Yintoni i-Data Orchestration, imingeni kwi-Data Analysis

I-Data Orchestration yinkqubo yokuhambisa idatha ye-siled kwiindawo ezininzi zokugcina kwindawo yokugcina indawo ephakathi apho inokudibaniswa khona, ihlanjululwe, kwaye iphuculwe ukuze isebenze (umzekelo, ukunika ingxelo).

I-orchestration yedatha inceda ngokuzenzekelayo ukuhamba kwedatha phakathi kwezixhobo kunye neenkqubo zokuqinisekisa ukuba imibutho isebenza ngolwazi olupheleleyo, oluchanekileyo, kunye nolwazi lwangoku.

Ixesha lokufunda eliqikelelweyo: 7 imizuzu

Izigaba ezi-3 zoCwangciso lweDatha

1. Lungiselela idatha evela kwimithombo eyahlukeneyo

Ukuba kukho idatha evela kwimithombo eyahlukeneyo, nokuba yi-CRM, i-media media feeds okanye idatha yesiganeko sokuziphatha. Kwaye le datha inokuthi igcinwe kwizixhobo ezahlukeneyo ezahlukeneyo kunye neenkqubo kuzo zonke itekhnoloji (ezifana neenkqubo zelifa, izixhobo ezisekwe kwilifu, kunye yokugcina idatha o echibi).

Inyathelo lokuqala kuqulunqo lwedatha kukuqokelela nokulungelelanisa idatha kuyo yonke le mithombo yahlukeneyo nokuqinisekisa ukuba ifomathwa ngokuchanekileyo kwindawo ekujoliswe kuyo. Okusizisa ku: inguqu.

2. Guqula idatha yakho ukuze uhlalutye olungcono

Idatha ifumaneka kwiifomathi ezininzi ezahlukeneyo. Isenokubunjwa, ingacwangciswanga, okanye imiswe ngokwesiqingatha, okanye isiganeko esinye sinokuba nendibano yamagama eyahlukileyo phakathi kwamaqela amabini angaphakathi. Umzekelo, enye inkqubo inokuqokelela kwaye igcine umhla we-21 ka-Epreli 2022, kwaye enye inokuwugcina ngokwefomathi yamanani, 20220421.

Ukwenza ingqiqo kuyo yonke le datha, iinkampani zihlala zifuna ukuyiguqula ibe yifomathi eqhelekileyo. Ulungelelwaniso lwedatha lunokunceda ukunciphisa umthwalo wokulungelelanisa ngesandla yonke le datha kunye nokusebenzisa iinguqu ezisekelwe kwimigaqo-nkqubo yolawulo lwedatha yombutho wakho kunye nesicwangciso sokubeka iliso.

3. Ukuqaliswa kwedatha

Inxalenye ebalulekileyo ye-orchestration yedatha yenza ukuba idatha ifumaneke ukuze isebenze. Oku kwenzeka xa idatha ecocekileyo, edibeneyo ithunyelwa kwizixhobo ezisezantsi ukuze zisetyenziswe ngokukhawuleza (umzekelo, ukudala abaphulaphuli bephulo okanye ukuhlaziya ideshibhodi yobuntlola beshishini).

Kutheni iDatha Orchestration

Ulungelelwaniso lweenkcukacha kukuchithwa kwedatha efihliweyo kunye neenkqubo ezicandiweyo. U-Alluxio uyabulela ukuba iteknoloji yedatha ifumana utshintsho olukhulu rhoqo kwiminyaka eyi-3-8. Oku kuthetha ukuba inkampani eneminyaka engama-21 ubudala inokuthi idlule kwiinkqubo ezahlukeneyo zolawulo lwedatha ezisi-7 ukusukela oko yaqalayo.

Ulungelelwaniso lwedatha lukwakunceda ukuba uthobele imithetho yabucala yedatha, ususe imiqobo yedatha, kwaye unyanzelise ulawulo lwedatha - nje ezithathu (phakathi kwezininzi) izizathu ezilungileyo zokuyiphumeza.

1. Ukuthotyelwa kwemithetho yabucala yedatha

Imithetho yeemfihlo zedatha, njenge-GDPR kunye ne-CCPA, inezikhokelo eziqinileyo zokuqokelela idatha, ukusetyenziswa kunye nokugcinwa. Inxalenye yokuthobela inika abathengi ithuba lokukhetha ukuphuma ekuqokeleleni idatha okanye bacele ukuba inkampani yakho icime yonke idatha yabo yobuqu. Ukuba awunaso isiphatho esilungileyo apho idatha yakho igcinwe khona kwaye ngubani ofikelela kuyo, kunokuba nzima ukuhlangabezana nale mfuno.

Ekubeni i-GDPR yenziwe, siye sabona izigidi zezicelo zokucima. Kubalulekile ukuba ube nokuqonda okuqinileyo kwawo wonke umjikelo wobomi dati ukuqinisekisa ukuba akukho nto ibalekayo.

2. Ukususa imiqobo yedatha

Ii-Bottlenecks ngumngeni oqhubekayo ngaphandle kwe-Data Orchestration. Masithi uyinkampani eneenkqubo ezininzi zokugcina ekufuneka ubuze ngazo ngolwazi. Umntu onoxanduva lokubuza ezi nkqubo unokuba nezicelo ezininzi zokuhluza, oku kuthetha ukuba kunokubakho ukulibaziseka phakathi kwamaqela. abayifunayo yedatha kunye nabo balapho bafumana ngempumelelo, nto leyo enokwenza ukuba ulwazi luphelelwe lixesha.

Kwimeko ecwangciswe kakuhle, olu hlobo lokuqalisa kunye nokumisa luya kupheliswa. Idatha yakho sele ihanjiswe kwizixhobo ezisezantsi ukuze zisebenze (kwaye loo datha iya kulungelelaniswa, oku kuthetha ukuba unokuzithemba kumgangatho wayo).

3. Ukusebenzisa ulawulo lwedatha

Ulawulo lwedatha lunzima xa idatha isasazwa kwiinkqubo ezininzi. Iinkampani azinayo imbono epheleleyo yedatha yobomi kunye nokungaqiniseki malunga nokuba yeyiphi idatha egcinwe (umz. ihobe) yenza ubuthathaka, obufana nokungakhuseli ngokwaneleyo ulwazi olunokuchonga umntu.

I-Data Orchestration inceda ukulungisa le ngxaki ngokunikezela elubala ngakumbi kwindlela idatha elawulwa ngayo. Oku kuvumela iinkampani ukuba zithintele ngokuqhubekayo idatha embi ngaphambi kokuba ifike koovimba beenkcukacha okanye ichaphazele ingxelo kwaye isete iimvume zofikelelo lwedatha.

Imingeni eqhelekileyo kunye neDatha Orchestration

Kukho imingeni emininzi enokuthi ivele xa uzama ukuphumeza iOrchestration yeDatha. Nazi ezona zixhaphakileyo ekufuneka uziqaphele kwaye uziphephe njani.

Iisilo zedatha

Iisilo zedatha zixhaphakile, ukuba aziyongozi, isehlo phakathi kwamashishini. Njengoko izitaki zetekhnoloji zivela kwaye amaqela ahlukeneyo enemiba eyahlukeneyo yamava omthengi, kulula kakhulu ukuba idatha ifakwe kwi-siled kuzo zonke izixhobo kunye neenkqubo ezahlukeneyo. Kodwa umphumo kukuqonda okungaphelelanga kokusebenza kwenkampani, ukusuka kwiindawo ezingaboniyo kuhambo lwabathengi ukuthembela ekuchanekeni kwe-analytics kunye nengxelo.

Amashishini aya kuhlala enedatha ehambayo ukusuka kwiindawo ezininzi zokuchukumisa ukuya kwizixhobo ezahlukeneyo ezahlukeneyo. Kodwa ukwaphula ii-silos kubalulekile ukuba ezi nkampani zifuna ukufumana ixabiso kwidatha yazo.

Iindlela ezivelayo kwia Data Orchestration

Kwiminyaka yakutshanje, kuye kwavela ezinye iindlela malunga nendlela iinkampani ezilawula ngayo ukuhamba kunye nokusebenza kwedatha yazo. Umzekelo wale nto yinkqubo yedatha yexesha langempela, apho idatha icutshungulwa ngaphakathi kwee-milliseconds zokuvelisa. Idatha yexesha langempela ibaluleke kakhulu kuwo onke amashishini, idlala indima ebalulekileyoyasebukhosi- (umzekelo, izivamvo zokusondele ezimotweni), ukhathalelo lwempilo, ulawulo lwesixokelelwano sobonelelo, ukubhaqwa kobuqhophololo, kunye nobuntu obukufutshane ngoko nangoko. Ngokukodwa ngenkqubela phambili yokufunda koomatshini kunye nobukrelekrele bokwenziwa, idatha yexesha langempela ivumela i-algorithms kunyeingqiqo ukufunda ngesantya esikhawulezayo.

Omnye umkhwa ibe kukutshintshela kwitekhnoloji esekelwe kwi ilifu. Ngelixa ezinye iinkampani ziye zafudukela ngokupheleleyo ilifu, abanye banokuqhubeka benomxube weenkqubo ezisemgangathweni kunye nezisombululo ezisekelwe kwifu.

Ke, kukho ukuguquka kwendlela isoftware eyakhiwe ngayo yaza yasetyenziswa, echaphazela indlela i-orchestration yedatha eya kwenziwa ngayo. 

Ufundo olunxulumeneyo

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• Unokwenza njani utshintsho olukhulu kwimisebenzi ehambelana neprojekthi yeMicrosoft
• Yintoni i Data Science, yintoni eyenzayo kunye nokuba zeziphi iinjongo
• Yintoni i-Cloud Computing kwaye yintoni i-Edge Computing: defiiinkcazelo kunye nomahluko
• I-ExaGrid inikwe iNtando yokuGqibela kumaBhaso eSDC ka-2022

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