{"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\/az\/blog\/administrirovanie\/datagovernance-svoimi-silami","title":{"rendered":"DataGovernance \u00f6z g\u00fccl\u0259rimizl\u0259","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Salam, Habr!<\/p>\n<p>M\u0259lumatlar \u2014 \u015firk\u0259tin \u0259n d\u0259y\u0259rli aktividir. Bu, dem\u0259k olar ki, h\u0259r digital y\u00f6n\u00fcml\u00fc \u015firk\u0259t t\u0259r\u0259find\u0259n bildirilir. Bununla m\u00fcbahis\u0259 etm\u0259k \u00e7\u0259tindir: m\u0259lumatlar\u0131n idar\u0259 edilm\u0259si, saxlanmas\u0131 v\u0259 emal\u0131 yana\u015fmalar\u0131n\u0131n m\u00fczakir\u0259si olmadan indi he\u00e7 bir iri IT konfrans\u0131 ba\u015f tutmur.<\/p>\n<p>M\u0259lumatlar biz\u0259 xaricd\u0259n g\u0259lir, el\u0259c\u0259 d\u0259 \u015firk\u0259t daxilind\u0259 formala\u015f\u0131r; \u0259g\u0259r telekom \u015firk\u0259tinin m\u0259lumatlar\u0131ndan dan\u0131\u015fsaq, bu, daxili i\u015f\u00e7il\u0259r \u00fc\u00e7\u00fcn m\u00fc\u015ft\u0259ri, onun maraqlar\u0131, v\u0259rdi\u015fl\u0259ri, yerl\u0259\u015fm\u0259si haqq\u0131nda m\u0259lumatla z\u0259ngin bir x\u0259zin\u0259dir. D\u00fczg\u00fcn profill\u0259\u015fdirm\u0259 v\u0259 seqmentl\u0259\u015fdirm\u0259 il\u0259 reklam t\u0259klifl\u0259ri daha effektiv olur. Ancaq praktikada h\u0259r \u015fey o q\u0259d\u0259r d\u0259 \u00fcmidverici deyil. \u015eirk\u0259tl\u0259rin saxlad\u0131\u011f\u0131 m\u0259lumatlar b\u0259z\u0259n tamamil\u0259 k\u00f6hn\u0259lmi\u015f, h\u0259ddind\u0259n art\u0131q, t\u0259krar olunan, ya da onlar\u0131n varl\u0131\u011f\u0131ndan yaln\u0131z dar bir istifad\u0259\u00e7i qrupunun x\u0259b\u0259ri var. <\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/rostelecom\/blog\/495934\/\"><img decoding=\"async\" alt=\"DataGovernance \u00f6z g\u00fccl\u0259rimizl\u0259\" src=\"\/wp-content\/uploads\/2020\/04\/612de9bc3f0df4fafdee9d1dffa94d05.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nBir s\u00f6zl\u0259, m\u0259lumatlar\u0131 effektiv idar\u0259 etm\u0259k laz\u0131md\u0131r \u2013 yaln\u0131z bu halda onlar biznes\u0259 real fayda v\u0259 g\u0259lir g\u0259tir\u0259n aktiv\u0259 \u00e7evril\u0259c\u0259k. T\u0259\u0259ss\u00fcf ki, m\u0259lumatlar\u0131n idar\u0259 edilm\u0259si il\u0259 ba\u011fl\u0131 m\u0259s\u0259l\u0259l\u0259ri h\u0259ll etm\u0259k \u00fc\u00e7\u00fcn bir \u00e7ox \u00e7\u0259tinlikl\u0259ri a\u015fmaq laz\u0131md\u0131r. Bu \u00e7\u0259tinlikl\u0259r daha \u00e7ox \u00abzoo park\u00bb sisteml\u0259rinin tarixsal irsi v\u0259 onlarla ba\u011fl\u0131 vahid prosesl\u0259rin v\u0259 yana\u015fmalar\u0131n olmamas\u0131ndan ir\u0259li g\u0259lir. Ancaq \u00abm\u0259lumatlar\u0131 idar\u0259 etm\u0259k\u00bb n\u0259 dem\u0259kdir?<\/p>\n<p>Tam olaraq bunu m\u00fczakir\u0259 ed\u0259c\u0259yik, el\u0259c\u0259 d\u0259 a\u00e7\u0131q m\u0259nb\u0259 texnologiyalar\u0131m\u0131za nec\u0259 k\u00f6m\u0259k etdiyini.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nStrategiyan\u0131n m\u0259lumatlar\u0131n idar\u0259 edilm\u0259si (Data Governance - DG) konsepsiyas\u0131 art\u0131q Rusiya bazar\u0131nda kifay\u0259t q\u0259d\u0259r tan\u0131nm\u0131\u015fd\u0131r v\u0259 biznesin onu t\u0259tbiq etdiyi zaman \u0259ld\u0259 etdiyi m\u0259qs\u0259dl\u0259r ayd\u0131nd\u0131r v\u0259 d\u0259qiq \u015f\u0259kild\u0259 ifad\u0259 edilir. \u015eirk\u0259timiz d\u0259 istisna olmad\u0131 v\u0259 m\u0259lumatlar\u0131n idar\u0259 edilm\u0259si konsepsiyas\u0131n\u0131 t\u0259tbiq etm\u0259yi h\u0259d\u0259fl\u0259di.<\/p>\n<p>Bel\u0259likl\u0259, haradan ba\u015flad\u0131q? \u0130lk n\u00f6vb\u0259d\u0259, \u00f6z\u00fcm\u00fcz \u00fc\u00e7\u00fcn \u0259sas m\u0259qs\u0259d\u0259ri m\u00fc\u0259yy\u0259n etdik:<\/p>\n<ol>\n<li>M\u0259lumatlar\u0131m\u0131za giri\u015fin t\u0259min edilm\u0259si.<\/li>\n<li>M\u0259lumatlar\u0131n h\u0259yat d\u00f6vr\u00fcn\u00fcn \u015f\u0259ffafl\u0131\u011f\u0131n\u0131n t\u0259min edilm\u0259si.<\/li>\n<li>\u015eirk\u0259t istifad\u0259\u00e7il\u0259rin\u0259 raz\u0131la\u015fd\u0131r\u0131lm\u0131\u015f, m\u00fcbahis\u0259siz m\u0259lumatlar\u0131n t\u0259qdim edilm\u0259si.<\/li>\n<li>\u015eirk\u0259t istifad\u0259\u00e7il\u0259rin\u0259 t\u0259sdiql\u0259nmi\u015f m\u0259lumatlar\u0131n t\u0259qdim edilm\u0259si.<\/li>\n<\/ol>\n<p>\nHaz\u0131rda bazarda Data Governance kateqoriyas\u0131na aid bir ne\u00e7\u0259 proqram t\u0259minat\u0131 al\u0259ti m\u00f6vcuddur.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance \u00f6z g\u00fccl\u0259rimizl\u0259\" src=\"\/wp-content\/uploads\/2020\/04\/aacfa4e149a42c428ba1cae1f152aae0.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nAncaq detall\u0131 t\u0259hlil v\u0259 h\u0259ll yollar\u0131n\u0131 ara\u015fd\u0131rd\u0131qdan sonra biz \u00f6z\u00fcm\u00fcz \u00fc\u00e7\u00fcn bir s\u0131ra ciddi m\u00fc\u015fahid\u0259l\u0259r qeyd\u0259 ald\u0131q:<\/p>\n<ul>\n<li>\u018fks\u0259r istehsal\u00e7\u0131lar kompleks h\u0259ll\u0259r paketi t\u0259qdim edirl\u0259r ki, bu da bizim \u00fc\u00e7\u00fcn h\u0259ddind\u0259n art\u0131qd\u0131r v\u0259 art\u0131q m\u00f6vcud olan funksionall\u0131\u011f\u0131 t\u0259krar edir. \u00dcst\u0259lik, cari IT m\u0259nz\u0259r\u0259sin\u0259 inteqrasiya bax\u0131m\u0131ndan resurslar \u00fc\u00e7\u00fcn bahal\u0131d\u0131r.<\/li>\n<li>Funksionall\u0131q v\u0259 interfeys texnoloqlar \u00fc\u00e7\u00fcn n\u0259z\u0259rd\u0259 tutulub v\u0259 son istifad\u0259\u00e7i biznes m\u00fct\u0259x\u0259ssisl\u0259ri \u00fc\u00e7\u00fcn deyil.<\/li>\n<li>M\u0259hsullar\u0131n az populyarl\u0131\u011f\u0131 v\u0259 Rusiya bazar\u0131nda u\u011furlu t\u0259tbiql\u0259rin olmamas\u0131.<\/li>\n<li>Proqram t\u0259minat\u0131n\u0131n v\u0259 onun d\u0259st\u0259yinin y\u00fcks\u0259k qiym\u0259ti.<\/li>\n<\/ul>\n<p>\nYuxar\u0131da qeyd olunan meyarlar v\u0259 t\u00f6vsiy\u0259l\u0259r, Rusiya \u015firk\u0259tl\u0259ri \u00fc\u00e7\u00fcn proqram t\u0259minat\u0131n\u0131 yerli \u015f\u0259kild\u0259 d\u0259yi\u015fdirm\u0259k m\u0259qs\u0259diyl\u0259 bizi a\u00e7\u0131q m\u0259nb\u0259 texnologiyalar\u0131 istifad\u0259 ed\u0259r\u0259k \u00f6z inki\u015faf\u0131m\u0131za y\u00f6n\u0259lm\u0259y\u0259 inand\u0131rd\u0131. Platforma kimi Django se\u00e7ildi \u2013 Python dilind\u0259 yaz\u0131lm\u0131\u015f pulsuz v\u0259 a\u00e7\u0131q bir \u00e7\u0259r\u00e7iv\u0259dir. Bel\u0259likl\u0259, biz \u00f6z\u00fcm\u00fcz \u00fc\u00e7\u00fcn bu m\u0259qs\u0259dl\u0259ri d\u0259st\u0259kl\u0259y\u0259c\u0259k \u0259sas modullar\u0131 m\u00fc\u0259yy\u0259n etdik:<\/p>\n<ol>\n<li>Hesabatlar reyestri.<\/li>\n<li>Biznes l\u00fc\u011f\u0259ti.<\/li>\n<li>Texniki transformasiyalar\u0131n t\u0259svir modulu.<\/li>\n<li>M\u0259lumatlar\u0131n m\u0259nb\u0259d\u0259n BI vasit\u0259sin\u0259 q\u0259d\u0259r h\u0259yat d\u00f6vr\u00fcn\u00fc t\u0259svir ed\u0259n modul.<\/li>\n<li>M\u0259lumatlar\u0131n keyfiyy\u0259tin\u0259 n\u0259zar\u0259t modulu.<\/li>\n<\/ol>\n<p>\n<img decoding=\"async\" alt=\"DataGovernance \u00f6z g\u00fccl\u0259rimizl\u0259\" src=\"\/wp-content\/uploads\/2020\/04\/4645b9d360652319a341836584ca42ca.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h2>Hesabatlar reyestri<\/h2>\n<p>\nB\u00f6y\u00fck \u015firk\u0259tl\u0259rd\u0259 apar\u0131lan daxili t\u0259dqiqatlar\u0131n n\u0259tic\u0259l\u0259rin\u0259 g\u00f6r\u0259, m\u0259lumatlarla ba\u011fl\u0131 m\u0259s\u0259l\u0259l\u0259ri h\u0259ll ed\u0259rk\u0259n i\u015f\u00e7il\u0259r 40-80% vaxtlar\u0131n\u0131 onlar\u0131n axtar\u0131\u015f\u0131na s\u0259rf edirl\u0259r. Bu s\u0259b\u0259bd\u0259n, \u0259vv\u0259ll\u0259r yaln\u0131z sifari\u015f\u00e7il\u0259r\u0259 t\u0259qdim edil\u0259n m\u00f6vcud hesabatlar haqq\u0131nda m\u0259lumat\u0131 a\u00e7\u0131q etm\u0259k m\u0259qs\u0259dini qoyduq. Bel\u0259likl\u0259, yeni hesabatlar\u0131n haz\u0131rlanma m\u00fcdd\u0259tini q\u0131sald\u0131r v\u0259 m\u0259lumatlar\u0131n demokratikl\u0259\u015fdirilm\u0259sini t\u0259min edirik.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance \u00f6z g\u00fccl\u0259rimizl\u0259\" src=\"\/wp-content\/uploads\/2020\/04\/1186a88bdfbcd4dc6c66defc0911e85e.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nHesabatlar reyestri m\u00fcxt\u0259lif regionalardan, \u015f\u00f6b\u0259l\u0259rd\u0259n, b\u00f6lm\u0259l\u0259rd\u0259n olan daxili istifad\u0259\u00e7il\u0259r \u00fc\u00e7\u00fcn bir p\u0259nc\u0259r\u0259 hal\u0131na g\u0259ldi. Burada \u015firk\u0259tin bir ne\u00e7\u0259 korporativ anbar\u0131nda yarad\u0131lan informasiya xidm\u0259tl\u0259ri il\u0259 ba\u011fl\u0131 m\u0259lumatlar konsolidasiya olunmu\u015fdur, RoStelecom-da is\u0259 bunlardan kifay\u0259t q\u0259d\u0259r \u00e7oxdur.<\/p>\n<p>Ancaq reyestr \u2013 haz\u0131rlanan hesabatlar\u0131n sad\u0259c\u0259 quru siyah\u0131s\u0131 deyil. H\u0259r bir hesabat \u00fc\u00e7\u00fcn istifad\u0259\u00e7ini m\u00fcst\u0259qil \u015f\u0259kild\u0259 tan\u0131\u015f olmas\u0131 \u00fc\u00e7\u00fcn z\u0259ruri olan m\u0259lumatlar t\u0259qdim edirik:<\/p>\n<ul>\n<li>hesabat\u0131n q\u0131sa t\u0259sviri;<\/li>\n<li>m\u0259lumatlar\u0131n m\u00f6vcudluq d\u0259rinliyi;<\/li>\n<li>sifari\u015f\u00e7i seqmenti;<\/li>\n<li>vizualla\u015fd\u0131rma al\u0259ti;<\/li>\n<li>korporativ anbar\u0131n ad\u0131;<\/li>\n<li>biznes-funksional t\u0259l\u0259bl\u0259r;<\/li>\n<li>hesabata ke\u00e7id;<\/li>\n<li>giri\u015f t\u0259l\u0259bi \u00fc\u00e7\u00fcn ke\u00e7id;<\/li>\n<li>icra statusu.<\/li>\n<\/ul>\n<p>\nHesabatlar\u0131n istifad\u0259 s\u0259viyy\u0259si il\u0259 ba\u011fl\u0131 analitika m\u00f6vcuddur v\u0259 hesabatlar unikal istifad\u0259\u00e7il\u0259rin say\u0131 \u0259sas\u0131nda analitikl\u0259r\u0259 \u0259sas\u0259n siyah\u0131n\u0131n zirv\u0259l\u0259rin\u0259 d\u00fc\u015f\u00fcr. V\u0259 bu h\u0259l\u0259 deyil. \u00dcmumi x\u00fcsusiyy\u0259tl\u0259rd\u0259n ba\u015fqa, hesabatlar\u0131n atribut yaz\u0131s\u0131 il\u0259 ba\u011fl\u0131 detall\u0131 t\u0259svirini, n\u00fcmun\u0259 d\u0259y\u0259rl\u0259rini v\u0259 hesablamalar\u0131n metodikas\u0131n\u0131 da n\u0259z\u0259rd\u0259 tutmu\u015fuq. Bu c\u00fcr detall\u0131l\u0131q, d\u0259rhal istifad\u0259\u00e7iy\u0259 hesabat\u0131n ona faydal\u0131 olub-olmad\u0131\u011f\u0131n\u0131 cavab verir. <\/p>\n<p>Bu modulun haz\u0131rlanmas\u0131 m\u0259lumatlar\u0131n demokratikl\u0259\u015fdirilm\u0259si istiqam\u0259tind\u0259 \u0259h\u0259miyy\u0259tli bir add\u0131m oldu v\u0259 t\u0259l\u0259b olunan m\u0259lumat\u0131 axtar\u0131\u015f m\u00fcdd\u0259tini \u0259h\u0259miyy\u0259tli d\u0259r\u0259c\u0259d\u0259 azald\u0131. Axtar\u0131\u015f m\u00fcdd\u0259tinin azalmas\u0131 il\u0259 yana\u015f\u0131, bilgi il\u0259 ba\u011fl\u0131 yard\u0131m komandas\u0131ndan t\u0259l\u0259bl\u0259rin say\u0131 da azald\u0131. B\u00fct\u00fcn bunlarla yana\u015f\u0131, biz birl\u0259\u015fdirilmi\u015f hesabat reyestrini haz\u0131rlayaraq f\u0259rqli struktur vahidl\u0259ri \u00fc\u00e7\u00fcn t\u0259krarlanan hesabatlar\u0131n inki\u015faf\u0131n\u0131 da qabaqca alm\u0131\u015f olduq.<\/p>\n<h2>Biznes l\u00fc\u011f\u0259ti<\/h2>\n<p>\nHam\u0131 bilirsiniz ki, eyni \u015firk\u0259t daxilind\u0259 biznes bir ne\u00e7\u0259 dild\u0259 dan\u0131\u015f\u0131r. B\u0259li, eyni terminl\u0259rd\u0259n istifad\u0259 olunur, lakin onlar\u0131n arxas\u0131nda tamamil\u0259 f\u0259rqli m\u0259nalar var. Bu problemi h\u0259ll etm\u0259k \u00fc\u00e7\u00fcn biznes l\u00fc\u011f\u0259ti f\u0259aliyy\u0259t g\u00f6st\u0259rir.<\/p>\n<p>Bizim \u00fc\u00e7\u00fcn biznes l\u00fc\u011f\u0259ti yaln\u0131z terminl\u0259rin v\u0259 hesablama metodologiyas\u0131n\u0131n t\u0259sviri il\u0259 \u0259hat\u0259 olunan bir qaynaq deyil. Bu, terminologiyan\u0131n inki\u015faf\u0131, raz\u0131la\u015fd\u0131r\u0131lmas\u0131 v\u0259 t\u0259sdiqi, h\u0259m\u00e7inin terminl\u0259rin \u015firk\u0259tin dig\u0259r informasiya aktivl\u0259ri il\u0259 \u0259laq\u0259l\u0259rinin qurulmas\u0131 \u00fc\u00e7\u00fcn tam m\u00fchitdir. Biznes l\u00fc\u011f\u0259tin\u0259 daxil olmaq \u00fc\u00e7\u00fcn bir termin, biznes sifari\u015f\u00e7il\u0259ri v\u0259 m\u0259lumat keyfiyy\u0259ti m\u0259rk\u0259zi il\u0259 b\u00fct\u00fcn raz\u0131la\u015fd\u0131rma m\u0259rh\u0259l\u0259l\u0259rind\u0259n ke\u00e7m\u0259lidir. Yaln\u0131z bu m\u0259rh\u0259l\u0259l\u0259rd\u0259n sonra o, istifad\u0259y\u0259 a\u00e7\u0131l\u0131r.<\/p>\n<p>Yuxar\u0131da qeyd etdiyim kimi, bu al\u0259tin unikal \u00fcst\u00fcnl\u00fcy\u00fc odur ki, o, biznes terminind\u0259n istifad\u0259 olunan konkret istifad\u0259\u00e7i hesabatlar\u0131na v\u0259 veril\u0259nl\u0259r bazas\u0131n\u0131n fiziki obyektl\u0259rin\u0259 q\u0259d\u0259r \u0259laq\u0259l\u0259r qurma\u011f\u0131 imkan verir.<\/p>\n<p><img decoding=\"async\" alt=\"DataGovernance \u00f6z g\u00fccl\u0259rimizl\u0259\" src=\"\/wp-content\/uploads\/2020\/04\/ff3c8b35baee205577c3178e69e74679.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nBu, l\u00fc\u011f\u0259tin terminl\u0259rinin identifikatorlar\u0131ndan, hesabatlar qeydiyyat\u0131nda \u0259trafl\u0131 t\u0259svirl\u0259rd\u0259 v\u0259 veril\u0259nl\u0259r bazas\u0131 fiziki obyektl\u0259rinin t\u0259svirind\u0259 istifad\u0259 etm\u0259kl\u0259 m\u00fcmk\u00fcn oldu. <\/p>\n<p>Haz\u0131rda L\u00fc\u011f\u0259td\u0259 4000-d\u0259n art\u0131q termin m\u00fc\u0259yy\u0259nl\u0259\u015fdirilib v\u0259 raz\u0131la\u015fd\u0131r\u0131l\u0131b. Bunun istifad\u0259si, \u015firk\u0259tin informasiya sisteml\u0259rind\u0259 d\u0259yi\u015fiklik \u00fc\u00e7\u00fcn daxil olan sor\u011fular\u0131n emal\u0131n\u0131 asanla\u015fd\u0131r\u0131r v\u0259 s\u00fcr\u0259tl\u0259ndirir. T\u0259l\u0259b olunan g\u00f6st\u0259rici art\u0131q hans\u0131sa hesabatda t\u0259tbiq edilibs\u0259, istifad\u0259\u00e7i d\u0259rhal bu g\u00f6st\u0259ricinin istifad\u0259 olundu\u011fu haz\u0131r hesabatlar\u0131n d\u0259stini g\u00f6r\u0259 bil\u0259r v\u0259 m\u00f6vcud funksionall\u0131\u011f\u0131 effektiv \u015f\u0259kild\u0259 t\u0259krar istifad\u0259 etm\u0259k v\u0259 ya onu minimum d\u0259r\u0259c\u0259d\u0259 inki\u015faf etdirm\u0259k q\u0259rar\u0131n\u0131 ver\u0259 bil\u0259r, yeni hesabat\u0131n haz\u0131rlanmas\u0131 \u00fc\u00e7\u00fcn sor\u011fular\u0131n verilm\u0259sin\u0259 ehtiyac olmadan.<\/p>\n<h2>Texniki transformasiyalar\u0131n v\u0259 DataLineage-in t\u0259sviri modulu<\/h2>\n<p>\nSiz soru\u015facaqs\u0131n\u0131z, bu modullar n\u0259dir? Hesabatlar qeydiyyat\u0131 v\u0259 L\u00fc\u011f\u0259tin t\u0259tbiqi kifay\u0259t deyil, b\u00fct\u00fcn biznes terminl\u0259ri il\u0259 fiziki veril\u0259nl\u0259r bazas\u0131 modelini bir araya g\u0259tirm\u0259k d\u0259 vacibdir. Bel\u0259likl\u0259, biz m\u0259lumatlar\u0131n h\u0259yat d\u00f6vr\u00fcn\u00fcn formala\u015fma prosesini m\u0259nb\u0259 sisteml\u0259rind\u0259n BI vizualla\u015fd\u0131rmas\u0131na q\u0259d\u0259r, m\u0259lumat anbar\u0131n\u0131n b\u00fct\u00fcn t\u0259b\u0259q\u0259l\u0259rind\u0259n ke\u00e7\u0259r\u0259k tamamlam\u0131\u015f olduq. Ba\u015fqa s\u00f6zl\u0259 des\u0259k, DataLineage-i in\u015fa etdik.<\/p>\n<p>Biz, \u0259vv\u0259ll\u0259r \u015firk\u0259td\u0259 istifad\u0259 olunan m\u0259lumat transformasiyas\u0131 qaydalar\u0131 v\u0259 loqikas\u0131n\u0131n t\u0259sviri format\u0131na \u0259saslanan bir interfeys haz\u0131rlam\u0131\u015f\u0131q. \u0130stifad\u0259\u00e7i interfeysi il\u0259 eyni informasiya daxil edilir, lakin m\u00fctl\u0259q \u015f\u0259rt olaraq biznes l\u00fc\u011f\u0259tind\u0259n termin identifikatorunun m\u00fc\u0259yy\u0259n edilm\u0259si t\u0259l\u0259b olunur. Bel\u0259likl\u0259, biz biznes v\u0259 fiziki t\u0259b\u0259q\u0259l\u0259r aras\u0131nda \u0259laq\u0259 qururuq.<\/p>\n<p>Bunun kim\u0259 laz\u0131m oldu\u011funu d\u00fc\u015f\u00fcn\u00fcrs\u00fcn\u00fcz? Bir ne\u00e7\u0259 il i\u015fl\u0259diyimiz k\u00f6hn\u0259 format bizi niy\u0259 qane etmir? T\u0259l\u0259bl\u0259rin formala\u015fmas\u0131na g\u00f6r\u0259 \u0259m\u0259k t\u0259l\u0259bl\u0259ri n\u0259 q\u0259d\u0259r artd\u0131? Bu suallarla al\u0259tl\u0259rin t\u0259tbiqi zaman\u0131 qar\u015f\u0131la\u015fd\u0131q. Burada cavablar olduqca sad\u0259dir \u2013 bu, ham\u0131m\u0131za, \u015firk\u0259timizin data ofisin\u0259 v\u0259 istifad\u0259\u00e7il\u0259rimiz\u0259 laz\u0131md\u0131r.<\/p>\n<p>H\u0259qiq\u0259t\u0259n, \u0259m\u0259kda\u015flar yenid\u0259n strukturla\u015fma\u011fa m\u0259cbur oldular, ilk ba\u015fda bu, s\u0259n\u0259dl\u0259rin haz\u0131rlanmas\u0131nda \u0259m\u0259k t\u0259l\u0259bl\u0259rinin c\u00fczi art\u0131m\u0131na s\u0259b\u0259b oldu, amma bu m\u0259s\u0259l\u0259yl\u0259 m\u0259\u015f\u011ful olduq. Praktika, probleml\u0259rin a\u015fkarlanmas\u0131 v\u0259 optimizasiyas\u0131 \u00f6z i\u015fini g\u00f6rd\u00fc. \u018fsas m\u0259qs\u0259dimiz\u0259 nail olduq \u2013 haz\u0131rlanm\u0131\u015f t\u0259l\u0259bl\u0259rin keyfiyy\u0259tini art\u0131rd\u0131q. Doldurulmas\u0131 m\u00fctl\u0259q olan sah\u0259l\u0259r, standartla\u015fd\u0131r\u0131lm\u0131\u015f g\u00f6st\u0259ricil\u0259r, giri\u015f maskalar\u0131, daxili yoxlamalar \u2013 b\u00fct\u00fcn bunlar transformasiyalar\u0131n t\u0259svirl\u0259rinin keyfiyy\u0259tini xeyli art\u0131rma\u011fa imkan yaratd\u0131. \u0130ll\u0259rl\u0259 inki\u015faf ehtiyatlar\u0131n\u0131 t\u0259l\u0259bl\u0259r \u015f\u0259klind\u0259 \u00f6t\u00fcrm\u0259 praktikas\u0131ndan uzaqla\u015fd\u0131q, yaln\u0131z inki\u015fafla m\u0259\u015f\u011ful olan komandaya aid olan bilikl\u0259ri payla\u015fd\u0131q. Yaranm\u0131\u015f metadata bazas\u0131, t\u0259rs analiz \u00fc\u00e7\u00fcn zaman x\u0259rcl\u0259rini k\u0259skin \u015f\u0259kild\u0259 azaltma\u011fa v\u0259 \u0130T m\u0259nz\u0259r\u0259sinin ist\u0259nil\u0259n qat\u0131nda d\u0259yi\u015fiklikl\u0259rin t\u0259sirini tez bir zamanda qiym\u0259tl\u0259ndirm\u0259y\u0259 imkan verir (\u015f\u00f6b\u0259l\u0259r \u00fczr\u0259 hesabatlar, toplay\u0131c\u0131lar, m\u0259nb\u0259l\u0259r).<\/p>\n<p>Adi hesabat istifad\u0259\u00e7il\u0259rin\u0259 bunun n\u0259 aidiyy\u0259ti var, onlara hans\u0131 \u00fcst\u00fcnl\u00fckl\u0259r t\u0259qdim edir? DataLineage qurma imkanlar\u0131 say\u0259sind\u0259 istifad\u0259\u00e7il\u0259rimiz, SQL v\u0259 dig\u0259r proqramla\u015fd\u0131rma dill\u0259rind\u0259n uzaq olsalar bel\u0259, \u0259ld\u0259 olunan hesabat\u0131n t\u0259rtib edilm\u0259si \u00fc\u00e7\u00fcn istifad\u0259 edil\u0259n m\u0259nb\u0259l\u0259r v\u0259 obyektl\u0259r bar\u0259d\u0259 m\u0259lumat\u0131 s\u00fcr\u0259tl\u0259 al\u0131rlar.<\/p>\n<h2>M\u0259lumatlar\u0131n keyfiyy\u0259tinin n\u0259zar\u0259t modulu<\/h2>\n<p>\n\u00dcst\u00fcnd\u0259 dan\u0131\u015fd\u0131\u011f\u0131m\u0131z b\u00fct\u00fcn \u015fi\u015firdilm\u0259si, m\u0259lumatlar\u0131n istifad\u0259\u00e7il\u0259r\u0259 d\u00fczg\u00fcn olaraq t\u0259qdim edilm\u0259diyind\u0259 m\u0259nas\u0131zd\u0131r. Bizim Data Governance konsepsiyam\u0131z\u0131n m\u00fch\u00fcm modullar\u0131ndan biri \u2013 m\u0259lumatlar\u0131n keyfiyy\u0259tinin n\u0259zar\u0259t moduludur.<\/p>\n<p>Haz\u0131rda bu, se\u00e7ilmi\u015f obyektl\u0259r \u00fczr\u0259 yoxlamalar\u0131n kataloqudur. M\u0259hsulun inki\u015faf\u0131 \u00fczr\u0259 yax\u0131n m\u0259qs\u0259d \u2013 yoxlamalar siyah\u0131s\u0131n\u0131n geni\u015fl\u0259ndirilm\u0259si v\u0259 hesabatlar reyestri il\u0259 inteqrasiya.<br \/>\nBu, kimin \u00fc\u00e7\u00fcn v\u0259 n\u0259 ver\u0259c\u0259k? Hesabat reyestrinin son istifad\u0259si \u00fc\u00e7\u00fcn planla\u015fd\u0131r\u0131lan v\u0259 faktiki hesabat\u0131n tamamlama tarixl\u0259ri, icra edilmi\u015f yoxlamalar\u0131n n\u0259tic\u0259l\u0259ri v\u0259 hesabatlara y\u00fckl\u0259nmi\u015f m\u0259nb\u0259l\u0259rin m\u0259lumatlar\u0131 \u0259l\u00e7atan olacaq.<\/p>\n<p>Bizim i\u015f prosesl\u0259rimiz\u0259 inteqrasiya olunmu\u015f m\u0259lumat keyfiyy\u0259ti modulu bu dem\u0259kdir ki:<\/p>\n<ul>\n<li>M\u00fc\u015ft\u0259ri t\u0259l\u0259bl\u0259rinin s\u00fcr\u0259tli formala\u015fmas\u0131.<\/li>\n<li>Veril\u0259nl\u0259rin g\u0259l\u0259c\u0259k istifad\u0259si il\u0259 ba\u011fl\u0131 q\u0259rarlar\u0131n q\u0259bul edilm\u0259si.<\/li>\n<li>M\u00fcnt\u0259z\u0259m keyfiyy\u0259t n\u0259zar\u0259tl\u0259ri \u00fc\u00e7\u00fcn i\u015fl\u0259rin ba\u015flan\u011f\u0131c m\u0259rh\u0259l\u0259l\u0259rind\u0259 problemli n\u00f6qt\u0259l\u0259rin ilkin d\u0259stinin \u0259ld\u0259 edilm\u0259si.<\/li>\n<\/ul>\n<p>\n\u015e\u00fcbh\u0259siz ki, bunlar m\u0259lumat idar\u0259\u00e7iliyi prosesini qurma\u011f\u0131n ilk add\u0131mlar\u0131d\u0131r. Lakin inan\u0131r\u0131q ki, yaln\u0131z bu i\u015f\u0259 m\u0259qs\u0259dy\u00f6nl\u00fc yana\u015fma, DataGovernance al\u0259tl\u0259rini i\u015f prosesin\u0259 aktiv \u015f\u0259kild\u0259 daxil etm\u0259kl\u0259 m\u00fc\u015ft\u0259ril\u0259rimiz\u0259 m\u0259lumatlar\u0131n d\u0259qiqliyi, onlara olan etimad\u0131n y\u00fcks\u0259ldilm\u0259si, \u0259ld\u0259 edilm\u0259l\u0259rinin \u015f\u0259ffafl\u0131\u011f\u0131n\u0131n t\u0259min edilm\u0259si v\u0259 yeni funksionall\u0131qlar\u0131n t\u0259qdimat s\u00fcr\u0259tinin art\u0131r\u0131lmas\u0131 il\u0259 t\u0259min ed\u0259 bil\u0259rik.<\/p>\n<p><i>DataOffice Komandas\u0131<\/i><br \/>\n<br \/>M\u0259nb\u0259: <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 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! 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