Ukwakhiwa kwedatha kuveza ukwakheka kwenhlangano kanye nezingxenye ngazinye zesistimu yedatha yenkampani.
Ukulawulwa kwedatha okusebenzayo, ukucubungula, nokugcinwa kungobo yomlando kubalulekile ukuze amafemu enze izinqumo eziqhutshwa idatha. Amamodeli amanje kakhulu edatha yezakhiwo zedatha, njenge-Data Fabric kanye ne-Data Mesh athola ukuduma ngenxa yekhono lawo lokudlula izindlela ezivamile.
Indwangu Yedatha igcizelela ukuhlanganiswa kwedatha, ukwenziwa kwezinto ezibonakalayo, kanye nokukhipha kuyilapho i-Data Mesh igxile embusweni wentando yeningi yedatha, ubunikazi, kanye nokwenza umkhiqizo. Ezinkampanini ezizama ukuthuthukisa amasu azo okuphatha idatha, zikhuphule izinga ledatha, futhi zithuthukise amakhono okwenza izinqumo, ukuqonda lawa mamodeli kubalulekile.
Izinhlangano zingakhetha imodeli ezisebenzela kangcono izinjongo zazo futhi zicabangele izidingo zazo zobuchwepheshe nezamasiko ngokuqonda umehluko nokufana phakathi kwe-Data Mesh kanye Nendwangu Yedatha.
Kulokhu okuthunyelwe, sizobhekisisa i-Data Mesh ne-Data Fabric, kanye nomehluko phakathi kwakho nokunye okuningi.
Iyini i-Data Mesh?
I-Data Mesh umqondo wokwakha idatha osezingeni eliphezulu obeka phambili ukwenziwa kwedatha yeningi, ubunikazi, kanye nokwenza umkhiqizo. Idatha ibonakala njengomkhiqizo ku-Data Mesh, ngakho-ke ithimba ngalinye liphethe ukunemba nokuba usizo kwedatha yalo.
Umgomo uwukunikeza inkundla yokuzisiza ezovumela amaqembu ukuthi afinyelele futhi asebenzise idatha ayidingayo ngaphandle kokuthembela emaqenjini amaphakathi. Izinkundla zedatha zokuzisiza zinikeza amaqembu indlela yokulawula nokuphatha izinsiza zedatha yawo, ethuthukisa ikhwalithi yedatha futhi isheshise ukuqamba okusha.
Ukuze amaqembu athole futhi afinyelele idatha ayifunayo kuyo yonke inkampani, izimakethe zedatha nazo ziyingxenye ebalulekile ye-Data Mesh. I-Data Mesh inika amandla amaqembu ukuthi alawule futhi baphathe amafa abo edatha ngenkathi kwenziwa intando yeningi ukufinyelela kudatha, kusiza amabhizinisi ukuthi abe nedatha eshayelwa kakhulu futhi eshesha.
Ukusebenza kwe-Data Mesh
Umklamo oqhutshwa yisizinda kanye microservices architecture izisekelo ze-Data Mesh. Ukwakha i-decentralized data rchitecture kanye nokudiliza izisele zedatha kuyimigomo eyinhloko.
Ithimba ngalinye ku-Data Mesh liphethe isizinda salo sedatha, ngakho-ke yibona abalawula idatha, ikhwalithi yedatha, kanye nemiphumela yedatha. Amaqembu aphatha futhi asabalalisa idatha yawo ngezinkundla zedatha zokuzisiza kanye nezimakethe zedatha. Iqiniso lokuthi imikhiqizo yedatha ikhiqizwa njengama-API yenza kube lula kwamanye amaqembu ukuthi ayifinyelele futhi ayisebenzise.
Ukuze kugcinwe ukufana nokulawula kuyo yonke inkampani, ama-API aphethwe ithimba elilodwa lokuphatha i-API. Uhlaka lokuphatha idatha nalo luyingxenye ye-Data Mesh, futhi luveza imithetho nemihlahlandlela yobunikazi bedatha, ikhwalithi yedatha, nokuphepha kwedatha.
Izinzuzo
- I-Data Mesh ikhuthaza ukwenziwa kwedatha yentando yeningi ngokunika amandla amaqembu ukuthi alawule futhi aphathe izimpahla zawo zedatha.
- Kwenza kube nokwenzeka ukuthi iqembu ngalinye lilawule isizinda salo sedatha, okuphakamisa izinga ledatha.
- Ngaphandle kokuncika ngamaqembu amaphakathi, inikeza izinkundla zedatha zokuzisiza ezivumela amaqembu ukuthi afinyelele futhi asebenzise idatha ayidingayo.
- Ivumela amaqembu ukuthi ahlole futhi aphindaphinde ngemikhiqizo yawo yedatha, okusheshisa ukuqamba okusha.
- Iqeda ama-silos wedatha futhi isungula ukwakheka kwedatha okuhlukaniselwe indawo, ithuthukisa ukuguquguquka nokuba bukhali.
- Iqukethe izimakethe zedatha ezinikeza amaqembu indlela yokuthola nokufinyelela idatha ayidingayo kuyo yonke inkampani.
- Ingakwazi ukusekela izimfuno zedatha ezikhulayo futhi iyakala.
- Amaqembu edatha anikezwe amandla yi-Data Mesh ukuze alawule idatha yawo futhi enze izinqumo ngayo.
- Amaqembu angafinyelela kalula futhi asebenzise idatha ayidingayo ngenxa yendlela esekelwe ku-API ye-Data Mesh emikhiqizweni yedatha.
Okumbi
- Inhlangano kufanele yenzeke izinguquko ezinkulu kwezobuchwepheshe namasiko ngaphambi kokusebenzisa i-Data Mesh.
- Uma inganakekelwa ngendlela efanele, imvelo yokwahlukaniswa kwedatha ye-Data Mesh ingase iphumele ekuphindaphindeni idatha.
- Uma amaqembu angaqondani kahle, i-Data Mesh ingase ibangele izincazelo zedatha ezingqubuzanayo.
- Kungase kube nzima ukuphatha ukubusa kwedatha nokuphepha kulo lonke ibhizinisi ngenxa yesakhiwo sokuhlukaniswa kwedatha ye-Data Mesh.
- Uma kuqhathaniswa nezivamile ezimaphakathi izakhiwo zedatha, i-data mesh ingase ibe yinkimbinkimbi kakhulu.
- Uma amaqembu engaqondani kahle, i-Data Mesh ingase ihlukaniseke.
- Kungase kubize kakhulu ukusebenzisa i-Data Mesh kunamasistimu edatha asendaweni eyodwa.
Manje, kufanele ube nesithombe esicacile se-Data Mesh. Isikhathi sokubheka Indwangu Yedatha elandelwa ukufana nomehluko phakathi kwayo. Ake siqale.
Ngakho, yini i-Data Fabric?
Indwangu Yedatha imidwebo yedatha enikeza ukubuka okukodwa kwawo wonke amafa edatha angaphakathi kwenhlangano, kungakhathaliseki ukuthi ahlala kuphi. Ukuthuthukiswa kwalolu hlelo kugqugquzelwe indawo yesimanje yedatha, echazwa ukwenyuka kwenani, isivinini, kanye nokuhlukahluka kwedatha.
Izinhlangano zingaxhuma kalula idatha yazo kusukela kuhlu lwemithombo, okuhlanganisa izinhlelo zokusebenza zamafu, isizindalwazi esisendaweni, namachibi edatha, sibonga i-Data Fabric, enikeza isisombululo esivumelana nezimo nesikaliyo ekuhlanganisweni kwedatha.
Ngaphezu kwalokho, ihlinzeka ngezinga elithile le-abstraction eyenza idatha ifinyeleleke emhlabeni wonke ngaphandle kobuchwepheshe obuyisisekelo.
Izakhiwo ezisabalalisiwe ze-Data Fabric zivumela ukucutshungulwa nokuhlaziywa kwedatha ngesikhathi sangempela, kunikeze izinhlangano ukufinyelela olwazini olwengeziwe namandla okwenza izinqumo. Ubumfihlo, ukunemba, nokuhambisana kwedatha kuqinisekiswa ngokwengeziwe ngokubusa kwayo kwedatha nezingxenye zokuphepha.
I-Data Fabric ubuchwepheshe obusha obuthola ukuduma ngokushesha phakathi kwezinhlangano ezizama ukwenza ngcono izindlela zazo zokuphatha idatha futhi zithole umkhawulo wokuncintisana.
Ukusebenza Kwendwangu Yedatha
Indwangu Yedatha isebenza ngokunikeza ukubuka okukodwa kwawo wonke amafa edatha enhlangano, kungakhathaliseki ukuthi ahlala kuphi. Ukuhlanganiswa kwedatha, ukukhishwa kwedatha, kanye kusatshalaliswa ikhompyutha zisetshenziswa ngokuhambisana ukwenza lokhu.
Ukuhlanganiswa kwedatha kuhlanganisa ukuhlanganisa ulwazi oluvela emithonjeni eminingi, okuhlanganisa imininingo egciniwe yasendaweni, izinhlelo zokusebenza zamafu, namachibi edatha, nokwenza ifinyeleleke ngendlela efanayo.
Ukukhohlisa nokufinyelela kwedatha kwenziwa kwenzeke ngenqubo yokusungula isendlalelo sokuthatha esifihla ubunkimbinkimbi besakhiwo sedatha eyisisekelo. Ikhompuyutha esabalalisiwe ihlose ukucubungula nokuhlaziya idatha ngesikhathi sangempela kunethiwekhi ehlakaziwe yezinsiza zekhompuyutha.
Amabhizinisi manje angathola ngokushesha imininingwane kudatha yawo futhi athathe isinyathelo ngenxa yalokhu. Indwangu Yedatha ihlanganisa ukubuswa kwedatha nezingxenye zokuphepha ukuze kuqinisekiswe ubumfihlo bedatha, ukuthobelana, kanye nekhwalithi.
Indwangu Yedatha iyindlela yokuphatha idatha eguquguqukayo nenwebekayo futhi yathuthukiswa ukuze ihambisane nesimo samanje sedatha.
Izinzuzo
- Amabhizinisi angenza izinqumo ezisheshayo nezinolwazi kakhulu ngokusekelwe kudatha yesikhathi sangempela ngokusebenzisa indwangu yedatha, engakhuphula ukutholakala kwedatha nokufinyeleleka.
- Ukuze uphathe futhi uhlaziye amanani amakhulu edatha, indwangu yedatha inika amandla ukuhlanganiswa okungenazihibe kwedatha evela emithonjeni eminingi, okufaka phakathi indawo nedatha esekelwe emafini.
- Amabhizinisi angasebenzisa indwangu yedatha ukuze akhe inkundla yokuphatha idatha emaphakathi esiza ukushintshisana kwedatha ngesikhathi sangempela nokusebenzisana phakathi kwamathimba neminyango eminingi.
- Ukulawulwa kwedatha namandla okuvikeleka ahlinzekwa yindwangu yedatha kusiza amafemu ekuphakamiseni ubumfihlo bedatha nokuthobela imithetho.
- Indwangu yedatha ingonga izindleko ezengeziwe nokuphindaphinda umzamo ngokususa ama-silo edatha, okuzothuthukisa ukukhiqizwa nokusebenza kahle.
- Amabhizinisi angasungula umthombo owodwa weqiniso esebenzisa indwangu yedatha, enciphisa ukushayisana kwedatha nokungalungi okungase kube umphumela wemithombo yedatha embalwa.
- Amabhizinisi anganweba ukwakheka kwedatha yawo njengoba kudingeka ngosizo lwendwangu yedatha, evumela ukukhula nokunwetshwa ngaphandle kokuphazamisa ukusebenza noma ukuzinza.
- Amabhizinisi angathuthukisa ukunemba kwedatha futhi anciphise isidingo sokungenelela mathupha ngokuthi ukugeleza kokusebenza kwedatha okuzenzakalelayo kanye nezinqubo ngokusetshenziswa kwendwangu yedatha.
- Amabhizinisi angasebenzisa amathuluzi ahlukahlukene nezinkundla zokuphathwa kwedatha nezidingo zokuhlaziya ngenxa yokuguquguquka kwendwangu yedatha ngokuya ngokuhlanganiswa nokuhlaziywa kwedatha.
Okumbi
- Inqubo yokubeka indwangu yedatha endaweni ingase ibe nzima futhi idle isikhathi, edinga ukuzibophezela okukhulu kukho kokubili izinsiza nolwazi.
- Izindleko zokuqala zokufaka indwangu yedatha zingase zibe nkulu, kucatshangelwa inani labasebenzi abadingekayo, isofthiwe, nehadiwe ukuze kumiswe futhi kugcinwe uhlelo.
- Izinqubo ezikhona zokuphathwa kwedatha nezibalo zingadinga ukushintshwa ngokuphawulekayo ukuze kuhlangatshezwane nendwangu yedatha, engase iphazamise ukusebenza kwenkampani futhi idale ukumelana noshintsho.
- Amabhizinisi angase adinge ukusebenzisa usizo lwabasebenzisi kanye nemfundo ngenxa yobunkimbinkimbi bendwangu yedatha, engenza kube nzima kubasebenzisi ukuthi bayamukele futhi baqeqeshwe.
- Amabhizinisi anemithombo eminingi yedatha namafomethi angase adinge ukumisa izakhiwo zawo zedatha ukuze asebenzise indwangu yedatha, okungaba nzima.
- Indwangu yedatha ingase ingasebenzisani ngempumelelo nezinhlelo zefa, okudinga ukutshalwa kwezimali kwenkampani ekuthuthukisweni kwesistimu entsha noma ukuthuthukiswa kwesistimu yamasistimu amanje.
- Indwangu yedatha ingaba sengozini yokwephulwa kwezokuphepha kanye nokukhathazeka kobumfihlo bedatha, okwenza kudingeke ukuthi amabhizinisi asebenzise izinyathelo eziqinile zokuphepha ukuze avikele idatha yawo.
- Indwangu yedatha ingase ingafaneleki kuzo zonke izinhlobo zedatha noma izimo zokusebenzisa izibalo njengoba ingase ingasekeli wonke amafomethi edatha noma zonke izinhlobo zokuhlaziywa kwedatha.
I-Data Mesh Vs Data Fabric
Imiklamo emibili emisha yezakhiwo yokuphathwa kwedatha yesimanje i-data mesh nendwangu yedatha. Banokuhlukahluka okuphawulekayo ezindleleni zabo, nakuba bobabili belwela ukwenza lula ukushintshaniswa kwedatha nokuhlaziya ngaphakathi kwenhlangano.
Ukufana
Ukuze kulawulwe amanani amakhulu edatha kuwo wonke amasistimu namathimba amaningi ngendlela engakala futhi ephumelelayo, izindlela ezimbili zenziwe: Imeshi Yedatha kanye Nendwangu Yedatha. Kokubili kugcizelela ukubaluleka kokuphathwa kwedatha nokuphepha ekulondolozeni ubumfihlo bedatha nokuhambisana. Ngaphezu kwalokho, yomibili imiklamo incike ku-SOA, lapho idatha inikezwa amakhasimende ngama-API futhi ithathwa njengomkhiqizo.
Umehluko
Izindlela zabo zobunikazi nokuphatha idatha ziwumehluko omkhulu phakathi kwe-Data Mesh ne-Data Fabric.
Amathimba esizinda ngamanye aphethe idatha kuzizinda zawo ngokulandelana kwazo ku-Data Mesh, ehlukanisa ubunikazi nokuphathwa kwedatha. Nakuba ithobela isethi yemithetho eyabiwe yokuphatha idatha nokuphepha, ithimba ngalinye likhululekile ukukhetha amathuluzi alo nobuchwepheshe bokuphatha idatha yalo.
Isistimu yokuphatha idatha emaphakathi, njenge-Data Fabric, igcina yonke idatha endaweni eyodwa futhi yabela iqembu elilodwa ukuthi liyilawule. Nakuba le ndlela yenza ukuphathwa kwedatha nokuhlaziya kuhambisane kakhudlwana, kungase kukhawulele ikhono lamathimba ahlukene lokusebenzisa amathuluzi awo awakhethile.
Izindlela zabo zokuhlanganiswa kwedatha zingomunye umehluko phakathi kwe-Data Mesh ne-Data Fabric. Iqoqo lezinkontileka ze-API ezicacisa indlela idatha okufanele idluliswe ngayo phakathi kwezizinda livumela ukuhlanganiswa kwedatha ku-Data Mesh. Leli su liqinisekisa ukusebenzisana phakathi kwezizinda kuyilapho livumela amaqembu ukuthi adizayine amapayipi awo edatha nezindlela zokuhlaziya.
Ngokuphambene, i-Data Fabric ithatha indlela emaphakathi yokuhlanganiswa kwedatha, ihlanganisa idatha kusengaphambili futhi iyenze ifinyeleleke ngokusebenzisa isixhumi esibonakalayo esisodwa.
Nakuba leli su lingase lisebenze kakhulu, lingase likhawulele ikhono lamaqembu lokuklama amapayipi awo edatha ahlukile.
Imeshi Yedatha kanye Nendwangu Yedatha kusebenzisa amasu ahlukene okucubungula idatha. Ukucubungula idatha kuphathwa amaqembu esizinda ku-Data Mesh, futhi akhululekile ukusebenzisa noma yimaphi amathuluzi nobuchwepheshe ababufisayo.
Ukucubungula idatha manje kuphathwa ithimba elizinikele, nokho, Indwangu Yedatha inikeza indlela emaphakathi. Nakuba le ndlela ingaba yimpumelelo kakhulu, ingase yenze kube nzima ukuthi amaqembu azenzele owakhe ukuhlola okuhlukile.
Isiphetho
Sengiphetha, i-Data Fabric kanye ne-Data Mesh zombili zinikeza izindlela ezintsha zokuphathwa kwedatha yesimanje, ngayinye enezinzuzo ezithile kanye nokubi.
I-Data Mesh igcizelela kakhulu ubunikazi obuhlukaniselwe izwe kanye nokuphathwa kwedatha, inika iqembu ngalinye inkululeko yokusingatha idatha yalo kuyilapho lilandela isethi yamazinga okwabelwana ngawo.
I-Data Fabric, uma iqhathaniswa, ihlinzeka ngesixazululo esimaphakathi sokuphathwa kwedatha nabasebenzi abakhethekile abaphethe ukuphathwa nokuhlaziya idatha. Isinqumo phakathi kwalawa maphethini sizosekelwe ezimfuneko eziyingqayizivele nezinjongo zefemu ngayinye, kucatshangelwa izici ezifana nevolumu yedatha, ukwakheka kweqembu, nezimfuno zebhizinisi.
Ukusebenza kwanoma yiluphi uhlelo ekugcineni kuzoncika ekutheni lusetshenziswa kahle kangakanani futhi lufakwe esu elibanzi lenkampani lokuphatha idatha.
shiya impendulo