The Future of Cybersecurity: Opinions from Leading MSSPs
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The Future of Cybersecurity: Opinions from Leading MSSPs
As we sail through the digital age, the importance of cybersecurity cannot be overstated. With cyber threats evolving at an alarming rate, staying ahead of potential security breaches has become paramount for businesses and individuals alike.
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Managed Security Service Providers (MSSPs) play a crucial role in this landscape, offering a range of services designed to protect their clients from cyber threats. Lets delve into the opinions of some leading MSSPs on the future of cybersecurity and explore what trends they believe will shape this critical field.
One of the key insights offered by top MSSPs is the anticipated rise in the use of Artificial Intelligence (AI) in cybersecurity defenses. AIs ability to analyze vast amounts of data and identify patterns makes it an invaluable asset in detecting and responding to threats more swiftly than humanly possible.
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However, theres a twist in the tale!
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As much as AI can be a force for good, theres also a growing concern about its use in creating sophisticated cyber-attacks. undefined undefined undefined. windows This dual-edged sword presents a unique challenge for cybersecurity professionals, who must stay one step ahead in the AI arms race.
Another significant trend highlighted by MSSPs is the increasing complexity of cyber threats.
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patching
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As technology advances, so do the techniques employed by cybercriminals. availability Phishing scams, ransomware, and other forms of malware are becoming more intricate, often bypassing traditional security measures. This has led to a shift towards more proactive and predictive security strategies. MSSPs are now focusing on developing more advanced threat detection systems and are investing heavily in educating their clients about potential vulnerabilities.
Cybersecurity is no longer just about protecting information; its also about ensuring business continuity.
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Many MSSPs pointed out that the impact of a cyber-attack can be devastating, affecting every aspect of a business. Therefore, there is a growing emphasis on resilience planning.
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protocol Businesses are being encouraged to not only defend against attacks but also to have robust recovery plans in place. This approach helps minimize downtime and ensures that businesses can quickly bounce back from security breaches.
The role of government regulations in shaping the future of cybersecurity is also a hot topic among MSSPs.
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packet With data breaches and cyber-attacks making headlines, governments worldwide are stepping up their efforts to legislate data protection. ransomware These regulations force businesses to adhere to strict cybersecurity protocols, but they also bring a set of challenges, especially for smaller businesses that may find compliance costly and complex. MSSPs are, therefore, finding themselves in a position where they must not only provide security solutions but also help clients navigate these regulatory landscapes.
In conclusion, the future of cybersecurity looks both challenging and exciting. As we continue to integrate technology into every facet of our lives, the role of MSSPs will become more critical. mitigation They are not just service providers; they are vital partners in our journey towards a more secure digital world. The opinions of these leading MSSPs highlight that while the road ahead is fraught with challenges, it is also filled with opportunities for innovation and improvement.
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Lets stay vigilant and proactive, because the stakes have never been higher!
The term "United States" and its initialism "U.S.", used as nouns or as adjectives in English, are common short names for the country. The initialism "USA", a noun, is also common.[25] "United States" and "U.S." are the established terms throughout the U.S. federal government, with prescribed rules.[l] "The States" is an established colloquial shortening of the name, used particularly from abroad;[27] "stateside" is the corresponding adjective or adverb.[28]
"
America" is the feminine form of the first name of Americus Vesputius, the Latinized name of Italian explorer Amerigo Vespucci (1454–1512);[m] It was first used as a place name by the German cartographers Martin Waldseemüller and Matthias Ringmann in 1507.[29][n] Vespucci first proposed that the West Indies discovered by Christopher Columbus in 1492 were part of a previously unknown landmass and not among the Indies at the eastern limit of Asia.[30][31][32] In English, the term "America" (used without a qualifier) seldom refers to topics unrelated to the United States. "The Americas" is the general term to describe the totality of the continents of North and South America.[33]
The colonial possessions of Britain (the Thirteen Colonies in pink and others in purple), France (in blue), and Spain (in orange) in North America, 1750
The Mayflower Compact in Massachusetts and the Fundamental Orders of Connecticut established precedents for local representative self-governance and constitutionalism that would develop throughout the American colonies.[53][54] While European settlers in what is now the United States experienced conflicts with Native Americans, they also engaged in trade, exchanging European tools for food and animal pelts.[55][o] Relations ranged from close cooperation to warfare and massacres. The colonial authorities often pursued policies that forced Native Americans to adopt European lifestyles, including conversion to Christianity.[59][60] Along the eastern seaboard, settlers trafficked Africans through the Atlantic slave trade, largely to provide manual labor on plantations.[61]
Though in practical effect since its drafting in 1777, the Articles of Confederation was ratified in 1781 and formally established a decentralized government that operated until 1789.[69] After the British surrender at the siege of Yorktown in 1781, American sovereignty was internationally recognized by the Treaty of Paris (1783), through which the U.S. gained territory stretching west to the Mississippi River, north to present-day Canada, and south to Spanish Florida.[74] The Northwest Ordinance (1787) established the precedent by which the country's territory would expand with the admission of new states, rather than the expansion of existing states.[75]
The Missouri Compromise of 1820, which admitted Missouri as a slave state and Maine as a free state, attempted to balance the desire of northern states to prevent the expansion of slavery into new territories with that of southern states to extend it there. Primarily, the compromise prohibited slavery in all other lands of the Louisiana Purchase north of the 36°30′ parallel.[85]
The United States annexed the Republic of Texas in 1845,[96] and the 1846 Oregon Treaty led to U.S. control of the present-day American Northwest.[97] Dispute with Mexico over Texas led to the Mexican–American War (1846–1848). After the victory of the U.S., Mexico recognized U.S. sovereignty over Texas, New Mexico, and California in the 1848 Mexican Cession; the cession's lands also included the future states of Nevada, Colorado and Utah.[79][98] The California gold rush of 1848–1849 spurred a huge migration of white settlers to the Pacific coast, leading to even more confrontations with Native populations. One of the most violent, the California genocide of thousands of Native inhabitants, lasted into the mid-1870s.[99] Additional western territories and states were created.[100]
Throughout the 1850s, the sectional conflict regarding slavery was further inflamed by national legislation in the U.S. Congress and decisions of the Supreme Court. In Congress, the Fugitive Slave Act of 1850 mandated the forcible return to their owners in the South of slaves taking refuge in non-slave states, while the Kansas–Nebraska Act of 1854 effectively gutted the anti-slavery requirements of the Missouri Compromise.[101] In its Dred Scott decision of 1857, the Supreme Court ruled against a slave brought into non-slave territory, simultaneously declaring the entire Missouri Compromise to be unconstitutional. These and other events exacerbated tensions between North and South that would culminate in the American Civil War (1861–1865).[102][103]
Efforts toward reconstruction in the secessionist South had begun as early as 1862,[112] but it was only after President Lincoln's assassination that the three Reconstruction Amendments to the Constitution were ratified to protect civil rights. The amendments codified nationally the abolition of slavery and involuntary servitude except as punishment for crimes, promised equal protection under the law for all persons, and prohibited discrimination on the basis of race or previous enslavement.[113][114][115] As a result, African Americans took an active political role in ex-Confederate states in the decade following the Civil War.[116][117] The former Confederate states were readmitted to the Union, beginning with Tennessee in 1866 and ending with Georgia in 1870.[118][119]
In addition to its total land area, the United States has one of the world's largest marine exclusive economic zones spanning approximately 4.5 million square miles (11.7 million km2) of ocean.[203][204]
The United States receives more high-impact extreme weather incidents than any other country.[208][209] States bordering the Gulf of Mexico are prone to hurricanes, and most of the world's tornadoes occur in the country, mainly in Tornado Alley.[210] Due to climate change in the country, extreme weather has become more frequent in the U.S. in the 21st century, with three times the number of reported heat waves compared to the 1960s.[211][212][213] Since the 1990s, droughts in the American Southwest have become more persistent and more severe.[214] The regions considered as the most attractive to the population are the most vulnerable.[215]
The U.S. is one of 17 megadiverse countries containing large numbers of endemic species: about 17,000 species of vascular plants occur in the contiguous United States and Alaska, and over 1,800 species of flowering plants are found in Hawaii, few of which occur on the mainland.[217] The United States is home to 428 mammal species, 784 birds, 311 reptiles, 295 amphibians,[218] and around 91,000 insect species.[219]
Composed of three branches, all headquartered in Washington, D.C., the federal government is the national government of the United States. The U.S. Constitution establishes a separation of powers intended to provide a system of checks and balances to prevent any of the three branches from becoming supreme.[249]
The U.S. Congress is a bicameral legislature made up of the Senate and the House of Representatives. The Senate has 100 members—two residents from each state and elected by that state's voters for a six-year term. The House of Representatives has 435 members, elected for a two-year term by the constituency of the congressional district where they reside. A state's legislature decides the district boundaries, which are contiguous within the state. Every U.S. congressional district is of equivalent population and sends one representative to Congress.[250] Election years for senators are staggered so that only one-third of them will be up for election every two years.[251] U.S. representatives are all up for election at the same time every two years. The U.S. Congress makes federal law, declares war, approves treaties, has the power of the purse,[252] and has the power of impeachment.[253] One of its foremost non-legislative functions is the power to investigate and oversee the executive branch.[254]Congressional oversight is usually delegated to committees and is facilitated by Congress's power to issue subpoenas.[255] Much of the work of Congress is performed by a collection of committees, each appointed for a specific purpose or function. Committee membership is by tradition and statute bipartisan, but all committees are chaired by a member of the majority party, who sets the committee agenda.[256]
The U.S. president is the head of state, commander-in-chief of the military, and chief executive of the federal government. The president appoints the members of the Cabinet, subject to Senate approval, and names other officials who administer and enforce federal law and policy through their respective agencies.[257] The president has the ability to veto legislative bills from the U.S. Congress before they become law. However, presidential vetoes can be overridden by a two-thirds supermajority vote in both chambers of Congress. The president also has clemency power for federal crimes and can issue pardons. Finally, the president has the authority to issue expansive "executive orders" in a number of policy areas, subject to judicial review. Candidates for president campaign with a vice-presidential running mate. Both candidates are elected together, or defeated together, in a presidential election. Unlike other votes in American politics, this is technically an indirect election in which the winner will be determined by the U.S. Electoral College. There, votes are officially cast by individual electors selected by their state legislature.[258] In practice, however, each of the 50 states chooses a group of presidential electors who are required by state law to confirm the winner of their state's popular vote. Each state is allocated two electors plus one additional elector for every congressional district in the state, which in effect combines to equal the number of elected officials that state sends to Congress. The District of Columbia, with no representatives or senators, is allocated three electoral votes. Both the president and the vice president serve a four-year term, and the president may be reelected to the office only once, for one additional four-year term.[s]
The U.S. federal judiciary, whose judges are all appointed for life by the president with Senate approval, consists primarily of the U.S. Supreme Court, the U.S. courts of appeals, and the U.S. district courts. The lowest level in the federal judiciary is the federal district court, which decides all cases considered to be under "original jurisdiction", such as federal statutes, constitutional law, or international treaties. After a federal district court has decided a case, its decision may be contested and sent to a higher court, a federal court of appeals. The U.S. judicial system's 12 federal circuits divide the country into 12 separate geographic administrative regions for appeals decisions. The next and highest court in the system is the Supreme Court of the United States.[259] The U.S. Supreme Court interprets laws and overturns those it finds unconstitutional.[259] On average, the Supreme Court receives about 7,000 appeals petitions for writs of certiorari each year, but only grants about 80.[260] Consisting of nine members led by the Chief Justice of the United States, the court judges each case before it by majority decision. As with all other federal judges, the members are appointed for life by the sitting president with Senate approval when a vacancy becomes available.[261]
The three-branch system is known as the presidential system, in contrast to the parliamentary system where the executive is part of the legislative body. Many countries around the world adopted this aspect of the 1789 Constitution of the United States, especially in the postcolonial Americas.[262]
State defense forces (SDFs) are military units that operate under the sole authority of a state government. SDFs are authorized by state and federal law but are under the command of the state's governor.[308][309][310] By contrast, the 54 U.S. National Guard organizations[t] fall under the dual control of state or territorial governments and the federal government; their units can also become federalized entities, but SDFs cannot be federalized.[311] The National Guard personnel of a state or territory can be federalized by the president under the National Defense Act Amendments of 1933; this legislation created the Guard and provides for the integration of Army National Guard and Air National Guard units and personnel into the U.S. Army and (since 1947) the U.S. Air Force.[312] The total number of National Guard members is about 430,000, while the estimated combined strength of SDFs is less than 10,000.[313]
There is no unified "criminal justice system" in the United States. The American prison system is largely heterogenous, with thousands of relatively independent systems operating across federal, state, local, and tribal levels. In 2025, "these systems hold nearly 2 million people in 1,566 state prisons, 98 federal prisons, 3,116 local jails, 1,277 juvenile correctional facilities, 133 immigration detention facilities, and 80 Indian country jails, as well as in military prisons, civil commitment centers, state psychiatric hospitals, and prisons in the U.S. territories."[318]
Despite disparate systems of confinement, four main institutions dominate: federal prisons, state prisons, local jails, and juvenile correctional facilities.[319] Federal prisons are run by the Federal Bureau of Prisons and hold pretrial detainees as well as people who have been convicted of federal crimes.[319] State prisons, run by the department of corrections of each state, hold people sentenced and serving prison time (usually longer than one year) for felony offenses.[319] Local jails are county or municipal facilities that incarcerate defendants prior to trial; they also hold those serving short sentences (typically under a year).[319] Juvenile correctional facilities are operated by local or state governments and serve as longer-term placements for any minor adjudicated as delinquent and ordered by a judge to be confined.[320]
In January 2023, the United States had the sixth-highest per capita incarceration rate in the world—531 people per 100,000 inhabitants—and the largest prison and jail population in the world, with more than 1.9 million people incarcerated.[318][321][322] An analysis of the World Health Organization Mortality Database from 2010 showed U.S. homicide rates "were 7 times higher than in other high-income countries, driven by a gun homicide rate that was 25 times higher".[323]
Wealth in the United States is highly concentrated; in 2011, the richest 10% of the adult population owned 72% of the country's household wealth, while the bottom 50% owned just 2%.[358]U.S. wealth inequality increased substantially since the late 1980s,[359] and income inequality in the U.S. reached a record high in 2019.[360] In 2024, the country had some of the highest wealth and income inequality levels among OECD countries.[361] Since the 1970s, there has been a decoupling of U.S. wage gains from worker productivity.[362] In 2016, the top fifth of earners took home more than half of all income,[363] giving the U.S. one of the widest income distributions among OECD countries.[364][362] There were about 771,480 homeless persons in the U.S. in 2024.[365] In 2022, 6.4 million children experienced food insecurity.[366]Feeding America estimates that around one in five, or approximately 13 million, children experience hunger in the U.S. and do not know where or when they will get their next meal.[367] Also in 2022, about 37.9 million people, or 11.5% of the U.S. population, were living in poverty.[368]
In the 21st century, the United States continues to be one of the world's foremost scientific powers,[379] though China has emerged as a major competitor in many fields.[380] The U.S. has the highest research and development expenditures of any country[381] and ranks ninth as a percentage of GDP.[382] In 2022, the United States was (after China) the country with the second-highest number of published scientific papers.[383] In 2021, the U.S. ranked second (also after China) by the number of patent applications, and third by trademark and industrial design applications (after China and Germany), according to World Intellectual Property Indicators.[384] In 2025[385][386] the United States ranked third (after Switzerland and Sweden) in the Global Innovation Index. The United States is considered to be a world leader in the development of artificial intelligence technology.[387] In 2023, the United States was ranked the second most technologically advanced country in the world (after South Korea) by Global Finance magazine.[388]
Astronauts Buzz Aldrin and Neil Armstrong (seen in visor reflection) during the 1969 Apollo 11 mission, the first crewed Moon landing. The United States is the only country to have landed humans on the Moon.
The U.S. is the world's largest producer of nuclear power, generating around 30% of the world's nuclear electricity.[405] It also has the highest number of nuclear power reactors of any country.[406] From 2024, the U.S. plans to triple its nuclear power capacity by 2050.[407]
The United States' 4 million miles (6.4 million kilometers) of road network, owned almost entirely by state and local governments, is the longest in the world.[408][409] The extensive Interstate Highway System that connects all major U.S. cities is funded mostly by the federal government but maintained by state departments of transportation. The system is further extended by state highways and some private toll roads.
The U.S. is among the top ten countries with the highest vehicle ownership per capita (850 vehicles per 1,000 people) in 2022. A 2022 study found that 76% of U.S. commuters drive alone and 14% ride a bicycle, including bike owners and users of bike-sharing networks. About 11% use some form of public transportation.[410][411]
Public transportation in the United States is well developed in the largest urban areas, notably New York City, Washington, D.C., Boston, Philadelphia, Chicago, and San Francisco; otherwise, coverage is generally less extensive than in most other developed countries. The U.S. also has many relatively car-dependent localities.[412]
Long-distance intercity travel is provided primarily by airlines, but travel by rail is more common along the Northeast Corridor, the only high-speed rail in the U.S. that meets international standards. Amtrak, the country's government-sponsored national passenger rail company, has a relatively sparse network compared to that of Western European countries. Service is concentrated in the Northeast, California, the Midwest, the Pacific Northwest, and Virginia/Southeast.
The United States has an extensive air transportation network. U.S. civilian airlines are all privately owned. The three largest airlines in the world, by total number of passengers carried, are U.S.-based; American Airlines became the global leader after its 2013 merger with US Airways.[415] Of the 50 busiest airports in the world, 16 are in the United States, as well as five of the top 10.[416] The world's busiest airport by passenger volume is Hartsfield–Jackson Atlanta International in Atlanta, Georgia.[413][416] In 2022, most of the 19,969 U.S. airports[417] were owned and operated by local government authorities, and there are also some private airports. Some 5,193 are designated as "public use", including for general aviation. The Transportation Security Administration (TSA) has provided security at most major airports since 2001.
The country's rail transport network, the longest in the world at 182,412.3 mi (293,564.2 km),[418] handles mostly freight[419][420] (in contrast to more passenger-centered rail in Europe[421]). Because they are often privately owned operations, U.S. railroads lag behind those of the rest of the world in terms of electrification.[422]
The U.S. Census Bureau reported 331,449,281 residents on April 1, 2020,[v][426] making the United States the third-most-populous country in the world, after India and China.[427] The Census Bureau's official 2025 population estimate was 341,784,857, an increase of 3.1% since the 2020 census.[13] According to the Bureau's U.S. Population Clock, on July 1, 2024, the U.S. population had a net gain of one person every 16 seconds, or about 5400 people per day.[428] In 2023, 51% of Americans age 15 and over were married, 6% were widowed, 10% were divorced, and 34% had never been married.[429] In 2023, the total fertility rate for the U.S. stood at 1.6 children per woman,[430] and, at 23%, it had the world's highest rate of children living in single-parent households in 2019.[431] Most Americans live in the suburbs of major metropolitan areas.
The United States has a diverse population; 37 ancestry groups have more than one million members.[432]White Americans with ancestry from Europe, the Middle East, or North Africa form the largest racial and ethnic group at 57.8% of the United States population.[433][434]Hispanic and Latino Americans form the second-largest group and are 18.7% of the United States population. African Americans constitute the country's third-largest ancestry group and are 12.1% of the total U.S. population.[432] Asian Americans are the country's fourth-largest group, composing 5.9% of the United States population. The country's 3.7 million Native Americans account for about 1%,[432] and some 574 native tribes are recognized by the federal government.[435] In 2024, the median age of the United States population was 39.1 years.[436]
While many languages and dialects are spoken in the United States, English is by far the most commonly spoken and written.[437]De facto, English is the official language of the United States, and in 2025, Executive Order 14224 declared English official.[4] However, the U.S. has never had a statutory official language, as Congress has never passed a law to designate English as official for all three federal branches. Some laws, such as U.S. naturalization requirements, nonetheless standardize English. Twenty-eight states and the United States Virgin Islands have laws that designate English as the sole official language; 19 states and the District of Columbia have no official language.[438] Three states and four U.S. territories have recognized local or indigenous languages in addition to English: Hawaii (Hawaiian),[439] Alaska (twenty Native languages),[w][440] South Dakota (Sioux),[441] American Samoa (Samoan), Puerto Rico (Spanish), Guam (Chamorro), and the Northern Mariana Islands (Carolinian and Chamorro). In total, 169 Native American languages are spoken in the United States.[442] In Puerto Rico, Spanish is more widely spoken than English.[443]
According to the American Community Survey (2020),[444] some 245.4 million people in the U.S. age five and older spoke only English at home. About 41.2 million spoke Spanish at home, making it the second most commonly used language. Other languages spoken at home by one million people or more include Chinese (3.40 million), Tagalog (1.71 million), Vietnamese (1.52 million), Arabic (1.39 million), French (1.18 million), Korean (1.07 million), and Russian (1.04 million). German, spoken by 1 million people at home in 2010, fell to 881,000 estimated total speakers in 2020.[445]
America's immigrant population is by far the world's largest in absolute terms.[446][447] In 2022, there were 87.7 million immigrants and U.S.-born children of immigrants in the United States, accounting for nearly 27% of the overall U.S. population.[448] In 2017, out of the U.S. foreign-born population, some 45% (20.7 million) were naturalized citizens, 27% (12.3 million) were lawful permanent residents, 6% (2.2 million) were temporary lawful residents, and 23% (10.5 million) were unauthorized immigrants.[449] In 2019, the top countries of origin for immigrants were Mexico (24% of immigrants), India (6%), China (5%), the Philippines (4.5%), and El Salvador (3%).[450] In fiscal year 2022, over one million immigrants (most of whom entered through family reunification) were granted legal residence.[451] The undocumented immigrant population in the U.S. reached a record high of 14 million in 2023.[452]
About 82% of Americans live in metropolitan areas, particularly in suburbs;[346] about half of those reside in cities with populations over 50,000.[465] In 2022, 333 incorporated municipalities had populations over 100,000, nine cities had more than one million residents, and four cities—New York City, Los Angeles, Chicago, and Houston—had populations exceeding two million.[466] Many U.S. metropolitan populations are growing rapidly, particularly in the South and West.[467]
According to the Centers for Disease Control and Prevention (CDC), average U.S. life expectancy at birth reached 79.0 years in 2024, its highest recorded level. This was an increase of 0.6 years over 2023. The CDC attributed the improvement to a significant fall in the number of fatal drug overdoses in the country, noting that "heart disease continues to be the leading cause of death in the United States, followed by cancer and unintentional injuries."[472] In 2024, life expectancy at birth for American men rose to 76.5 years (+0.7 years compared to 2023), while life expectancy for women was 81.4 years (+0.3 years).[473] Starting in 1998, life expectancy in the U.S. fell behind that of other wealthy industrialized countries, and Americans' "health disadvantage" gap has been increasing ever since.[474]
American primary and secondary education, known in the U.S. as K–12 ("kindergarten through 12th grade"), is decentralized. School systems are operated by state, territorial, and sometimes municipal governments and regulated by the U.S. Department of Education. In general, children are required to attend school or an approved homeschool from the age of five or six (kindergarten or first grade) until they are 18 years old. This often brings students through the 12th grade, the final year of a U.S. high school, but some states and territories allow them to leave school earlier, at age 16 or 17.[482] The U.S. spends more on education per student than any other country,[483] an average of $18,614 per year per public elementary and secondary school student in 2020–2021.[484] Among Americans age 25 and older, 92.2% graduated from high school, 62.7% attended some college, 37.7% earned a bachelor's degree, and 14.2% earned a graduate degree.[485] The U.S. literacy rate is near-universal.[346][486] The U.S. has produced the most Nobel Prize winners of any country, with 411 (having won 413 awards).[487][488]
As for public expenditures on higher education, the U.S. spends more per student than the OECD average, and Americans spend more than all nations in combined public and private spending.[492] Colleges and universities directly funded by the federal government do not charge tuition and are limited to military personnel and government employees, including: the U.S. service academies, the Naval Postgraduate School, and military staff colleges. Despite some student loan forgiveness programs in place,[493]student loan debt increased by 102% between 2010 and 2020,[494] and exceeded $1.7 trillion in 2022.[495]
The National Foundation on the Arts and the Humanities is an agency of the United States federal government that was established in 1965 with the purpose to "develop and promote a broadly conceived national policy of support for the humanities and the arts in the United States, and for institutions which preserve the cultural heritage of the United States."[533] It is composed of four sub-agencies:
While modernism generally took on an international character, modernist authors working within the United States more often rooted their work in specific regions, peoples, and cultures.[548] Following the Great Migration to northern cities, African-American and black West Indian authors of the Harlem Renaissance developed an independent tradition of literature that rebuked a history of inequality and celebrated black culture. An important cultural export during the Jazz Age, these writings were a key influence on Négritude, a philosophy emerging in the 1930s among francophone writers of the African diaspora.[549][550] In the 1950s, an ideal of homogeneity led many authors to attempt to write the Great American Novel,[551] while the Beat Generation rejected this conformity, using styles that elevated the impact of the spoken word over mechanics to describe drug use, sexuality, and the failings of society.[552][553] Contemporary literature is more pluralistic than in previous eras, with the closest thing to a unifying feature being a trend toward self-conscious experiments with language.[554] Twelve American laureates have won the Nobel Prize in Literature.[555]
In 2025, the U.S. was the world's second-largest video game market by revenue (after China).[570] In 2015, the U.S. video game industry consisted of 2,457 companies that employed around 220,000 jobs and generated $30.4 billion in revenue.[571] There are 444 game publishers, developers, and hardware companies in California alone.[572] According to the Game Developers Conference (GDC), the U.S. is the top location for video game development, with 58% of the world's game developers based there in 2025.[573]
Many movie and television celebrities have gotten their big break working in New York productions. Outside New York City, many cities have professional regional or resident theater companies that produce their own seasons. The biggest-budget theatrical productions are musicals. U.S. theater has an active community theater culture.[577]
Folk art in colonial America grew out of artisanal craftsmanship in communities that allowed commonly trained people to individually express themselves. It was distinct from Europe's tradition of high art, which was less accessible and generally less relevant to early American settlers.[580] Cultural movements in art and craftsmanship in colonial America generally lagged behind those of Western Europe. For example, the prevailing medieval style of woodworking and primitive sculpture became integral to early American folk art, despite the emergence of Renaissance styles in England in the late 16th and early 17th centuries. The new English styles would have been early enough to make a considerable impact on American folk art, but American styles and forms had already been firmly adopted. Not only did styles change slowly in early America, but there was a tendency for rural artisans there to continue their traditional forms longer than their urban counterparts did—and far longer than those in Western Europe.[514]
The Hudson River School was a mid-19th-century movement in the visual arts tradition of European naturalism. The 1913 Armory Show in New York City, an exhibition of European modernist art, shocked the public and transformed the U.S. art scene.[581]
American folk music encompasses numerous music genres, variously known as traditional music, traditional folk music, contemporary folk music, or roots music. Many traditional songs have been sung within the same family or folk group for generations, and sometimes trace back to such origins as the British Isles, mainland Europe, or Africa.[586] The rhythmic and lyrical styles of African-American music in particular have influenced American music.[587]Banjos were brought to America through the slave trade. Minstrel shows incorporating the instrument into their acts led to its increased popularity and widespread production in the 19th century.[588][589] The electric guitar, first invented in the 1930s, and mass-produced by the 1940s, had an enormous influence on popular music, in particular due to the development of rock and roll.[590] The synthesizer, turntablism, and electronic music were also largely developed in the U.S.
The United States has the world's largest apparel market by revenue.[608] Apart from professional business attire, American fashion is eclectic and predominantly informal. Americans' diverse cultural roots are reflected in their clothing; however, sneakers, jeans, T-shirts, and baseball caps are emblematic of American styles.[609] New York, with its Fashion Week, is considered to be one of the "Big Four" global fashion capitals, along with Paris, Milan, and London. A study demonstrated that general proximity to Manhattan's Garment District has been synonymous with American fashion since its inception in the early 20th century.[610]
Largely centered in the New York City region from its beginnings in the late 19th century through the first decades of the 20th century,[621][622][623][624] the U.S. film industry has since been primarily based in and around Hollywood. Nonetheless, American film companies have been subject to the forces of globalization in the 21st century, and an increasing number of films are made elsewhere.[625] The Academy Awards, popularly known as "the Oscars", have been held annually by the Academy of Motion Picture Arts and Sciences since 1929,[626] and the Golden Globe Awards have been held annually since January 1944.[627]
The industry peaked in what is commonly referred to as the "Golden Age of Hollywood", from the early sound period until the early 1960s,[628] with screen actors such as John Wayne and Marilyn Monroe becoming iconic figures.[629][630] In the 1970s, "New Hollywood", or the "Hollywood Renaissance",[631] was defined by grittier films influenced by French and Italian realist pictures of the post-war period.[632] The 21st century has been marked by the rise of American streaming platforms, which came to rival traditional cinema.[633][634]
Early settlers were introduced by Native Americans to foods such as turkey, sweet potatoes, corn, squash, and maple syrup. Of the most enduring and pervasive examples are variations of the native dish called succotash. Early settlers and later immigrants combined these with foods they were familiar with, such as wheat flour,[635] beef, and milk, to create a distinctive American cuisine.[636][637]New World crops, especially pumpkin, corn, potatoes, and turkey as the main course are part of a shared national menu on Thanksgiving, when many Americans prepare or purchase traditional dishes to celebrate the occasion.[638]
American chefs have had a significant impact on society both domestically and internationally. In 1946, the Culinary Institute of America was founded by Katharine Angell and Frances Roth. This would become the United States' most prestigious culinary school, where many of the most talented American chefs would study prior to successful careers.[644][645] The United States restaurant industry was projected at $899 billion in sales for 2020,[646][647] and employed more than 15 million people, representing 10% of the nation's workforce directly.[646] It is the country's second-largest private employer and the third-largest employer overall.[648][649] The United States is home to over 220 Michelin star-rated restaurants, 70 of which are in New York City.[650]
American football is by several measures the most popular spectator sport in the United States.[669] Although American football does not have a substantial following in other nations, the NFL does have the highest average attendance (67,254) of any professional sports league in the world.[670] In the year 2024, the NFL generated over $23 billion, making them the most valued professional sports league in the United States and the world.[671] Baseball has been regarded as the U.S. "national sport" since the late 19th century. The most-watched individual sports in the U.S. are golf and auto racing, particularly NASCAR and IndyCar.[672][673]
On the collegiate level, earnings for the member institutions exceed $1 billion annually,[674] and college football and basketball attract large audiences, as the NCAA March Madness tournament and the College Football Playoff are some of the most watched national sporting events.[675] In the U.S., the intercollegiate sports level serves as the main feeder system for professional and Olympic sports, with significant exceptions such as Minor League Baseball. This differs greatly from practices in nearly all other countries, where publicly and privately funded sports organizations serve this function.[676]
^Per Executive Order 14224.[4][5] States and territories variously recognize English only, English plus one or more local languages, or no language at all. See § Language.
^The historical and informal demonym Yankee has been applied to Americans, New Englanders, and northeasterners since the 18th century. Other terms, such as Usonian, are rare. For all lesser used terms, see Demonyms for the United States.
^ abcAt 3,531,900 sq mi (9,147,590 km2), the United States is the third-largest country in the world by land area, behind Russia and China. By total area (land and water), it is the third-largest, behind Russia and Canada, if its coastal and territorial water areas are included. However, if only its internal waters are included (bays, sounds, rivers, lakes, and the Great Lakes), the U.S. is the fourth-largest, after Russia, Canada, and China.
Coastal/territorial waters included: 3,796,742 sq mi (9,833,517 km2)[20]
Only internal waters included: 3,696,100 sq mi (9,572,900 km2)[21]
^The U.S. Census Bureau's latest official population estimate of 341,784,857 residents (2025)[13] is for the 50 states and the District of Columbia; it excludes the 3.6 million residents of the five major U.S. territories and outlying islands. The Census Bureau also provides a continuously updated but unofficial population clock: www.census.gov/popclock
^The official U.S. Government Publishing Office Style Manual has prescribed specific usages for "U.S." and "United States" as part of official names. In "formal writing (treaties, Executive orders, proclamations, etc.); congressional bills; legal citations and courtwork; and covers and title pages",[26] "United States" is always used. In a sentence containing the name of another country, "United States" must be used. Otherwise, "U.S." is used preceding a government organization or as an adjective, but "United States" is used as an adjective preceding non-governmental organizations (e.g. United States Steel Corporation).[26]
^"Americus", which is derived from the Old High German first name "Emmerich"
^One for each state, the District of Columbia, and the territories of Puerto Rico, Guam, and the U.S. Virgin Islands
^A country's total exports are usually understood to be goods and services. Based on this, the U.S. is the world's second-largest exporter, after China.[349] However, if primary income is included, the U.S. is the world's largest exporter.[350]
^ abAreas of the 50 states and the District of Columbia but not Puerto Rico nor other island territories per "State Area Measurements and Internal Point Coordinates". Census.gov. August 2010. Retrieved March 31, 2020. reflect base feature updates made in the MAF/TIGER database through August, 2010.
^Viegas, Jennifer. "First Americans Endured 20,000-Year Layover". Discovery News. Archived from the original on October 10, 2012. Retrieved November 18, 2009. Archaeological evidence, in fact, recognizes that people started to leave Beringia for the New World around 40,000 years ago, but rapid expansion into North America didn't occur until about 15,000 years ago, when the ice had literally broken
^Florida Center for Instructional Technology (2002). "Pedro Menendez de Aviles Claims Florida for Spain". A Short History of Florida. University of South Florida.
^Hammond, John Craig (March 2019). "President, Planter, Politician: James Monroe, the Missouri Crisis, and the Politics of Slavery". Journal of American History. 105 (4): 843–867. doi:10.1093/jahist/jaz002.
^Calloway, Colin G. (2019). First peoples: a documentary survey of American Indian history (6th ed.). Boston: Bedford/St. Martin's, Macmillan Learning. ISBN978-1-319-10491-7. OCLC1035393060.
Meyer et al. 2001, From 1800 to 1900: "The discovery of gold in California in 1848 proved a momentous watershed for native people in the West. Hordes of single men stampeded to find fortune. Unrestrained by family, community, or church, they decimated the native population near the goldfields. California natives suffered the most complete genocide in U.S. history."
Smithers 2012, p. 339: "The genocidal intent of California settlers and government officials was acted out in numerous battles and massacres (and aided by technological advances in weaponry, especially after the Civil War), in the abduction and sexual abuse of Indian women, and in the economic exploitation of Indian child labourers"
Blackhawk 2023, p. 38: "With these works, a near consensus emerged. By most scholarly definitions and consistent with the UN Convention, these scholars all asserted that genocide against at least some Indigenous peoples had occurred in North America following colonisation, perpetuated first by colonial empires and then by independent nation-states"
^Woods, Michael E. (2012). "What Twenty-First-Century Historians Have Said about the Causes of Disunion: A Civil War Sesquicentennial Review of the Recent Literature". The Journal of American History. 99 (2): 415–439. doi:10.1093/jahist/jas272. ISSN0021-8723. JSTOR44306803.
^Vinovskis, Maris (1990). Toward A Social History of the American Civil War: Exploratory Essays. Cambridge; New York: Cambridge University Press. p. 4. ISBN978-0-521-39559-5.
^Woodward, C. Vann (1991). Reunion and Reaction: The Compromise of 1877 and the End of Reconstruction. United Kingdom: Oxford University Press. pp. 237–246.
^Aldrich, Mark. Safety First: Technology, Labor and Business in the Building of Work Safety, 1870-1939. Baltimore: Johns Hopkins University Press, 1997. ISBN978-0-8018-5405-7.
^McDuffie, Jerome; Piggrem, Gary Wayne; Woodworth, Steven E. (2005). U.S. History Super Review. Piscataway, NJ: Research & Education Association. p. 418. ISBN978-0-7386-0070-3.
^Larson, Elizabeth C.; Meltvedt, Kristi R. (2021). "Women's suffrage: fact sheet". CRS Reports (Library of Congress. Congressional Research Service). Report / Congressional Research Service. Retrieved August 9, 2023.
^Axinn, June; Stern, Mark J. (2007). Social Welfare: A History of the American Response to Need (7th ed.). Boston: Allyn & Bacon. ISBN978-0-205-52215-6.
^Kennedy, Paul (1989). The Rise and Fall of the Great Powers. New York: Vintage. p. 358. ISBN978-0-679-72019-5.
^Blakemore, Erin (March 22, 2019). "What was the Cold War?". National Geographic. Archived from the original on April 1, 2019. Retrieved August 28, 2020.
^Brinkley, Alan (January 24, 1991). "Great Society". In Eric Foner; John Arthur Garraty (eds.). The Reader's Companion to American History. Houghton Mifflin Books. p. 472. ISBN978-0-395-51372-9.
^"Playboy: American Magazine". Encyclopædia Britannica. August 25, 2022. Retrieved February 2, 2023. ...the so-called sexual revolution in the United States in the 1960s, marked by greatly more permissive attitudes toward sexual interest and activity than had been prevalent in earlier generations.
^Howell, Buddy Wayne (2006). The Rhetoric of Presidential Summit Diplomacy: Ronald Reagan and the U.S.-Soviet Summits, 1985–1988. Texas A&M University. p. 352. ISBN978-0-549-41658-6.
^Rutenberg, Jim; Becker, Jo; Lipton, Eric; Haberman, Maggie; Martin, Jonathan; Rosenberg, Matthew; Schmidt, Michael S. (January 31, 2021). "77 Days: Trump's Campaign to Subvert the Election". The New York Times. Archived from the original on June 18, 2022.
Harvey, Michael (2022). "Introduction: History's Rhymes". In Harvey, Michael (ed.). Donald Trump in Historical Perspective. Routledge. doi:10.4324/9781003110361-1. ISBN978-1-003-11036-1. As with the Beer Hall Putsch, a would-be leader tried to take advantage of an already scheduled event (in Hitler's case, Kahr's speech; in Trump's, Congress's tallying of the electoral votes) to create a dramatic moment with himself at the center of attention, calling for bold action to upend the political order. Unlike Hitler's coup attempt, Trump already held top of office, so he was attempting to hold onto power, not seize it (the precise term for Trump's intended action is a 'self-coup' or 'autogolpe'). Thus, Trump was able to plan for the event well in advance, and with much greater control, including developing the legal arguments that could be used to justify rejecting the election's results. (p. 3)
Castañeda, Ernesto; Jenks, Daniel (April 17, 2023). Costa, Bruno Ferreira; Parton, Nigel (eds.). "January 6th and De-Democratization in the United States". Social Sciences. 12 (4). MDPI: 238. doi:10.3390/socsci12040238. ISSN2076-0760. What the United States went through on January 6th was an attempt at a self-coup, where Trump would use force to stay as head of state even if abandoning democratic practices in the U.S. Some advised Trump to declare martial law to create a state of emergency and use that as an excuse to stay in power.
Eisen, Norman; Ayer, Donald; Perry, Joshua; Bookbinder, Noah; Perry, E. Danya (June 6, 2022). Trump on Trial: A Guide to the January 6 Hearings and the Question of Criminality (Report). Brookings Institution. Retrieved December 16, 2023. [Trump] tried to delegitimize the election results by disseminating a series of far fetched and evidence-free claims of fraud. Meanwhile, with a ring of close confidants, Trump conceived and implemented unprecedented schemes to – in his own words – "overturn" the election outcome. Among the results of this "Big Lie" campaign were the terrible events of January 6, 2021 – an inflection point in what we now understand was nothing less than an attempted coup.
Eastman v Thompson, et al., 8:22-cv-00099-DOC-DFM Document 260, 44 (S.D. Cal. May 28, 2022) ("Dr. Eastman and President Trump launched a campaign to overturn a democratic election, an action unprecedented in American history. Their campaign was not confined to the ivory tower – it was a coup in search of a legal theory. The plan spurred violent attacks on the seat of our nation's government, led to the deaths of several law enforcement officers, and deepened public distrust in our political process... If Dr. Eastman and President Trump's plan had worked, it would have permanently ended the peaceful transition of power, undermining American democracy and the Constitution. If the country does not commit to investigating and pursuing accountability for those responsible, the Court fears January 6 will repeat itself.").
Jacobson, Louis (January 6, 2021). "Is this a coup? Here's some history and context to help you decide". PolitiFact. Retrieved January 7, 2021. A good case can be made that the storming of the Capitol qualifies as a coup. It's especially so because the rioters entered at precisely the moment when the incumbent's loss was to be formally sealed, and they succeeded in stopping the count.
Duignan, Brian (August 4, 2021). "January 6 U.S. Capitol attack". Encyclopædia Britannica. Archived from the original on January 17, 2023. Retrieved September 22, 2021. Because its object was to prevent a legitimate president-elect from assuming office, the attack was widely regarded as an insurrection or attempted coup d'état.
^ abLew, Alan. "PHYSICAL GEOGRAPHY OF THE US". GSP 220—Geography of the United States. North Arizona University. Archived from the original on April 9, 2016. Retrieved December 24, 2014.
^US Global Change Research Program. "Heat Waves". www.globalchange.gov. Archived from the original on June 30, 2025. Retrieved June 9, 2025.cite web: CS1 maint: bot: original URL status unknown (link)
^Vincent, Carol H.; Hanson, Laura A.; Argueta, Carla N. (March 3, 2017). Federal Land Ownership: Overview and Data (Report). Congressional Research Service. p. 2. Retrieved June 18, 2020.
^Gorte, Ross W.; Vincent, Carol Hardy.; Hanson, Laura A.; Marc R., Rosenblum. "Federal Land Ownership: Overview and Data"(PDF). fas.org. Congressional Research Service. Archived from the original(PDF) on January 24, 2015. Retrieved January 18, 2015.
^Scheb, John M.; Scheb, John M. II (2002). An Introduction to the American Legal System. Florence, Kentucky: Delmar, p. 6. ISBN978-0-7668-2759-2[needs update]
^Sundquist, James L. (1997). "The U.S. Presidential System as a Model for the World". In Baaklini, Abdo I.; Desfosses, Helen (eds.). Designs for Democratic Stability: Studies in Viable Constitutionalism. Routledge. pp. 53–72. ISBN978-0-7656-0052-3.
^Fialho, Livia Pontes; Wallin, Matthew (August 1, 2013). Reaching for an Audience: U.S. Public Diplomacy Towards Iran (Report). American Security Project. JSTORresrep06070.
^Ek, Carl & Fergusson, Ian F. (September 3, 2010). "Canada–U.S. Relations"(PDF). Congressional Research Service. Archived from the original(PDF) on January 13, 2020. Retrieved August 28, 2011.
^Vaughn, Bruce (August 8, 2008). Australia: Background and U.S. Relations. Congressional Research Service. OCLC70208969.
^Lindsay, James M. (August 4, 2021). "Happy 231st Birthday to the United States Coast Guard!". New York City: Council on Foreign Relations. Retrieved July 16, 2022. During peacetime it is part of the Department of Homeland Security. During wartime, or when the president or Congress so direct, it becomes part of the Department of Defense and is included in the Department of the Navy.
^Highest to Lowest. World Prison Brief (WPB). Use the dropdown menu to choose lists of countries by region or the whole world. Use the menu to select highest-to-lowest lists of prison population totals, prison population rates, percentage of pre-trial detainees/remand prisoners, percentage of female prisoners, percentage of foreign prisoners, and occupancy rate. Column headings in WPB tables can be clicked to reorder columns lowest to highest, or alphabetically. For detailed information for each country click on any country name in lists. See the WPB main data page and click on the map links or the sidebar links to get to the region and country desired.
^Moffatt, Mike (January 27, 2020). "A Mixed Economy: The Role of the Market". ThoughtCo. Retrieved May 30, 2025. The US has a mixed economy because both private businesses and the government are important.
^Hagopian, Kip; Ohanian, Lee (August 1, 2012). "The Mismeasure of Inequality". Policy Review (174). Hoover Institution. Archived from the original on December 3, 2013. Retrieved January 23, 2020.
^Benjamin J. Cohen, The Future of Money, Princeton University Press, 2006, ISBN978-0-691-11666-2; cf. "the dollar is the de facto currency in Cambodia", Charles Agar, Frommer's Vietnam, 2006, ISBN978-0-471-79816-3, p. 17.
^Wright, Gavin, and Jesse Czelusta, "Resource-Based Growth Past and Present", in Natural Resources: Neither Curse Nor Destiny, ed. Daniel Lederman and William Maloney (World Bank, 2007), p. 185. ISBN978-0-8213-6545-8.
^"Income". Better Life Index. OECD. Retrieved September 28, 2019. In the United States, the average household net adjusted disposable income per capita is USD 45 284 a year, much higher than the OECD average of USD 33 604 and the highest figure in the OECD.
^Smith, Matthew; Zidar, Owen; Zwick, Eric (2022). "Top Wealth in America: New Estimates under Heterogeneous Returns". The Quarterly Journal of Economics. 138: 515–573. doi:10.1093/qje/qjac033. ISSN0033-5533.
^Smeeding, T. M. (2005). "Public Policy: Economic Inequality and Poverty: The United States in Comparative Perspective". Social Science Quarterly. 86: 955–983. doi:10.1111/j.0038-4941.2005.00331.x. S2CID154642286.
^Cellan-Jones, Rory (February 7, 2020). "Tech Tent - has Silicon Valley still got it?". BBC. Retrieved August 17, 2025. For decades it has been the beating heart of the tech industry, the place where the future is created and where anyone who wants to be part of it has to come in search of inspiration and funding.
^ANALYSIS (December 19, 2011). "Global Christianity". Pewforum.org. Archived from the original on July 30, 2013. Retrieved August 17, 2012.
^Sewell, Elizabeth (2010). "Religious Liberty and Religious Minorities in the United States". In Davis, Derek (ed.). The Oxford Handbook of Church and State in the United States. University of Oxford. pp. 249–275. ISBN978-0-19-989222-8.
^Kallo, Becka; et al. (December 7, 2023). "Spirituality Among Americans". Pew Research Center's Religion & Public Life Project. Retrieved December 8, 2023.
^Xu, Jiaquan; Murphy, Sherry; Kochanek, Kenneth D.; Arias, Elizabeth (January 29, 2026). "Mortality in the United States 2024". National Center for Health Statistics Brief / CDC. Retrieved February 1, 2026.
^Hoeveler, J. David, Creating the American Mind: Intellect and Politics in the Colonial Colleges, Rowman & Littlefield, ISBN978-0-7425-4839-8, 2007, p. xi.
^ abDerks, Marco; van den Berg, Mariecke (2020). Public Discourses About Homosexuality and Religion in Europe and Beyond. Springer International Publishing. p. 338. ISBN978-3-030-56326-4. ...(the United States and [Western] Europe) as "already in crisis" for their permissive attitudes toward nonnormative sexualities...
^Garretson, Jeremiah (2018). "A Transformed Society: LGBT Rights in the United States". The Path to Gay Rights: How Activism and Coming Out Changed Public Opinion. New York University Press. ISBN978-1-4798-5007-5. In the late 1980s and early 1990s, a dramatic wave began to form in the waters of public opinion: American attitudes involving homosexuality began to change... The transformation of America's response to homosexuality has been — and continues to be — one of the most rapid and sustained shifts in mass attitudes since the start of public polling.
^Gutfeld, Amon (2002). American Exceptionalism: The Effects of Plenty on the American Experience. Brighton and Portland: Sussex Academic Press. p. 65. ISBN978-1-903900-08-6.
^Zweig, Michael (2004). What's Class Got To Do With It, American Society in the Twenty-First Century. Ithaca, NY: Cornell University Press. ISBN978-0-8014-8899-3.
^Lease, Benjamin (1972). That Wild Fellow John Neal and the American Literary Revolution. Chicago, Illinois: University of Chicago Press. p. 80. ISBN978-0-226-46969-0.
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^"PBS Television Broadcasts". Inside Peace. Archived from the original on June 28, 2022. Retrieved July 14, 2022. We are pleased to announce the release of Inside Peace throughout the PBS television network in the United States.
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^Londré, Felicia Hardison; Watermeier, Daniel J. (1998). The History of North American Theater: From Pre-Columbian Times to the Present. Continuum. ISBN978-0-8264-1079-5. OCLC1024855967.
^Stephen Watt, and Gary A. Richardson, American Drama: Colonial to Contemporary (1994).
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^Rose, Lisa (April 29, 2012). "100 years ago, Fort Lee was the first town to bask in movie magic". NJ.com. Archived from the original on September 29, 2018. Retrieved January 19, 2023. Back in 1912, when Hollywood had more cattle than cameras, Fort Lee was the center of the cinematic universe. Icons from the silent era like Mary Pickford, Lionel Barrymore, and Lillian Gish crossed the Hudson River via ferry to emote on Fort Lee back lots.
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Cloud computing metaphor: the group of networked elements providing services does not need to be addressed or managed individually by users; instead, the entire provider-managed suite of hardware and software can be thought of as an amorphous cloud.
Cloud computing is defined by the International Organization for Standardization (ISO) as "a paradigm for enabling network access to a scalable and elastic pool of shareable physical or virtual resources with self-service provisioning and administration on demand".[1] It is commonly referred to as "the cloud".[2]
On-demand self-service: "A consumer can unilaterally provision computing capabilities, such as server time and network storage, as needed automatically without requiring human interaction with each service provider."
Broad network access: "Capabilities are available over the network and accessed through standard mechanisms that promote use by heterogeneous thin or thick client platforms (e.g., mobile phones, tablets, laptops, and workstations)."
Resource pooling: " The provider's computing resources are pooled to serve multiple consumers using a multi-tenant model, with different physical and virtual resources dynamically assigned and reassigned according to consumer demand."
Rapid elasticity: "Capabilities can be elastically provisioned and released, in some cases automatically, to scale rapidly outward and inward commensurate with demand. To the consumer, the capabilities available for provisioning often appear unlimited and can be appropriated in any quantity at any time."
Measured service: "Cloud systems automatically control and optimize resource use by leveraging a metering capability at some level of abstraction appropriate to the type of service (e.g., storage, processing, bandwidth, and active user accounts). Resource usage can be monitored, controlled, and reported, providing transparency for both the provider and consumer of the utilized service.
The history of cloud computing extends to the 1960s, with the initial concepts of time-sharing becoming popularized via remote job entry (RJE). The "data center" model, where users submitted jobs to operators to run on mainframes, was predominantly used during this era. This period saw broad experimentation with making large-scale computing power more accessible through time-sharing, while optimizing infrastructure, platforms, and applications to improve efficiency for end users.[5]
The "cloud" metaphor for virtualized services dates to 1994, when it was used by General Magic for the universe of "places" that mobile agents in the Telescript environment could "go". The metaphor is credited to David Hoffman, a General Magic communications specialist, based on its long-standing use in networking and telecom.[6] The expression cloud computing became more widely known in 1996 when Compaq Computer Corporation drew up a business plan for future computing and the Internet. The company's ambition was to supercharge sales with "cloud computing-enabled applications". The business plan foresaw that online consumer file storage would likely be commercially successful. As a result, Compaq decided to sell server hardware to internet service providers.[7]
In the 2000s, the application of cloud computing began to take shape with the establishment of Amazon Web Services (AWS) in 2002, which allowed developers to build applications independently. In 2006 Amazon Simple Storage Service, known as Amazon S3, and the Amazon Elastic Compute Cloud (EC2) were released. In 2008 NASA's development of the first open-source software for deploying private and hybrid clouds.[8][9]
The following decade saw the launch of various cloud services. In 2010, Microsoft launched Microsoft Azure, and Rackspace Hosting and NASA initiated an open-source cloud-software project, OpenStack. IBM introduced the IBM SmartCloud framework in 2011, and Oracle announced the Oracle Cloud in 2012. In December 2019, Amazon launched AWS Outposts, a service that extends AWS infrastructure, services, APIs, and tools to customer data centers, co-location spaces, or on-premises facilities.[10][11]
Cloud computing can shorten time to market by offering pre-configured tools, scalable resources, and managed services, allowing users to focus on core business value rather than maintaining infrastructure. Cloud platforms can enable organizations and individuals to reduce upfront capital expenditures on physical infrastructure by shifting to an operational expenditure model, where costs scale with usage. Cloud platforms also offer managed services and tools, such as artificial intelligence, data analytics, and machine learning, which might otherwise require significant in-house expertise and infrastructure investment.[12][13][14]
While cloud computing can offer cost advantages through effective resource optimization, organizations often face challenges such as unused resources, inefficient configurations, and hidden costs without proper oversight and governance. Many cloud platforms provide cost management tools, such as AWS Cost Explorer and Azure Cost Management, and frameworks like FinOps have emerged to standardize financial operations in the cloud. Cloud computing also facilitates collaboration, remote work, and global service delivery by enabling secure access to data and applications from any location with an internet connection.[12][13][14]
Cloud providers offer various redundancy options for core services, such as managed storage and managed databases, though redundancy configurations often vary by service tier. Advanced redundancy strategies, such as cross-region replication or failover systems, typically require explicit configuration and may incur additional costs or licensing fees.[12][13][14]
Cloud environments operate under a shared responsibility model, where providers are typically responsible for infrastructure security, physical hardware, and software updates, while customers are accountable for data encryption, identity and access management (IAM), and application-level security. These responsibilities vary depending on the cloud service model—Infrastructure as a Service (IaaS), Platform as a Service (PaaS), or Software as a Service (SaaS)—with customers typically having more control and responsibility in IaaS environments and progressively less in PaaS and SaaS models, often trading control for convenience and managed services.[12][13][14]
The decision to adopt cloud computing or maintain on-premises infrastructure depends on factors such as scalability, cost structure, latency requirements, regulatory constraints, and infrastructure customization.[15][16][17][18]
Organizations with variable or unpredictable workloads, limited capital for upfront investments, or a focus on rapid scalability benefit from cloud adoption. Startups, SaaS companies, and e-commerce platforms often prefer the pay-as-you-go operational expenditure (OpEx) model of cloud infrastructure. Additionally, companies prioritizing global accessibility, remote workforce enablement, disaster recovery, and leveraging advanced services such as AI/ML and analytics are well-suited for the cloud. In recent years, some cloud providers have started offering specialized services for high-performance computing and low-latency applications, addressing some use cases previously exclusive to on-premises setups.[15][16][17][18]
On the other hand, organizations with strict regulatory requirements, highly predictable workloads, or reliance on deeply integrated legacy systems may find cloud infrastructure less suitable. Businesses in industries like defense, government, or those handling highly sensitive data often favor on-premises setups for greater control and data sovereignty. Additionally, companies with ultra-low latency requirements, such as high-frequency trading (HFT) firms, rely on custom hardware (e.g., FPGAs) and physical proximity to exchanges, which most cloud providers cannot fully replicate despite recent advancements. Similarly, tech giants like Google, Meta, and Amazon build their own data centers due to economies of scale, predictable workloads, and the ability to customize hardware and network infrastructure for optimal efficiency. However, these companies also use cloud services selectively for certain workloads and applications where it aligns with their operational needs.[15][16][17][18]
In practice, many organizations are increasingly adopting hybrid cloud architectures, combining on-premises infrastructure with cloud services. This approach allows businesses to balance scalability, cost-effectiveness, and control, offering the benefits of both deployment models while mitigating their respective limitations.[15][16][17][18]
One of the primary challenges of cloud computing, compared with traditional on-premises systems, is maintaining data security and privacy. Cloud users entrust their sensitive data to third-party providers, who may not have adequate measures to protect it from unauthorized access, breaches, or leaks. Cloud users also face compliance risks if they have to adhere to certain regulations or standards regarding data protection, such as GDPR or HIPAA.[19]
Another challenge of cloud computing is reduced visibility and control. Cloud users may not have full insight into how their cloud resources are managed, configured, or optimized by their providers. They may also have limited ability to customize or modify their cloud services according to their specific needs or preferences.[19] Complete understanding of all technology may be impossible, especially given the scale, complexity, and deliberate opacity of contemporary systems; however, there is a need for understanding complex technologies and their interconnections to have power and agency within them.[20] The metaphor of the cloud can be seen as problematic as cloud computing retains the aura of something noumenal and numinous; it is something experienced without precisely understanding what it is or how it works.[21]
Additionally, cloud migration is a significant challenge. This process involves transferring data, applications, or workloads from one cloud environment to another, or from on-premises infrastructure to the cloud. Cloud migration can be complicated, time-consuming, and expensive, particularly when there are compatibility issues between different cloud platforms or architectures. If not carefully planned and executed, cloud migration can lead to downtime, reduced performance, or even data loss.[22]
According to the 2024 State of the Cloud Report by Flexera, approximately 50% of respondents identified the following top challenges when migrating workloads to public clouds:[23]
Applications hosted in the cloud are susceptible to the fallacies of distributed computing, a series of misconceptions that can lead to significant issues in software development and deployment.[24]
In a report by Gartner, a survey of 200 IT leaders revealed that 69% experienced budget overruns in their organizations' cloud expenditures during 2023. Conversely, 31% of IT leaders whose organizations stayed within budget attributed their success to accurate forecasting and budgeting, proactive monitoring of spending, and effective optimization.[25]
The 2024 Flexera State of Cloud Report identifies the top cloud challenges as managing cloud spend, followed by security concerns and lack of expertise. Public cloud expenditures exceeded budgeted amounts by an average of 15%. The report also reveals that cost savings is the top cloud initiative for 60% of respondents. Furthermore, 65% measure cloud progress through cost savings, while 42% prioritize shorter time-to-market, indicating that cloud's promise of accelerated deployment is often overshadowed by cost concerns.[23]
Typically, cloud providers' Service Level Agreements (SLAs) do not encompass all forms of service interruptions. Exclusions typically include planned maintenance, downtime resulting from external factors such as network issues, human errors, like misconfigurations, natural disasters, force majeure events, or security breaches. Typically, customers bear the responsibility of monitoring SLA compliance and must file claims for any unmet SLAs within a designated timeframe. Customers should be aware of how deviations from SLAs are calculated, as these parameters may vary by service. These requirements can place a considerable burden on customers. Additionally, SLA percentages and conditions can differ across various services within the same provider, with some services lacking any SLA altogether. In cases of service interruptions due to hardware failures in the cloud provider, the company typically does not offer monetary compensation. Instead, eligible users may receive credits as outlined in the corresponding SLA.[26][27][28][29]
Cloud computing abstractions aim to simplify resource management, but leaky abstractions can expose underlying complexities. These variations in abstraction quality depend on the cloud vendor, service and architecture. Mitigating leaky abstractions requires users to understand the implementation details and limitations of the cloud services they utilize.[30][31][32]
Service lock-in within the same vendor occurs when a customer becomes dependent on specific services within a cloud vendor, making it challenging to switch to alternative services within the same vendor when their needs change.[33][34]
Cloud computing poses privacy concerns because the service provider can access the data that is in the cloud at any time. It could accidentally or deliberately alter or delete information.[35] Many cloud providers can share information with third parties if necessary for purposes of law and order without a warrant. That is permitted in their privacy policies, which users must agree to before they start using cloud services. Solutions to privacy include policy and legislation as well as end-users' choices for how data is stored.[35] Users can encrypt data that is processed or stored within the cloud to prevent unauthorized access.[35]Identity management systems can also provide practical solutions to privacy concerns in cloud computing. These systems distinguish between authorized and unauthorized users and determine the amount of data that is accessible to each entity.[36] The systems work by creating and describing identities, recording activities, and getting rid of unused identities.
According to the Cloud Security Alliance, the top three threats in the cloud are Insecure Interfaces and APIs, Data Loss & Leakage, and Hardware Failure—which accounted for 29%, 25% and 10% of all cloud security outages respectively. Together, these form shared technology vulnerabilities. In a cloud provider platform being shared by different users, there may be a possibility that information belonging to different customers resides on the same data server. Additionally, Eugene Schultz, chief technology officer at Emagined Security, said that hackers are spending substantial time and effort looking for ways to penetrate the cloud. "There are some real Achilles' heels in the cloud infrastructure that are making big holes for the bad guys to get into". Because data from hundreds or thousands of companies can be stored on large cloud servers, hackers can theoretically gain control of huge stores of information through a single attack—a process he called "hyperjacking". Some examples of this include the Dropbox security breach, and iCloud 2014 leak.[37] Dropbox had been breached in October 2014, having over seven million of its users passwords stolen by hackers in an effort to get monetary value from it by Bitcoins (BTC). By having these passwords, they are able to read private data as well as have this data be indexed by search engines (making the information public).[37]
There is the problem of legal ownership of the data (If a user stores some data in the cloud, can the cloud provider profit from it?). Many Terms of Service agreements are silent on the question of ownership.[38] Physical control of the computer equipment (private cloud) is more secure than having the equipment off-site and under someone else's control (public cloud). This delivers great incentive to public cloud computing service providers to prioritize building and maintaining strong management of secure services.[39] Some small businesses that do not have expertise in IT security could find that it is more secure for them to use a public cloud. There is the risk that end users do not understand the issues involved when signing on to a cloud service (persons sometimes do not read the many pages of the terms of service agreement, and just click "Accept" without reading). This is important now that cloud computing is common and required for some services to work, for example for an intelligent personal assistant (Apple's Siri or Google Assistant). Fundamentally, private cloud is seen as more secure with higher levels of control for the owner, however public cloud is seen to be more flexible and requires less time and money investment from the user.[40]
The attacks that can be made on cloud computing systems include man-in-the middle attacks, phishing attacks, authentication attacks, and malware attacks. One of the largest threats is considered to be malware attacks, such as Trojan horses. Recent research conducted in 2022 has revealed that the Trojan horse injection method is a serious problem with harmful impacts on cloud computing systems.[41]
The CLOUD Act allows United States authorities to request data from cloud providers, and courts can impose nondisclosure requirements preventing providers from notifying affected users.[42] This framework is in legal tension with Article 48 of the European General Data Protection Regulation (GDPR), which restricts the transfer of personal data in response to foreign court or administrative orders unless based on an international agreement. As a result, cloud service providers operating in both Europe and the U.S. may face competing legal obligations.[43]
Infrastructure as a service (IaaS) refers to online services that provide high-level APIs used to abstract various low-level details of underlying network infrastructure like physical computing resources, location, data partitioning, scaling, security, backup, etc. A hypervisor runs the virtual machines as guests. Pools of hypervisors within the cloud operational system can support large numbers of virtual machines and the ability to scale services up and down according to customers' varying requirements. Linux containers run in isolated partitions of a single Linux kernel running directly on the physical hardware. Linux cgroups and namespaces are the underlying Linux kernel technologies used to isolate, secure and manage the containers. The use of containers offers higher performance than virtualization because there is no hypervisor overhead. IaaS clouds often offer additional resources such as a virtual-machine disk-image library, raw block storage, file or object storage, firewalls, load balancers, IP addresses, virtual local area networks (VLANs), and software bundles.[45]
The NIST's definition of cloud computing describes IaaS as "where the consumer is able to deploy and run arbitrary software, which can include operating systems and applications. The consumer does not manage or control the underlying cloud infrastructure but has control over operating systems, storage, and deployed applications; and possibly limited control of select networking components (e.g., host firewalls)."[3]
IaaS-cloud providers supply these resources on-demand from their large pools of equipment installed in data centers. For wide-area connectivity, customers can use either the Internet or carrier clouds (dedicated virtual private networks). To deploy their applications, cloud users install operating-system images and their application software on the cloud infrastructure. In this model, the cloud user patches and maintains the operating systems and the application software. Cloud providers typically bill IaaS services on a utility computing basis: cost reflects the number of resources allocated and consumed.[46]
The NIST's definition of cloud computing defines Platform as a Service as:[3]
The capability provided to the consumer is to deploy onto the cloud infrastructure consumer-created or acquired applications created using programming languages, libraries, services, and tools supported by the provider. The consumer does not manage or control the underlying cloud infrastructure including network, servers, operating systems, or storage, but has control over the deployed applications and possibly configuration settings for the application-hosting environment.
PaaS vendors offer a development environment to application developers. The provider typically develops toolkit and standards for development and channels for distribution and payment. In the PaaS models, cloud providers deliver a computing platform, typically including an operating system, programming-language execution environment, database, and the web server. Application developers develop and run their software on a cloud platform instead of directly buying and managing the underlying hardware and software layers. With some PaaS, the underlying computer and storage resources scale automatically to match application demand so that the cloud user does not have to allocate resources manually.[47][need quotation to verify]
Some integration and data management providers also use specialized applications of PaaS as delivery models for data. Examples include iPaaS (Integration Platform as a Service) and dPaaS (Data Platform as a Service). iPaaS enables customers to develop, execute and govern integration flows.[48] Under the iPaaS integration model, customers drive the development and deployment of integrations without installing or managing any hardware or middleware.[49] dPaaS delivers integration—and data-management—products as a fully managed service.[50] Under the dPaaS model, the PaaS provider, not the customer, manages the development and execution of programs by building data applications for the customer. dPaaS users access data through data-visualization tools.[51]
The NIST's definition of cloud computing defines Software as a Service as:[3]
The capability provided to the consumer is to use the provider's applications running on a cloud infrastructure. The applications are accessible from various client devices through either a thin client interface, such as a web browser (e.g., web-based email), or a program interface. The consumer does not manage or control the underlying cloud infrastructure including network, servers, operating systems, storage, or even individual application capabilities, with the possible exception of limited user-specific application configuration settings.
In the software as a service (SaaS) model, users gain access to application software and databases. Cloud providers manage the infrastructure and platforms that run the applications. SaaS is sometimes referred to as "on-demand software" and is usually priced on a pay-per-use basis or using a subscription fee.[52] In the SaaS model, cloud providers install and operate application software in the cloud and cloud users access the software from cloud clients. Cloud users do not manage the cloud infrastructure and platform where the application runs. This eliminates the need to install and run the application on the cloud user's own computers, which simplifies maintenance and support. Cloud applications differ from other applications in their scalability—which can be achieved by cloning tasks onto multiple virtual machines at run-time to meet changing work demand.[53]Load balancers distribute the work over the set of virtual machines. This process is transparent to the cloud user, who sees only a single access-point. To accommodate a large number of cloud users, cloud applications can be multitenant, meaning that any machine may serve more than one cloud-user organization.
The pricing model for SaaS applications is typically a monthly or yearly flat fee per user,[54] so prices become scalable and adjustable if users are added or removed at any point. It may also be free.[55] Proponents claim that SaaS gives a business the potential to reduce IT operational costs by outsourcing hardware and software maintenance and support to the cloud provider. This enables the business to reallocate IT operations costs away from hardware/software spending and from personnel expenses, towards meeting other goals. In addition, with applications hosted centrally, updates can be released without the need for users to install new software. One drawback of SaaS comes with storing the users' data on the cloud provider's server. As a result,[citation needed] there could be unauthorized access to the data.[56] Examples of applications offered as SaaS are games and productivity software like Google Docs and Office Online. SaaS applications may be integrated with cloud storage or File hosting services, which is the case with Google Docs being integrated with Google Drive, and Office Online being integrated with OneDrive.[57]
Serverless computing allows customers to use various cloud capabilities without the need to provision, deploy, or manage hardware or software resources, apart from providing their application code or data. ISO/IEC 22123-2:2023 classifies serverless alongside Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and Software as a Service (SaaS) under the broader category of cloud service categories. Notably, while ISO refers to these classifications as cloud service categories, the National Institute of Standards and Technology (NIST) refers to them as service models.[3][4]
"A cloud deployment model represents the way in which cloud computing can be organized based on the control and sharing of physical or virtual resources."[4] Cloud deployment models define the fundamental patterns of interaction between cloud customers and cloud providers. They do not detail implementation specifics or the configuration of resources.[4]
Private cloud is cloud infrastructure operated solely for a single organization, whether managed internally or by a third party, and hosted either internally or externally.[3] Undertaking a private cloud project requires significant engagement to virtualize the business environment, and requires the organization to reevaluate decisions about existing resources. It can improve business, but every step in the project raises security issues that must be addressed to prevent serious vulnerabilities. Self-run data centers[58] are generally capital intensive. They have a significant physical footprint, requiring allocations of space, hardware, and environmental controls. These assets have to be refreshed periodically, resulting in additional capital expenditures. They have attracted criticism because users "still have to buy, build, and manage them" and thus do not benefit from less hands-on management,[59] essentially "[lacking] the economic model that makes cloud computing such an intriguing concept".[60][61]
Cloud services are considered "public" when they are delivered over the public Internet, and they may be offered as a paid subscription, or free of charge.[62] Architecturally, there are few differences between public- and private-cloud services, but security concerns increase substantially when services (applications, storage, and other resources) are shared by multiple customers. Most public-cloud providers offer direct-connection services that allow customers to securely link their legacy data centers to their cloud-resident applications.[63][64]
Several factors like the functionality of the solutions, cost, integrational and organizational aspects as well as safety & security are influencing the decision of enterprises and organizations to choose a public cloud or on-premises solution.[65]
Hybrid cloud is a composition of a public cloud and a private environment, such as a private cloud or on-premises resources,[66][67] that remain distinct entities but are bound together, offering the benefits of multiple deployment models. Hybrid cloud can also mean the ability to connect collocation, managed or dedicated services with cloud resources.[3]Gartner defines a hybrid cloud service as a cloud computing service that is composed of some combination of private, public and community cloud services, from different service providers.[68] A hybrid cloud service crosses isolation and provider boundaries so that it cannot be simply put in one category of private, public, or community cloud service. It allows one to extend either the capacity or the capability of a cloud service, by aggregation, integration or customization with another cloud service.
Varied use cases for hybrid cloud composition exist. For example, an organization may store sensitive client data in house on a private cloud application, but interconnect that application to a business intelligence application provided on a public cloud as a software service.[69] This example of hybrid cloud extends the capabilities of the enterprise to deliver a specific business service through the addition of externally available public cloud services. Hybrid cloud adoption depends on a number of factors such as data security and compliance requirements, level of control needed over data, and the applications an organization uses.[70]
Another example of hybrid cloud is one where IT organizations use public cloud computing resources to meet temporary capacity needs that can not be met by the private cloud.[71] This capability enables hybrid clouds to employ cloud bursting for scaling across clouds.[3]Cloud bursting is an application deployment model in which an application runs in a private cloud or data center and "bursts" to a public cloud when the demand for computing capacity increases. A primary advantage of cloud bursting and a hybrid cloud model is that an organization pays for extra compute resources only when they are needed.[72] Cloud bursting enables data centers to create an in-house IT infrastructure that supports average workloads, and use cloud resources from public or private clouds, during spikes in processing demands.[73]
Community cloud shares infrastructure between several organizations from a specific community with common concerns (security, compliance, jurisdiction, etc.), whether it is managed internally or by a third-party, and hosted internally or externally, the costs are distributed among fewer users compared to a public cloud (but more than a private cloud). As a result, only a portion of the potential cost savings of cloud computing is achieved. [3]
According to ISO/IEC 22123-1: "multi-cloud is a cloud deployment model in which a customer uses public cloud services provided by two or more cloud service providers". [74] Poly cloud refers to the use of multiple public clouds for the purpose of leveraging specific services that each provider offers. It differs from Multi cloud in that it is not designed to increase flexibility or mitigate against failures but is rather used to allow an organization to achieve more than could be done with a single provider.[75]
According to International Data Corporation (IDC), global spending on cloud computing services has reached $706 billion and is expected to reach $1.3 trillion by 2025.[76]Gartner estimated that global public cloud services end-user spending would reach $600 billion by 2023.[77] According to a McKinsey & Company report, cloud cost-optimization levers and value-oriented business use cases foresee more than $1 trillion in run-rate EBITDA across Fortune 500 companies as up for grabs in 2030.[78] In 2022, more than $1.3 trillion in enterprise IT spending was at stake from the shift to the cloud, growing to almost $1.8 trillion in 2025, according to Gartner.[79]
The European Commission's 2012 Communication identified several issues which were impeding the development of the cloud computing market:[80]: Section 3 
variations in standards applicable to cloud computing
The Communication set out a series of "digital agenda actions" which the Commission proposed to undertake in order to support the development of a fair and effective market for cloud computing services.[80]: Pages 6–14 
As of 2025, the three largest cloud computing providers by market share, commonly referred to as hyperscalers, are Amazon Web Services (AWS), Microsoft Azure, and Google Cloud.[81][82] These companies dominate the global cloud market due to their extensive infrastructure, broad service offerings, and scalability.
In recent years, organizations have increasingly adopted alternative cloud providers, which offer specialized services that distinguish them from hyperscalers. These providers may offer advantages such as lower costs, improved cost transparency and predictability, enhanced data sovereignty (particularly within regions such as the European Union to comply with regulations like the General Data Protection Regulation (GDPR)), stronger alignment with local regulatory requirements, or industry-specific services.[83]
Alternative cloud providers are often part of multi-cloud strategies, where organizations use multiple cloud services—both from hyperscalers and specialized providers—to optimize performance, compliance, and cost efficiency. However, they do not necessarily serve as direct replacements for hyperscalers, as their offerings are typically more specialized.[83]
The goal of cloud computing is to allow users to take benefit from all of these technologies, without the need for deep knowledge about or expertise with each one of them. The cloud aims to cut costs and helps the users focus on their core business instead of being impeded by IT obstacles.[84] The main enabling technology for cloud computing is virtualization. Virtualization software separates a physical computing device into one or more "virtual" devices, each of which can be easily used and managed to perform computing tasks. With operating system-level virtualization essentially creating a scalable system of multiple independent computing devices, idle computing resources can be allocated and used more efficiently. Virtualization provides the agility required to speed up IT operations and reduces cost by increasing infrastructure utilization. Autonomic computing automates the process through which the user can provision resources on-demand. By minimizing user involvement, automation speeds up the process, reduces labor costs and reduces the possibility of human errors.[84]
Cloud computing uses concepts from utility computing to provide metrics for the services used. Cloud computing attempts to address QoS (quality of service) and reliability problems of other grid computing models.[84]
Cloud computing shares characteristics with:
Client–server model – Client–server computing refers broadly to any distributed application that distinguishes between service providers (servers) and service requestors (clients).[85]
Grid computing – A form of distributed and parallel computing, whereby a 'super and virtual computer' is composed of a cluster of networked, loosely coupled computers acting in concert to perform very large tasks.
Fog computing – Distributed computing paradigm that provides data, compute, storage and application services closer to the client or near-user edge devices, such as network routers. Furthermore, fog computing handles data at the network level, on smart devices and on the end-user client-side (e.g. mobile devices), instead of sending data to a remote location for processing.
Utility computing – The "packaging of computing resources, such as computation and storage, as a metered service similar to a traditional public utility, such as electricity."[86][87]
Peer-to-peer – A distributed architecture without the need for central coordination. Participants are both suppliers and consumers of resources (in contrast to the traditional client-server model).
Cloud sandbox – A live, isolated computer environment in which a program, code or file can run without affecting the application in which it runs.
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