{"id":84189,"date":"2020-06-05T19:42:34","date_gmt":"2020-06-05T17:42:34","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/razvitie-data-vault-i-perehod-k-business-data-vault"},"modified":"2020-06-05T19:42:34","modified_gmt":"2020-06-05T17:42:34","slug":"razvitie-data-vault-i-perehod-k-business-data-vault","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/razvitie-data-vault-i-perehod-k-business-data-vault","title":{"rendered":"DATA VAULT\u2019i arendamine ja \u00fcleminek BUSINESS DATA VAULT\u2019ile","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Eelmises artiklis r\u00e4\u00e4kisin DATA VAULTi p\u00f5hialustest, kirjeldasin DATA VAULTi p\u00f5hielemente ja nende eesm\u00e4rke. Kuid teema DATA VAULT ei ole ammendatud, on oluline arutada j\u00e4rgmisi samme DATA VAULTi evolutsioonis.<\/p>\n<p>Selles artiklis keskendun DATA VAULTi arengule ja \u00fcleminekule BUSINESS DATA VAULTile ehk lihtsalt BUSINESS VAULTile.<\/p>\n<h3>BUSINESS DATA VAULTi tekkimise p\u00f5hjused<\/h3>\n<p>\nOluline on m\u00e4rkida, et kuigi DATA VAULTil on teatud tugevused, ei ole tal v\u00e4het\u00e4htsaid puudusi. \u00dcks neist puudustest on anal\u00fc\u00fcsip\u00e4ringute kirjutamise keerukus. P\u00e4ringutes on m\u00e4rkimisv\u00e4\u00e4rne hulk JOIN'e, mist\u00f5ttu kood muutub pikaks ja mahukaks. Samuti ei toimu DATA VAULTis sisalduvate andmete puhul mingeid muundurite rakendamist, seega ei oma DATA VAULT puhtal kujul \u00e4ri seisukohalt absoluutset v\u00e4\u00e4rtust.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nJust nende puuduste k\u00f5rvaldamiseks on DATA VAULTi metodoloogiat laiendatud selliste elementidega nagu:<\/p>\n<ul>\n<li>PIT (point in time) tabelid;<\/li>\n<li>BRIDGE tabelid;<\/li>\n<li>PREDEFINED DERIVATIONS.<\/li>\n<\/ul>\n<p>\nVaatame neid elemente l\u00e4hemalt.<\/p>\n<h3>PIT tabelid<\/h3>\n<p>\nTavaliselt v\u00f5ib \u00fche \u00e4rilise objekti (HUB) koostises olla andmeid erineva v\u00e4rskendussagedusega. N\u00e4iteks, kui r\u00e4\u00e4gime inimese iseloomustavatest andmetest, siis v\u00f5ime \u00f6elda, et telefoninumber, aadress v\u00f5i e-posti aadress muutuvad sagedamini kui n\u00e4iteks nimi, passiandmed, perekonnaseis v\u00f5i sugu.<\/p>\n<p>Seet\u00f5ttu tuleb satelliitide m\u00e4\u00e4ramisel arvestada nende v\u00e4rskendussagedust. Miks see on oluline? <\/p>\n<p>Kui \u00fches tabelis hoida atribuute erineva v\u00e4rskendussagedusega, tuleb iga kord, kui k\u00f5ige sagedamini muutuva atribuudi v\u00e4\u00e4rtus uuendatakse, tabelisse rida lisada. Selle tagaj\u00e4rjel suureneb kettaruumi maht ja p\u00e4ringute t\u00e4itmise aeg.<\/p>\n<p>N\u00fc\u00fcd, kui oleme satelliidid v\u00e4rskendussageduse kaupa jaganud ja saame andmeid laadida s\u00f5ltumatult, tuleb tagada v\u00f5imalus saada ajakohaseid andmeid. Parim on teha seda ilma liigsete JOIN'ide kasutamiseta.<\/p>\n<p>Selgitame, et n\u00e4iteks on vajalik saada ajakohast (viimase v\u00e4rskenduse kuup\u00e4eva j\u00e4rgi) teavet satelliitidelt, millel on erinev v\u00e4rskenduse sagedus. Selleks on vajalik mitte ainult JOIN teostamine, vaid ka mitme sisemist p\u00e4ringute loomine (iga satelliidi kohta, mis sisaldab teavet) maksimaalse v\u00e4rskenduse kuup\u00e4eva MAX(V\u00e4rskenduse kuup\u00e4ev) valimisega. Iga uue JOIN'iga kasvab selline kood ja muutub kiiresti arusaamatuks.<\/p>\n<p>PIT tabel on m\u00f5eldud selliste p\u00e4ringute lihtsustamiseks; PIT tabelid t\u00e4idetakse samal ajal uute andmete salvestamisega DATA VAULT'i. PIT tabel:<\/p>\n<p><img decoding=\"async\" alt=\"DATA VAULT\u2019i arendamine ja \u00fcleminek BUSINESS DATA VAULT\u2019ile\" src=\"\/wp-content\/uploads\/2020\/06\/f3e0c2068e075cd5fba5321c47d755fa.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nNii on meil teave andmete asjakohasuse kohta k\u00f5ikide satelliitide kohta igal ajahetkel. Kasutades JOIN'e PIT tabeliga, saame t\u00e4ielikult v\u00e4ltida sisemisi p\u00e4ringuid, tingimusel et PIT t\u00e4idetakse iga p\u00e4ev ja ilma vahepealseteta. Isegi kui PIT'is on vahepealseid andmete puudusi, on ajakohaste andmete saamiseks piisav ainult \u00fche sisemise p\u00e4ringu kasutamine PIT-i juurde. \u00dcks sisemine p\u00e4ring t\u00f6\u00f6tab kiiremini kui sisemised p\u00e4ringud iga satelliidi kohta.<\/p>\n<h3>BRIDGE<\/h3>\n<p>\nBRIDGE t\u00fc\u00fcpi tabelid aitavad samuti anal\u00fc\u00fctiliste p\u00e4ringute lihtsustamisel. Kuid erinevalt PIT-ist on need vahendiks, mis lihtsustab ja kiirendab p\u00e4ringute tegemist erinevate hubide, linkide ja nende satelliitide vahel.<\/p>\n<p>Tabel sisaldab k\u00f5iki vajalikke v\u00f5tmeid k\u00f5igi satelliitide jaoks, mis sageli esinevad p\u00e4ringutes. Lisaks v\u00f5ivad vajadusel hajutatud \u00e4riv\u00f5tmed olla t\u00e4iendatud tekstivormingus v\u00f5tmetega, kui v\u00f5tmete nimetused on anal\u00fc\u00fcsiks vajalikud.<\/p>\n<p>Asi on selles, et ilma BRIDGE'i kasutamiseta on erinevate hubide satelliitide andmete saamisel vajalik teostada JOIN mitte ainult satelliitide endi, vaid ka linkide vahel, mis \u00fchendavad hubid.<\/p>\n<p>BRIDGE'i olemasolu v\u00f5i puudumine s\u00f5ltub andmete ladustamise konfiguratsioonist ja p\u00e4ringute t\u00e4itmise kiirusest. \u00dcksikut BRIDGE'i n\u00e4idet on keeruline v\u00e4lja m\u00f5elda.<\/p>\n<h3>EELM\u00c4\u00c4RATUD TULETUSED<\/h3>\n<p>\n\u00dcks veel objekti t\u00fc\u00fcp, mis toob meid l\u00e4hemale BUSINESS DATA VAULT'ile, on tabelid, mis sisaldavad eelnevalt arvutatud n\u00e4itajaid. Need tabelid on \u00e4ri jaoks t\u00f5eliselt olulised, sest nad sisaldavad teavet, mis on koondatud antud reeglite j\u00e4rgi, ja v\u00f5imaldavad sellele suhteliselt lihtsalt juurde p\u00e4\u00e4seda.<\/p>\n<p>Arhitektuuriliselt PREDEFINED DERIVATIONS esindavad nad mitte midagi muud kui veel \u00fcht satelliiti teatud hub'i \u00fcmber. Nagu tavaline satelliit sisaldab see \u00e4ri v\u00f5tit ja kirje loomise kuup\u00e4eva satelliidis. Siinkohal l\u00f5pevad sarnasused. Sellise \u201espetsialiseeritud\u201c satelliidi atribuutide edasine koosseis m\u00e4\u00e4ratakse \u00e4ri kasutajate poolt, tuginedes k\u00f5ige n\u00f5utuimatele eelnevalt arvutatud n\u00e4itajatele.<\/p>\n<p>N\u00e4iteks, hub, mis sisaldab teavet t\u00f6\u00f6taja kohta, v\u00f5ib sisaldada satelliiti selliste n\u00e4itajatega nagu:<\/p>\n<ul>\n<li>Minimaalne palk;<\/li>\n<li>Maksimaalne palk;<\/li>\n<li>Keskmine palk;<\/li>\n<li>Kogusumma arvutatud palgast jne.<\/li>\n<\/ul>\n<p>\nOn loogiline lisada PREDEFINED DERIVATIONS selle sama hub'i PIT tabelisse, et oleks lihtne saada andmev\u00e4lju t\u00f6\u00f6taja kohta valitud kuup\u00e4eval.<\/p>\n<h3>KOKKUV\u00d5TE<\/h3>\n<p>\nKuidas praktika n\u00e4itab, et DATA VAULTi kasutamine \u00e4ri kasutajate poolt on mitmel p\u00f5hjusel keeruline:<\/p>\n<ul>\n<li>Koodi p\u00e4ringud on keerukad ja mahukad;<\/li>\n<li>Rohkus JOIN'e m\u00f5jutab p\u00e4ringute j\u00f5udlust;<\/li>\n<li>Anal\u00fc\u00fctiliste p\u00e4ringute kirjutamiseks on vajalik erakordne teadmiste tase andmete ladustamise struktuurist.<\/li>\n<\/ul>\n<p>\nJuurdep\u00e4\u00e4su lihtsustamiseks laiendatakse DATA VAULTi t\u00e4iendavate objektidega:<\/p>\n<ul>\n<li>PIT (point in time) tabelid;<\/li>\n<li>BRIDGE tabelid;<\/li>\n<li>PREDEFINED DERIVATIONS.<\/li>\n<\/ul>\n<p>\nJ\u00e4rgmisel <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/505292\/\">artiklis<\/a><\/noindex> Kavan, et r\u00e4\u00e4kida, minu arvates, k\u00f5ige huvitavamast, neile, kes t\u00f6\u00f6tavad BI'ga. Tutvustan, kuidas luua faktitabelite ja m\u00f5\u00f5tmetabelite aluseid DATA VAULTist.<\/p>\n<p>Artikli materjalid p\u00f5hinevad:<\/p>\n<ul>\n<li>VDS-l on v\u00f5imalik installida: <noindex><a rel=\"nofollow\" href=\"https:\/\/www.vertabelo.com\/blog\/data-vault-series-the-business-data-vault\/\">avalikustamist<\/a><\/noindex> Kenta Graciano artikkel, kus on lisaks p\u00f5hjalikule kirjeldusele ka mudeli skeemid;<\/li>\n<li>Raamatul: 'Building a Scalable Data Warehouse with DATA VAULT 2.0';<\/li>\n<li>Artikkel <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/502968\/\">Data Vaulti alused<\/a><\/noindex>.<\/li>\n<\/ul>\n<p>Allikas: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/504214\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u0430\u043b \u043e\u0431 \u043e\u0441\u043d\u043e\u0432\u0430\u0445 DATA VAULT, \u043e\u043f\u0438\u0441\u0430\u043b \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b DATA VAULT \u0438 \u0438\u0445 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435. \u041d\u0430 \u044d\u0442\u043e\u043c \u043d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u0435\u043c\u0443 DATA VAULT \u0438\u0441\u0447\u0435\u0440\u043f\u0430\u043d\u043d\u043e\u0439, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0441\u0442\u0443\u043f\u0435\u043d\u044f\u0445 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 DATA VAULT. \u0418 \u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0441\u043a\u043e\u043d\u0446\u0435\u043d\u0442\u0440\u0438\u0440\u0443\u044e\u0441\u044c \u043d\u0430 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0438 DATA VAULT \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 \u043a BUSINESS DATA VAULT \u0438\u043b\u0438 \u043f\u0440\u043e\u0441\u0442\u043e BUSINESS VAULT. \u041f\u0440\u0438\u0447\u0438\u043d\u044b \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":84190,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-84189","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u0430\u043b \u043e\u0431 \u043e\u0441\u043d\u043e\u0432\u0430\u0445 DATA VAULT, \u043e\u043f\u0438\u0441\u0430\u043b \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b DATA VAULT \u0438 \u0438\u0445 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435. \u041d\u0430 \u044d\u0442\u043e\u043c \u043d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u0435\u043c\u0443 DATA VAULT \u0438\u0441\u0447\u0435\u0440\u043f\u0430\u043d\u043d\u043e\u0439, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0441\u0442\u0443\u043f\u0435\u043d\u044f\u0445 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 DATA VAULT. \u0418 \u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0441\u043a\u043e\u043d\u0446\u0435\u043d\u0442\u0440\u0438\u0440\u0443\u044e\u0441\u044c \u043d\u0430 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0438 DATA VAULT \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 \u043a BUSINESS DATA VAULT \u0438\u043b\u0438 \u043f\u0440\u043e\u0441\u0442\u043e BUSINESS VAULT. \u041f\u0440\u0438\u0447\u0438\u043d\u044b \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/razvitie-data-vault-i-perehod-k-business-data-vault\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"et_EE\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 DATA VAULT \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a BUSINESS DATA VAULT | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u0412 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u0430\u043b \u043e\u0431 \u043e\u0441\u043d\u043e\u0432\u0430\u0445 DATA VAULT, \u043e\u043f\u0438\u0441\u0430\u043b \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b DATA VAULT \u0438 \u0438\u0445 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435. \u041d\u0430 \u044d\u0442\u043e\u043c \u043d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u0435\u043c\u0443 DATA VAULT \u0438\u0441\u0447\u0435\u0440\u043f\u0430\u043d\u043d\u043e\u0439, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0441\u0442\u0443\u043f\u0435\u043d\u044f\u0445 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 DATA VAULT. \u0418 \u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0441\u043a\u043e\u043d\u0446\u0435\u043d\u0442\u0440\u0438\u0440\u0443\u044e\u0441\u044c \u043d\u0430 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0438 DATA VAULT \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 \u043a BUSINESS DATA VAULT \u0438\u043b\u0438 \u043f\u0440\u043e\u0441\u0442\u043e BUSINESS VAULT. \u041f\u0440\u0438\u0447\u0438\u043d\u044b \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/razvitie-data-vault-i-perehod-k-business-data-vault\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2020-06-05T17:42:34+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2020-06-05T17:42:34+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47DATA VAULTi areng ja \u00fcleminek BUSINESS DATA VAULTile | ProHoster","description":"Eelmisel artiklil r\u00e4\u00e4kisin DATA VAULTi alustest, kirjeldasin DATA VAULTi p\u00f5hielemente ja nende eesm\u00e4rke. Seda ei saa pidada DATA VAULTi teema ammendavaks, on vajalik r\u00e4\u00e4kida j\u00e4rgmiste sammude evolutsioonist DATA VAULTis. Ja selles artiklis keskendun DATA VAULTi arengule ning \u00fcleminekule BUSINESS DATA VAULTile v\u00f5i lihtsalt BUSINESS VAULTile. P\u00f5hjused ilmnemiseks","canonical_url":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/razvitie-data-vault-i-perehod-k-business-data-vault","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"et_EE","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47\u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 DATA VAULT \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a BUSINESS DATA VAULT | ProHoster","og:description":"\u0412 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u0430\u043b \u043e\u0431 \u043e\u0441\u043d\u043e\u0432\u0430\u0445 DATA VAULT, \u043e\u043f\u0438\u0441\u0430\u043b \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b DATA VAULT \u0438 \u0438\u0445 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435. \u041d\u0430 \u044d\u0442\u043e\u043c \u043d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u0435\u043c\u0443 DATA VAULT \u0438\u0441\u0447\u0435\u0440\u043f\u0430\u043d\u043d\u043e\u0439, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0441\u0442\u0443\u043f\u0435\u043d\u044f\u0445 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 DATA VAULT. \u0418 \u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0441\u043a\u043e\u043d\u0446\u0435\u043d\u0442\u0440\u0438\u0440\u0443\u044e\u0441\u044c \u043d\u0430 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0438 DATA VAULT \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 \u043a BUSINESS DATA VAULT \u0438\u043b\u0438 \u043f\u0440\u043e\u0441\u0442\u043e BUSINESS VAULT. \u041f\u0440\u0438\u0447\u0438\u043d\u044b \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f","og:url":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/razvitie-data-vault-i-perehod-k-business-data-vault","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2020-06-05T17:42:34+00:00","article:modified_time":"2020-06-05T17:42:34+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"84189","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":null,"breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-02-28 15:02:37","updated":"2022-09-28 10:00:37"},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/posts\/84189","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/comments?post=84189"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/posts\/84189\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/media\/84190"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/media?parent=84189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/categories?post=84189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/et\/wp-json\/wp\/v2\/tags?post=84189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}