{"id":34460,"date":"2019-10-31T21:58:27","date_gmt":"2019-10-31T18:58:27","guid":{"rendered":"https:\/\/prohoster.info\/blog\/kak-avtomatizirovat-upravlenie-it-infrastrukturoj-obsuzhdaem-tri-trenda\/"},"modified":"2019-10-31T21:58:27","modified_gmt":"2019-10-31T18:58:27","slug":"kak-avtomatizirovat-upravlenie-it-infrastrukturoj-obsuzhdaem-tri-trenda","status":"publish","type":"post","link":"https:\/\/prohoster.info\/hu\/blog\/administrirovanie\/kak-avtomatizirovat-upravlenie-it-infrastrukturoj-obsuzhdaem-tri-trenda","title":{"rendered":"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Ma ma arr\u00f3l besz\u00e9l\u00fcnk, hogy milyen eszk\u00f6z\u00f6ket haszn\u00e1lnak az IT c\u00e9gek \u00e9s <noindex><a rel=\"nofollow\" href=\"https:\/\/1cloud.ru\/?utm_source=habrahabr&amp;utm_medium=cpm&amp;utm_campaign=automation&amp;utm_content=site\">az IaaS szolg\u00e1ltat\u00f3k<\/a><\/noindex> a h\u00e1l\u00f3zatok \u00e9s m\u00e9rn\u00f6ki rendszerek munkafolyamatainak automatiz\u00e1l\u00e1s\u00e1ra.<\/p>\n<p><img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/350ca4f0b58c3993591e67e74e81430c.jpg\" style=\"display:block;margin: 0 auto;\" \/><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\n<i>\/ Flickr \/ <noindex><a rel=\"nofollow\" href=\"https:\/\/www.flickr.com\/photos\/pierrotcarre\/4450487354\/\">Not4rthur<\/a><\/noindex> \/ CC BY-SA<\/i><\/p>\n<h2>Szoftver \u00e1ltal defini\u00e1lt h\u00e1l\u00f3zatok megval\u00f3s\u00edt\u00e1sa<\/h2>\n<p>\nA v\u00e1rakoz\u00e1sok szerint az 5G h\u00e1l\u00f3zatok elindul\u00e1s\u00e1val az IoT eszk\u00f6z\u00f6k val\u00f3ban t\u00f6meges elterjed\u00e9snek indulnak \u2014 <noindex><a rel=\"nofollow\" href=\"https:\/\/www.dqecom.com\/resources\/tech-talk\/iot-impact-bandwidth\/\">bizonyos<\/a><\/noindex> becsl\u00e9sek szerint a sz\u00e1muk m\u00e1r 2022-re meghaladja az 50 milli\u00e1rdot.<\/p>\n<p>A szak\u00e9rt\u0151k megjegyzik, hogy a megl\u00e9v\u0151 infrastrukt\u00fara nem k\u00e9pes kezelni a megn\u00f6vekedett terhel\u00e9st. Szerint <noindex><a rel=\"nofollow\" href=\"https:\/\/www.cisco.com\/c\/en\/us\/solutions\/service-provider\/gci-highlights-tool\/index.html\">becsl\u00e9sek szerint<\/a><\/noindex> a Cisco becsl\u00e9se alapj\u00e1n k\u00e9t \u00e9ven bel\u00fcl a k\u00f6zpontokon \u00e1thalad\u00f3 forgalom el\u00e9ri a 20,6 zettab\u00e1jtot.<\/p>\n<p>Ez\u00e9rt az IT c\u00e9gek milli\u00e1rdokat k\u00f6ltenek a h\u00e1l\u00f3zati infrastrukt\u00fara fejleszt\u00e9s\u00e9re. P\u00e9ld\u00e1ul a Google <noindex><a rel=\"nofollow\" href=\"https:\/\/www.blog.google\/products\/google-cloud\/expanding-our-global-infrastructure-new-regions-and-subsea-cables\/\">foglalkoznak<\/a><\/noindex> \u00faj tenger alatti k\u00e1belek lefektet\u00e9s\u00e9vel \u00c1zsi\u00e1ban \u00e9s Eur\u00f3p\u00e1ban, hogy cs\u00f6kkentse az adatok t\u00e1vk\u00f6zl\u00e9s\u00e9nek k\u00e9sleked\u00e9s\u00e9t a k\u00f6zpontokt\u00f3l t\u00e1voli pontokon. Ezenk\u00edv\u00fcl az IT \u00f3ri\u00e1sok hiperm\u00e9ret\u0171 adatk\u00f6zpontokat (DC) is \u00e9p\u00edtenek \u2014 ezek l\u00e9trehoz\u00e1s\u00e1ra az AWS, a Microsoft \u00e9s a Google \u00f6sszesen <noindex><a rel=\"nofollow\" href=\"http:\/\/www.platformonomics.com\/2017\/04\/follow-the-capex-cloud-table-stakes\/\">m\u00e1r<\/a><\/noindex> t\u00f6bb mint 100 milli\u00e1rd doll\u00e1rt k\u00f6lt\u00f6ttek.<\/p>\n<p>Nyilv\u00e1nval\u00f3, hogy az ilyen (\u00e9s egyszer\u0171bb) rendszerekben manu\u00e1lisan lehetetlen nyomon k\u00f6vetni az \u00f6sszes kapcsol\u00f3, szerver \u00e9s k\u00e1bel megfelel\u0151 m\u0171k\u00f6d\u00e9s\u00e9t. Itt l\u00e9pnek a sz\u00ednre a szoftver \u00e1ltal defini\u00e1lt h\u00e1l\u00f3zatok (SDN) \u00e9s a speci\u00e1lis protokollok (p\u00e9ld\u00e1ul <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.wikipedia.org\/wiki\/OpenFlow\">OpenFlow<\/a><\/noindex>).<\/p>\n<p>A Statista szerint <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/1cloud\/blog\/435630\/\">a gazdas\u00e1g fejl\u0151d\u00e9s\u00e9t.<\/a><\/noindex>a becsl\u00e9sek szerint 2021-re a SDN rendszereken kereszt\u00fcl \u00e1thalad\u00f3 forgalom mennyis\u00e9ge t\u00f6bb mint k\u00e9tszeres\u00e9re n\u0151: 3,1 zettab\u00e1jtr\u00f3l 7,4 zettab\u00e1jtra. P\u00e9ld\u00e1ul a Fujitsu\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/www.cisco.com\/c\/dam\/en_us\/about\/success-stories\/docs\/aci-case-study-jun2016.pdf\">bevezet\u00e9sre ker\u00fclt<\/a><\/noindex>\u00a0az SDN technol\u00f3gi\u00e1t a vil\u00e1g k\u00fcl\u00f6nb\u00f6z\u0151 pontjain elhelyezked\u0151 100 adatk\u00f6zpontj\u00e1ban haszn\u00e1lja. <noindex><a rel=\"nofollow\" href=\"https:\/\/www.techrepublic.com\/article\/vmware-nsx-3-different-use-cases\/\">Haszn\u00e1lja<\/a><\/noindex> a szoftver \u00e1ltal defini\u00e1lt h\u00e1l\u00f3zatokat \u00e9s az Egyes\u00fclt \u00c1llamok egyik helyi felh\u0151szolg\u00e1ltat\u00f3ja.<\/p>\n<p>Az IDC szak\u00e9rt\u0151i v\u00e1rakoz\u00e1saik szerint az SDN piaca tov\u00e1bbra is fejl\u0151dni fog. A becsl\u00e9sek szerint 2021-re a <noindex><a rel=\"nofollow\" href=\"https:\/\/www.networkworld.com\/article\/3209131\/what-sdn-is-and-where-its-going.html\">piac m\u00e9rete el\u00e9ri<\/a><\/noindex> a 13 milli\u00e1rd doll\u00e1rt, m\u00edg 2017-ben 6 milli\u00e1rd doll\u00e1rra becs\u00fclt\u00e9k.<\/p>\n<h2>\u00c1tt\u00e9r\u00e9s virtu\u00e1lis g\u00e9pekre<\/h2>\n<p>\nA virtualiz\u00e1ci\u00f3 n\u00e9pszer\u0171s\u00e9g\u00e9t az ut\u00f3bbi \u00e9vekben sz\u00e1mos olyan eszk\u00f6z fejl\u0151d\u00e9se magyar\u00e1zza, amely automatiz\u00e1lja a VM-ek kezel\u00e9s\u00e9t \u00e9s n\u00f6veli a hozz\u00e1f\u00e9rhet\u0151s\u00e9get.<\/p>\n<blockquote><p>Az automatiz\u00e1l\u00e1si eszk\u00f6z\u00f6k az IaaS szolg\u00e1ltat\u00f3k sz\u00e1m\u00e1ra is el\u00e9rhet\u0151k. P\u00e9ld\u00e1ul mi a 1cloud-n\u00e1l <noindex><a rel=\"nofollow\" href=\"https:\/\/1cloud.ru\/infrastructure\/panel-upravleniya?utm_source=habrahabr&amp;utm_medium=cpm&amp;utm_campaign=automation&amp;utm_content=site\">k\u00edn\u00e1lunk<\/a><\/noindex> egy programoz\u00e1si interf\u00e9szt, amely lehet\u0151v\u00e9 teszi, hogy n\u00e9h\u00e1ny perc alatt l\u00e9trehozzon egy \u00faj virtu\u00e1lis g\u00e9pet. Emellett lehet\u0151s\u00e9g van <noindex><a rel=\"nofollow\" href=\"https:\/\/1cloud.ru\/blog\/ekonomiya-na-api?utm_source=habrahabr&amp;utm_medium=cpm&amp;utm_campaign=automation&amp;utm_content=site\">az infrastrukt\u00fara API-n kereszt\u00fcli kezel\u00e9s\u00e9re.<\/a><\/noindex>. P\u00e9ld\u00e1ul be lehet \u00e1ll\u00edtani a virtu\u00e1lis g\u00e9pek le\u00e1ll\u00edt\u00e1s\u00e1t egy adott \u00fctemterv szerint, hogy ne kelljen a \u201efelesleges\u201d m\u0171k\u00f6d\u00e9s\u00fck\u00e9rt fizetni. Az API-t arra is fel lehet haszn\u00e1lni, hogy megv\u00e1ltoztassa a processzormagok sz\u00e1m\u00e1t \u00e9s a RAM m\u00e9ret\u00e9t.<\/p><\/blockquote>\n<p>\n<img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/8dd8eb4e5c209d8d49b3a311526063f7.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>\/ <noindex><a rel=\"nofollow\" href=\"https:\/\/www.pexels.com\/photo\/close-up-of-telephone-booth-257736\/\">Pixabay<\/a><\/noindex> \/ PD<\/i><\/p>\n<p>A virtualiz\u00e1ci\u00f3s megold\u00e1sok ir\u00e1ny\u00edt\u00e1si rendszerei a g\u00e9pi tanul\u00e1s technol\u00f3gi\u00e1inak alkalmaz\u00e1s\u00e1ra is t\u00f6rekednek, amelyek automatikusan osztj\u00e1k el a terhel\u00e9st a virtu\u00e1lis g\u00e9pek k\u00f6z\u00f6tt. P\u00e9ld\u00e1ul egy ilyen funkci\u00f3val <noindex><a rel=\"nofollow\" href=\"https:\/\/www.techrepublic.com\/article\/vmware-nsx-3-different-use-cases\/\">rendelkezik a<\/a><\/noindex> VMware NSX virtu\u00e1lis k\u00f6rnyezetekhez. Ez m\u00e1r seg\u00edt az IaaS szolg\u00e1ltat\u00f3knak a terhel\u00e9s eloszt\u00e1s\u00e1ban multi-cloud \u00e9s hibrid k\u00f6rnyezetekben.<\/p>\n<h2>DCIM rendszerek bevezet\u00e9se<\/h2>\n<p>\nA DCIM megold\u00e1sok (Data Center Infrastructure Management) olyan szoftverek, amelyek figyelik a data center m\u0171szaki rendszereinek m\u0171k\u00f6d\u00e9s\u00e9t: a szerverek, t\u00e1rol\u00f3k, routerek, t\u00e1pegys\u00e9gek energiafogyaszt\u00e1s\u00e1t, a p\u00e1ratartalom szintj\u00e9t \u00e9s \u00edgy tov\u00e1bb. Az ilyen rendszerek megtal\u00e1lhat\u00f3k a Dataspace \u00e9s az Xelent adatk\u00f6zpontokban, ahol a 1cloud elhelyezi berendez\u00e9seit.<\/p>\n<p>Az els\u0151 esetben a DCIM rendszer <noindex><a rel=\"nofollow\" href=\"https:\/\/www.dataspace.ru\/data-center\/infrastructure\/sistema-upravleniya-zdaniem-bms-\/\">ir\u00e1ny\u00edtja<\/a><\/noindex> az elektromos \u00e9s v\u00edzell\u00e1t\u00e1st, a szervertermek h\u0171t\u00e9s\u00e9t \u00e9s a vide\u00f3megfigyel\u00e9st az eg\u00e9sz \u00e9p\u00fcletben. A m\u00e1sodik esetben automatikusan <noindex><a rel=\"nofollow\" href=\"https:\/\/www.xelent.ru\/data-center\/\">stabiliz\u00e1lja<\/a><\/noindex> az elektromos h\u00e1l\u00f3zat kimeneti fesz\u00fclts\u00e9g\u00e9t, v\u00e9dve a szervereket \u00e9s megsz\u00fcntetve a mikro-\u00e1ramkimarad\u00e1sokat.<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/company\/1cloud\/blog\/430974\/\"><img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/eb15f21b1493bc343c3c3a4df98c49b7.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\n<i>\/ <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/1cloud\/blog\/430974\/\">Nagy fot\u00f3t\u00fara a moszkvai 1cloud felh\u0151r\u0151l<\/a><\/noindex> a Habr-on<\/i><\/p>\n<p>Ebben a ter\u00fcleten a mesters\u00e9ges intelligencia rendszerei is megjelentek. Okos algoritmusok el\u0151re jelzik a szerverek meghib\u00e1sod\u00e1s\u00e1t, az \u201eviselked\u00e9s\u00fcket\u201d elemezve. P\u00e9ld\u00e1ul a Litbit c\u00e9g <noindex><a rel=\"nofollow\" href=\"https:\/\/www.datacenterknowledge.com\/machine-learning\/litbits-ai-data-center-operator-keep-ear-roots-montreal-facility\">a \u0171rlapokban.<\/a><\/noindex> a Dac technol\u00f3gi\u00e1n dolgozik. A rendszer \u00e9rz\u00e9kel\u0151k seg\u00edts\u00e9g\u00e9vel figyeli a hardver \u00e1llapot\u00e1t, amelyeket a g\u00e9pteremben helyeztek el. Ezek ultrahangos frekvenci\u00e1kat \u00e9s a padl\u00f3 rezg\u00e9seit elemzik.<\/p>\n<p>Ezeknek az adatoknak a alapj\u00e1n a Dac anom\u00e1li\u00e1kat azonos\u00edt, \u00e9s meghat\u00e1rozza, hogy minden berendez\u00e9s megfelel\u0151en m\u0171k\u00f6dik-e. Ha probl\u00e9m\u00e1kat tal\u00e1l, a rendszer \u00e9rtes\u00edti a data center oper\u00e1torait, vagy \u00f6n\u00e1ll\u00f3an lekapcsolja a hib\u00e1s szervereket.<\/p>\n<p>Eddig ezek a technol\u00f3gi\u00e1k m\u00e9g nem terjedtek el sz\u00e9lesk\u00f6r\u0171en, de az ut\u00f3bbi id\u0151ben jelent\u0151sen meger\u0151s\u00edtett\u00e9k a poz\u00edci\u00f3jukat. Az <noindex><a rel=\"nofollow\" href=\"https:\/\/www.prnewswire.com\/news-releases\/data-center-virtualization-market-2018---global-forecast-to-2022-key-players-are-vmware-microsoft-citrix-systems-ibm-and-cisco-systems-300584747.html\">elemz\u0151k el\u0151rejelz\u00e9sei szerint<\/a><\/noindex>, 2022-ben a DCIM piac volumen\u00e9nek 8 milli\u00e1rd doll\u00e1rt fog jelenteni, ami k\u00e9tszerese a 2017-es mutat\u00f3knak. Hamarosan ezek a megold\u00e1sok minden nagyobb adatk\u00f6zpontban meg fognak jelenni.<\/p>\n<blockquote><p><b>Tov\u00e1bbi forr\u00e1saink \u00e9s er\u0151forr\u00e1saink:<\/b><\/p>\n<p><img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/e0b8e51dd581b4c0d80765fafbee840e.jpg\" style=\"display:block;margin: 0 auto;\" \/> <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/1cloud\/blog\/452958\/\">A JMAP - ny\u00edlt protokoll felv\u00e1ltja az IMAP-ot az elektronikus levelez\u00e9s sor\u00e1n<\/a><\/noindex><\/p>\n<p><img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/c58c511de1f0e4bfefe352eb40734441.jpg\" style=\"display:block;margin: 0 auto;\" \/> <noindex><a rel=\"nofollow\" href=\"https:\/\/1cloud.ru\/blog\/chto-takoe-centr-obrabotki-dannyh?utm_source=habrahabr&amp;utm_medium=cpm&amp;utm_campaign=automation&amp;utm_content=blog\">Hogyan m\u0171k\u00f6dik egy adatk\u00f6zpont, \u00e9s mi sz\u00fcks\u00e9ges a m\u0171k\u00f6d\u00e9s\u00e9hez?<\/a><\/noindex><br \/>\n<img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/ef7483561c51133709045f0782f37496.jpg\" style=\"display:block;margin: 0 auto;\" \/> <noindex><a rel=\"nofollow\" href=\"https:\/\/1cloud.ru\/blog\/varianty-it-infrastrukture-dlya-organizacii?utm_source=habrahabr&amp;utm_medium=cpm&amp;utm_campaign=automation&amp;utm_content=blog\">Az IT infrastrukt\u00fara szervez\u00e9s\u00e9nek lehet\u0151s\u00e9gei: irod\u00e1ban, adatk\u00f6zpontban \u00e9s felh\u0151ben<\/a><\/noindex><br \/>\n<img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/005b28ec43b95694802a129574345e5f.jpg\" style=\"display:block;margin: 0 auto;\" \/> <noindex><a rel=\"nofollow\" href=\"https:\/\/1cloud.ru\/blog\/our-system-architecture-evolution?utm_source=habrahabr&amp;utm_medium=cpm&amp;utm_campaign=automation&amp;utm_content=blog\">Az 1cloud felh\u0151architekt\u00far\u00e1j\u00e1nak evol\u00faci\u00f3ja<\/a><\/noindex><\/p>\n<p><img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/e3bd5e767340e16b310d547b9f49951c.jpg\" style=\"display:block;margin: 0 auto;\" \/> <noindex><a rel=\"nofollow\" href=\"https:\/\/www.facebook.com\/1cloudru\/posts\/2329624197360087\">M\u00edtoszok a felh\u0151alap\u00fa technol\u00f3gi\u00e1kr\u00f3l - 1. r\u00e9sz<\/a><\/noindex><br \/>\n<img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/dc68feeeea9f4b424d2648a44995e2bf.jpg\" style=\"display:block;margin: 0 auto;\" \/> <noindex><a rel=\"nofollow\" href=\"https:\/\/www.facebook.com\/1cloudru\/posts\/2324691874519986\">Hogyan cs\u00f6kkenthetj\u00fck a felh\u0151infrastrukt\u00fara k\u00f6lts\u00e9geit API seg\u00edts\u00e9g\u00e9vel<\/a><\/noindex><br \/>\n<img decoding=\"async\" alt=\"Hogyan automatiz\u00e1ljuk az IT-infrastrukt\u00fara kezel\u00e9s\u00e9t - h\u00e1rom trendr\u0151l besz\u00e9lget\u00fcnk\" src=\"\/wp-content\/uploads\/2019\/05\/8240afc4c1023ad714b944603f6b49cc.jpg\" style=\"display:block;margin: 0 auto;\" \/> <noindex><a rel=\"nofollow\" href=\"https:\/\/www.facebook.com\/1cloudru\/posts\/2320833768239130\">Hogyan m\u0171k\u00f6d\u00fcnk: \u00f6sszefoglal\u00f3 a 1cloudt\u00f3l<\/a><\/noindex><\/p><\/blockquote>\n<p>Forr\u00e1s: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/1cloud\/blog\/453326\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0421\u0435\u0433\u043e\u0434\u043d\u044f \u043c\u044b \u0440\u0435\u0448\u0438\u043b\u0438 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043e\u0431 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0418\u0422-\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0438 IaaS-\u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u044b \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0441\u0435\u0442\u044f\u043c\u0438 \u0438 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u043c\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c\u0438. \/ Flickr \/ Not4rthur \/ CC BY-SA \u0420\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e-\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u043c\u044b\u0435 \u0441\u0435\u0442\u0438 \u041e\u0436\u0438\u0434\u0430\u0435\u0442\u0441\u044f, \u0447\u0442\u043e \u0441 \u0437\u0430\u043f\u0443\u0441\u043a\u043e\u043c 5G-\u0441\u0435\u0442\u0435\u0439 IoT-\u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0442 \u043f\u043e-\u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u043c\u0443 \u043c\u0430\u0441\u0441\u043e\u0432\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u2014 \u043f\u043e \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043e\u0446\u0435\u043d\u043a\u0430\u043c, \u0438\u0445 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u0435\u0432\u044b\u0441\u0438\u0442 50 \u043c\u043b\u0440\u0434 \u0443\u0436\u0435 \u043a 2022 \u0433\u043e\u0434\u0443. \u042d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043c\u0435\u0447\u0430\u044e\u0442, \u0447\u0442\u043e [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":25966,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-34460","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0421\u0435\u0433\u043e\u0434\u043d\u044f \u043c\u044b \u0440\u0435\u0448\u0438\u043b\u0438 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