Okuqukethwe[Fihla][Bonisa]
Emhlabeni wokuphathwa kwedatha, amabhizinisi abhekana nenselele eyinkimbinkimbi yokuthola idatha emithonjeni embalwa, ukuyihlanza, bese ihlanganisa ngaphambi kokuyibeka endaweni yokugcina idatha noma ithuluzi lobuhlakani bebhizinisi.
Kungumsebenzi oyinselele emkhakheni wokuphathwa kwedatha.
Kodwa kuthiwani uma kukhona okungahambi kahle futhi ososayensi bedatha bengakwazi ukukhomba umsuka wenkinga? Ithuluzi lomugqa wedatha lingasiza ukukhanyisa inethiwekhi eyinkimbinkimbi yokugeleza kwedatha exhunyiwe.
Kucabange njengengilazi yokukhulisa umphenyi, ekhanyisa izixhumanisi namacebo angasiza ekuqhekezeni icala.
Ngaphandle kwakho, amabhizinisi azosala ebumnyameni, angakwazi ukuqonda idatha yawo futhi enze izahlulelo ezihlakaniphile.
Nge uhlu lwedatha ithuluzi, izinkampani zingaxoxisana ngokuzethemba ngezinselele zokuphathwa kwedatha, ziqinisekise ukuvumelana kwedatha nokunemba kuyilapho kuvumela ososayensi bedatha ukuthi bathole imininingwane ebalulekile kudatha yabo.
Kufana nokuba nozakwethu onokwethenjelwa eceleni kwakho, okuholela ngisho nasezindaweni eziyinkimbinkimbi zedatha.
Ukukusiza ekukhetheni ithuluzi elingcono kakhulu lezidingo zenkampani yakho, sizohlola izici eziningi namandla amathuluzi omugqa wedatha kulesi sihloko sebhulogi, kusukela ekukhetheni umthombo ovulekile kuya ezixazululweni zebanga lebhizinisi.
Kuyini uhlu lwedatha?
Uhlu lwedatha luyinqubo yokulandelela idatha ngaphakathi kwengqalasizinda yedatha yenhlangano ukusuka kumsuka wayo kuya endaweni okuyiwa kuyo.
Isiza izinhlangano ekuhloleni ukwethembeka, ukulunga, nokuphelela kwedatha yazo.
Onjiniyela bedatha nabahlaziyi bangase barekhode, bahlole, futhi bathuthukise amamodeli wabo wedatha besebenzisa amathuluzi afana ne-Data Build Tool (DBT), ethuthukisa amakhono omugqa wedatha futhi iholele ekuthuthukisweni kwebhizinisi nemiphumela yokwenza izinqumo.
Yiziphi izinzuzo zokusebenzisa amathuluzi omugqa wedatha?
- Izinhlangano zinikezwa ukuqonda kusuka ekugcineni kukho konke ukugeleza kwedatha ngenxa yohlu lwedatha, oluzisiza ukuba ziqonde imiphumela yako kumasistimu awela phansi nezinye izici.
- Noma ubani osebenzisa idatha angakwazi ukunquma ukwethembeka kwayo ngokwenza ukuhlaziya imbangela, ukuqonda umthombo wedatha, nokulandelela umlando wayo.
- Izixazululo zomugqa wedatha zisiza amabhizinisi ekuqondeni ukunemba, ukuphelela, nokwethembeka kwedatha yawo, okubalulekile ekwehliseni ubungozi bokuphulwa kwedatha kanye nokungahambisani nemithethonqubo efana ne-CCPA ne-GDPR.
- Izinhlangano zingathuthukisa zabo izinqubo zokuphatha idatha futhi baqinisekise ukuthi idatha yabo ilungile 100%, iqondisa ukukhetha kwabo kwamasu ngokuxhumanisa umlando wedatha ngokulawula inguqulo..
- Izinhlangano zingaqonda ukuthi kwenzekani ngedatha yazo nganoma yisiphi isikhathi ngenxa yokuqashelwa kobuchwepheshe bomugqa wedatha.
- Amathuluzi omugqa wedatha angasiza ekuhlonzeni nasekulungiseni izinkinga ngekhwalithi yedatha kuyilapho kugcinwa ubuqotho bedatha nokuthuthukisa ukubonwa kwedatha.
1. Ikhathalogi yedatha ye-Azure & Lineage
I-Azure Data Catalog & Lineage, umkhiqizo osuselwe emafini ovela kuMicrosoft Azure, unikeza amabhizinisi isixazululo esiphelele sokuthola nokufaka kukhathalogi impahla yawo yedatha.
Ukwengeza, inikeza amandla omugqa wedatha avumela abasebenzisi ukuthi baqonde ukuthi idatha ihamba kanjani phakathi kwamasistimu nokuncika kwedatha.
Ikhathalogi Yedatha ye-Azure ikunikeza amandla okuqonda ngokugcwele amafa edatha abhalisiwe futhi ungase uthole ukuqonda kwesakhiwo sempahla ngayinye, i-schema, nokuxhumana kweminye imithombo yedatha ngenxa yolwazi olucebile olunikezayo mayelana nenye ngayinye.
Okokugcina, ikhathalogi yenza kube lula ukusebenzisa imithombo yedatha ngokunikeza ukumelwa okungaguquki nokuhlelekile kwezimpahla ezifinyelelekayo.
Kubahlaziyi, ososayensi bedatha, nabathuthukisi bedatha, lokhu kwenza ukusetshenziswa kwedatha kube lula.
Izimpawu ezisemqoka
- Inikeza ukufinyelela endaweni eyodwa yemethadatha yawo wonke amafa edatha.
- Ivumela ukutholwa kwedatha ngesixhumi esibonakalayo esinembile.
- Isekela isichasiselo esiyingqayizivele kanye nokulebula kwezinto zedatha.
- Inikeza izici zomugqa wedatha, njengamandla okulandelela ukuguqulwa kwedatha nokuncika kwedatha.
- Ixhuma ezinsizakalweni eziningi ze-Azure, njenge-Azure Data Factory, i-Azure Databricks, kanye ne-Azure Synapse Analytics.
buhle
- Inikeza isixhumi esibonakalayo esisebenziseka kalula esenza ukuthola nokuphatha amafa wedatha kube lula.
- Amathuluzi okusesha anamandla afakiwe, akuvumela ukuthi uthole ulwazi olufunayo ngokushesha.
- Inikeza ububanzi obugcwele bamathuluzi okuphatha imethadatha, njengokumaka ngokwezifiso nesichasiselo.
- Ivumela abasebenzisi ukuthi baqonde ukuthi idatha idluliswa kanjani kuwo wonke amasistimu ngokuhlinzeka ngamakhono omugqa wedatha.
- Ihlanganisa kalula nezinye izinsiza ze-Azure.
bawo
- Ukuhlanganiswa nemithombo yedatha engeyona eye-Azure kunqunyelwe.
- Imodeli yamanani ingase ibize futhi ibe nzima ezinhlanganweni ezinkulu ezinamafa amaningi edatha.
- Amandla alinganiselwe wokuqapha ukuvela kwedatha eyingqayizivele.
Zamanani
Ikhathalogi yedatha ye-Azure inikezwa ngezinguqulo ezimbili: Mahhala kanye ne-Standard.
2. Aggua
I-Aggua isungule injini yedatha yobunikazi ye-BigQuery (ZetaSQL) kanye ne-Snowflake (ANSI SQL), ehlinzeka ngemephu yohlu olunembayo.
Isekela "ulimi" oluthile lwedatha, okuhlanganisa yonke imisebenzi enikezwayo ye-Snowflake ne-BigQuery.
Uzalo lwayo ludlulela ngalé kokuboniswa kokugeleza.
Ithwebula imicimbi ebalulekile njengoshintsho futhi ivumela ukulandelelwa kwezinguquko zenguqulo. Ingakwazi futhi ukukhomba i-PII ezingeni lekholomu, iqinisekise ubumfihlo bedatha nokuhambisana.
Inkundla yokuphatha idatha ye-Aggua yakhelwe amaqembu asebenzisa i-Snowflake noma i-BigQuery.
Inikeza izici ezithuthukisiwe njengokuzulazula okusheshayo, ukunweba/ukugoqa, ukubukwa okukhuphuka nomfula/ezansi komfula, nezinketho zokuthekelisa/zokwabelana, ukuthuthukisa ulwazi lomsebenzisi.
Izimpawu ezisemqoka
- Ithuluzi le-Aggua lokubonisa umugqa wedatha livumela abasebenzisi ukuthi balandelele ngokushesha umthombo nokusetshenziswa kwedatha.
- I-Aggua inezici zokuphatha imethadatha, evumela abasebenzisi ukuthi baklame futhi balawule imethadatha kuzo zonke izinkundla namasistimu.
- I-Aggua ingakwazi ukulandelela ukuhamba kwedatha ngesikhathi sangempela, inikeze amakhasimende ulwazi lwamanje kakhulu lokuthi idatha idluliswa kanjani kumapulatifomu namasistimu ahlukahlukene.
- I-Aggua inezici zokuqapha ikhwalithi yedatha, evumela abasebenzisi ukuthi bahlole ukunemba kwedatha njengoba ihamba kumasistimu ahlukahlukene futhi babone noma yiziphi izinkinga noma okudidayo.
buhle
- I-Aggua ingakwazisa mayelana nendlela idatha esetshenziswa ngayo nokuthi isuka kuphi ngokuqapha ukuhamba kwayo kuzo zonke izinkundla namasistimu ahlukahlukene.
- Ikhono le-Aggua lokulandelela umthombo nokusetshenziswa kwedatha lingase lisize izinhlangano ukuthi zithobele imithetho yedatha.
- Ukubonakala okukhulu kokuthi idatha igcinwa kuphi, isetshenziswa kanjani, nokuthi ubani okwazi ukuyifinyelela kungenye yezindlela i-Aggua engasiza ngayo izinhlangano ekulawuleni kangcono idatha yazo.
bawo
- I-Aggua ingase idinge isikhathi esengeziwe ukuze imise futhi isebenzise kahle njengethuluzi lohlu lwedatha eliphelele njengoba kuthatha isikhathi esiningi nomzamo.
- Ngokuya ngohlelo lwentengo, ukusetshenziswa nokugcinwa kwe-Aggua kungase kubize kakhulu ezinhlanganweni ezithile.
- Ukuhlanganisa i-Aggua namapulatifomu namasistimu akhona kakade kungase kuthathe isikhathi futhi kudinga izinga eliphezulu lolwazi lobuchwepheshe.
Zamanani
Ngemuva kwesivivinyo samahhala, kuzodingeka ukuthi uxhumane nethimba labo labadayisi ukuze uthole ikhotheshini.
3. I-Kylo
I-Kylo iyisofthiwe yokuphathwa kwedatha yemithombo evulekile eklanyelwe ukungenisa nokulungiselela idatha yokuzisiza.
Ihlanganisa ukuphathwa kwemethadatha, ukubusa, ukuphepha, nemikhuba ehamba phambili egqugquzelwe uchwepheshe be-Think Big kumaphrojekthi wedatha amakhulu.
Igqama ngezici zayo ezinhlanu ezibalulekile: ukungenisa, ukulungiselela, ukuthola, ukuqapha, kanye nedatha yokuklama.
Isebenza njengenkundla yedatha yechibi, ehlinzeka ngokusebenza kokuphathwa kwemethadatha, ukuphatha idatha, nokuphepha kwedatha. Imvelo yayo yomthombo ovulekile ikwenza kube ukukhetha okuthandwayo kwabahleli bohlelo.
Ngokusebenzelana kwayo okuqondisiwe okusebenziseka kalula, i-Kylo iqinisekisa ukungeniswa kwedatha okungenazihibe.
Isekela ukulungiswa kwedatha ngamakhono okuguqula futhi isebenzise i-Apache Spark yezindlela zesimanje zokuqapha.
I-Kylo ikunika amandla okwakha nokuphatha amapayipi edatha ngendlela efanele.
Izici Key
- I-Kylo ikunikeza isixhumi esibonakalayo esinembile sokungenisa nokuhlaziya amanani abalulekile edatha evela emithonjeni ehlukahlukene.
- Inikeza isixhumi esibonakalayo sokuthuthukisa nokusebenzisa amapayipi e-ETL, okukuvumela ukuthi uguqule futhi ulungiselele idatha ukuze ihlaziywe.
- Ikuvumela ukuthi udizayine futhi wenze ngokuzenzakalelayo ukuhamba komsebenzi ukuze uphathe futhi ucubungule idatha.
- Inezici zokuphatha imethadatha, evumela abasebenzisi ukuthi baklame futhi basebenzise ulwazi kuzo zonke izinkundla namasistimu amaningi.
- Inikeza ukuqonda kuhlu lwedatha, okuvumela abasebenzisi ukuthi balandele umlando wokuthi idatha isetshenziswe kuphi futhi kanjani kulo lonke echibini ledatha.
- Amaqembu angase asebenze ndawonye emisebenzini yokuphatha idatha esebenzisa amakhono okubambisana anikezwe u-Kylo.
buhle
- Ngenxa yokuthi i-Kylo iyinkundla yomthombo ovulekile, ungafinyelela futhi uguqule ukubhala ngekhodi ukuze kuhambisane nezidingo zabo.
- Idizayini enembile nesebenziseka kalula yesixhumi esibonakalayo sikaKylo yenza kube lula kuwe ukuphatha nokuhlaziya imiqulu yedatha.
- Inganwetshwa ukuze ihlangabezane nezidingo zokukhulisa izinhlangano kanye nokuphatha idatha enkulu.
- Umsebenzisi okhuthele we-Kylo nomphakathi othuthukayo unikela ohlelweni futhi unikeza usizo.
bawo
- I-Kylo iyinkundla eyinkimbinkimbi, futhi ukuyisebenzisa kahle kungase kudinge izinga eliphezulu lolwazi lobuchwepheshe.
- Ukuhlanganiswa kwayo nezinkundla zamanje nezinhlelo kungase kube yinkimbinkimbi futhi kudinga ulwazi lwezobuchwepheshe oluphezulu.
- Isekela kuphela izixhumi ezimbalwa ezinamasistimu namathuluzi ezinkampani zangaphandle, ezingase zikhawulele ukusebenza kwayo emabhizinisini athile.
- Naphezu kwesisekelo somsebenzisi esichumayo, imibhalo kaKylo iyantuleka ngezikhathi ezithile noma isiphelelwe yisikhathi.
Zamanani
Kuyithuluzi lomthombo ovulekile. Kodwa-ke, ngezinsizakalo zochwepheshe, pricing kuyehluka kuye ngezidingo ezithile zenhlangano.
4. I-Atlan
I-Atlan iyithuluzi lesimanje lohlu lwedatha elakhelwe ukubhekelela izidingo zabasebenzisi abangebona abezobuchwepheshe.
Ihlinzeka ngohlu olubanzi lwezici, okuhlanganisa umugqa wedatha, ikhathalogi, ukuphathwa kwekhwalithi yedatha, nokuhlola idatha.
Ngokwakheka kwayo okuvulekile kwe-API, i-Atlan iyashesha ukukusebenzisa, ikunikeza ulwazi olungenazihibe ekuphatheni idatha yabo.
I-Atlan ikuvumela ukuthi uthole kalula futhi ufinyelele ulwazi oludingayo.
I-interface yesofthiwe enembile ithuthukisa ulwazi lomsebenzisi, okwenza ukuzulazula nokuhlola kube nomoya opholile.
Ihamba imayela elingeziwe ngokuzenzakalelayo uhlu lwedatha nge-bot eyakhelwe ngaphakathi.
Lesi sici silondoloza isikhathi sakho esibalulekile nomzamo ngokulandela ngomkhondo ngokuzenzakalelayo umugqa wamafa wedatha.
Ukwengeza, ihlanganisa ngaphandle komthungo namapulatifomu ehlukene ezinkampani zangaphandle, okuhlanganisa i-Snowflake, i-Amazon S3, i-Amazon Redshift, i-Azure, Ifu le-Google, MySQL, kanye ne-Tableau.
Izici Key
- I-Atlan inikeza ikhathalogi yedatha emaphakathi ukuze uthole, uqonde, futhi usebenzisane ngedatha kuyo yonke inhlangano.
- Inikeza ukuqapha komugqa wedatha ukuze uthole umthombo wedatha nokuthi isetshenziswa kanjani ngaphakathi kwenkampani.
- Inezici zokuphatha ikhwalithi yedatha ezivumela abasebenzisi ukuthi bahlole, balandelele, futhi bathuthukise ikhwalithi yedatha kuyo yonke inkampani.
- Inikeza izici ezikuvumela ukuthi wenze ngokuzenzakalelayo ukusebenza okuhlobene nokuphathwa kwedatha.
- I-Atlan inezici zokuphatha izinqubomgomo zedatha nokuqinisekisa ukuthi uthobela izibopho zomthetho.
buhle
- Isixhumi esibonakalayo esilula nesisebenziseka kalula sifakwe ku-Atlan, okwenza kube lula ngawe ukuphatha nokusebenzisana kudatha.
- Ikhathalogi yayo yedatha ibanzi futhi iyavumelana nezimo, okuvumela amabhizinisi ukuthi ayenze ngendlela oyifisayo ukuze ahlangabezane nezidingo zawo.
- Ngenxa yezici zokuphatha ikhwalithi yedatha ye-Atlan, ungase uthuthukise ikhwalithi yedatha futhi unciphise amaphutha.
- Izici ezizenzakalelayo zokugeleza komsebenzi zika-Atlan zikusiza ukuthi usheshise imisebenzi yokuphatha idatha futhi wandise umkhiqizo.
- Ngenxa yamathuluzi okubambisana ka-Atlan, amaqembu angakwazi ukuhlanganyela ngempumelelo emisebenzini yokuphatha idatha.
bawo
- I-Atlan inamandla alinganiselwe okuguqula idatha.
- Kungase kudingeke ukuthi usebenzise amathuluzi ezinkampani zangaphandle ukuze uthole okuthuthukile ukubona ngemininingwane.
- I-Atlan inikeza izixhumi ezinomkhawulo ezinamasistimu nobuchwepheshe bezinkampani zangaphandle, ezingase zikhawulele ukusebenza kwazo ezinhlanganweni ezithile.
- Amadokhumenti anganele Nakuba i-Atlan inesisekelo somsebenzisi esinempilo, imibhalo iyashoda ngezikhathi ezithile noma ibhalwe usuku.
Zamanani
I-Atlan inikeza izinhlelo zamanani enziwa ngendlela oyifisayo.
5. Ikhalenda
I-Talend iqoqo lamathuluzi e-cloud-native elibeka izinga emkhakheni wokuhlanganiswa kwedatha nokuphathwa kwedatha.
Leli thuluzi elinamandla linikeza uhla olubanzi lwezici, okulenza libe ukukhetha okuhamba phambili kwezinhlangano ezifuna ukuthuthukisa izinqubo zazo zedatha.
Ukukhonza njengethuluzi lohlu lwedatha nokunikeza izinzuzo zasekupheleni kuya ekupheleni zokuphatha idatha phakathi nokuphila kwayo kungenye yezici zayo eziyinhloko.
Idatha evela emithonjeni ehlukahlukene ingase iqoqwe kalula, okuqinisekisa ukumbozwa kwedatha okuphelele.
Ukwengeza, ihlinzeka ngezici eziqinile zokulawula idatha ezenza amabhizinisi akwazi ukudala amazinga okuphatha idatha, amabhentshimakhi, kanye nemikhawulo.
Isiza amabhizinisi aqinisekise ukuthi idatha yawo inembile, ayiguquki, futhi iphelele ngokusebenzisa izilawuli eziqinile zekhwalithi yedatha.
Amabhizinisi angakwazi ukuthuthukisa inani lamafa edatha yawo ngosizo lwethuluzi lokulandelanisa idatha le-Talend.
Izici Key
- I-Talend inikeza amathuluzi okudlulisa nokuguqula idatha kuzo zonke izinkundla namasistimu ahlukene.
- Inezici zokuphatha ikhwalithi yedatha ezivumela abasebenzisi ukuthi bahlole, balandelele, futhi bathuthukise ikhwalithi yedatha kuyo yonke inkampani.
- Izici zayo zokulawula idatha zivumela amakhasimende amandla okuphatha imithetho yedatha futhi ngokuhambisana nezibopho zomthetho.
- I-Talend inikeza izici zokucubungula idatha ngesikhathi sangempela ezikuvumela ukuthi ucubungule futhi uhlole idatha ngokushesha.
- Inikeza izici ezikuvumela ukuthi uphathe futhi uhlole amanani abalulekile edatha.
- I-Talend inikeza izici zokuhlanganisa amafu ukuze ulawule futhi uhlanganise idatha kuzo zonke izinkundla zamafu ezihlukahlukene.
buhle
- Ukuhlanganisa idatha kuzo zonke izinkundla eziningana nezinhlelo kungenzeka ngamakhono e-Talend ahlanganisa idatha abanzi.
- Izici zokuphatha ikhwalithi yedatha ye-Talend zithuthukisa ukunemba nobuqotho bedatha yabo.
- Izici zokucubungula idatha zesikhathi sangempela ze-Talend zikusiza ukuthi ucubungule futhi uhlaziye idatha ngokushesha, ukhulise umkhiqizo.
- Izici zayo zokuhlanganisa amafu zikuvumela ukuthi uphathe futhi uhlanganise idatha kuzo zonke izinkundla zamafu ezahlukahlukene.
bawo
- Inkundla ye-Talend inamandla okuba inkimbinkimbi, futhi uma umusha ungase ubhekane nejika lokufunda eliyinselele.
- Amandla okuguqula idatha ye-Limited Talend angase akwenze kudingeke ukuthi usebenzise izixazululo zezinkampani zangaphandle ukuze uthole ukuguqulwa kwedatha okuyinkimbinkimbi.
- Inkundla ye-Talend ngokuyinhloko ihloselwe abasebenzisi bezobuchwepheshe, okungase kukhawulele ukusetshenziswa kwabasebenzisi okungewona ochwepheshe.
- Ingase ingazanelisi ngokugcwele izimfuneko eziyingqayizivele zamabhizinisi athile ngenxa yomthamo wayo olinganiselwe wokulungisa.
Zamanani
Ukuze uthole amanani, udinga ukuxhumana nethimba labadayisi.
6. I-DataHub
I-DataHub iyithuluzi elibalulekile lomthombo ovulekile elithwebula ukuncika kwedatha ngaphakathi kwenhlangano.
Ikuvumela ukuthi ulandelele kalula umsuka nokuxhumana kwefa ledatha, kanye nempahla ephansi encike kuyo.
Ngokuqonda uhlu lwedatha, izinhlangano zingathola imininingwane yokuthi idatha igeleza kanjani kumasistimu azo futhi ziqinisekise ukunemba nokuthembeka kwedatha yazo.
Uma usebenzisa umthombo wokungenisa osekela ukukhishwa kohlu, njengokuthi “Ikhono Lomugqa Wethebula,” ungakwazi ukukhipha ngokuzenzakalelayo ulwazi lohlu.
Vele ubheke imibhalo eqondene ngqo nomthombo wakho ukuze uthole imiyalelo enemininingwane yokuthi ungasivumela kanjani lesi sici.
Ezimeni lapho umthombo wakho ungasekeli ukukhishwa komugqa okuzenzakalelayo, ungadala ngokuhlelekile imiphetho yomugqa phakathi kwamabhizinisi usebenzisa i-API.
Ochwepheshe bedatha banekhono lokwengeza noma lokususa ukuxhumana komugqa okhuphuka nomfula ophansi kokubili esikrinini Sokubonwa Komugqa kanye nethebhu yomugqa emakhasini ebhizinisi.
Kungakhathaliseki ukuthi amasethi edatha, amashadi, amadeshibhodi, noma imisebenzi yedatha, ungakwazi ukuhlela kalula uhlu ngesandla ukuze uqinisekise ukumelwa okunembile kokuncika kwedatha.
Izici Key
- I-DataHub inikeza izici zokuphatha imethadatha ezivumela abasebenzisi ukuthi bathole, baqoqe, futhi balawule imethadatha kuzo zonke izinkundla namasistimu ahlukahlukene.
- I-DataHub inamathuluzi okulandelela imithombo nokuhamba kwedatha ngaphakathi kwenhlangano.
- I-DataHub inezici zokulawula idatha ezikuvumela ukuthi ulawule imithetho yedatha futhi uthobele izibopho zomthetho.
- Ungashintshanisa futhi usebenze kumethadatha kuyo yonke inhlangano usebenzisa izici zokuhlanganyela ze-DataHub.
- I-DataHub iyasebenziseka futhi ingase ilungiswe ukuze ihambisane nezidingo ezihlukile zenhlangano.
buhle
- Njengoba i-DataHub iyinkundla yomthombo ovulekile, noma ubani angayisebenzisa futhi ayiguqule njengoba ebona kufanelekile.
- I-DataHub inikeza izici eziguquguqukayo zokuphatha imethadatha.
- Ungakwazi ukulandela imithombo nokuhamba kwedatha ngaphakathi kwenhlangano.
- Ningase nishintshane futhi nisebenze ndawonye kumethadatha kuyo yonke inhlangano.
bawo
- I-DataHub ingase ingasebenzisani ngokugcwele nezinye izinkundla nobuchwepheshe, okwenza kudingeke ukuthi kusetshenziswe amathuluzi engeziwe ngezikhathi ezithile.
- Njengoba i-DataHub iyinkundla yomthombo ovulekile, ingathola usizo oluncane kunezixazululo zobunikazi.
- Amandla wokuzenzakalela we-DataHub angase akhawulelwe, okwenza kudingeke ukuthi abasebenzisi baqedele imisebenzi ethile.
Zamanani
Ukuze uthole izici ze-premium, udinga ukuxhumana nethimba.
7. Octopai
I-Octopai iyithuluzi elinamandla lohlu lwedatha elinikeza ukubonakala ekupheleni ukuya ekupheleni kokugeleza kwedatha ngaphakathi kokwakheka kwedatha yenhlangano.
Ikuvumela ukuthi ulandele umugqa wedatha ukusuka endaweni yokungena ohlelweni ukuya ekubikeni nasekuhlaziyeni.
Lokhu kusiza ukuqinisekisa ukunemba kwedatha, ukuthobela, nokuthembeka.
U-Octopai uyaphumelela ekusunguleni uhlu lozalo lweleveli.
Abasebenzisi bangalandelela kalula ukuthi amakholomu edatha ethile aguqulwa kanjani, ahlanganiswe, noma ahlanganiswe ngaphakathi kwenqubo ye-ETL, umbiko, noma into egciniwe.
Lokhu kubuka komugqa wohlelo lwangaphakathi kusiza ukukhomba izingqinamba, ukuxazulula izinkinga, nokuthuthukisa amapayipi edatha ukuze kuthuthukiswe ukusebenza kahle kanye nekhwalithi yedatha.
Ngokusebenzisa isikhombimsebenzisi esisebenziseka kalula nezici ezinembile, i-Octopai yenza lula umsebenzi oyinkimbinkimbi wokuqonda nokuphatha uhlu lwedatha.
Inika amandla izinhlangano ukuthi zenze izinqumo eziqhutshwa yidatha, ziqinisekise ubuqotho bedatha, futhi zithuthukise isu lazo lonke lokulawula idatha.
Izici Key
- I-Octopai ikuvumela ukuthi uqaphe imithombo yenhlangano nokuhamba kwedatha.
- I-Octopai inamathuluzi okuhlaziya umphumela akuvumela ukuthi ubone ukuthi izinguquko emithonjeni yedatha zingabathinta kanjani abasebenzisi ngokuhamba kwesikhathi.
- Ikusiza ukuthi uthole ngokushesha futhi ubone amafa edatha ngaphakathi kwenhlangano.
- Izici zayo zemephu yedatha zikuvumela ukuthi ubone futhi uqonde ukuxhumana kwedatha kuzo zonke izinkundla namasistimu amaningi.
- Ningase nishintshane futhi nisebenze ndawonye kumethadatha kuyo yonke inhlangano.
buhle
- Amandla ka-Octopai okulandelela umugqa wedatha ozenzakalelayo enza kube lula kuwe ukulandela ukuhanjiswa kwedatha ngaphakathi kwenhlangano.
- Ungabona ukuthi izinguquko emithonjeni yedatha zingathinta kanjani izinto ngokuhamba kwesikhathi, kwehlise amathuba amaphutha noma amaphutha.
- Ungase useshe ngokushesha futhi kalula futhi ukhombe amafa edatha ngaphakathi kwenhlangano usebenzisa izici zokuthola idatha zika-Octopai, ezithuthukisa ukukhiqiza.
- I-Octopai ingase ivumelane nezimfuneko eziyingqayizivele zenhlangano futhi ivumelana nezimo kakhulu.
bawo
- Ukuntula kwe-Octopai ukusebenzisana nezinye izinkundla namathuluzi kungase kukuphoqe ukuthi usebenzise amathuluzi engeziwe emisebenzini ethile.
- Uma kuqhathaniswa nezinye izindlela zomthombo ovulekile, i-Octopai iyinkundla yokuphathelene engase ibe nenani elikhulu.
- Amandla ka-Octopai okuzenzakalelayo angase akhawulelwe, okudinge ukuqedwa komuntu kwemisebenzi ethile yabasebenzisi.
Zamanani
Udinga ukuxhumana nomthengisi ukuze uthole amanani.
8. Idatha. Umhlaba
Idatha. I-world's Explorer Lineage isebenzisa igrafu yolwazi ukwenza imephu idatha kumagama ajwayelekile ebhizinisi, iletha ukubuka okuhlanganisiwe kwedatha enhlanganweni yonkana.
Isebenzisa umongo kusuka kugrafu yolwazi ukuze inikeze imininingwane ebalulekile kuhlu lwedatha.
Igrafu yolwazi isebenza njengomthombo othembekile weqiniso, enikeza ukuqonda okuphelele kwezimpahla zedatha ezibalulekile.
Ithwebula futhi ihlele uhlu lwedatha, ivumela amaqembu ukuthi enze izinqumo ezinolwazi futhi aqinisekise ikhwalithi yedatha.
Ngekhono lokubuza igrafu yolwazi, i-Data World Lineage inika amabhizinisi amandla okuthola ulwazi mayelana nokugeleza kwedatha, ukuguqulwa, nokuhlaziywa komthelela.
Leli khono livumela izinhlangano ukuthi zithuthukise izinqubo, zihlonze izingqinamba, futhi zigcine ukuthobelana namazinga okuphatha idatha.
Izici Key
- I-Data.World ikunikeza ukufinyelela eqoqweni elibanzi lamasethi edatha omphakathi futhi ikuvumela ukuthi useshe futhi uthole amasethi edatha ayimfihlo.
- Ungase wakhe ikhathalogi eseshekayo yamafa edatha ngaphakathi kwenhlangano yakho, okwenza kube lula kwabanye ukuthola nokusebenzisa idatha.
- Ihlinzeka ngamathuluzi okuhlanganyela.Umhlaba ukuze abasebenzisi basebenzisane kumaphrojekthi wedatha, bashintshisane ngemibono, futhi babuze imibuzo.
- Izilawuli zokufinyelela, ukulandelela umugqa wedatha, namalogu okucwaninga kungamathuluzi ambalwa atholakala ku-Data.World ukuze uphathe ukuphatha idatha.
- Ukuhlanganiswa: I-Tableau, i-Excel, i-R, ne-Python kungamathuluzi ambalwa wedatha i-Data.World engahlanganiswa nawo.
buhle
- I-Data.World yakhelwe ukuthi isebenziseke kalula, okwenza kube lula kuwe ukuthola nokuphatha idatha.
- Inesisekelo esikhulu sabasebenzisi, yabelana ngemininingwane futhi isebenza kumaphrojekthi ndawonye.
- Ihlinzeka ngezinketho zamanani ezingase zilungiswe ukuze zihlangabezane nezimfuneko zezinhlangano ezihlukahlukene.
- Ukubethelwa kwedatha, imikhawulo yokufinyelela, kanye namalogi okucwaninga yizici ezimbalwa nje zokuphepha ze-Data.World.
bawo
- Idatha.Usizo lomhlaba ezinhlanganweni ezithile kungase kube nomkhawulo ngoba akwenzeki ngendlela oyifisayo kakhulu kunamanye amasistimu okuphatha idatha.
- Uma kuqhathaniswa nezinye izixazululo zokuphatha idatha, amandla okuguqula idatha yomhlaba wonke angase abhekwe njenganomkhawulo.
- Idatha.Amandla wokuzenzakalela womhlaba angase akhawulelwe, okudinge ukuqedwa komuntu imisebenzi ethile ngabasebenzisi.
Zamanani
I-akhawunti yomsebenzi izokubiza u-$12 ngenyanga.
Isiphetho
Noma iyiphi inhlangano yesimanje incike kudatha ukuze isebenze.
Futhi ukuba namathuluzi afanele kungenza umehluko lapho uphatha leyo datha.
Ngihlole ezinye zezixazululo ezingcono kakhulu zokuphatha idatha, ngasinye esinezinzuzo eziyingqayizivele kanye nokubi.
Inkundla efanelekile ingase yenze wonke umehluko ekuphathweni kwedatha.
Ngemva kokuhlola amathuba amaningana, ngikhethe i-Talend ne-Atlan ukuze bagqame njengamathuluzi amabili ahlukile, ngalinye linezinzuzo nezinzuzo ezithile.
Ngomthamo wayo wokuphatha izindawo zedatha eziyinkimbinkimbi kanye nezinqubo ezizenzakalelayo, i-Talend ifana neqhawe lezinhlelo zokuphatha idatha.
Ikwenza ukwazi ukonga isikhathi nemali ngenkathi ulondoloza ubuqotho nokuvumelana kwedatha yakho.
I-Talend ihlinzeka ngemisebenzi eyahlukene ukuze kufezeke izimfuno zayo yonke inhlangano, noma ngabe okokuphrofayilila idatha, ukuhlanzwa, ikhwalithi, noma ukubusa.
Ngaleso sikhathi, i-Atlan isebenza njengohlobo lwamandla ahlanganisayo emaqenjini edatha.
Amaqembu angathola, ahlele, futhi abelane ngedatha ngenxa yedizayini yayo esebenziseka kalula nezici eziqinile, ezilula ukusebenzisana nokubusa.
I-Atlan iwumdlalo omuhle kakhulu wezinhlangano ezazisa ukubambisana nokuphatha.
shiya impendulo