=https://www.epri.com/research/products/3002028905 |website=Electric Power Research Institute (EPRI) |access-date=6 July 2024}} As of 2023, about 80% of U.S. data center load was concentrated in 15 states, led by Virginia and Texas.

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Modernization and data center transformation enhances performance and energy efficiency.{{cite web|url=http://www.mspmentor.net/2011/08/17/hp-updates-data-transformation-solutions/|title=Mukhar, Nicholas. "HP Updates Data Center Transformation Solutions," August 17, 2011|access-date=September 9, 2011|archive-date=August 12, 2012|archive-url=https://web.archive.org/web/20120812184028/http://www.mspmentor.net/2011/08/17/hp-updates-data-transformation-solutions/|url-status=usurped}}

Information security is also a concern, and for this reason, a data center has to offer a secure environment that minimizes the chances of a security breach. A data center must, therefore, keep high standards for assuring the integrity and functionality of its hosted computer environment.

Industry research company International Data Corporation (IDC) puts the average age of a data center at nine years old. Gartner, another research company, says data centers older than seven years are obsolete.{{cite magazine|url=https://www.forbes.com/2010/03/12/cloud-computing-ibm-technology-cio-network-data-centers.html|title=Sperling, Ed. "Next-Generation Data Centers," Forbes, March 15. 2010|magazine=Forbes.com|access-date=2013-08-30|archive-date=2023-12-10|archive-url=https://web.archive.org/web/20231210145904/https://www.forbes.com/2010/03/12/cloud-computing-ibm-technology-cio-network-data-centers.html|url-status=live}} The growth in data (163 zettabytes by 2025{{Cite web|url=https://www.seagate.com/files/www-content/our-story/trends/files/Seagate-WP-DataAge2025-March-2017.pdf|title=IDC white paper, sponsored by Seagate|access-date=2018-01-11|archive-date=2017-12-08|archive-url=https://web.archive.org/web/20171208010603/https://www.seagate.com/files/www-content/our-story/trends/files/Seagate-WP-DataAge2025-March-2017.pdf|url-status=live}}) is one factor driving the need for data centers to modernize.

Focus on modernization is not new: concern about obsolete equipment was decried in 2007,{{cite web|date=December 10, 2007|title=Data centers are aging, unsuited for new technologies|url=https://www.datacenterdynamics.com/news/data-centers-are-aging-unsuited-for-new-technologies-and-businesses-are-slow-to-respond-says-new-ari-survey}} and in 2011 Uptime Institute was concerned about the age of the equipment therein.In May 2011, data center research organization Uptime Institute reported that 36 percent of the large companies it surveyed expect to exhaust IT capacity within the next 18 months. {{cite magazine|magazine=CIO magazine|title=Data Centers Turn to Outsourcing to Meet Capacity Needs|url=http://www.cio.com/article/681897/Data_Centers_Turn_to_Outsourcing_to_Meet_Capacity_Needs|author=James Niccolai|access-date=2011-09-09|archive-date=2011-11-15|archive-url=https://web.archive.org/web/20111115103016/http://www.cio.com/article/681897/Data_Centers_Turn_to_Outsourcing_to_Meet_Capacity_Needs|url-status=dead}} By 2018 concern had shifted once again, this time to the age of the staff: "data center staff are aging faster than the equipment."{{cite magazine|magazine=Network World|title=Data center staff are aging faster than the equipment|url=https://www.networkworld.com/article/966282/data-center-staff-are-aging-faster-than-the-equipment.html|date=August 30, 2018|access-date=December 21, 2018|archive-date=December 7, 2023|archive-url=https://web.archive.org/web/20231207000228/https://www.networkworld.com/article/966282/data-center-staff-are-aging-faster-than-the-equipment.html|url-status=live}}

The Telecommunications Industry Association's Telecommunications Infrastructure Standard for Data Centers{{cite web|url=http://www.tia-942.org|title=TIA-942 Certified Data Centers - Consultants - Auditors - TIA-942.org|website=www.tia-942.org}} specifies the minimum requirements for telecommunications infrastructure of data centers and computer rooms including single tenant enterprise data centers and multi-tenant Internet hosting data centers. The topology proposed in this document is intended to be applicable to any size data center.{{cite web|url=http://www.tiaonline.org/standards|title=Telecommunications Standards Development |access-date=November 7, 2011|url-status=dead|archive-url=https://web.archive.org/web/20111106042758/http://www.tiaonline.org/standards/|archive-date=November 6, 2011}}

Telcordia GR-3160, NEBS Requirements for Telecommunications Data Center Equipment and Spaces,{{cite web|url=https://telecom-info.njdepot.ericsson.net/site-cgi/ido/docs.cgi?ID=SEARCH&DOCUMENT=GR-3160&|title=GR-3160 - Telecommunications Data Center - Telcordia|website=telecom-info.njdepot.ericsson.net|access-date=2021-01-19|archive-date=2022-10-07|archive-url=https://web.archive.org/web/20221007030412/https://telecom-info.njdepot.ericsson.net/site-cgi/ido/docs.cgi?ID=SEARCH&DOCUMENT=GR-3160&|url-status=live}} provides guidelines for data center spaces within telecommunications networks, and environmental requirements for the equipment intended for installation in those spaces. These criteria were developed jointly by Telcordia and industry representatives. They may be applied to data center spaces housing data processing or Information Technology (IT) equipment. The equipment may be used to:

• Operate and manage a carrier's telecommunication network
• Provide data center based applications directly to the carrier's customers
• Provide hosted applications for a third party to provide services to their customers
• Provide a combination of these and similar data center applications

Data center transformation takes a step-by-step approach through integrated projects carried out over time. This differs from a traditional method of data center upgrades that takes a serial and siloed approach.{{cite web|url=http://www.datacenterknowledge.com/archives/2010/08/03/three-signs-it%E2%80%99s-time-to-transform-your-data-center/|title=Tang, Helen. "Three Signs it's time to transform your data center," August 3, 2010, Data Center Knowledge|access-date=September 9, 2011|archive-url=https://web.archive.org/web/20110810100214/http://www.datacenterknowledge.com/archives/2010/08/03/three-signs-it%E2%80%99s-time-to-transform-your-data-center/|archive-date=August 10, 2011|url-status=dead}} The typical projects within a data center transformation initiative include standardization/consolidation, virtualization, automation and security.

• Standardization/consolidation: Reducing the number of data centers{{cite magazine|magazine=Fortune|date=February 16, 2017|url=http://fortune.com/2017/02/15/data-center-consolidation-cloud|title=the Era of Great Data Center Consolidation|quote='Friends don't let friends build data centers,' said Charles Phillips, chief executive officer of Infor, a business software maker}}{{cite web|url=https://www.datacenterknowledge.com/manage/wave-data-center-consolidation-different-first-one|title=This Wave of Data Center Consolidation is Different from the First One|date=February 8, 2018}} and avoiding server sprawl{{Cite web|url=http://startafire.com/|title=Start A Fire|website=startafire.com}} (both physical and virtual){{cite web|website=IBMsystemsMagazine.com|title=Stop Virtual Server Sprawl|url=http://ibmsystemsmag.com/power/systems-management/virtualization/stop-server-sprawl|access-date=2018-11-01|archive-date=2018-10-23|archive-url=https://web.archive.org/web/20181023003128/http://ibmsystemsmag.com/power/systems-management/virtualization/stop-server-sprawl/|url-status=dead}} often includes replacing aging data center equipment,{{Cite web|url=http://www.eaton.com/content/dam/eaton/company/sustainability/files/thought-leadership-white-paper.pdf|title=Top reasons to upgrade vintage data centers}} and is aided by standardization.{{Cite web|url=https://www.datacenterknowledge.com/archives/2007/05/16/complexity-growing-data-center-challenge|title=Complexity: Growing Data Center Challenge|date=May 16, 2007|website=Data Center Knowledge}}
• Virtualization: Lowers capital and operational expenses,{{Cite web|url=http://technews.tmcnet.com/channels/virtualization/topics/virtualization/articles/193652-carousels-expert-walks-through-major-benefits-virtualization.htm|title=Carousel's Expert Walks Through Major Benefits of Virtualization|website=technews.tmcnet.com}} reduces energy consumption.{{cite magazine|magazine=InformationWeek|author=Stephen Delahunty|title=The New urgency for Server Virtualization|date=August 15, 2011|url=http://www.informationweek.com/news/government/enterprise-architecture/231300585|archive-url=https://web.archive.org/web/20120402220551/http://www.informationweek.com/news/government/enterprise-architecture/231300585|archive-date=2012-04-02|url-status=dead }} Virtualized desktops can be hosted in data centers and rented out on a subscription basis.{{cite web|title=HVD: the cloud's silver lining|url=http://www.intrinsictechnology.co.uk/FileUploads/HVD_Whitepaper.pdf|archive-url=http://webarchive.nationalarchives.gov.uk/20121002231021/http%3A//www.intrinsictechnology.co.uk/FileUploads/HVD_Whitepaper.pdf|url-status=dead|archive-date=October 2, 2012|publisher=Intrinsic Technology|access-date=August 30, 2012}} Investment bank Lazard Capital Markets estimated in 2008 that 48 percent of enterprise operations will be virtualized by 2012. Gartner views virtualization as a catalyst for modernization.{{cite web|url=http://www.datacenterknowledge.com/archives/2008/12/02/gartner-virtualization-disrupts-server-vendors/|title=Gartner: Virtualization Disrupts Server Vendors|date=December 2, 2008}}
• Automating: Automating tasks such as provisioning, configuration, patching, release management, and compliance is needed, not just when facing fewer skilled IT workers.
• Securing: Protection of virtual systems is integrated with the existing security of physical infrastructures.{{cite web|url=http://lippisreport.com/2011/05/securing-the-data-center-transformation-aligning-security-and-data-center-dynamics/|title=Ritter, Ted. Nemertes Research, "Securing the Data-Center Transformation Aligning Security and Data-Center Dynamics"|access-date=2011-09-09|archive-date=2017-06-25|archive-url=https://web.archive.org/web/20170625144826/http://lippisreport.com/2011/05/securing-the-data-center-transformation-aligning-security-and-data-center-dynamics/|url-status=dead}}

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{{Main|Raised floor}}

A raised floor standards guide named GR-2930 was developed by Telcordia Technologies, a subsidiary of Ericsson.{{cite web|title=GR-2930 - NEBS: Raised Floor Requirements|url=https://telecom-info.njdepot.ericsson.net/site-cgi/ido/docs.cgi?ID=SEARCH&DOCUMENT=GR-2930&}}

Although the first raised floor computer room was made by IBM in 1956,{{Cite web|url=http://ed-thelen.org/comp-hist/RaisedFloor-or-Non-Raised-Floor.pdf|title=Data Center Raised Floor History}} and they've "been around since the 1960s",{{Cite web|url=https://www.accessfloorsystems.com/index.php/raised-floor-info/tips-for-ordering-replacement-raised-floor-tiles.html|title=Raised Floor Info | Tips for Ordering Replacement Raised Floor Tiles|website=www.accessfloorsystems.com}} it was the 1970s that made it more common for computer centers to thereby allow cool air to circulate more efficiently.{{cite book|title=Data Center Handbook|url=https://books.google.com/books?isbn=1118436636|isbn=978-1118436639|author=Hwaiyu Geng|date=2014| publisher=John Wiley & Sons }}{{cite web|url=http://www.facilitiesnet.com/hvac/article/HVAC-The-Challenges-and-Benefits-of-Under-Floor-Air-Distribution-Systems--3516|author=Steven Spinazzola|date=2005|website=FacilitiesNet.com|title=HVAC: The Challenge And Benefits of Under Floor Air Distribution Systems|access-date=2018-10-28|archive-date=2017-03-29|archive-url=https://web.archive.org/web/20170329235344/http://www.facilitiesnet.com/hvac/article/HVAC-The-Challenges-and-Benefits-of-Under-Floor-Air-Distribution-Systems--3516|url-status=live}}

The first purpose of the raised floor was to allow access for wiring.

The lights-out{{cite magazine|magazine=Informationweek|url=https://www.computerworld.com/article/2562532/premier-100-q-a--hp-s-cio-sees--lights-out--data-centers.html|archive-url=https://web.archive.org/web/20190712195816/https://www.computerworld.com/article/2562532/premier-100-q-a--hp-s-cio-sees--lights-out--data-centers.html|url-status=dead|archive-date=July 12, 2019|title=Premier 100 Q&A: HP's CIO sees 'lights-out' data centers|date=March 6, 2006}} data center, also known as a darkened or a dark data center, is a data center that, ideally, has all but eliminated the need for direct access by personnel, except under extraordinary circumstances. Because of the lack of need for staff to enter the data center, it can be operated without lighting. All of the devices are accessed and managed by remote systems, with automation programs used to perform unattended operations. In addition to the energy savings, reduction in staffing costs and the ability to locate the site further from population centers, implementing a lights-out data center reduces the threat of malicious attacks upon the infrastructure.{{cite book|author=Victor Kasacavage|year=2002|page=227|title=Complete book of remote access: connectivity and security|series=The Auerbach Best Practices Series|publisher=CRC Press|isbn=0-8493-1253-1}}{{cite book|author1=Roxanne E. Burkey|author2=Charles V. Breakfield|year=2000|title=Designing a total data solution: technology, implementation and deployment| page=24|series=Auerbach Best Practices|publisher=CRC Press|isbn=0-8493-0893-3 }}

Generally speaking, local authorities prefer noise levels at data centers to be "10 dB below the existing night-time background noise level at the nearest residence."{{Cite web |last=Clarke |first=Renaud |date=2020-07-01 |title=Acoustic Barriers for Data Centres |url=https://www.iacacoustics.global/news/acoustic-barriers-for-data-centres/ |access-date=2023-02-11 |website=IAC Acoustics |language=en-US}}

OSHA regulations require monitoring of noise levels inside data centers if noise exceeds 85 decibels.{{Cite web |last=Thibodeau |first=Patrick |date=2007-07-31 |title=That sound you hear? The next data center problem |url=https://www.computerworld.com/article/2542868/that-sound-you-hear--the-next-data-center-problem.html |access-date=2023-02-11 |website=Computerworld |language=en}} The average noise level in server areas of a data center may reach as high as 92-96 dB(A).{{Cite web |last=Sensear |title=Data Center Noise Levels |url=https://www.sensear.com/markets/data-centers/noise-levels-infographic |access-date=2023-02-11 |website=Sensear |language=en-us}}

Residents living near data centers have described the sound as "a high-pitched whirring noise 24/7", saying “It’s like being on a tarmac with an airplane engine running constantly ... Except that the airplane keeps idling and never leaves.”{{Cite web |last=Weisbrod |first=Katelyn |date=2023-02-10 |title=In Northern Virginia, a Coming Data Center Boom Sounds a Community Alarm |url=https://insideclimatenews.org/news/10022023/virginia-data-centers-amazon-prince-william-county/ |access-date=2023-02-11 |website=Inside Climate News |language=en-US}}{{Cite news |last=Judge |first=Peter |date=2022-07-19 |title=Prince William residents complain of "catastrophic noise" from data centers |language=en |work=DCD |url=https://www.datacenterdynamics.com/en/news/prince-william-residents-complain-of-catastrophic-noise-from-data-centers/ |access-date=2023-02-11}}{{Cite news |last=Judge |first=Peter |date=2022-07-27 |title=Chicago residents complain of noise from Digital Realty data center |language=en |work=DCD |url=https://www.datacenterdynamics.com/en/news/chicago-residents-complain-of-noise-from-digital-realty-data-center/ |access-date=2023-02-11}}{{Cite web |last=Phillips |first=Mark |date=2021-11-30 |title=Chandler to consider banning data centers amid noise complaints |url=https://www.abc15.com/news/region-southeast-valley/chandler/chandler-to-consider-banning-data-centers |access-date=2023-02-11 |website=ABC15 Arizona in Phoenix (KNXV) |language=en}}

External sources of noise include HVAC equipment and energy generators.{{Cite web |title=Data Center Soundproofing and Noise Control- Reduce Server Noise |url=https://ddsacoustical.com/applications-dds/data-center-soundproofing/ |access-date=2023-02-11 |website=DDS Acoustical Specialties}}{{Cite web |last=Bosker |first=Bianca |date=2019-12-06 |title=Your "cloud" data is making noise on the ground |url=https://www.marketplace.org/shows/marketplace-tech/your-cloud-data-is-making-noise-on-the-ground/ |access-date=2023-02-11 |website=Marketplace |language=en-US}}

The field of data center design has been growing for decades in various directions, including new construction big and small along with the creative re-use of existing facilities, like abandoned retail space, old salt mines and war-era bunkers.

• a 65-story data center has already been proposed{{cite news|newspaper=Computerworld|date=April 12, 2016|author=Patrick Thibodeau|url=https://www.computerworld.com/article/3054603/data-center/a-65-story-data-center-design-that-soars-with-ideas.html|title=Envisioning a 65-story data center|archive-date=October 28, 2018|access-date=October 28, 2018|archive-url=https://web.archive.org/web/20181028225606/https://www.computerworld.com/article/3054603/data-center/a-65-story-data-center-design-that-soars-with-ideas.html|url-status=live}}
• the number of data centers as of 2016 had grown beyond 3 million USA-wide, and more than triple that number worldwide

Local building codes may govern the minimum ceiling heights and other parameters. Some of the considerations in the design of data centers are:

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• Size - one room of a building, one or more floors, or an entire building,
• Capacity - can hold up to or past 1,000 servers{{Cite web|url=https://www.youtube.com/watch?v=zRwPSFpLX8I| archive-url=https://ghostarchive.org/varchive/youtube/20211104/zRwPSFpLX8I| archive-date=2021-11-04 | url-status=live|title=Google container data center tour (video)| website=YouTube| date=7 April 2009}}{{cbignore}}
• Other considerations - Space, power, cooling, and costs in the data center.{{cite web|url=http://www.networkcomputing.com/data-center/231000669|title=Romonet Offers Predictive Modeling Tool For Data Center Planning|date=June 29, 2011|access-date=February 8, 2012|archive-date=August 23, 2011|archive-url=https://web.archive.org/web/20110823041831/http://www.networkcomputing.com/data-center/231000669|url-status=dead}}
• Mechanical engineering infrastructure - heating, ventilation and air conditioning (HVAC); humidification and dehumidification equipment; pressurization.{{cite web |title=BICSI News Magazine - May/June 2010 |url=http://www.nxtbook.com/nxtbooks/bicsi/news_20100506/#/26 |website=www.nxtbook.com |access-date=2012-02-08 |archive-date=2019-04-20 |archive-url=https://web.archive.org/web/20190420132241/http://www.nxtbook.com/nxtbooks/bicsi/news_20100506/#/26 |url-status=dead }}
• Electrical engineering infrastructure design - utility service planning; distribution, switching and bypass from power sources; uninterruptible power source (UPS) systems; and more.{{cite web |title=Hedging Your Data Center Power |url=http://www.datacenterjournal.com/design/hedging-your-data-center-power/ |access-date=2012-02-08 |archive-date=2024-05-17 |archive-url=https://web.archive.org/web/20240517235843/https://www.datacenterjournal.com/design/hedging-your-data-center-power/ |url-status=live }}

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• Availability expectations: The costs of avoiding downtime should not exceed the cost of the downtime itselfClark, Jeffrey. "The Price of Data Center Availability—How much availability do you need?", Oct. 12, 2011, The Data Center Journal {{cite web|url=http://www.datacenterjournal.com/home/news/languages/item/2792-the-price-of-data-center-availability|title=Data Center Outsourcing in India projected to grow according to Gartner |access-date=2012-02-08|url-status=dead|archive-url=https://web.archive.org/web/20111203145721/http://www.datacenterjournal.com/home/news/languages/item/2792-the-price-of-data-center-availability|archive-date=2011-12-03 }}
• Site selection: Location factors include proximity to power grids, telecommunications infrastructure, networking services, transportation lines and emergency services. Other considerations should include flight paths, neighboring power drains, geological risks, and climate (associated with cooling costs).{{cite web|url=http://searchcio.techtarget.com/news/1312614/Five-tips-on-selecting-a-data-center-location|title=Five tips on selecting a data center location}}
• Often, power availability is the hardest to change.

{{Main|High availability}}

Various metrics exist for measuring the data-availability that results from data-center availability beyond 95% uptime, with the top of the scale counting how many nines can be placed after 99%.{{Cite web|url=https://www.youtube.com/watch?v=DPcM5UePTY0| archive-url=https://web.archive.org/web/20120829083144/http://www.youtube.com/watch?v=DPcM5UePTY0&gl=US&hl=en| archive-date=2012-08-29 | url-status=dead|title=IBM zEnterprise EC12 Business Value Video| website=YouTube }}

{{main|Modular data center}}

Modularity and flexibility are key elements in allowing for a data center to grow and change over time. Data center modules are pre-engineered, standardized building blocks that can be easily configured and moved as needed.Niles, Susan. "Standardization and Modularity in Data Center Physical Infrastructure," 2011, Schneider Electric, page 4. {{cite web|url=http://www.apcmedia.com/salestools/VAVR-626VPD_R1_EN.pdf|title=Standardization and Modularity in Data Center Physical Infrastructure |access-date=2012-02-08|url-status=dead|archive-url=https://web.archive.org/web/20120416120624/http://www.apcmedia.com/salestools/VAVR-626VPD_R1_EN.pdf|archive-date=2012-04-16 }}

A modular data center may consist of data center equipment contained within shipping containers or similar portable containers.{{cite web|url=http://www.datacenterknowledge.com/archives/2011/09/08/strategies-for-the-containerized-data-center/|title=Strategies for the Containerized Data Center|date=September 8, 2011}} Components of the data center can be prefabricated and standardized which facilitates moving if needed.{{cite web|url=http://www.infoworld.com/d/green-it/hp-says-prefab-data-center-cuts-costs-in-half-837?page=0,0|title=HP says prefab data center cuts costs in half|first=James|last=Niccolai|date=2010-07-27}}

Temperature and humidity are controlled via:

• Air conditioning
• indirect cooling, such as using outside air,{{cite news|url=https://www.reuters.com/article/pressRelease/idUS141369+14-Sep-2009+PRN20090914|archive-url=https://web.archive.org/web/20090926171248/http://www.reuters.com/article/pressRelease/idUS141369+14-Sep-2009+PRN20090914|url-status=dead|archive-date=2009-09-26|work=Reuters|title=tw telecom and NYSERDA Announce Co-location Expansion|date=2009-09-14}}{{cite web|url=http://www.datacenterdynamics.com/focus/archive/2013/09/air-air-combat-indirect-air-cooling-wars-0|title=Air to air combat - indirect air cooling wars}}instead of chillers/air conditioners, resulting in energy savings Indirect Evaporative Cooling (IDEC) units, and also using sea water.

{{Fix}}

It is important that computers do not get humid or overheat, as high humidity can lead to dust clogging the fans, which leads to overheat, or can cause components to malfunction, ruining the board and running a fire hazard. Overheat can cause components, usually the silicon or copper of the wires or circuits to melt, causing connections to loosen, causing fire hazards.

File:Datacenter Backup Batteries.jpg

File:Power generator of a hospital data center.jpg

Backup power consists of one or more uninterruptible power supplies, battery banks, and/or diesel / gas turbine generators.Detailed explanation of UPS topologies {{cite web|url=http://www.emersonnetworkpower.com/en-US/Brands/Liebert/Documents/White%20Papers/Evaluating%20the%20Economic%20Impact%20of%20UPS%20Technology.pdf|title=EVALUATING THE ECONOMIC IMPACT OF UPS TECHNOLOGY|url-status=dead|archive-url=https://web.archive.org/web/20101122074817/http://emersonnetworkpower.com/en-US/Brands/Liebert/Documents/White%20Papers/Evaluating%20the%20Economic%20Impact%20of%20UPS%20Technology.pdf|archive-date=2010-11-22 }}

To prevent single points of failure, all elements of the electrical systems, including backup systems, are typically given redundant copies, and critical servers are connected to both the A-side and B-side power feeds. This arrangement is often made to achieve N+1 redundancy in the systems. Static transfer switches are sometimes used to ensure instantaneous switchover from one supply to the other in the event of a power failure.

Options include:

• Data cabling can be routed through overhead cable trays{{cite web|url=https://www.cablinginstall.com/articles/print/volume-24/issue-4/features/data-center/cable-tray-systems-support-cables-journey-through-the-data-center.html|title=Cable tray systems support cables' journey through the data center|date=April 2016}}
• Raised floor cabling, both for security reasons and to avoid the extra cost of cooling systems over the racks.
• Smaller/less expensive data centers may use anti-static tiles instead for a flooring surface.

Air flow management addresses the need to improve data center computer cooling efficiency by preventing the recirculation of hot air exhausted from IT equipment and reducing bypass airflow. There are several methods of separating hot and cold airstreams, such as hot/cold aisle containment and in-row cooling units.{{cite news|author=Mike Fox|title=Stulz announced it has begun manufacturing In Row server cooling units under the name "CyberRow".|url=http://datacenterfix.com/news/stulz-release-cyberrow-row-cooling-units|access-date=February 27, 2012|newspaper=DataCenterFix|date=2012-02-15|url-status=dead|archive-url=https://web.archive.org/web/20120301084918/http://www.datacenterfix.com/news/stulz-release-cyberrow-row-cooling-units|archive-date=March 1, 2012}}

Cold aisle containment is done by exposing the rear of equipment racks, while the fronts of the servers are enclosed with doors and covers. This is similar to how large-scale food companies refrigerate and store their products.File:Cabinet Asile.jpg]]

Computer cabinets/Server farms are often organized for containment of hot/cold aisles. Proper air duct placement prevents the cold and hot air from mixing. Rows of cabinets are paired to face each other so that the cool and hot air intakes and exhausts don't mix air, which would severely reduce cooling efficiency.

Alternatively, a range of underfloor panels can create efficient cold air pathways directed to the raised-floor vented tiles. Either the cold aisle or the hot aisle can be contained.[http://www.missioncriticalmagazine.com/ext/resources/MC/Home/Files/PDFs/WP-APC-Hot_vs_Cold_Aisle.pdf/ Hot-Aisle vs. Cold-Aisle Containment for Data Centers], John Niemann, Kevin Brown, and Victor Avelar, APC by Schneider Electric White Paper 135, Revision 1

Another option is fitting cabinets with vertical exhaust duct chimneys.{{Cite web|url=https://patents.justia.com/patent/20180042143|title=US Patent Application for DUCTED EXHAUST EQUIPMENT ENCLOSURE Patent Application (Application #20180042143 issued February 8, 2018) - Justia Patents Search|website=patents.justia.com|language=en|access-date=2018-04-17}} Hot exhaust pipes/vents/ducts can direct the air into a Plenum space above a Dropped ceiling and back to the cooling units or to outside vents. With this configuration, traditional hot/cold aisle configuration is not a requirement.{{Cite news|url=https://datacenterfrontier.com/airflow-management-basics-comparing-containment-systems|title=Airflow Management Basics – Comparing Containment Systems • Data Center Frontier|date=2017-07-27|work=Data Center Frontier|access-date=2018-04-17|archive-date=2019-02-19|archive-url=https://web.archive.org/web/20190219015621/https://datacenterfrontier.com/airflow-management-basics-comparing-containment-systems/|url-status=dead}}

File:FM200 Three.jpg fire suppression tanks]]

Data centers feature fire protection systems, including passive and Active Design elements, as well as implementation of fire prevention programs in operations. Smoke detectors are usually installed to provide early warning of a fire at its incipient stage.

Although the main room usually does not allow Wet Pipe-based Systems due to the fragile nature of Circuit-boards, there still exist systems that can be used in the rest of the facility or in cold/hot aisle air circulation systems that are closed systems, such as:{{Cite web|url=https://www.facilitiesnet.com/datacenters/article/Data-Center-Fire-Suppression-Systems-What-Facility-Managers-Should-Consider--14595|title=Data Center Fire Suppression Systems: What Facility Managers Should Consider|website=Facilitiesnet|access-date=2018-10-28|archive-date=2024-05-22|archive-url=https://web.archive.org/web/20240522091545/https://www.facilitiesnet.com/datacenters/article/Data-Center-Fire-Suppression-Systems-What-Facility-Managers-Should-Consider--14595|url-status=live}}

• Sprinkler systems
• Misting, using high pressure to create extremely small water droplets, which can be used in sensitive rooms due to the nature of the droplets.

However, there also exist other means to put out fires, especially in Sensitive areas, usually using Gaseous fire suppression, of which Halon gas was the most popular, until the negative effects of producing and using it were discovered.[https://www.epa.gov/ozone-layer-protection/halons-program]

{{main|Data center security}}

Physical access is usually restricted. Layered security often starts with fencing, bollards and mantraps.{{cite web|author=Sarah D. Scalet|url=http://www.csoonline.com/article/220665|title=19 Ways to Build Physical Security Into a Data Center|publisher=Csoonline.com|date=2005-11-01|access-date=2013-08-30|archive-date=2008-04-21|archive-url=https://web.archive.org/web/20080421020352/http://www.csoonline.com/article/220665|url-status=dead}} Video camera surveillance and permanent security guards are almost always present if the data center is large or contains sensitive information. Fingerprint recognition mantraps are starting to be commonplace.

Logging access is required by some data protection regulations; some organizations tightly link this to access control systems. Multiple log entries can occur at the main entrance, entrances to internal rooms, and at equipment cabinets. Access control at cabinets can be integrated with intelligent power distribution units, so that locks are networked through the same appliance.{{Citation|title=Systems and methods for controlling an electronic lock for a remote device|date=2016-08-01|url=https://patents.google.com/patent/US9865109B2/en|access-date=2018-04-25|archive-date=2023-03-06|archive-url=https://web.archive.org/web/20230306024610/https://patents.google.com/patent/US9865109B2/en|url-status=live}}

File:Google Data Center, The Dalles.jpg, The Dalles, Oregon]]

{{main|IT energy management}}

Energy use is a central issue for data centers. Power draw ranges from a few kW for a rack of servers in a closet to several tens of MW for large facilities. Some facilities have power densities more than 100 times that of a typical office building.{{cite web|url=http://www1.eere.energy.gov/femp/program/dc_energy_consumption.html|title=Data Center Energy Consumption Trends|publisher=U.S. Department of Energy|access-date=2010-06-10|archive-date=2010-06-05|archive-url=https://web.archive.org/web/20100605052937/http://www1.eere.energy.gov/femp/program/dc_energy_consumption.html|url-status=live}} For higher power density facilities, electricity costs are a dominant operating expense and account for over 10% of the total cost of ownership (TCO) of a data center.[http://www.intel.com/assets/pdf/general/servertrendsreleasecomplete-v25.pdf J. Koomey, C. Belady, M. Patterson, A. Santos, K.D. Lange: Assessing Trends Over Time in Performance, Costs, and Energy Use for Servers] Released on the web August 17th, 2009.

In 2020, data centers (excluding cryptocurrency mining) and data transmission each used about 1% of world electricity.{{Cite web |title=Data Centres and Data Transmission Networks – Analysis |url=https://www.iea.org/reports/data-centres-and-data-transmission-networks |access-date=2022-03-06 |website=IEA |language=en-GB |archive-date=2023-07-05 |archive-url=https://web.archive.org/web/20230705054839/https://www.iea.org/reports/data-centres-and-data-transmission-networks |url-status=live }} Although some of this electricity was low carbon, the IEA called for more "government and industry efforts on energy efficiency, renewables procurement and RD&D", as some data centers still use electricity generated by fossil fuels.{{Cite news |last=Kantor |first=Alice |date=2021-05-18 |title=Big Tech races to clean up act as cloud energy use grows |work=Financial Times |url=https://www.ft.com/content/c719f655-149c-4ce0-a7a5-18527c7776cf |archive-url=https://ghostarchive.org/archive/20221210/https://www.ft.com/content/c719f655-149c-4ce0-a7a5-18527c7776cf |archive-date=2022-12-10 |url-access=subscription |url-status=live |access-date=2022-03-06}} They also said that lifecycle emissions should be considered, that is including embodied emissions, such as in buildings. Data centers are estimated to have been responsible for 0.5% of US greenhouse gas emissions in 2018.{{Cite journal |last1=Siddik |first1=Md Abu Bakar |last2=Shehabi |first2=Arman |last3=Marston |first3=Landon |date=2021-05-21 |title=The environmental footprint of data centers in the United States |journal=Environmental Research Letters |language=en |volume=16 |issue=6 |pages=064017 |doi=10.1088/1748-9326/abfba1 |bibcode=2021ERL....16f4017S |s2cid=235282419 |issn=1748-9326|doi-access=free |hdl=10919/109747 |hdl-access=free }} Some Chinese companies, such as Tencent, have pledged to be carbon neutral by 2030, while others such as Alibaba have been criticized by Greenpeace for not committing to become carbon neutral.{{Cite web |last=James |first=Greg |date=2022-03-01 |title=Tencent pledges to achieve carbon neutrality by 2030 |url=https://supchina.com/2022/03/01/tencent-pledges-to-achieve-carbon-neutrality-by-2030/ |access-date=2022-03-06 |website=SupChina |language=en-US |archive-date=2022-07-11 |archive-url=https://web.archive.org/web/20220711133323/https://supchina.com/2022/03/01/tencent-pledges-to-achieve-carbon-neutrality-by-2030/ |url-status=dead }} Google and Microsoft now each consume more power than some fairly big countries, surpassing the consumption of more than 100 countries.{{Cite web |author1=Craig Hale |date=2024-07-15 |title=Google and Microsoft now each consume more power than some fairly big countries |url=https://www.techradar.com/pro/google-and-microsoft-now-each-consume-more-power-than-some-fairly-big-countries |access-date=2024-07-18 |website=TechRadar |language=en}}

The most commonly used energy efficiency metric for data centers is power usage effectiveness (PUE), calculated as the ratio of total power entering the data center divided by the power used by IT equipment.

:$\backslash mathrm\{PUE\}\; =\; \{\backslash mbox\{Total\; Facility\; Power\}\; \backslash over\; \backslash mbox\{IT\; Equipment\; Power\}\}$

PUE measures the percentage of power used by overhead devices (cooling, lighting, etc.). The average USA data center has a PUE of 2.0,{{cite web |title=Report to Congress on Server and Data Center Energy Efficiency |url=http://www.energystar.gov/ia/partners/prod_development/downloads/EPA_Datacenter_Report_Congress_Final1.pdf |publisher=U.S. Environmental Protection Agency ENERGY STAR Program}} meaning two watts of total power (overhead + IT equipment) for every watt delivered to IT equipment. State-of-the-art data centers are estimated to have a PUE of roughly 1.2.{{cite web|url=https://microsite.accenture.com/svlgreport/Documents/pdf/SVLG_Report.pdf|title=Data Center Energy Forecast|publisher=Silicon Valley Leadership Group|access-date=2010-06-10|archive-url=https://web.archive.org/web/20110707080409/https://microsite.accenture.com/svlgreport/Documents/pdf/SVLG_Report.pdf|archive-date=2011-07-07|url-status=dead

}} Google publishes quarterly efficiency metrics from its data centers in operation.{{cite web|url=https://www.google.com/about/datacenters/efficiency/internal/|title=Efficiency: How we do it – Data centers|access-date=2015-01-19|archive-date=2019-09-30|archive-url=https://web.archive.org/web/20190930070102/http://www.google.com/about/datacenters/efficiency/internal/|url-status=live}} PUEs of as low as 1.01 have been achieved with two phase immersion cooling.{{cite web | url=https://www.networkworld.com/article/969739/immersion-cooling-firm-liquidstack-launches-as-a-stand-alone-company.html | title=Immersion cooling firm LiquidStack launches as a stand-alone company | access-date=2024-02-28 | archive-date=2024-02-28 | archive-url=https://web.archive.org/web/20240228183457/https://www.networkworld.com/article/969739/immersion-cooling-firm-liquidstack-launches-as-a-stand-alone-company.html | url-status=live }}

The U.S. Environmental Protection Agency has an Energy Star rating for standalone or large data centers. To qualify for the ecolabel, a data center must be within the top quartile in energy efficiency of all reported facilities.Commentary on introduction of Energy Star for Data Centers {{cite web|title=Introducing EPA ENERGY STAR for Data Centers|url=http://www.emerson.com/edc/post/2010/06/15/Introducing-EPA-ENERGY-STARc2ae-for-Data-Centers.aspx|format=Web site|publisher=Jack Pouchet|access-date=2010-09-27|date=2010-09-27|url-status=dead|archive-url=https://web.archive.org/web/20100925210539/http://emerson.com/edc/post/2010/06/15/Introducing-EPA-ENERGY-STARc2ae-for-Data-Centers.aspx|archive-date=2010-09-25 }} The Energy Efficiency Improvement Act of 2015 (United States) requires federal facilities—including data centers—to operate more efficiently. California's Title 24 (2014) of the California Code of Regulations mandates that every newly constructed data center must have some form of airflow containment in place to optimize energy efficiency.

The European Union also has a similar initiative: EU Code of Conduct for Data Centres.{{cite web|url=http://iet.jrc.ec.europa.eu/energyefficiency/ict-codes-conduct/data-centres-energy-efficiency|title=EU Code of Conduct for Data Centres|publisher=iet.jrc.ec.europa.eu|access-date=2013-08-30|archive-date=2013-08-11|archive-url=https://web.archive.org/web/20130811202339/http://iet.jrc.ec.europa.eu/energyefficiency/ict-codes-conduct/data-centres-energy-efficiency|url-status=dead}}

The focus of measuring and analyzing energy use goes beyond what is used by IT equipment; facility support hardware such as chillers and fans also use energy.{{cite web|url=http://www.gtsi.com/cms/documents/white-papers/green-it.pdf|title=Reducing Data Center Power and Energy Consumption: Saving Money and "Going Green"|website=www.gtsi.com|access-date=2012-02-08|archive-date=2012-12-03|archive-url=https://web.archive.org/web/20121203013823/http://www.gtsi.com/cms/documents/white-papers/green-it.pdf|url-status=dead}}

In 2011, server racks in data centers were designed for more than 25 kW and the typical server was estimated to waste about 30% of the electricity it consumed. The energy demand for information storage systems is also rising. A high-availability data center is estimated to have a 1 megawatt (MW) demand and consume $20,000,000 in electricity over its lifetime, with cooling representing 35% to 45% of the data center's total cost of ownership. Calculations show that in two years, the cost of powering and cooling a server could be equal to the cost of purchasing the server hardware.{{Cite book|title=Designing Green Networks and Network Operations: Saving Run-the-Engine Costs|author=Daniel Minoli|publisher=CRC Press|year=2011|isbn= 9781439816394|pages=5}} Research in 2018 has shown that a substantial amount of energy could still be conserved by optimizing IT refresh rates and increasing server utilization.{{cite journal|title=A Comprehensive Reasoning Framework for Hardware Refresh in Data Centres|author=Rabih Bashroush|journal=IEEE Transactions on Sustainable Computing|volume=3|issue=4|pages=209–220|date=2018|doi=10.1109/TSUSC.2018.2795465|s2cid=54462006|doi-access=free}}

In 2011, Facebook, Rackspace and others founded the Open Compute Project (OCP) to develop and publish open standards for greener data center computing technologies. As part of the project, Facebook published the designs of its server, which it had built for its first dedicated data center in Prineville. Making servers taller left space for more effective heat sinks and enabled the use of fans that moved more air with less energy. By not buying commercial off-the-shelf servers, energy consumption due to unnecessary expansion slots on the motherboard and unneeded components, such as a graphics card, was also saved.{{cite web|date=March 28, 2018|title=What is the Open Compute Project?|author=Peter Sayer|publisher=NetworkWorld|url=https://www.networkworld.com/article/965446/what-is-the-open-compute-project.html|access-date=February 3, 2019|archive-date=November 29, 2023|archive-url=https://web.archive.org/web/20231129200453/https://www.networkworld.com/article/965446/what-is-the-open-compute-project.html|url-status=live}} In 2016, Google joined the project and published the designs of its 48V DC shallow data center rack. This design had long been part of Google data centers. By eliminating the multiple transformers usually deployed in data centers, Google had achieved a 30% increase in energy efficiency.{{cite web|date=March 9, 2016|title=OCP Summit: Google joins and shares 48V tech|author=Peter Judge|publisher=DCD Data center Dynamics|url=https://www.datacenterdynamics.com/news/ocp-summit-google-joins-and-shares-48v-tech/|access-date=February 3, 2019|archive-date=February 3, 2019|archive-url=https://web.archive.org/web/20190203201732/https://www.datacenterdynamics.com/news/ocp-summit-google-joins-and-shares-48v-tech/|url-status=live}} In 2017, sales for data center hardware built to OCP designs topped $1.2 billion and are expected to reach $6 billion by 2021.

File:Cern datacenter.jpg (2010)]]

Power is the largest recurring cost to the user of a data center.{{Citation|title = Choosing a Data Center|url = http://www.atlantic.net/images/pdf/choosing_a_data_center.pdf|publisher = Disaster Recovery Journal|year = 2009|author = Joe Cosmano|access-date = 2012-07-21}}{{Dead link|date=March 2023 |bot=InternetArchiveBot |fix-attempted=yes }} Cooling at or below {{convert|70|F|C}} wastes money and energy. Furthermore, overcooling equipment in environments with a high relative humidity can expose equipment to a high amount of moisture that facilitates the growth of salt deposits on conductive filaments in the circuitry.{{Citation|title=Heat Of The Moment|url=http://www.processor.com/editorial/article.asp?article=articles%2Fp2628%2F21p28%2F21p28.asp|archive-url=https://archive.today/20130131214828/http://www.processor.com/editorial/article.asp?article=articles/p2628/21p28/21p28.asp|url-status=dead|archive-date=2013-01-31|journal=Processor |volume=26 |issue=28 |date=July 9, 2004 |author=David Garrett|access-date=2012-07-21}}

A power and cooling analysis, also referred to as a thermal assessment, measures the relative temperatures in specific areas as well as the capacity of the cooling systems to handle specific ambient temperatures.{{cite web|url=http://www.internetnews.com/xSP/article.php/3690651/HPs+Green+Data+Center+Portfolio+Keeps+Growing.htm|title=HP's Green Data Center Portfolio Keeps Growing |website=InternetNews |first1=David |last1=Needle |date=25 July 2007 |url-status=live |archive-url=https://web.archive.org/web/20201025201651/http://www.internetnews.com/xSP/article.php/3690651/HPs+Green+Data+Center+Portfolio+Keeps+Growing.htm |archive-date= Oct 25, 2020 }} A power and cooling analysis can help to identify hot spots, over-cooled areas that can handle greater power use density, the breakpoint of equipment loading, the effectiveness of a raised-floor strategy, and optimal equipment positioning (such as AC units) to balance temperatures across the data center. Power cooling density is a measure of how much square footage the center can cool at maximum capacity.{{Citation|title=How to Choose a Data Center|url=http://www.inc.com/guides/2010/11/how-to-choose-a-data-center_pagen_2.html|date=Nov 29, 2010 |website=Inc. |access-date=2012-07-21 |url-status=dead |archive-url=https://web.archive.org/web/20130308163559/http://www.inc.com/guides/2010/11/how-to-choose-a-data-center_pagen_2.html |archive-date= Mar 8, 2013 }} The cooling of data centers is the second largest power consumer after servers. The cooling energy varies from 10% of the total energy consumption in the most efficient data centers and goes up to 45% in standard air-cooled data centers.

An energy efficiency analysis measures the energy use of data center IT and facilities equipment. A typical energy efficiency analysis measures factors such as a data center's Power Use Effectiveness (PUE) against industry standards, identifies mechanical and electrical sources of inefficiency, and identifies air-management metrics.{{cite web|url=http://www.triplepundit.com/2011/04/hp-launches-program-companies-integrate-manage-energy-carbon-reduction-strategies|title=HP Shows Companies How to Integrate Energy Management and Carbon Reduction |first1=Siranosian |last1=Kathryn |website=TriplePundit |date=April 5, 2011 |access-date=February 8, 2012|archive-date=August 22, 2018|archive-url=https://web.archive.org/web/20180822151326/https://www.triplepundit.com/2011/04/hp-launches-program-companies-integrate-manage-energy-carbon-reduction-strategies/|url-status=dead}} However, the limitation of most current metrics and approaches is that they do not include IT in the analysis. Case studies have shown that by addressing energy efficiency holistically in a data center, major efficiencies can be achieved that are not possible otherwise.{{cite journal|author1=Rabih Bashroush|author2=Eoin Woods|title=Architectural Principles for Energy-Aware Internet-Scale Applications|journal=IEEE Software|volume=34|issue=3|pages=14–17| date=2017|doi=10.1109/MS.2017.60|s2cid=8984662}}

{{main|Computational fluid dynamics}}

This type of analysis uses sophisticated tools and techniques to understand the unique thermal conditions present in each data center—predicting the temperature, airflow, and pressure behavior of a data center to assess performance and energy consumption, using numerical modeling.[http://blog.transitionaldata.com/aggregate/bid/37840/Seeing-the-Invisible-Data-Center-with-CFD-Modeling-Software Bullock, Michael. "Computation Fluid Dynamics - Hot topic at Data Center World," Transitional Data Services, March 18, 2010.] {{webarchive|url=https://web.archive.org/web/20120103183406/http://blog.transitionaldata.com/aggregate/bid/37840/Seeing-the-Invisible-Data-Center-with-CFD-Modeling-Software|date=January 3, 2012}} By predicting the effects of these environmental conditions, CFD analysis of a data center can be used to predict the impact of high-density racks mixed with low-density racks{{cite web|url=http://www.thegreengrid.org/~/media/WhitePapers/White_Paper_27_Impact_of_Virtualization_Data_On_Center_Physical_Infrastructure_020210.pdf?lang=en|title=Bouley, Dennis (editor). "Impact of Virtualization on Data Center Physical Infrastructure," The Green grid, 2010.|access-date=2012-02-08|archive-url=https://web.archive.org/web/20140429215242/http://www.thegreengrid.org/~/media/WhitePapers/White_Paper_27_Impact_of_Virtualization_Data_On_Center_Physical_Infrastructure_020210.pdf?lang=en|archive-date=2014-04-29|url-status=dead}} and the onward impact on cooling resources, poor infrastructure management practices, and AC failure or AC shutdown for scheduled maintenance.

Thermal zone mapping uses sensors and computer modeling to create a three-dimensional image of the hot and cool zones in a data center.{{cite web|url=http://searchdatacenter.techtarget.com/news/1265634/HP-Thermal-Zone-Mapping-plots-data-center-hot-spots|title=HP Thermal Zone Mapping plots data center hot spots|access-date=2012-02-08|archive-date=2021-01-26|archive-url=https://web.archive.org/web/20210126131207/https://searchdatacenter.techtarget.com/news/1265634/HP-Thermal-Zone-Mapping-plots-data-center-hot-spots|url-status=dead}}

This information can help to identify optimal positioning of data center equipment. For example, critical servers might be placed in a cool zone that is serviced by redundant AC units.

{{Main|Green data center}}

File:Magazin Vauban E.jpg, France claims the attribute green.]]

Data centers use a lot of power, consumed by two main usages: The power required to run the actual equipment and then the power required to cool the equipment. Power efficiency reduces the first category.

Cooling cost reduction through natural means includes location decisions: When the focus is avoiding good fiber connectivity, power grid connections, and people concentrations to manage the equipment, a data center can be miles away from the users. Mass data centers like Google or Facebook don't need to be near population centers. Arctic locations that can use outside air, which provides cooling, are becoming more popular.{{cite web|url=http://www.gizmag.com/fjord-cooled-data-center/20938/|title=Fjord-cooled DC in Norway claims to be greenest|date=23 December 2011 |access-date=23 December 2011}}

Renewable electricity sources are another plus. Thus countries with favorable conditions, such as Canada,[https://www.theglobeandmail.com/report-on-business/canada-called-prime-real-estate-for-massive-data-computers/article2071677/ Canada Called Prime Real Estate for Massive Data Computers - Globe & Mail] Retrieved June 29, 2011. Finland,[http://datacenter-siting.weebly.com/ Finland - First Choice for Siting Your Cloud Computing Data Center.]. Retrieved 4 August 2010. Sweden,{{cite web|url=http://www.stockholmbusinessregion.se/templates/page____41724.aspx?epslanguage=EN|title=Stockholm sets sights on data center customers|access-date=4 August 2010|archive-url=https://web.archive.org/web/20100819190918/http://www.stockholmbusinessregion.se/templates/page____41724.aspx?epslanguage=EN|archive-date=19 August 2010}} Norway,[http://www.innovasjonnorge.no/en/start-page/invest-in-norway/industries/datacenters/ In a world of rapidly increasing carbon emissions from the ICT industry, Norway offers a sustainable solution] {{Webarchive|url=https://web.archive.org/web/20201029174125/https://www.innovasjonnorge.no/en/start-page/invest-in-norway/industries/datacenters/ |date=2020-10-29 }} Retrieved 1 March 2016. and Switzerland[http://www.greenbiz.com/news/2010/06/30/swiss-carbon-neutral-servers-hit-cloud Swiss Carbon-Neutral Servers Hit the Cloud.] {{Webarchive|url=https://web.archive.org/web/20170703113445/https://www.greenbiz.com/news/2010/06/30/swiss-carbon-neutral-servers-hit-cloud |date=2017-07-03 }}. Retrieved 4 August 2010. are trying to attract cloud computing data centers.

Singapore lifted a three-year ban on new data centers in April 2022. A major data center hub for the Asia-Pacific region,{{Cite web |last=Baxtel |title=Singapore Data Centers & Colocation |url=https://baxtel.com/data-center/singapore |access-date=2024-09-18 |website=baxtel.com |language=en}} Singapore lifted its moratorium on new data center projects in 2022, granting 4 new projects, but rejecting more than 16 data center applications from over 20 new data centers applications received. Singapore's new data centers shall meet very strict green technology criteria including "Water Usage Effectiveness (WUE) of 2.0/MWh, Power Usage Effectiveness (PUE) of less than 1.3, and have a "Platinum certification under Singapore's BCA-IMDA Green Mark for New Data Centre" criteria that clearly addressed decarbonization and use of hydrogen cells or solar panels.{{Cite web |title=Singapore authorities invite applications for new data centers |date=20 July 2022 |url=https://www.datacenterdynamics.com/en/news/singapore-authorities-invite-applications-for-new-data-centers/}}{{Cite web |title=BCA-IMDA Green Mark for Data Centres Scheme |url=https://www.imda.gov.sg/how-we-can-help/bca-imda-green-mark-for-data-centres-scheme |access-date=2024-09-18 |website=Infocomm Media Development Authority |language=en}}{{Cite web |date=2024-05-30 |title=Singapore to free up 300MW for data centres |url=https://www.capacitymedia.com/article/2davfx8ylwhh1au8329kw/news/singapore-to-free-up-300mw-for-data-centres |access-date=2024-09-18 |website=Capacity Media |language=en}}{{Cite web |title=4 Proposals Selected from Data Centre Application |url=https://www.imda.gov.sg/resources/press-releases-factsheets-and-speeches/press-releases/2023/four-data-centre-proposals-selected-as-part-of-pilot-data-centre-call-for-application |access-date=2024-09-18 |website=Infocomm Media Development Authority |language=en}}

{{See also|Power distribution unit|Inspur Server Series|Switched-mode power supply|Off-the-grid}}

Direct current data centers are data centers that produce direct current on site with solar panels and store the electricity on site in a battery storage power station. Computers run on direct current and the need for inverting the AC power from the grid would be eliminated. The data center site could still use AC power as a grid-as-a-backup solution. DC data centers could be 10% more efficient and use less floor space for inverting components.[https://www.datacenterdynamics.com/en/opinions/could-dc-win-the-new-data-center-war-of-the-currents/ Could DC win the new data center War of the Currents?]{{cite web | url=https://datacenters.lbl.gov/direct-current-dc-power | title=Direct Current (DC) Power | Center of Expertise for Energy Efficiency in Data Centers }}

It is very difficult to reuse the heat which comes from air-cooled data centers. For this reason, data center infrastructures are more often equipped with heat pumps.{{cite web|url=https://stockholmdataparks.com/wp-content/uploads/white-paper-cost-efficient-and-sustainable-data-center-cooling-2017-01-23-1.pdf|title=Data Center Cooling with Heat Recovery|website=StockholmDataParks.com|date=January 23, 2017|access-date=2018-11-16|archive-date=2017-03-25|archive-url=https://web.archive.org/web/20170325212318/https://stockholmdataparks.com/wp-content/uploads/white-paper-cost-efficient-and-sustainable-data-center-cooling-2017-01-23-1.pdf|url-status=live}}

An alternative to heat pumps is the adoption of liquid cooling throughout a data center. Different liquid cooling techniques are mixed and matched to allow for a fully liquid-cooled infrastructure that captures all heat with water. Different liquid technologies are categorized in 3 main groups, indirect liquid cooling (water-cooled racks), direct liquid cooling (direct-to-chip cooling) and total liquid cooling (complete immersion in liquid, see server immersion cooling). This combination of technologies allows the creation of a thermal cascade as part of temperature chaining scenarios to create high-temperature water outputs from the data center.{{citation needed|date=February 2025}}

Cryptomining and the artificial intelligence boom of the 2020s has also led to increased demand for electricity,{{Cite news |last=Halper |first=Evan |date=2024-03-07 |title=Amid explosive demand, America is running out of power |url=https://www.washingtonpost.com/business/2024/03/07/ai-data-centers-power/ |access-date=2024-08-19 |newspaper=Washington Post |language=en}}{{Cite magazine |last=Rogers |first=Reece |date=July 11, 2024 |title=AI's Energy Demands Are Out of Control. Welcome to the Internet's Hyper-Consumption Era |url=https://www.wired.com/story/ai-energy-demands-water-impact-internet-hyper-consumption-era/ |access-date=2024-08-19 |magazine=Wired |language=en-US |issn=1059-1028}} that the IEA expects could double global overall data center demand for electricity between 2022 and 2026.{{Cite web |last=Calma |first=Justine |date=2024-01-24 |title=AI and crypto mining are driving up data centers' energy use |url=https://www.theverge.com/2024/1/24/24049047/data-center-ai-crypto-bitcoin-mining-electricity-report-iea |access-date=2024-08-21 |website=The Verge |language=en}} The US could see its share of the electricity market going to data centers increase from 4% to 6% over those four years. Bitcoin used up 2% of US electricity in 2023.{{Cite magazine |last=Chow |first=Andrew R. |date=2024-06-12 |title=How AI Is Fueling a Boom in Data Centers and Energy Demand |url=https://time.com/6987773/ai-data-centers-energy-usage-climate-change/ |access-date=2024-08-21 |magazine=TIME |language=en}} This has led to increased electricity prices in some regions,{{Cite news |last1=Halper |first1=Evan |last2=O'Donovan |first2=Caroline |date=November 1, 2024 |title=As data centers for AI strain the power grid, bills rise for everyday customers |url=https://www.washingtonpost.com/business/2024/11/01/ai-data-centers-electricity-bills-google-amazon/ |newspaper=Washington Post |archive-date=November 12, 2024 |access-date=November 1, 2024 |archive-url=https://web.archive.org/web/20241112002908/https://www.washingtonpost.com/business/2024/11/01/ai-data-centers-electricity-bills-google-amazon/ |url-status=live }} particularly in regions with lots of data centers like Santa Clara, California{{Cite web |last=Petersen |first=Melody |date=2024-08-12 |title=Power-hungry AI data centers are raising electric bills and blackout risk |url=https://www.latimes.com/environment/story/2024-08-12/california-data-centers-could-derail-clean-energy-goals |access-date=2024-08-19 |website=Los Angeles Times |language=en-US}} and upstate New York.{{Cite web |last1=Benetton |first1=Matteo |last2=Compiani |first2=Giovanni |last3=Morse |first3=Adair |date=2023-08-12 |title=When cryptomining comes to town: High electricity use spillovers to the local economy |url=https://cepr.org/voxeu/columns/when-cryptomining-comes-town-high-electricity-use-spillovers-local-economy |access-date=2024-08-20 |website=VoxEU |language=en}} Data centers have also generated concerns in Northern Virginia about whether residents will have to foot the bill for future power lines. It has also made it harder to develop housing in London.{{Cite web |last=Vincent |first=James |date=2022-07-28 |title=The electricity demands of data centers are making it harder to build new homes in London |url=https://www.theverge.com/2022/7/28/23282007/electricity-demands-london-data-centers-blocking-new-housing-development |access-date=2024-08-21 |website=The Verge |language=en}} A Bank of America Institute report in July 2024 found that the increase in demand for electricity due in part to AI has been pushing electricity prices higher and is a significant contributor to electricity inflation.{{Cite web |last=Walton |first=Robert |date=July 8, 2024 |title=US electricity prices rise again as AI, onshoring may mean decades of power demand growth: BofA |url=https://www.utilitydive.com/news/electricity-price-inflation-rising-again-BofA/720673/ |access-date=2024-08-19 |website=Utility Dive |language=en-US}}{{Cite web |last=Mott |first=Filip De |title=Utility bills are getting cheaper, but AI could spoil the party |url=https://markets.businessinsider.com/news/commodities/ai-power-grid-demand-utility-bill-outlook-electricity-ev-2024-7 |access-date=2024-08-19 |website=Markets Insider |language=en-US}}{{Cite web |date=May 17, 2024 |title=A.I. Power Shortage. Plus, Oil & Gas Stock Picks - Barron's Streetwise Barron's Podcasts |url=https://www.barrons.com/podcasts/streetwise/ai-power-shortage-plus-oil-gas-stock-picks/7ec80059-8d8c-4913-bc15-f5f80a50be1a?page=1& |access-date=2024-08-21 |website=Barron's |language=en}}

{{Main|Dynamic infrastructure}}

Dynamic infrastructure{{Cite web|url=https://www.freepatentsonline.com/y2007/0294736.html|title=Method for Dynamic Information Technology Infrastructure Provisioning}} provides the ability to intelligently, automatically and securely move workloads within a data center{{Cite web|url=https://www.networkworld.com/article/2343998/the-dynamic-datacenter.html|title=The Dynamic Datacenter|first=Kerrie|last=Meyler|date=April 29, 2008|website=Network World}} anytime, anywhere, for migrations, provisioning,{{Cite web|url=http://www.on-demandenterprise.com/features/26054149.html|title=Computation on Demand: The Promise of Dynamic Provisioning}}{{Dead link|date=March 2023 |bot=InternetArchiveBot |fix-attempted=yes }} to enhance performance, or building co-location facilities. It also facilitates performing routine maintenance on either physical or virtual systems all while minimizing interruption. A related concept is Composable Infrastructure, which allows for the dynamic reconfiguration of the available resources to suit needs, only when needed.{{Cite web|url=https://www.itprotoday.com/business-resources/just-what-heck-composable-infrastructure-anyway|title=Just What the Heck Is Composable Infrastructure, Anyway?|date=July 14, 2016|website=IT Pro}}

Side benefits include

• reducing cost
• facilitating business continuity and high availability
• enabling cloud and grid computing.{{Cite journal|last=Montazerolghaem|first=Ahmadreza|date=2020-07-13|title=Software-defined load-balanced data center: design, implementation and performance analysis|journal=Cluster Computing|volume=24 |issue=2 |pages=591–610 |doi=10.1007/s10586-020-03134-x|s2cid=220490312|issn=1386-7857|url=https://hal.archives-ouvertes.fr/hal-03048010/file/elsarticle-template.pdf }}

File:NetworkOperations.jpg

File:Eqiadwmf 9046.jpg

Communications in data centers today are most often based on networks running the Internet protocol suite. Data centers contain a set of routers and switches that transport traffic between the servers and to the outside world{{cite journal |author1=Mohammad Noormohammadpour |author2=Cauligi Raghavendra |title=Datacenter Traffic Control: Understanding Techniques and Tradeoffs |journal=IEEE Communications Surveys & Tutorials |date=July 16, 2018 |volume=20 |issue=2 |pages=1492–1525 |doi=10.1109/comst.2017.2782753 |arxiv=1712.03530 |s2cid=28143006 }} which are connected according to the data center network architecture. Redundancy of the internet connection is often provided by using two or more upstream service providers (see Multihoming).

Some of the servers at the data center are used for running the basic internet and intranet services needed by internal users in the organization, e.g., e-mail servers, proxy servers, and DNS servers.

Network security elements are also usually deployed: firewalls, VPN gateways, intrusion detection systems, and so on. Also common are monitoring systems for the network and some of the applications. Additional off-site monitoring systems are also typical, in case of a failure of communications inside the data center.

Non-mutually exclusive options for data backup are:

• Onsite
• Offsite

Onsite is traditional,{{cite magazine|magazine=Forbes|url=https://www.forbes.com/sites/forbestechcouncil/2018/10/04/protecting-data-without-blowing-the-budget-part-1-onsite-backup|title=Protecting Data Without Blowing The Budget, Part 1: Onsite Backup|date=October 4, 2018}} and one of its major advantages is immediate availability.

{{Main|Off-site data protection}}

Data backup techniques include having an encrypted copy of the data offsite. Methods used for transporting data are:{{Cite web|url=http://spectralogic.com/wp-content/uploads/white-paper-iron-mountain-vs-amazon-glacier.pdf|title=Iron Mountain vs Amazon Glacier: Total Cost Analysis|access-date=2018-10-28|archive-date=2018-10-28|archive-url=https://web.archive.org/web/20181028151528/http://spectralogic.com/wp-content/uploads/white-paper-iron-mountain-vs-amazon-glacier.pdf|url-status=dead}}

• Having the customer write the data to a physical medium, such as magnetic tape, and then transporting the tape elsewhere.What IBM calls "PTAM: Pickup Truck Access Method." {{cite web|title=PTAM - Pickup Truck Access Method (disaster recovery slang)|url=https://www.acronymfinder.com/Pickup-Truck-Access-Method-(disaster-recovery-slang)-(PTAM).html}}
• Directly transferring the data to another site during the backup, using appropriate links.
• Uploading the data "into the cloud".{{cite magazine |date=September 14, 2017 |title=Iron Mountain introduces cloud backup and management service |url=https://www.networkworld.com/article/964303/iron-mountain-introduces-cloud-backup-and-management-service.html |url-status=dead |archive-url=https://web.archive.org/web/20240218210602/https://www.networkworld.com/article/964303/iron-mountain-introduces-cloud-backup-and-management-service.html |archive-date=February 18, 2024 |access-date=October 28, 2018 |magazine=Network world}}

{{Main|Modular data center}}

File:IBMPortableModularDataCenter.jpg]]

For quick deployment or IT disaster recovery, several large hardware vendors have developed mobile/modular solutions that can be installed and made operational in a very short amount of time.

Micro data centers (MDCs) are access-level data centers which are smaller in size than traditional data centers but provide the same features.{{Cite book |last1=Ibrahim |first1=Rosdiazli |url=https://books.google.com/books?id=6tabEAAAQBAJ&dq=micro+data+center&pg=PA461 |title=International Conference on Artificial Intelligence for Smart Community: AISC 2020, 17–18 December, Universiti Teknologi Petronas, Malaysia |last2=Porkumaran |first2=K. |last3=Kannan |first3=Ramani |last4=Nor |first4=Nursyarizal Mohd |last5=Prabakar |first5=S. |date=2022-11-13 |publisher=Springer Nature |isbn=978-981-16-2183-3 |pages=461 |language=en}} They are typically located near the data source to reduce communication delays, as their small size allows several MDCs to be spread out over a wide area.{{Cite book |last1=Guo |first1=Song |url=https://books.google.com/books?id=9IxVEAAAQBAJ&dq=micro+data+center&pg=PA12 |title=Edge Learning for Distributed Big Data Analytics: Theory, Algorithms, and System Design |last2=Qu |first2=Zhihao |date=2022-02-10 |publisher=Cambridge University Press |isbn=978-1-108-83237-3 |pages=12–13 |language=en}}{{Cite book |url=https://books.google.com/books?id=hWV2EAAAQBAJ&dq=micro+data+center&pg=PA55 |title=Research Anthology on Edge Computing Protocols, Applications, and Integration |date=2022-04-01 |publisher=IGI Global |isbn=978-1-6684-5701-6 |pages=55 |language=en}} MDCs are well suited to user-facing, front end applications.{{Cite book |last1=Furht |first1=Borko |url=https://books.google.com/books?id=29UIY9EZTzYC&dq=micro+data+center&pg=PA17 |title=Handbook of Data Intensive Computing |last2=Escalante |first2=Armando |date=2011-12-09 |publisher=Springer Science & Business Media |isbn=978-1-4614-1414-8 |pages=17 |language=en}} They are commonly used in edge computing and other areas where low latency data processing is needed.{{Cite book |last1=Srivastava |first1=Gautam |url=https://books.google.com/books?id=ahvHEAAAQBAJ&dq=micro+data+center&pg=PA17 |title=Security and Risk Analysis for Intelligent Edge Computing |last2=Ghosh |first2=Uttam |last3=Lin |first3=Jerry Chun-Wei |date=2023-06-24 |publisher=Springer Nature |isbn=978-3-031-28150-1 |pages=17 |language=en}}

File:Space data center.webp

Data centers in space is a proposed idea to place a data center in outer space with a sun-synchronous orbit around planet earth. The theoretical advantages are the sun-synchronous orbit can catch solar power with the solar panels at all times, space is cold for data center cooling, weather forecasting and weather prediction computation from weather satellites,https://www.techtarget.com/searchdatacenter/tip/Projections-and-feasibility-of-data-centers-in-space and the ability to freely scale up.https://www.pcmag.com/news/this-startup-wants-to-tackle-ai-energy-demands-with-data-centers-in-spacehttps://www.thetimes.com/business-money/companies/article/the-answer-to-techs-clean-energy-problem-put-data-centres-in-space-6pl9z5zbw?utm_source=chatgpt.com®ion=global

{{columns-list|colwidth=15em|

• Colocation centre
• Computer cooling
• Data center management
• Dynamic infrastructure
• Electrical network
• Internet exchange point
• Internet hosting service
• Microsoft underwater data center
• Neher–McGrath method
• Network operations center
• Open Compute Project, by Facebook
• Peering
• Server farm
• Server room
• Server Room Environment Monitoring System
• Telecommunications network
• Utah Data Center
• Web hosting service

}}

{{Reflist|group=note}}

{{Reflist|30em}}

{{Commons category|Data centers}}

{{wikibooks|The Design and Organization of Data Centers}}

{{wiktionary}}

• {{usurped|1=[https://web.archive.org/web/20060929131812/http://hightech.lbl.gov/datacenters.html Lawrence Berkeley Lab]}} - Research, development, demonstration, and deployment of energy-efficient technologies and practices for data centers
• {{usurped|1=[https://web.archive.org/web/20110723081149/http://hightech.lbl.gov/dc-powering/faq.html DC Power For Data Centers Of The Future]}} - FAQ: 380VDC testing and demonstration at a Sun data center.
• [http://media.wix.com/ugd/fb8983_e929404b24874e4fa7a8279f1cda58f8.pdf White Paper] - Property Taxes: The New Challenge for Data Centers
• [https://www.dceureca.eu/ The European Commission H2020 EURECA Data Centre Project] {{Webarchive|url=https://web.archive.org/web/20210825183935/https://www.dceureca.eu/ |date=2021-08-25 }} - Data centre energy efficiency guidelines, extensive online training material, case studies/lectures (under events page), and tools.

{{Cloud computing}}

{{Authority control}}

Category:Applications of distributed computing

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