{"id":77649,"date":"2020-04-12T13:42:52","date_gmt":"2020-04-12T11:42:52","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/datagovernance-svoimi-silami"},"modified":"2020-04-12T13:42:52","modified_gmt":"2020-04-12T11:42:52","slug":"datagovernance-svoimi-silami","status":"publish","type":"post","link":"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/datagovernance-svoimi-silami","title":{"rendered":"DataGovernance vlastn\u00edmi silami","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Ahoj, Habr!<\/p>\n<p>Data jsou nejcenn\u011bj\u0161\u00edm aktivem spole\u010dnosti. Tohle tvrd\u00ed snad ka\u017ed\u00e1 firma orientuj\u00edc\u00ed se na digit\u00e1ln\u00ed technologie. A t\u011b\u017eko s t\u00edm polemizovat: bez diskuz\u00ed o p\u0159\u00edstupech k \u0159\u00edzen\u00ed, uchov\u00e1v\u00e1n\u00ed a zpracov\u00e1n\u00ed dat se dnes neobejde \u017e\u00e1dn\u00e1 velk\u00e1 IT konference.<\/p>\n<p>Data k n\u00e1m p\u0159ich\u00e1zej\u00ed zven\u010d\u00ed, tak\u00e9 se formuj\u00ed uvnit\u0159 firmy, a pokud mluv\u00edme o datech telekomunika\u010dn\u00ed firmy, pak to je pro intern\u00ed zam\u011bstnance pokladnice informac\u00ed o klientovi, jeho z\u00e1jmech, zvyc\u00edch \u010di um\u00edst\u011bn\u00ed. P\u0159i spr\u00e1vn\u00e9m profilov\u00e1n\u00ed a segmentaci reklamn\u00ed nab\u00eddky funguj\u00ed nejefektivn\u011bji. Nicm\u00e9n\u011b, v praxi to nen\u00ed tak r\u016f\u017eov\u00e9. Data, kter\u00e1 firmy uchov\u00e1vaj\u00ed, mohou b\u00fdt beznad\u011bjn\u011b zastaral\u00e1, nadbyte\u010dn\u00e1, opakuj\u00edc\u00ed se, nebo o jejich existenci nev\u00ed nikdo jin\u00fd ne\u017e \u00fazk\u00fd okruh u\u017eivatel\u016f. \u00af_(\u30c4)_\/\u00af <\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/rostelecom\/blog\/495934\/\"><img decoding=\"async\" alt=\"DataGovernance vlastn\u00edmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/612de9bc3f0df4fafdee9d1dffa94d05.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nJin\u00fdmi slovy, s daty je t\u0159eba efektivn\u011b nakl\u00e1dat \u2013 pouze v tomto p\u0159\u00edpad\u011b se stanou aktivem, kter\u00e9 p\u0159in\u00e1\u0161\u00ed podniku skute\u010dn\u00fd prosp\u011bch a zisk. Bohu\u017eel, pro \u0159e\u0161en\u00ed ot\u00e1zek spr\u00e1vy dat je t\u0159eba p\u0159ekonat pom\u011brn\u011b mnoho obt\u00ed\u017e\u00ed. Ty jsou p\u0159ev\u00e1\u017en\u011b podm\u00edn\u011bny jak historick\u00fdm d\u011bdictv\u00edm v podob\u011b \u00abzoo\u00bb syst\u00e9m\u016f, tak absenc\u00ed jednotn\u00fdch proces\u016f a p\u0159\u00edstup\u016f k jejich \u0159\u00edzen\u00ed. Ale co znamen\u00e1 \u201e\u0159\u00eddit data\u201c?<\/p>\n<p>O tom si pr\u00e1v\u011b popov\u00edd\u00e1me pod \u010dl\u00e1nkem, a tak\u00e9 o tom, jak n\u00e1m pomohl open-source stack.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nKoncept strategick\u00e9ho \u0159\u00edzen\u00ed dat Data Governance (DG) je na rusk\u00e9m trhu u\u017e dost zn\u00e1m\u00fd a c\u00edle, kter\u00fdch podniky dosahuj\u00ed jeho implementac\u00ed, jsou jasn\u00e9 a jednozna\u010dn\u011b deklarovan\u00e9. Na\u0161e firma se stala v\u00fdjimkou a stanovila si za \u00fakol implementaci konceptu \u0159\u00edzen\u00ed dat.<\/p>\n<p>Tak\u017ee, \u010d\u00edm jsme za\u010dali? Nejprve jsme si stanovili kl\u00ed\u010dov\u00e9 c\u00edle:<\/p>\n<ol>\n<li>Zajistit dostupnost na\u0161ich dat.<\/li>\n<li>Zajistit transparentnost \u017eivotn\u00edho cyklu dat.<\/li>\n<li>Poskytnout u\u017eivatel\u016fm firmy konzistentn\u00ed a nespochybniteln\u00e1 data.<\/li>\n<li>Poskytnout u\u017eivatel\u016fm firmy ov\u011b\u0159en\u00e1 data.<\/li>\n<\/ol>\n<p>\nV sou\u010dasn\u00e9 dob\u011b je na trhu software dostupn\u00e9 n\u011bkolik des\u00edtek n\u00e1stroj\u016f t\u0159\u00eddy Data Governance.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance vlastn\u00edmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/aacfa4e149a42c428ba1cae1f152aae0.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nAle po podrobn\u00e9m rozboru a studiu \u0159e\u0161en\u00ed jsme zaznamenali n\u011bkolik kritick\u00fdch pozn\u00e1mek:<\/p>\n<ul>\n<li>V\u011bt\u0161ina v\u00fdrobc\u016f nab\u00edz\u00ed komplexn\u00ed soubor \u0159e\u0161en\u00ed, kter\u00fd je pro n\u00e1s nadbyte\u010dn\u00fd a duplicitn\u011b pokr\u00fdv\u00e1 ji\u017e existuj\u00edc\u00ed funkce. Nav\u00edc je integrace do st\u00e1vaj\u00edc\u00ed IT infrastruktury z pohledu zdroj\u016f n\u00e1kladn\u00e1.<\/li>\n<li>Funk\u010dnost a rozhran\u00ed jsou ur\u010deny pro technologick\u00e9 pracovn\u00edky, nikoli pro kone\u010dn\u00e9 podnikov\u00e9 u\u017eivatele.<\/li>\n<li>N\u00edzk\u00e1 p\u0159izp\u016fsobivost produkt\u016f a absence \u00fasp\u011b\u0161n\u00fdch implementac\u00ed na rusk\u00e9m trhu.<\/li>\n<li>Vysok\u00e9 n\u00e1klady na software a jeho dal\u0161\u00ed podporu.<\/li>\n<\/ul>\n<p>\nUveden\u00e1 krit\u00e9ria a doporu\u010den\u00ed k importu softwaru pro rusk\u00e9 firmy n\u00e1s p\u0159esv\u011bd\u010dila j\u00edt sm\u011brem k vlastn\u00edmu v\u00fdvoji na opensource stacku. Jako platformu jsme zvolili Django \u2013 bezplatn\u00fd a svobodn\u00fd framework napsan\u00fd v Pythonu. Takto jsme vymezili kl\u00ed\u010dov\u00e9 moduly, kter\u00e9 budou podporovat v\u00fd\u0161e uveden\u00e9 c\u00edle:<\/p>\n<ol>\n<li>Seznam zpr\u00e1v.<\/li>\n<li>Podnikov\u00fd glos\u00e1\u0159.<\/li>\n<li>Modul popisu technick\u00fdch transformac\u00ed.<\/li>\n<li>Modul popisu \u017eivotn\u00edho cyklu dat od zdroje po n\u00e1stroj BI.<\/li>\n<li>Modul kontroly kvality dat.<\/li>\n<\/ol>\n<p>\n<img decoding=\"async\" alt=\"DataGovernance vlastn\u00edmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/4645b9d360652319a341836584ca42ca.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Seznam zpr\u00e1v<\/h2>\n<p>\nNa z\u00e1klad\u011b intern\u00edch v\u00fdzkum\u016f ve velk\u00fdch firm\u00e1ch zam\u011bstnanci tr\u00e1v\u00ed 40\u201480 % \u010dasu hled\u00e1n\u00edm dat p\u0159i \u0159e\u0161en\u00ed \u00fakol\u016f souvisej\u00edc\u00edch s daty. Proto jsme si dali za c\u00edl zp\u0159\u00edstupnit informace o existuj\u00edc\u00edch zpr\u00e1v\u00e1ch, kter\u00e9 byly d\u0159\u00edve dostupn\u00e9 pouze z\u00e1kazn\u00edk\u016fm. To n\u00e1m umo\u017e\u0148uje zkr\u00e1tit \u010das pot\u0159ebn\u00fd k tvorb\u011b nov\u00fdch report\u016f a zaji\u0161\u0165uje demokratizaci dat.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance vlastn\u00edmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/1186a88bdfbcd4dc6c66defc0911e85e.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nSeznam zpr\u00e1v se stal jednotn\u00fdm oknem pro reportov\u00e1n\u00ed pro intern\u00ed u\u017eivatele z r\u016fzn\u00fdch region\u016f, odd\u011blen\u00ed a diviz\u00ed. Obsahuje konsolidovan\u00e9 informace o infoma\u010dn\u00edch slu\u017eb\u00e1ch, kter\u00e9 byly vytvo\u0159eny v n\u011bkolika firemn\u00edch \u00falo\u017ei\u0161t\u00edch, jich\u017e je v Rostelekome hodn\u011b.<\/p>\n<p>Ale seznam nen\u00ed jen such\u00fd v\u00fdpis vytvo\u0159en\u00fdch zpr\u00e1v. Pro ka\u017edou zpr\u00e1vu poskytujeme u\u017eivateli pot\u0159ebn\u00e9 informace pro samostatn\u00e9 sezn\u00e1men\u00ed se s n\u00ed:<\/p>\n<ul>\n<li>kr\u00e1tk\u00fd popis zpr\u00e1vy;<\/li>\n<li>\u00farove\u0148 dostupnosti dat;<\/li>\n<li>segment z\u00e1kazn\u00edka;<\/li>\n<li>n\u00e1stroj vizualizace;<\/li>\n<li>n\u00e1zev firemn\u00edho \u00falo\u017ei\u0161t\u011b;<\/li>\n<li>podnikov\u00e9 funk\u010dn\u00ed po\u017eadavky;<\/li>\n<li>odkaz na zpr\u00e1vu;<\/li>\n<li>odkaz na \u017e\u00e1dost o p\u0159\u00edstup;<\/li>\n<li>status realizace.<\/li>\n<\/ul>\n<p>\nPodle zpr\u00e1v je k dispozici anal\u00fdza \u00farovn\u011b vyu\u017eit\u00ed a zpr\u00e1vy jsou za\u0159azeny na vrchol seznamu na z\u00e1klad\u011b anal\u00fdzy protokol\u016f podle po\u010dtu jedine\u010dn\u00fdch u\u017eivatel\u016f. A to nen\u00ed v\u0161e. Krom\u011b obecn\u00fdch charakteristik jsme tak\u00e9 zahrnuli podrobn\u00fd popis atribut\u016f zpr\u00e1v s p\u0159\u00edklady hodnot a metodikou v\u00fdpo\u010dt\u016f. Takov\u00fd detail u\u017eivatel\u016fm okam\u017eit\u011b d\u00e1v\u00e1 odpov\u011b\u010f, zda je zpr\u00e1va pro n\u011b u\u017eite\u010dn\u00e1 nebo ne. <\/p>\n<p>V\u00fdvoj tohoto modulu se stal d\u016fle\u017eit\u00fdm krokem k demokratizaci dat a v\u00fdznamn\u011b zkr\u00e1til dobu hled\u00e1n\u00ed pot\u0159ebn\u00fdch informac\u00ed. Krom\u011b zkr\u00e1cen\u00ed doby hled\u00e1n\u00ed se tak\u00e9 sn\u00ed\u017eil po\u010det \u017e\u00e1dost\u00ed k t\u00fdmu podpory o poskytov\u00e1n\u00ed konzultac\u00ed. Nelze nezm\u00ednit je\u0161t\u011b jeden u\u017eite\u010dn\u00fd v\u00fdsledek, kter\u00e9ho jsme dos\u00e1hli vytvo\u0159en\u00edm jednotn\u00e9ho registru zpr\u00e1v \u2013 zabr\u00e1n\u011bn\u00ed v\u00fdvoji duplicitn\u00edch zpr\u00e1v pro r\u016fzn\u00e9 struktur\u00e1ln\u00ed jednotky.<\/p>\n<h2>Byznysov\u00fd glos\u00e1\u0159<\/h2>\n<p>\nV\u0161ichni v\u00edte, \u017ee i v r\u00e1mci jedn\u00e9 a t\u00e9 sam\u00e9 spole\u010dnosti hovo\u0159\u00ed byznys jin\u00fdmi jazyky. Ano, pou\u017e\u00edvaj\u00ed ty sam\u00e9 term\u00edny, ale rozum\u011bj\u00ed pod nimi zcela odli\u0161n\u00e9 v\u011bci. Tento probl\u00e9m m\u00e1 \u0159e\u0161it byznysov\u00fd glos\u00e1\u0159.<\/p>\n<p>Pro n\u00e1s je byznysov\u00fd glos\u00e1\u0159 \u2014 nikoli pouze p\u0159\u00edru\u010dka s popisem term\u00edn\u016f a metodologi\u00ed v\u00fdpo\u010dtu. Je to plnohodnotn\u00e9 prost\u0159ed\u00ed pro v\u00fdvoj, schvalov\u00e1n\u00ed a potvrzov\u00e1n\u00ed terminologie, budov\u00e1n\u00ed vazeb mezi term\u00edny a dal\u0161\u00edmi informa\u010dn\u00edmi aktivy spole\u010dnosti. Ne\u017e se term\u00edn dostane do byznysov\u00e9ho glos\u00e1\u0159e, mus\u00ed proj\u00edt v\u0161emi f\u00e1zemi schvalov\u00e1n\u00ed s byznysov\u00fdmi zadavateli a centrem kvality dat. Teprve pot\u00e9 se st\u00e1v\u00e1 dostupn\u00fdm pro pou\u017e\u00edv\u00e1n\u00ed.<\/p>\n<p>Jak jsem ji\u017e zm\u00ednil v\u00fd\u0161e, jedine\u010dnost tohoto n\u00e1stroje spo\u010d\u00edv\u00e1 v tom, \u017ee umo\u017e\u0148uje sledovat vazby od \u00farovn\u011b byznysov\u00e9ho term\u00ednu a\u017e po konkr\u00e9tn\u00ed u\u017eivatelsk\u00e9 zpr\u00e1vy, ve kter\u00fdch je pou\u017e\u00edv\u00e1n, a tak\u00e9 na \u00farove\u0148 fyzick\u00fdch objekt\u016f datab\u00e1z\u00ed.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance vlastn\u00edmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/ff3c8b35baee205577c3178e69e74679.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nToho bylo dosa\u017eeno d\u00edky vyu\u017eit\u00ed identifik\u00e1tor\u016f term\u00edn\u016f glos\u00e1\u0159e v podrobn\u00e9m popisu zpr\u00e1v z registru a popisu fyzick\u00fdch objekt\u016f datab\u00e1z\u00ed. <\/p>\n<p>V sou\u010dasnosti je v glos\u00e1\u0159i definov\u00e1no a schv\u00e1leno v\u00edce ne\u017e 4000 term\u00edn\u016f. Jeho pou\u017eit\u00ed usnad\u0148uje a zrychluje zpracov\u00e1n\u00ed p\u0159\u00edchoz\u00edch dotaz\u016f na zm\u011bny v informa\u010dn\u00edch syst\u00e9mech spole\u010dnosti. Pokud je po\u017eadovan\u00fd ukazatel ji\u017e realizov\u00e1n v n\u011bjak\u00e9 zpr\u00e1v\u011b, u\u017eivatel ihned uvid\u00ed soubor p\u0159ipraven\u00fdch zpr\u00e1v, kde je tento ukazatel pou\u017eit, a m\u016f\u017ee se rozhodnout o efektivn\u00edm op\u011btovn\u00e9m vyu\u017eit\u00ed st\u00e1vaj\u00edc\u00ed funk\u010dnosti nebo o jej\u00edm minim\u00e1ln\u00edm dopln\u011bn\u00ed, ani\u017e by inicioval nov\u00e9 \u017e\u00e1dosti o v\u00fdvoj nov\u00e9 zpr\u00e1vy.<\/p>\n<h2>Modul popisu technick\u00fdch transformac\u00ed a DataLineage<\/h2>\n<p>\nZept\u00e1te se, co to jsou za moduly? Nen\u00ed pouze nezbytn\u00e9 zav\u00e9st Registr zpr\u00e1vy a Glos\u00e1\u0159, je tak\u00e9 t\u0159eba p\u0159en\u00e9st v\u0161echny obchodn\u00ed term\u00edny na fyzick\u00fd model datab\u00e1z\u00ed. T\u00edmto zp\u016fsobem jsme dok\u00e1zali dokon\u010dit proces formov\u00e1n\u00ed \u017eivotn\u00edho cyklu dat od zdrojov\u00fdch syst\u00e9m\u016f po BI vizualizaci nap\u0159\u00ed\u010d v\u0161emi vrstvami datov\u00e9ho skladu. Jin\u00fdmi slovy - vybudovat DataLineage.<\/p>\n<p>Vyvinuli jsme rozhran\u00ed, jeho\u017e z\u00e1kladem byl d\u0159\u00edve pou\u017e\u00edvan\u00fd form\u00e1t popisu pravidel a logiky transformace dat ve spole\u010dnosti. Prost\u0159ednictv\u00edm rozhran\u00ed se zav\u00e1d\u00ed st\u00e1le stejn\u00e9 informace jako d\u0159\u00edve, ale povinn\u00fdm po\u017eadavkem se stalo ur\u010den\u00ed identifik\u00e1toru term\u00ednu z obchodn\u00edho glos\u00e1\u0159e. Takto budujeme vztah mezi obchodn\u00edmi a fyzick\u00fdmi vrstvami.<\/p>\n<p>Komu to pom\u016f\u017ee? \u010c\u00edm byl star\u00fd form\u00e1t, se kter\u00fdm jsme pracovali n\u011bkolik let, nedostate\u010dn\u00fd? Jak moc se zv\u00fd\u0161ily pracovn\u00ed n\u00e1klady na formulaci po\u017eadavk\u016f? S takov\u00fdmi ot\u00e1zkami jsme se museli pot\u00fdkat v pr\u016fb\u011bhu zav\u00e1d\u011bn\u00ed n\u00e1stroje. Odpov\u011bdi na n\u011b jsou pom\u011brn\u011b jednoduch\u00e9 \u2013 je to pot\u0159eba n\u00e1m v\u0161em, datov\u00e9mu \u00fa\u0159adu na\u0161\u00ed spole\u010dnosti a na\u0161im u\u017eivatel\u016fm.<\/p>\n<p>Ano, zam\u011bstnanci se museli adaptovat, zpo\u010d\u00e1tku to vedlo k m\u00edrn\u00e9mu nav\u00fd\u0161en\u00ed pracovn\u00edch n\u00e1klad\u016f na p\u0159\u00edpravu dokumentace, ale tento probl\u00e9m jsme vy\u0159e\u0161ili. Praxe, identifikace a optimalizace probl\u00e9mov\u00fdch m\u00edst ud\u011blaly sv\u00e9. Dos\u00e1hli jsme hlavn\u00edho c\u00edle \u2013 zv\u00fd\u0161ili jsme kvalitu vyv\u00edjen\u00fdch po\u017eadavk\u016f. Povinn\u00e1 pole k vypln\u011bn\u00ed, standardizovan\u00e9 p\u0159\u00edru\u010dky, masky pro vstup, vestav\u011bn\u00e9 kontroly \u2013 to v\u0161e n\u00e1m umo\u017enilo mnohon\u00e1sobn\u011b zv\u00fd\u0161it kvalitu popis\u016f transformac\u00ed. Opustili jsme praxi p\u0159ed\u00e1v\u00e1n\u00ed skript\u016f ve form\u011b po\u017eadavk\u016f na v\u00fdvoj, sd\u00edleli jsme znalosti, kter\u00e9 byly dostupn\u00e9 pouze t\u00fdmu zab\u00fdvaj\u00edc\u00edmu se v\u00fdvojem. Vytvo\u0159en\u00e1 datab\u00e1ze metadat v\u00fdrazn\u011b zkracuje \u010das na prov\u00e1d\u011bn\u00ed regresn\u00edch anal\u00fdz a poskytuje mo\u017enost rychl\u00e9 ocen\u011bn\u00ed vlivu zm\u011bn na kter\u00e9koliv vrstv\u011b IT krajin (reporty vitr\u00edny, agreg\u00e1ty, zdroje).<\/p>\n<p>A co maj\u00ed spole\u010dn\u00e9ho b\u011b\u017en\u00ed u\u017eivatel\u00e9 report\u016f, jak\u00e9 maj\u00ed p\u0159\u00ednosy? D\u00edky mo\u017enosti tvorby DataLineage na\u0161i u\u017eivatel\u00e9, i ti, kte\u0159\u00ed jsou vzd\u00e1leni od SQL a jin\u00fdch programovac\u00edch jazyk\u016f, rychle z\u00edsk\u00e1vaj\u00ed informace o zdroj\u00edch a objektech, na jejich\u017e z\u00e1klad\u011b je sestavov\u00e1n konkr\u00e9tn\u00ed report.<\/p>\n<h2>Modul kontroly kvality dat<\/h2>\n<p>\nV\u0161e, o \u010dem jsme mluvili v\u00fd\u0161e v souvislosti s zaji\u0161t\u011bn\u00edm transparentnosti dat, nem\u00e1 v\u00fdznam bez pochopen\u00ed, \u017ee data, kter\u00e1 p\u0159ed\u00e1v\u00e1me u\u017eivatel\u016fm, jsou spr\u00e1vn\u00e1. Jeden z d\u016fle\u017eit\u00fdch modul\u016f na\u0161\u00ed koncepce spr\u00e1vy dat \u2013 modul kontroly kvality dat.<\/p>\n<p>V aktu\u00e1ln\u00ed f\u00e1zi je to katalog kontrol pro vybran\u00e9 entity. Nejbli\u017e\u0161\u00edm c\u00edlem rozvoje produktu je roz\u0161\u00ed\u0159en\u00ed seznamu kontrol a integrace s registrem report\u016f.<br \/>\nCo to p\u0159inese a komu? Pro koncov\u00e9ho u\u017eivatele registru bude k dispozici informace o pl\u00e1novan\u00fdch a skute\u010dn\u00fdch datech p\u0159ipravenosti reportu, v\u00fdsledky proveden\u00fdch kontrol s dynamikou, \u00fadaje o zdroj\u00edch nahran\u00fdch do reportu.<\/p>\n<p>Pro n\u00e1s integrovan\u00fd modul kvality dat do pracovn\u00edch proces\u016f znamen\u00e1:<\/p>\n<ul>\n<li>Rychl\u00e9 formulov\u00e1n\u00ed o\u010dek\u00e1v\u00e1n\u00ed z\u00e1kazn\u00edk\u016f.<\/li>\n<li>Rozhodov\u00e1n\u00ed o dal\u0161\u00edm vyu\u017eit\u00ed dat.<\/li>\n<li>Z\u00edsk\u00e1n\u00ed p\u0159edb\u011b\u017en\u00e9ho souboru probl\u00e9mov\u00fdch bod\u016f v ran\u00fdch f\u00e1z\u00edch pr\u00e1ce pro v\u00fdvoj pravideln\u00fdch kontrol kvality.<\/li>\n<\/ul>\n<p>\nSamoz\u0159ejm\u011b, to jsou prvn\u00ed kroky k budov\u00e1n\u00ed komplexn\u00edho procesu spr\u00e1vy dat. Jsme si v\u0161ak jisti, \u017ee pouze c\u00edlenou prac\u00ed na tomto \u00fakolu a aktivn\u00edm zav\u00e1d\u011bn\u00edm n\u00e1stroj\u016f DataGovernance do pracovn\u00edho procesu zajist\u00edme na\u0161im klient\u016fm informovanost, vysokou \u00farove\u0148 d\u016fv\u011bry v data, transparentnost jejich z\u00edsk\u00e1v\u00e1n\u00ed a zv\u00fd\u0161\u00edme rychlost zav\u00e1d\u011bn\u00ed nov\u00e9 funk\u010dnosti.<\/p>\n<p><i>T\u00fdm DataOffice<\/i><br \/>\n<br \/>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/rostelecom\/blog\/495934\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! \u0414\u0430\u043d\u043d\u044b\u0435 \u2014 \u044d\u0442\u043e \u0446\u0435\u043d\u043d\u0435\u0439\u0448\u0438\u0439 \u0430\u043a\u0442\u0438\u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438. \u041e\u0431 \u044d\u0442\u043e\u043c \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442 \u0447\u0443\u0442\u044c \u043b\u0438 \u043d\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0441 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u043c \u0443\u043a\u043b\u043e\u043d\u043e\u043c. \u0421 \u044d\u0442\u0438\u043c \u0441\u043b\u043e\u0436\u043d\u043e \u0441\u043f\u043e\u0440\u0438\u0442\u044c: \u0431\u0435\u0437 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043d\u0438 \u043e\u0434\u043d\u0430 \u043a\u0440\u0443\u043f\u043d\u0430\u044f IT-\u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u044f. \u0414\u0430\u043d\u043d\u044b\u0435 \u043a \u043d\u0430\u043c \u043f\u043e\u0441\u0442\u0443\u043f\u0430\u044e\u0442 \u0441\u043d\u0430\u0440\u0443\u0436\u0438, \u0442\u0430\u043a\u0436\u0435 \u043e\u043d\u0438 \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u0430 \u0435\u0441\u043b\u0438 \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u0435\u043b\u0435\u043a\u043e\u043c-\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u0442\u043e [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":77650,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-77649","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=\"\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! 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