{"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\/sk\/blog\/administrirovanie\/datagovernance-svoimi-silami","title":{"rendered":"DataGovernance vlastn\u00fdmi silami","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Ahoj, Habr!<\/p>\n<p>\u00dadaje s\u00fa najcennej\u0161\u00edm akt\u00edvom spolo\u010dnosti. O tom hovor\u00ed takmer ka\u017ed\u00e1 firma so zameran\u00edm na digit\u00e1lne technol\u00f3gie. Na tom sa d\u00e1 \u0165a\u017eko polemizova\u0165: bez diskusi\u00ed o pr\u00edstupoch k spr\u00e1ve, uchov\u00e1vaniu a spracovaniu \u00fadajov sa dnes nezaob\u00edde ani jedna ve\u013ek\u00e1 IT konferencia.<\/p>\n<p>\u00dadaje k n\u00e1m prich\u00e1dzaj\u00fa zvonka, z\u00e1rove\u0148 sa formuj\u00fa aj vo vn\u00fatri spolo\u010dnosti, a ak hovor\u00edme o \u00fadajoch telekomunika\u010dnej spolo\u010dnosti, s\u00fa pre intern\u00fdch zamestnancov pokladnicou inform\u00e1ci\u00ed o klientovi, jeho z\u00e1ujmoch, zvykoch a polohe. Pri spr\u00e1vnom profilovan\u00ed a segment\u00e1cii reklamn\u00e9 ponuky p\u00f4sobia najefekt\u00edvnej\u0161ie. Av\u0161ak v praxi nie je v\u0161etko tak ru\u017eov\u00e9. \u00dadaje, ktor\u00e9 firmy uchov\u00e1vaj\u00fa, m\u00f4\u017eu by\u0165 bezn\u00e1dejne zastaran\u00e9, nadbyto\u010dn\u00e9, opakuj\u00face sa, alebo o ich existencii nikto nevie, okrem \u00fazkeho okruhu u\u017e\u00edvate\u013eov. \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\u00fdmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/612de9bc3f0df4fafdee9d1dffa94d05.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nJednoducho povedan\u00e9, \u00fadojmi je potrebn\u00e9 efekt\u00edvne riadi\u0165 \u2013 len v takom pr\u00edpade sa stan\u00fa akt\u00edvom, ktor\u00e9 prinesie firme re\u00e1lny prospech a zisk. Bohu\u017eia\u013e, na vyrie\u0161enie ot\u00e1zok riadenia \u00fadajov je potrebn\u00e9 prekona\u0165 mno\u017estvo komplik\u00e1ci\u00ed. Tieto s\u00fa predov\u0161etk\u00fdm sp\u00f4soben\u00e9 historick\u00fdm dedi\u010dstvom v podobe \"zoo syst\u00e9mov\" a absenciou jednotn\u00fdch procesov a pr\u00edstupov k ich riadeniu. Ale \u010do vlastne znamen\u00e1 \"riadi\u0165 \u00fadaje\"?<\/p>\n<p>O tom, ako to dosiahnu\u0165, budeme hovori\u0165 ni\u017e\u0161ie, ako aj o tom, ako n\u00e1m pomohol opensource stack.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nKoncept strategick\u00e9ho riadenia \u00fadajov Data Governance (DG) je u\u017e dos\u0165 zn\u00e1my na slovenskom trhu a ciele, ktor\u00e9 podnik dosahuje jeho zaveden\u00edm, s\u00fa jasn\u00e9 a presne deklarovan\u00e9. Na\u0161a spolo\u010dnos\u0165 nebola v\u00fdnimkou a stanovila si cie\u013e zavies\u0165 koncept riadenia \u00fadajov.<\/p>\n<p>Tak\u017ee, kde sme za\u010dali? Najprv sme si formulovali k\u013e\u00fa\u010dov\u00e9 ciele:<\/p>\n<ol>\n<li>Zabezpe\u010di\u0165 dostupnos\u0165 na\u0161ich \u00fadajov.<\/li>\n<li>Zabezpe\u010di\u0165 transparentnos\u0165 \u017eivotn\u00e9ho cyklu \u00fadajov.<\/li>\n<li>Poskytn\u00fa\u0165 zamestnancom spolo\u010dnosti konzistentn\u00e9 a neprotire\u010div\u00e9 \u00fadaje.<\/li>\n<li>Poskytn\u00fa\u0165 zamestnancom spolo\u010dnosti overen\u00e9 \u00fadaje.<\/li>\n<\/ol>\n<p>\nDnes je na trhu softv\u00e9ru dostupn\u00fdch nieko\u013eko n\u00e1strojov triedy Data Governance.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance vlastn\u00fdmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/aacfa4e149a42c428ba1cae1f152aae0.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nAv\u0161ak po podrobnej anal\u00fdze a \u0161t\u00fadiu rie\u0161en\u00ed sme si zap\u00edsali nieko\u013eko kritick\u00fdch pozn\u00e1mok:<\/p>\n<ul>\n<li>V\u00e4\u010d\u0161ina v\u00fdrobcov pon\u00faka komplexn\u00fa sadu rie\u0161en\u00ed, ktor\u00e1 je pre n\u00e1s nadbyto\u010dn\u00e1 a duplikuje u\u017e existuj\u00facu funkcionalitu. Navy\u0161e integr\u00e1cia do s\u00fa\u010dasnej IT krajiny je n\u00e1kladn\u00e1 z h\u013eadiska zdrojov.<\/li>\n<li>Funkcionalita a rozhranie s\u00fa ur\u010den\u00e9 technol\u00f3gom, nie koncov\u00fdm obchodn\u00fdm pou\u017e\u00edvate\u013eom.<\/li>\n<li>N\u00edzka \u017eivotaschopnos\u0165 produktov a absencia \u00faspe\u0161n\u00fdch implement\u00e1ci\u00ed na ruskom trhu.<\/li>\n<li>Vysok\u00e9 n\u00e1klady na softv\u00e9r a jeho \u010fal\u0161iu podporu.<\/li>\n<\/ul>\n<p>\nUveden\u00e9 krit\u00e9ri\u00e1 a odpor\u00fa\u010dania t\u00fdkaj\u00face sa n\u00e1hrady softv\u00e9ru pre rusk\u00e9 spolo\u010dnosti n\u00e1s presved\u010dili \u00eds\u0165 cestou vlastn\u00e9ho v\u00fdvoja na open source stacku. Ako platformu sme vybrali Django \u2013 bezplatn\u00fd a otvoren\u00fd r\u00e1mec nap\u00edsan\u00fd v Pythone. T\u00fdmto sp\u00f4sobom sme vy\u010dlenili k\u013e\u00fa\u010dov\u00e9 moduly, ktor\u00e9 prispej\u00fa k vy\u0161\u0161ie uveden\u00fdm cie\u013eom:<\/p>\n<ol>\n<li>Register spr\u00e1v.<\/li>\n<li>Biznis glos\u00e1r.<\/li>\n<li>Modul na opis technick\u00fdch transform\u00e1ci\u00ed.<\/li>\n<li>Modul na opis \u017eivotn\u00e9ho cyklu d\u00e1t od zdroja po BI n\u00e1stroj.<\/li>\n<li>Modul kontroly kvality d\u00e1t.<\/li>\n<\/ol>\n<p>\n<img decoding=\"async\" alt=\"DataGovernance vlastn\u00fdmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/4645b9d360652319a341836584ca42ca.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Register spr\u00e1v<\/h2>\n<p>\nPod\u013ea v\u00fdsledkov intern\u00fdch prieskumov vo ve\u013ek\u00fdch spolo\u010dnostiach zamestnanci pri rie\u0161en\u00ed \u00faloh s\u00favisiacich s d\u00e1tami tr\u00e1via 40\u201480% \u010dasu ich h\u013eadan\u00edm. Preto sme si dali za cie\u013e spr\u00edstupni\u0165 inform\u00e1cie o existuj\u00facich spr\u00e1vach, ktor\u00e9 boli predt\u00fdm dostupn\u00e9 iba objedn\u00e1vate\u013eom. T\u00fdmto sp\u00f4sobom skracujeme \u010das na tvorbu nov\u00fdch spr\u00e1v a zabezpe\u010dujeme demokratiz\u00e1ciu d\u00e1t.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance vlastn\u00fdmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/1186a88bdfbcd4dc6c66defc0911e85e.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nRegister spr\u00e1v sa stal jedn\u00fdm oknom pre reporty pre intern\u00fdch pou\u017e\u00edvate\u013eov z r\u00f4znych regi\u00f3nov, oddelen\u00ed, div\u00edzi\u00ed. Obsahuje konsolidovan\u00e9 inform\u00e1cie o infosevisoch vytvoren\u00fdch v nieko\u013ek\u00fdch firemn\u00fdch \u00falo\u017eisk\u00e1ch spolo\u010dnosti, ktor\u00fdch je v Rostelecome ne\u00farekom.<\/p>\n<p>Ale register nie je len such\u00fd zoznam vyvinut\u00fdch spr\u00e1v. Pre ka\u017ed\u00fa spr\u00e1vu poskytujeme inform\u00e1cie, ktor\u00e9 s\u00fa u\u017eito\u010dn\u00e9 pre pou\u017e\u00edvate\u013ea na samostatn\u00e9 obozn\u00e1menie sa s \u0148ou:<\/p>\n<ul>\n<li>stru\u010dn\u00fd opis spr\u00e1vy;<\/li>\n<li>h\u013abka dostupnosti d\u00e1t;<\/li>\n<li>segment z\u00e1kazn\u00edka;<\/li>\n<li>n\u00e1stroj vizualiz\u00e1cie;<\/li>\n<li>n\u00e1zov firemn\u00e9ho \u00falo\u017eiska;<\/li>\n<li>biznis-funk\u010dn\u00e9 po\u017eiadavky;<\/li>\n<li>odkaz na spr\u00e1vu;<\/li>\n<li>odkaz na \u017eiados\u0165 o pr\u00edstup;<\/li>\n<li>stav realiz\u00e1cie.<\/li>\n<\/ul>\n<p>\nPod\u013ea spr\u00e1v je k dispoz\u00edcii anal\u00fdza \u00farovne vyu\u017eite\u013enosti a spr\u00e1vy sa dostan\u00fa do top zoznamu na z\u00e1klade anal\u00fdzy logov pod\u013ea po\u010dtu unik\u00e1tnych pou\u017e\u00edvate\u013eov. A to nie je v\u0161etko. Okrem v\u0161eobecn\u00fdch charakterist\u00edk sme predpokladali aj podrobn\u00fd opis atrib\u00fatovej skladby spr\u00e1v s pr\u00edkladmi hodn\u00f4t a metodol\u00f3giou v\u00fdpo\u010dtov. Tak\u00e1to detailnos\u0165 u\u017e hne\u010f poskytuje pou\u017e\u00edvate\u013eovi odpove\u010f, \u010di je spr\u00e1va pre neho u\u017eito\u010dn\u00e1 alebo nie. <\/p>\n<p>V\u00fdvoj tohoto modulu sa stal d\u00f4le\u017eit\u00fdm krokom v oblasti demokratiz\u00e1cie \u00fadajov a v\u00fdznamne skr\u00e1til \u010das h\u013eadania po\u017eadovan\u00fdch inform\u00e1ci\u00ed. Okrem skr\u00e1tenia \u010dasu h\u013eadania sa zn\u00ed\u017eil aj po\u010det dotazov na t\u00edm podpory oh\u013eadom poskytovania konzult\u00e1ci\u00ed. Treba vyzdvihn\u00fa\u0165 aj \u010fal\u0161\u00ed u\u017eito\u010dn\u00fd v\u00fdsledok, ktor\u00fd sme dosiahli, vyvinut\u00edm jednotn\u00e9ho registra spr\u00e1v \u2013 zabr\u00e1nenie v\u00fdvoju duplicuj\u00facich spr\u00e1v pre r\u00f4zne \u0161truktur\u00e1lne jednotky.<\/p>\n<h2>Biznis-lexik\u00f3n<\/h2>\n<p>\nV\u0161etci viete, \u017ee aj v r\u00e1mci jednej a tej istej spolo\u010dnosti sa biznis rozpr\u00e1va r\u00f4znymi jazykmi. \u00c1no, pou\u017e\u00edvaj\u00fa tie ist\u00e9 pojmy, ale ch\u00e1p\u00fa pod nimi \u00faplne in\u00e9 veci. Rie\u0161i\u0165 tento probl\u00e9m m\u00e1 biznis-lexik\u00f3n.<\/p>\n<p>Pre n\u00e1s biznis-lexik\u00f3n nie je len pr\u00edru\u010dkou s opisom pojmov a metodol\u00f3giou v\u00fdpo\u010dtu. Je to plnohodnotn\u00e9 prostredie na v\u00fdvoj, schva\u013eovanie a odobrenie terminol\u00f3gie, budovanie vz\u0165ahov medzi pojmami a in\u00fdmi informa\u010dn\u00fdmi akt\u00edvami spolo\u010dnosti. Predt\u00fdm, ako sa term\u00edn dostane do biznis-lexik\u00f3nu, mus\u00ed prejs\u0165 v\u0161etk\u00fdmi etapami schva\u013eovania s biznis-objedn\u00e1vate\u013emi a centrom kvality \u00fadajov. Iba potom je k dispoz\u00edcii na pou\u017eitie.<\/p>\n<p>Ako som u\u017e nap\u00edsal vy\u0161\u0161ie, jedine\u010dnos\u0165 tohto n\u00e1stroja spo\u010d\u00edva v tom, \u017ee umo\u017e\u0148uje sledova\u0165 vz\u0165ahy od \u00farovne biznis-terminol\u00f3gie a\u017e po konkr\u00e9tne pou\u017e\u00edvate\u013esk\u00e9 spr\u00e1vy, v ktor\u00fdch sa pou\u017e\u00edva, ako aj po \u00farove\u0148 fyzick\u00fdch objektov datab\u00e1z.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance vlastn\u00fdmi silami\" src=\"\/wp-content\/uploads\/2020\/04\/ff3c8b35baee205577c3178e69e74679.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nTo sa stalo mo\u017en\u00e9 v\u010faka pou\u017e\u00edvaniu identifik\u00e1torov pojmov lexik\u00f3nu v podrobnom opise spr\u00e1v z registra a opisu fyzick\u00fdch objektov datab\u00e1z. <\/p>\n<p>Aktu\u00e1lne je v glos\u00e1ri definovan\u00fdch a schv\u00e1len\u00fdch viac ako 4000 term\u00ednov. Jeho pou\u017e\u00edvanie zjednodu\u0161uje a zr\u00fdch\u013euje spracovanie prich\u00e1dzaj\u00facich \u017eiadost\u00ed o zmeny v informa\u010dn\u00fdch syst\u00e9moch spolo\u010dnosti. Ak je po\u017eadovan\u00fd ukazovate\u013e u\u017e implementovan\u00fd v niektorom reporte, pou\u017e\u00edvate\u013e okam\u017eite uvid\u00ed s\u00fabor pripraven\u00fdch reportov, kde je tento ukazovate\u013e pou\u017eit\u00fd, a m\u00f4\u017ee sa rozhodn\u00fa\u0165 o efekt\u00edvnom op\u00e4tovnom vyu\u017eit\u00ed existuj\u00facej funkcionality alebo o minim\u00e1lnych \u00faprav\u00e1ch bez iniciovania nov\u00fdch \u017eiadost\u00ed na v\u00fdvoj nov\u00e9ho reportu.<\/p>\n<h2>Modul popisu technick\u00fdch transform\u00e1ci\u00ed a DataLineage<\/h2>\n<p>\nP\u00fdtate sa, \u010do s\u00fa tieto moduly? Nesta\u010d\u00ed len zavies\u0165 Register reportu a Glos\u00e1r, potrebn\u00e9 je tie\u017e ukotvi\u0165 v\u0161etky obchodn\u00e9 term\u00edny na fyzick\u00fd model datab\u00e1z. T\u00fdmto sp\u00f4sobom sme mohli dokon\u010di\u0165 proces vytv\u00e1rania \u017eivotn\u00e9ho cyklu d\u00e1t od zdrojov\u00fdch syst\u00e9mov a\u017e po BI vizualiz\u00e1ciu cez v\u0161etky vrstvy d\u00e1tov\u00e9ho skladu. In\u00fdmi slovami \u2014 postavi\u0165 DataLineage.<\/p>\n<p>Vyvinuli sme rozhranie, ktor\u00e9ho z\u00e1kladom bol form\u00e1t popisu pravidiel a logiky transform\u00e1cie d\u00e1t, ktor\u00fd sa predt\u00fdm pou\u017e\u00edval v spolo\u010dnosti. Prostredn\u00edctvom tohto rozhrania sa zav\u00e1dza t\u00e1 ist\u00e1 inform\u00e1cia, ako predt\u00fdm, av\u0161ak povinn\u00fdm predpokladom sa stalo ur\u010denie identifik\u00e1tora term\u00ednu z obchodn\u00e9ho glos\u00e1ra. T\u00fdmto sp\u00f4sobom budujeme spojenie medzi obchodn\u00fdmi a fyzick\u00fdmi vrstvami.<\/p>\n<p>Komu je to potrebn\u00e9? \u010c\u00edm bol star\u00fd form\u00e1t nevyhovuj\u00faci, s ktor\u00fdm sme pracovali nieko\u013eko rokov? O ko\u013eko sa zv\u00fd\u0161ili pracovn\u00e9 n\u00e1klady na formulovanie po\u017eiadaviek? S tak\u00fdmito ot\u00e1zkami sme sa museli stret\u00e1va\u0165 po\u010das implement\u00e1cie n\u00e1stroja. Odpovede s\u00fa pomerne jednoduch\u00e9 \u2013 je to potrebn\u00e9 n\u00e1m v\u0161etk\u00fdm, d\u00e1tov\u00e9mu \u00faradu na\u0161ej spolo\u010dnosti a na\u0161im pou\u017e\u00edvate\u013eom.<\/p>\n<p>Naozaj, zamestnanci museli zmeni\u0165 svoje zvyky, \u010do zpo\u010diatku viedlo k miernym n\u00e1rastom pracovnej n\u00e1mahy pri pr\u00edprave dokument\u00e1cie, ale s t\u00fdmto probl\u00e9mom sme sa vysporiadali. Prax, identifik\u00e1cia a optimaliz\u00e1cia probl\u00e9mov\u00fdch miest priniesli svoje ovocie. Dosiahli sme to najd\u00f4le\u017eitej\u0161ie \u2014 zv\u00fd\u0161ili sme kvalitu vypracovan\u00fdch po\u017eiadaviek. Povinn\u00e9 polia, unifikovan\u00e9 pr\u00edru\u010dky, vstupn\u00e9 masky, vstavan\u00e9 kontroly \u2013 to v\u0161etko umo\u017enilo v\u00fdrazne zv\u00fd\u0161i\u0165 kvalitu popisov transform\u00e1ci\u00ed. Odi\u0161li sme od praxe zasielania skriptov vo forme po\u017eiadaviek na v\u00fdvoj a zdie\u013eali sme vedomosti, ktor\u00e9 boli predt\u00fdm dostupn\u00e9 len t\u00edmu, ktor\u00fd sa venoval v\u00fdvoju. Vytvoren\u00e1 datab\u00e1za metad\u00e1t zna\u010dne skracuje \u010das potrebn\u00fd na vykonanie regresnej anal\u00fdzy a zabezpe\u010duje r\u00fdchlu evalu\u00e1ciu vplyvu zmien na akejko\u013evek \u00farovni IT prostredia (reporty vitr\u00edny, agreg\u00e1ty, zdroje).<\/p>\n<p>A \u010do maj\u00fa s t\u00fdm spolo\u010dn\u00e9 be\u017en\u00ed pou\u017e\u00edvatelia reportov, ak\u00e9 s\u00fa v\u00fdhody pre nich? V\u010faka mo\u017enosti vytv\u00e1ra\u0165 DataLineage na\u0161i pou\u017e\u00edvatelia, aj t\u00ed, ktor\u00ed s\u00fa \u010faleko od SQL a in\u00fdch programovac\u00edch jazykov, r\u00fdchlo z\u00edskavaj\u00fa inform\u00e1cie o zdrojoch a objektoch, na z\u00e1klade ktor\u00fdch je vytv\u00e1ran\u00fd ur\u010dit\u00fd report.<\/p>\n<h2>Modul kontroly kvality d\u00e1t<\/h2>\n<p>\nV\u0161etko, o \u010dom sme hovorili vy\u0161\u0161ie v s\u00favislosti s zabezpe\u010den\u00edm transparentnosti d\u00e1t, nem\u00e1 zmysel bez pochopenia toho, \u017ee \u00fadaje, ktor\u00e9 poskytujeme pou\u017e\u00edvate\u013eom, s\u00fa spr\u00e1vne. Jeden z d\u00f4le\u017eit\u00fdch modulov na\u0161ej koncepcie Data Governance je modul kontroly kvality d\u00e1t.<\/p>\n<p>V s\u00fa\u010dasnej f\u00e1ze je to katal\u00f3g kontrol pre v\u00fdberov\u00e9 entity. Najbli\u017e\u0161\u00edm cie\u013eom rozvoja produktu je roz\u0161\u00edrenie zoznamu kontrol a integr\u00e1cia s registrom reportov.<br \/>\n\u010co to prinesie a komu? Pre koncov\u00e9ho pou\u017e\u00edvate\u013ea registra bude k dispoz\u00edcii inform\u00e1cia o pl\u00e1novan\u00fdch a skuto\u010dn\u00fdch d\u00e1tumoch dokon\u010denia reportu, v\u00fdsledky vykonan\u00fdch kontrol s dynamikou, \u00fadaje o na\u010d\u00edtan\u00fdch zdrojoch do reportu.<\/p>\n<p>Pre n\u00e1s integrovan\u00fd modul kontroly kvality d\u00e1t v pracovn\u00fdch procesoch predstavuje:<\/p>\n<ul>\n<li>Operat\u00edvne formovanie o\u010dak\u00e1van\u00ed z\u00e1kazn\u00edkov.<\/li>\n<li>Rozhodovanie o \u010fal\u0161om vyu\u017eit\u00ed d\u00e1t.<\/li>\n<li>Z\u00edskanie predbe\u017en\u00e9ho s\u00faboru probl\u00e9mov\u00fdch bodov v po\u010diato\u010dn\u00fdch f\u00e1zach pr\u00e1c na v\u00fdvoji pravideln\u00fdch kontrol kvality.<\/li>\n<\/ul>\n<p>\nUr\u010dite, toto s\u00fa prv\u00e9 kroky k vytvoreniu plnohodnotn\u00e9ho procesu spr\u00e1vy \u00fadajov. Sme v\u0161ak presved\u010den\u00ed, \u017ee len cie\u013eavedom\u00fdm anga\u017eovan\u00edm sa v tejto pr\u00e1ci a akt\u00edvnym zav\u00e1dzan\u00edm n\u00e1strojov DataGovernance do pracovn\u00e9ho procesu zabezpe\u010d\u00edme na\u0161im klientom informovanos\u0165, vysok\u00fa \u00farove\u0148 d\u00f4very v \u00fadaje, transparentnos\u0165 ich z\u00edskavania a zv\u00fd\u0161ime r\u00fdchlos\u0165 zav\u00e1dzania novej funk\u010dnosti.<\/p>\n<p><i>T\u00edm 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 5.0.5 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! 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