Iyini Idatha Yokuhlola: Ukubaluleka, Izicelo, Nezinselele
Okuqukethwe
Iyini idatha yokuhlola ekuhloleni isofthiwe?
Ngamazwi alula, hlola incazelo yedatha yilokhu: Idatha yokuhlola ikhethiwe amasethi wedatha esetshenziswa ukuthola amaphutha futhi uqiniseke ukuthi isoftware isebenza ngendlela okufanele yenze ngayo.
Abahloli nonjiniyela bathembele kubo hlola amasethi edatha, kungakhathaliseki ukuthi kuhlanganiswe ngesandla noma ngezipesheli amathuluzi okukhiqiza idatha, ukuze uqinisekise ukusebenza kwesofthiwe, ukuhlola ukusebenza, nokuqinisa ukuphepha.
Ukunweba kulo mqondo, iyini idatha yokuhlola ekuhlolweni? Ngaphezu kwalokho amasethi wedatha, idatha yokuhlola ihlanganisa uhla lwamanani okokufaka, izimo, nezimo. Lezi zici zikhethwa ngokucophelela ukuze kuqinisekiswe ukuthi okulethwayo kuyahlangabezana nemibandela eqinile yekhwalithi nokusebenza okulindeleke kusofthiwe.
Ukuze uthole ukuqonda kangcono hlola incazelo yedatha, asihlole izinhlobo ezahlukene zedatha yokuhlola.
Yiziphi izinhlobo zedatha yokuhlola?
Ngenkathi umgomo oyinhloko we ukuhlola idatha ukuqinisekisa ukuthi isofthiwe iziphatha ngendlela elindelekile, izici ezithinta ukusebenza kwesofthiwe ziyahlukahluka kakhulu. Lokhu kuhlukahluka kusho ukuthi abahloli kufanele basebenzise izinhlobo ezihlukene zedatha ukuze bahlole ukuziphatha kwesistimu ezimeni ezahlukene.
Ngakho-ke, ake siphendule lo mbuzo—iyini idatha yokuhlola ekuhloleni isofthiwe?—ngezibonelo.
- Idatha yokuhlola eqondile isetshenziselwa ukuhlola isofthiwe ngaphansi kwezimo ezivamile zokusebenza, isibonelo, ukuhlola ukuthi imoto ihamba kahle yini emgwaqeni oyisicaba ngaphandle kwezithiyo.
- Idatha yokuhlola engemihle kufana nokuhlola ukusebenza kwemoto izingxenye ezithile eziyisipele ezingasebenzi kahle. Kuyasiza ukubona ukuthi isoftware iphendula kanjani idatha engavumelekile okokufaka noma ukugcwala kwesistimu.
- Idatha yokuhlolwa kwekilasi lokulingana isiza ukumela ukuziphatha kweqembu elithile noma isigaba ngaphakathi kwesofthiwe ukuhlola, ikakhulukazi, ukuthi isofthiwe iphatha kanjani izinhlobo ezahlukene zabasebenzisi noma okokufaka.
- Idatha yokuhlola okungahleliwe ikhiqizwa ngaphandle kwephethini ethile. Kuyasiza ukuqinisekisa ukuthi isofthiwe ingakwazi ukuphatha izimo ezingalindelekile ngokushelela.
- Idatha yokuhlola esekelwe emthethweni kukhiqizwa ngokwemithetho noma imibandela echazwe ngaphambilini. Kuhlelo lokusebenza lwasebhange, kungaba idatha yokwenziwayo ekhiqizwayo ukuze kuqinisekiswe ukuthi konke okwenziwayo kuhlangabezana nezimfuneko ezithile zokulawula noma ukuthi amabhalansi e-akhawunti ahlala ngaphakathi kwemikhawulo ethile.
- Idatha yokuhlola umngcele ihlola ukuthi isofthiwe iwaphatha kanjani amanani emikhawulweni edlulele yobubanzi obamukelekayo. Kufana nokuphusha ucezu lwesisetshenziswa emikhawulweni yalo ephelele.
- Idatha yokuhlolwa kokuhlehla isetshenziselwa ukuhlola ukuthi noma yiziphi izinguquko zakamuva kusofthiwe zicuphe ukukhubazeka noma izinkinga ezintsha.
Ngokusebenzisa lezi ezahlukene izinhlobo zedatha yokuhlola, Ochwepheshe be-QA bangahlola ngokuphumelelayo uma ngabe isofthiwe isebenza njengokuhlosiwe, ukukhomba noma yibuphi ubuthakathaka noma iziphazamisi, futhi ekugcineni bathuthukise ukusebenza kwesistimu.
Kodwa amaqembu esofthiwe angayithola kuphi le datha? Asixoxe ngalokho ngokulandelayo.
Idaleka kanjani idatha yokuhlola?
Unezinketho ezintathu ezilandelayo zokuthi dala idatha yokuhlola kuphrojekthi yakho:
- I-Cherry-khetha idatha kusizindalwazi esikhona, ifihla imininingwane yekhasimende efana nolwazi oluhlonza umuntu (PII).
- Dala mathupha idatha yokuhlola engokoqobo ngezinhlelo zokusebenza zedatha ezisekelwe emthethweni.
- Khiqiza idatha yokwenziwa.
Amaqembu amaningi onjiniyela bedatha ancike endleleni eyodwa kuphela, avame ukukhetha indlela edla isikhathi nedinga umzamo. test ukukhiqizwa kwedatha. Ngokwesibonelo, lapho ukhetha idatha yesampula kuzizindalwazi ezikhona, amaqembu onjiniyela kufanele aqale ayikhiphe emithonjeni eminingi, bese ayifometha, ayikhuhle, futhi ayifihle, ayenze ifanelekele ukuthuthukiswa noma izindawo zokuhlola.
Enye inselele ukuqinisekisa ukuthi idatha ihlangabezana nemibandela ethile yokuhlola: ukunemba, ukuhlukahluka, ukucaciswa kwesixazululo esithile, ikhwalithi ephezulu, nokuhambisana nemithetho yokuvikela idatha yomuntu siqu. Nokho, lezi zinselele zixazululwa ngempumelelo yisimanjemanje test data management izindlela, njenge ukukhiqiza idatha yokuhlola okuzenzakalelayo.
Isiteji se-Syntho inikeza izinhlobonhlobo zamakhono okusingatha lezi zinselele, okuhlanganisa:
- I-Smart de-identification uma ithuluzi lihlonza ngokuzenzakalelayo yonke i-PII, konga isikhathi nomzamo wochwepheshe.
- Ukusebenza eduze kolwazi olubucayi ngokufaka i-PII nezinye izihlonzi ngokwenziwa idatha mbumbulu lokho kuhambisana nengqondo yebhizinisi namaphethini.
- Ukugcina ireferensi yobuqotho ngokwenza imephu yedatha engaguquki kuzo zonke izizindalwazi namasistimu.
Sizohlola lawa makhono ngokuningiliziwe. Kodwa okokuqala, ake singene ezindabeni ezihlobene nazo ukudala idatha yokuhlola ngakho uyazazi futhi wazi ukuthi ungabhekana kanjani nazo.
Hlola izinselele zedatha ekuhloleni isofthiwe
Ukududuza idatha yokuhlola evumelekile iyisisekelo sokuhlolwa okusebenzayo. Kodwa-ke, amaqembu onjiniyela abhekana nezinselelo ezimbalwa endleleni eya kwisoftware ethembekile.
Imithombo yedatha ehlakazekile
Idatha, ikakhulukazi idatha yebhizinisi, ihlala kuyo yonke inqwaba yemithombo, okuhlanganisa ozimele abayinhloko befa, i-SAP, isizindalwazi esihlobene, i-NoSQL, nezindawo zamafu ezihlukahlukene. Lokhu kuhlakazeka, kuhambisana nezinhlobonhlobo zamafomethi, kwenza kube nzima ukufinyelela kwedatha yokukhiqiza amathimba esofthiwe. Iphinde ibambezele inqubo yokuthola idatha efanele yokuhlolwa kanye nemiphumela idatha yokuhlola engavumelekile.
Ukusetha okungaphansi kokugxila
Amaqembu onjiniyela avame ukulwa nokuhlukanisa amasethi edatha okuhlola amakhulu nahlukahlukene abe amasethi amancane, aqondisiwe. Kodwa kumele kwenziwe njengoba lokhu kuhlukana kubasiza ukuthi bagxile kokuqondile amacala wokuhlola, okwenza kube lula ukukhiqiza kabusha nokulungisa izinkinga kuyilapho kugcinwa umthamo wedatha yokuhlola nezindleko ezihambisanayo ziphansi.
Ukwandisa ukufakwa kokuhlolwa
Onjiniyela nabo banesibopho sokuqinisekisa ukuthi idatha yokuhlola iphelele ngokwanele ukuze ihlolwe ngokucophelela amacala wokuhlola, nciphisa ukuminyana kokukhubazeka, futhi uqinise ukwethembeka kwesofthiwe. Kodwa-ke, babhekana nezinselele kulo mzamo ngenxa yezici ezihlukahlukene, ezinjengobunzima besistimu, izinsiza ezilinganiselwe, izinguquko kusofthiwe, ubumfihlo bedatha nokukhathazeka ngokuvikeleka, nezinkinga zokukhula.
Ongokoqobo kudatha yokuhlola
Ukufuna ukuba ngokoqobo kwedatha yokuhlola kubonisa ukuthi kubaluleke kangakanani ukulingisa okwangempela amanani edatha ngokwethembeka okukhulu. Idatha yokuhlola kufanele ifane eduze nendawo yokukhiqiza ukuze kugwenywe izinto ezingezona iqiniso noma ezingezinhle. Uma lokhu ngokoqobo kungafinyelelwa, kungalimaza ikhwalithi yesofthiwe nokuthembeka. Njengoba kunikezwe lokho, ochwepheshe badinga ukunaka imininingwane njengoba benza lungisa idatha yokuhlola.
Ukuvuselela nokugcinwa kwedatha
Idatha yokuhlola kufanele ibuyekezwe njalo ukuze ibonise izinguquko endaweni yokukhiqiza kanye nezidingo zohlelo lokusebenza. Kodwa-ke, lo msebenzi uza nezinselelo ezinkulu, ikakhulukazi ezindaweni lapho ukufinyelela kwedatha kunqunyelwe khona ngenxa yokuthobela imithetho. Ukuxhumanisa imijikelezo yokuvuselela idatha kanye nokuqinisekisa ukuvumelana kwedatha kuzo zonke izindawo zokuhlola kuba yimizamo eyinkimbinkimbi edinga ukubambisana okucophelelayo kanye nezinyathelo zokuthobela imithetho eqinile.
Izinselele ngedatha yokuhlola yangempela
Ngokusho kocwaningo lukaSyntho ku-LinkedIn, I-50% yezinkampani zisebenzisa idatha yokukhiqiza, futhi u-22% basebenzisa idatha efihliwe ukuze bahlole isofthiwe yabo. Bayakhetha idatha yangempela njengoba kubonakala njengesinqumo esilula: kopisha idatha ekhona ukusuka endaweni yokukhiqiza, uyinamathisele endaweni yokuhlola, futhi uyisebenzise njengoba kudingeka.
Nokho, usebenzisa real idatha yokuhlolwa inikeza izinselelo eziningana, okuhlanganisa:
- Ukufihla idatha ukuze ihambisane nemithetho yobumfihlo bedatha, gwema ukuphepha kwedatha ukwephula nokuthobela imithetho evimbela ukusetshenziswa kwedatha yangempela ngezinjongo zokuhlola.
- Ukufaka idatha endaweni yokuhlola, evame ukuhluka endaweni yokukhiqiza.
- Ukubuyekeza imininingwane egciniwe njalo ngokwanele.
Phezu kwalezi zinselelo, izinkampani zibhekana nezinkinga ezintathu ezibalulekile lapho zikhetha idatha yangempela ukuvivinya.
Ukutholakala okunomkhawulo
Idatha ekhawulelwe, eyindlala, noma egejiwe ijwayelekile uma onjiniyela bebheka idatha yokukhiqiza njenge idatha yokuhlola efanele. Ukufinyelela idatha yokuhlola yekhwalithi ephezulu, ikakhulukazi kumasistimu ayinkimbinkimbi noma izimo, kuba nzima kakhulu. Lokhu kushoda kwedatha kuphazamisa izinqubo zokuhlola nokuqinisekisa okuphelele, okwenza imizamo yokuhlola isofthiwe ingasebenzi kahle.
Izinkinga zokuhambisana
Imithetho eqinile yobumfihlo bedatha efana ne-CPRA ne-GDPR idinga ukuvikelwa kwe-PII ezindaweni zokuhlola, ebeka izindinganiso eziqinile zokuthobela ekuhlanzweni kwedatha. Kulo mongo, amagama angempela, amakheli, izinombolo zocingo, nama-SSN atholakala kudatha yokukhiqiza ayacatshangelwa amafomethi edatha angekho emthethweni.
Izinkinga zobumfihlo
Inselele yokuthobela icacile: ukusebenzisa idatha yomuntu siqu yoqobo njengedatha yokuhlola kunqatshelwe. Ukubhekana nalolu daba nokuqinisekisa ukuthi ayikho i-PII esetshenziselwa ukwakha amacala wokuhlola, abahloli kufanele bakuhlole kabili lokho idatha ebucayi iyahlanjululwa noma yenziwe ingaziwa ngaphambi kokuyisebenzisa ezindaweni zokuhlola. Nakuba kubalulekile ukuphepha kwedatha, lo msebenzi udla isikhathi futhi wengeza esinye isendlalelo sobunzima bamaqembu okuhlola.
Ukubaluleka kwedatha yokuhlola ikhwalithi
Idatha yokuhlola enhle isebenza njengomgogodla wayo yonke inqubo ye-QA. Kuyisiqinisekiso sokuthi isofthiwe isebenza ngendlela efanele, isebenza kahle ezimweni ezehlukene, futhi ihlala iphephile ekuphulweni kwedatha nokuhlaselwa okunonya. Nokho, kunenye inzuzo ebalulekile.
Ingabe ujwayele ukuhlola kwesokunxele? Le ndlela iphusha ukuhlolwa kufinyelele ezigabeni zokuqala zomjikelezo wokuphila wokuthuthukiswa ukuze kungabambezeli agile inqubo. Ukuhlola okuthi Shift-kwesokunxele kunciphisa isikhathi nezindleko ezihambisana nokuhlola nokulungisa amaphutha kamuva emjikelezweni ngokubamba nokulungisa izinkinga kusenesikhathi.
Ukuze ukuhlola kwesokunxele kusebenze kahle, amasethi edatha yokuhlola ayadingeka. Lezi zisiza zokuthuthukisa kanye namaqembu e-QA ahlola izimo ezithile kahle. Izinqubo zemanuwali zokuzenzakalela kanye nokwenza lula zibalulekile lapha. Ungasheshisa ukunikezela futhi ubhekane nezinselele eziningi esixoxile ngazo ngokusebenzisa ukuhlolwa okufanele amathuluzi okukhiqiza idatha ngedatha yokwenziwa.
Idatha yokwenziwa njengesixazululo
I-synthetic data-based test data management sondela isu elisha kodwa elisebenzayo lokugcina ikhwalithi ngenkathi ubhekana nezinselele. Izinkampani zingathembela ekwenziweni kwedatha yokwenziwa ukuze zidale ngokushesha idatha yokuhlola yekhwalithi ephezulu.
Incazelo kanye nezici
Idatha yokuhlola yokwenziwa yidatha ekhiqizwe ngokuzenzisa edizayinelwe ukulingisa izindawo zokuhlola idatha zokuthuthukiswa kwesofthiwe. Ngokufaka esikhundleni se-PII ngedatha mbumbulu ngaphandle kwanoma yiluphi ulwazi olubucayi, idatha yokwenziwa yenza test data management ngokushesha futhi kulula.
Idatha yokuhlola yokwenziwa yehlisa ubungozi bobumfihlo futhi ivumela onjiniyela ukuthi bahlole ngokuqinile ukusebenza kohlelo lokusebenza, ukuvikeleka, nokusebenza kulo lonke uhla lwezimo ezingaba khona ngaphandle kokuba nomthelela kusistimu yangempela. Manje, ake sihlole ukuthi yini enye amathuluzi edatha yokwenziwa angayenza.
Bhekana nezinselelo zokuthobela kanye nezimfihlo
Ake sithathe isisombululo sika-Syntho njengesibonelo. Ukuze sibhekane nezinselelo zokuthobela nobumfihlo, sisebenzisa eziyinkimbinkimbi ukufihla idatha amasu kanye nobuchwepheshe bokuskena be-PII besimanje. Iskena se-PII sika-Syntho sika-AI esinikwe amandla ihlonza futhi ihlabe umkhosi ngokuzenzakalelayo noma yimaphi amakholomu kuzingosi zolwazi zabasebenzisi eziqukethe ama-PII aqondile. Lokhu kunciphisa umsebenzi owenziwa mathupha futhi kuqinisekisa ukutholwa okunembile kwedatha ebucayi, kwehlisa ubungozi bokuphulwa kwedatha kanye nokungathobeli imithetho yobumfihlo.
Uma amakholomu ane-PII esehlonziwe, inkundla ye-Syntho inikeza idatha mbumbulu njengendlela engcono kakhulu yokungahlonzi kuleli cala. Lesi sici sivikela i-PII yasekuqaleni ebucayi ngokuyishintsha ngedatha mbumbulu emelela ubuqotho ngezinjongo zokuhlola kusizindalwazi namasistimu. Lokhu kufezwa ngokusebenzisa ukusebenza kwemephu okungaguquki, okuqinisekisa ukuthi idatha efakwe esikhundleni ifana nomqondo webhizinisi namaphethini kuyilapho ithobela imithetho efana ne-GDPR ne-HIPAA.
Nikeza ukuguquguquka ekuhloleni
Idatha yokuhlola ehlukahlukene ingasiza izinkampani ukuthi zinqobe inselele yokutholakala kwedatha elinganiselwe futhi zikhulise ukufakwa kokuhlolwa. Ipulatifomu yeSyntho isekela ukuguquguquka kwayo ukukhiqizwa kwedatha yokwenziwa okusekelwe emthethweni.
Lo mqondo uhilela ukudala idatha yokuhlola ngokulandela imithetho echazwe ngaphambilini kanye nemikhawulo ukuze ulingise idatha yomhlaba wangempela noma ulingise izimo ezithile. Ukukhiqizwa kwedatha yokwenziwa okusekelwe emthethweni kunikeza ukuguquguquka ekuhloleni ngamasu ahlukahlukene:
- Ikhiqiza idatha kusuka ekuqaleni: Idatha yokwenziwa esekelwe emthethweni yenza kube nokwenzeka ukukhiqiza idatha lapho idatha yangempela elinganiselwe noma ingekho. Lokhu kuhlomisa abahloli nonjiniyela ngedatha edingekayo.
- Ukucebisa idatha: Icebisa idatha ngokwengeza imigqa namakholomu amaningi, okwenza kube lula ukudala amasethi edatha amakhulu.
- Ukuvumelana nezimo nokwenza ngokwezifiso: Ngendlela esekelwe emithethweni, singahlala sivumelana nezimo futhi sijwayelane namafomethi nezakhiwo zedatha ehlukene, sikhiqize idatha yokwenziwa eklanyelwe izidingo nezimo ezithile.
- Ukuhlanzwa kwedatha: Lokhu kuhilela ukulandela imithetho echazwe kusengaphambili lapho ukhiqiza idatha ukuze ulungise ukungahambisani, ugcwalise amanani angekho, futhi ususe idatha yokuhlola eyonakele. Iyaqinisekisa ikhwalithi yedatha kanye nobuqotho, ikakhulukazi uma idathasethi yoqobo iqukethe izinto ezingalungile ezingase zithinte imiphumela yokuhlola.
Lapho ukhetha okulungile amathuluzi okukhiqiza idatha, kubalulekile ukucabangela izici ezithile ukuze wenze isiqiniseko sokuthi awenza lula umsebenzi wamaqembu akho.
Ukucatshangelwa lapho ukhetha amathuluzi edatha yokwenziwa
Ukukhethwa kwamathuluzi edatha yokwenziwa kuncike ezidingweni zakho zebhizinisi, amandla okuhlanganisa, kanye nezidingo zobumfihlo bedatha. Nakuba yonke inhlangano ihlukile, siye sachaza indlela eyinhloko yokukhetha okokwenziwa amathuluzi okukhiqiza idatha.
Ubuqiniso bedatha
Qinisekisa ukuthi ithuluzi olicabangelayo yakha idatha yokuhlola ifana kakhulu nedatha yomhlaba wangempela. Kulapho kuphela lapho izolingisa ngempumelelo izimo zokuhlola ezihlukahlukene futhi ithole izinkinga ezingaba khona. Ithuluzi kufanele futhi linikeze izinketho zokwenza ngendlela oyifisayo ukulingisa ukusatshalaliswa kwedatha okuhlukile, amaphethini, nokudidayo ezindaweni zokukhiqiza.
Ukuhlukahluka kwedatha
Bheka amathuluzi angakhiqiza idatha yesampula ezimboza izinhlobonhlobo zamacala okusetshenziswa, okuhlanganisa izinhlobo ezahlukene zedatha, amafomethi, nezakhiwo ezihambisana nesofthiwe ehlolwayo. Lokhu kwehlukahlukana kusiza ukuqinisekisa ukuthi isistimu iqinile futhi iqinisekisa ukufakwa kokuhlolwa okuphelele.
Ukwehluleka nokusebenza
Hlola ukuthi ithuluzi lingakhiqiza kahle kangakanani imiqulu emikhulu yedatha yokwenziwa, ikakhulukazi yokuhlola amasistimu ayinkimbinkimbi noma evolumu ephezulu. Ufuna ithuluzi elingakhuphuka ukuze lihlangabezane nezimfuneko zedatha yezinhlelo zokusebenza zesikali sebhizinisi ngaphandle kokufaka engozini ukusebenza noma ukwethembeka.
Ubumfihlo bedatha nokuphepha
Beka kuqala amathuluzi anezici ezakhelwe ngaphakathi ukuze uvikele ulwazi olubucayi noma oluyimfihlo lapho ukhiqiza idatha. Bheka izici ezifana nokwenza idatha ingaziwa kanye nokuthobela imithetho yokuvikela idatha ukuze unciphise ubungozi bobumfihlo futhi uthobele umthetho.
Ukuhlanganisa nokuhambisana
Khetha isofthiwe elingana kalula nokusetha kwakho kokuhlola okukhona ukuze kube lula ukutholwa nokuhlanganiswa ekuhambeni komsebenzi wokuthuthukisa isofthiwe. Ithuluzi elihambisana nezinhlelo ezihlukahlukene zokugcina idatha, isizindalwazi, nezinkundla zokuhlola zizoshintshashintsha futhi kube lula ukuzisebenzisa.
Ngokwesibonelo, U-Syntho uyasekela Izixhumi zedatha engu-20+ nezixhumi zesistimu yefayela ezingu-5+, okuhlanganisa izinketho ezidumile njenge-Microsoft SQL Server, i-Amazon S3, ne-Oracle, okuqinisekisa ukuphepha kwedatha nokukhiqizwa kwedatha kalula.
Ukwenza ngokwezifiso nokuvumelana nezimo
Funa amathuluzi anikeza izinketho eziguquguqukayo zokwenza ngendlela oyifisayo ukuze uhlanganise ukukhiqizwa kwedatha yokwenziwa ngokwezidingo ezithile zokuhlola nezimo. Amapharamitha enziwe ngendlela oyifisayo, njengemithetho yokukhiqiza idatha, ubudlelwano, kanye nemikhawulo, ikuvumela ukuthi ulungise kahle idatha ekhiqiziwe ukuze ifane nemibandela yokuhlola nezinjongo.
Ngamafuphi
The incazelo yedatha yokuhlola ekuthuthukisweni kwesofthiwe akukwazi ukweqiwa—yikhona okusisiza ukuthi sibone futhi silungise amaphutha ekusebenzeni kwesofthiwe. Kodwa ukuphatha idatha yokuhlola akuyona nje indaba yokwenza izinto zibe lula; kubalulekile ukuthobela imithetho nemithetho yobumfihlo. Ukwenza kahle kungawenza ube lula umsebenzi wamaqembu akho okuthuthukisa, ukonga imali futhi wenze imikhiqizo imakethwe ngokushesha.
Yilapho idatha yokwenziwa isiza khona. Inikeza idatha engokoqobo neguquguqukayo ngaphandle komsebenzi othatha isikhathi esiningi kakhulu, igcina izinkampani zithobelana futhi zivikelekile. Ngamathuluzi okwenziwa okukhiqiza idatha, ukuphatha idatha yokuhlola kuba ngokushesha futhi kusebenza kahle kakhulu.
Ingxenye engcono kakhulu ukuthi idatha yokuhlolwa kokwenziwa kwekhwalithi ifinyeleleka kuyo yonke inkampani, kungakhathaliseki ukuthi izinjongo zayo. Odinga ukukwenza ukuthola umhlinzeki onokwethenjelwa wamathuluzi okwenziwa kwedatha yokwenziwa. Xhumana no-Syntho namuhla futhi bhukha idemo yamahhala ukuze ubone ukuthi idatha yokwenziwa ingazuzisa kanjani ukuhlolwa kwesofthiwe yakho.
Mayelana nababhali
Isikhulu Esiyinhloko Somkhiqizo kanye Nomsunguli
U-Marijn unesizinda semfundo yekhompuyutha yesayensi, ubunjiniyela bezimboni, kanye nezezimali, futhi kusukela lapho uphumelele kakhulu ezindimeni zokuthuthukiswa komkhiqizo wesofthiwe, ukuhlaziya idatha, nokuphepha ku-inthanethi. Manje u-Marijn usebenza njengomsunguli kanye noMphathi Omkhulu Wemikhiqizo (CPO) e-Syntho, eqhuba ukuqanjwa kabusha kanye nombono wamasu phambili kwezobuchwepheshe.
Londoloza umhlahlandlela wakho wedatha wokwenziwa manje!
- Iyini idatha yokwenziwa?
- Kungani izinhlangano ziyisebenzisa?
- Inani elengeza amakesi eklayenti edatha yokwenziwa
- Ungaqala kanjani
