Yintoni iDatha yoVavanyo: Ukubaluleka, usetyenziso, kunye nemingeni
Isiqulatho
Yintoni idatha yovavanyo kuvavanyo lwesoftware?
Ngendlela elula, inkcazo yedatha yovavanyo yile: Idatha yovavanyo ikhethiwe iiseti zedatha esetyenziselwa ukufumana iziphene kwaye uqinisekise ukuba isoftware isebenza ngendlela ebekufanele ukuba yenze ngayo.
Abavavanyi kunye neenjineli bathembele iiseti zedatha yovavanyo, nokuba idityaniswe ngesandla okanye ngeengcali izixhobo zokuvelisa idatha, ukuqinisekisa ukusebenza kwesoftware, ukuvavanya ukusebenza, kunye nokuqinisa ukhuseleko.
Ukwandisa kule ngcamango, yintoni idatha yovavanyo kuvavanyo? Ngaphandle nje iiseti zedatha, idatha yovavanyo ibandakanya uluhlu lwamaxabiso egalelo, iimeko, kunye neemeko. Ezi zinto zikhethwe ngononophelo ukuqinisekisa ukuba izinto ezinokuhanjiswa ziyahlangabezana nemigaqo engqongqo yomgangatho kunye nokusebenza okulindelweyo kwisoftware.
Ukuze ufumane ukuqonda ngcono inkcazo yedatha yovavanyo, makhe siphonononge iintlobo ezahlukeneyo zedatha yovavanyo.
Zeziphi iintlobo zedatha yovavanyo?
Ngelixa injongo ephambili ye idatha yokuvavanya kukuqinisekisa ukuba isoftware iziphatha ngendlela elindelekileyo, izinto ezichaphazela ukusebenza kwesoftware ziyahluka kakhulu. Oku kuguquguquka kuthetha ukuba abavavanyi kufuneka basebenzise iindidi ezahlukeneyo zedatha ukuvavanya indlela yokuziphatha kwenkqubo kwiimeko ezahlukeneyo.
Ngoko, masiphendule lo mbuzo—yintoni idatha yovavanyo kuvavanyo lwesoftware?—ngemizekelo.
- Idatha yovavanyo oluhle isetyenziselwa ukuvavanya isoftware phantsi kweemeko eziqhelekileyo zokusebenza, umzekelo, ukujonga ukuba imoto ihamba kakuhle na kwindlela ethe tyaba ngaphandle kwemiqobo.
- Idatha yovavanyo engalunganga kufana nokuvavanya indlela inqwelo-mafutha esebenza ngayo xa iindawo ezithile ezingasebenziyo zingasebenzi kakuhle. Inceda ukuchonga indlela isoftware ephendula ngayo idatha engasebenziyo amagalelo okanye inkqubo yokugcwala.
- Idatha yovavanyo lweklasi yokulingana inceda ukumela ukuziphatha kweqela elithile okanye udidi ngaphakathi kwesoftware ukuvavanya, ngakumbi, indlela isoftware ephatha ngayo iintlobo ezahlukeneyo zabasebenzisi okanye amagalelo.
- Idatha yovavanyo olungalindelekanga yenziwe ngaphandle kwepateni ethile. Inceda ukuqinisekisa ukuba isoftware inokusingatha iimeko ezingalindelekanga kakuhle.
- Idatha yovavanyo olusekelwe kumthetho iveliswa ngokwemigaqo okanye imigaqo echazwe kwangaphambili. Kwi-app yebhanki, inokuba yidatha yentengiselwano eyenziweyo ukuqinisekisa ukuba zonke iintengiselwano ziyahlangabezana neemfuno ezithile zolawulo okanye iibhalansi ze-akhawunti zihlala ngaphakathi kwemida ethile.
- Idatha yovavanyo lomda ijonga indlela isoftware elawula ngayo amaxabiso kwiziphelo ezigqithisileyo zoluhlu olwamkelekileyo. Kuyafana nokutyhala isixhobo kwimida yayo epheleleyo.
- Idatha yovavanyo lokubuyisela isetyenziselwa ukujonga ukuba naluphi na utshintsho lwamva nje lwesoftware lubangele iziphene ezintsha okanye imiba.
Ngokusebenzisa ezi ezahlukeneyo iintlobo zedatha yovavanyo, Iingcali ze-QA zinokuvavanya ngokufanelekileyo ukuba isofthiwe isebenza njengoko ijoliswe kuyo, ichaze nabuphi na ubuthathaka okanye i-bugs, kwaye ekugqibeleni iphucule ukusebenza kwenkqubo.
Kodwa amaqela esoftware angayifumana phi le datha? Masiyixubushe loo nto ngokulandelayo.
Yenziwa njani idatha yovavanyo?
Unezi ndlela zintathu zilandelayo ongakhetha kuzo yenza idatha yovavanyo kwiprojekthi yakho:
- I-Cherry-khetha idatha esuka kwisiseko sedatha ekhoyo, ifihla ulwazi lomthengi olufana nolwazi olunokuchongwa (PII).
- Yenza ngesandla idatha yovavanyo oluyinyani kunye nomthetho-based data izicelo.
- Veza idatha yokwenziwa.
Amaqela amaninzi obunjineli bedatha axhomekeke kwindlela enye kuphela, kaninzi ekhetha eyona ndlela ithatha ixesha kunye nomzamo onzima ukuveliswa kwedatha yovavanyo. Umzekelo, xa ukhetha idatha yesampula ukusuka kugcino-lwazi olukhoyo, amaqela obunjineli kufuneka aqale ayikhuphe kwimithombo emininzi, aze afomethe, ayikhuhle, ayigqume, ayenze ilungele uphuhliso okanye iindawo zokuvavanya.
Omnye umngeni kukuqinisekisa ukuba idatha ihlangabezana neendlela ezithile zokuvavanya: ukuchaneka, ukuhlukahluka, ukuchaneka kwisisombululo esithile, umgangatho ophezulu, kunye nokuthotyelwa kwemimiselo yokukhusela idatha yomntu. Nangona kunjalo, le mingeni isonjululwa ngokufanelekileyo ngabanamhlanje test data management iindlela, ezifana ukuveliswa kwedatha yovavanyo oluzenzekelayo.
Iqonga leSyntho inikeza uluhlu lwezakhono zokujongana nale mingeni, kuquka:
- I-Smart de-identification xa isixhobo sichonga ngokuzenzekelayo yonke i-PII, okonga iingcali ixesha kunye nomzamo.
- Ukusebenza malunga nolwazi olunovakalelo ngokutshintsha iPII kunye nezinye izichazi nge-synthetic idatha ehlekisayo ehambelana nengqiqo yoshishino kunye neepateni.
- Ukugcina intembeko yokwalathisa ngokwenza imephu yedatha engaguquguqukiyo kuzo zonke iinkcukacha kunye neenkqubo.
Siza kuphonononga obu buchule ngokweenkcukacha. Kodwa kuqala, makhe sihlolisise imiba enxulumene nayo ukudala idatha yovavanyo ngoko uyazazi kwaye uyayazi indlela yokujongana nazo.
Imingeni yedatha yovavanyo kuvavanyo lwesoftware
Ukuncancisa idatha yovavanyo esebenzayo lilitye lembombo lovavanyo olusebenzayo. Nangona kunjalo, amaqela obunjineli ajongene nemingeni embalwa kwindlela eya kwisoftware ethembekileyo.
Imithombo yedatha ethe saa
Idata, ngakumbi idatha yeshishini, ihlala kuyo yonke inkitha yemithombo, kubandakanywa ii-mainframes zelifa, i-SAP, i-database yobudlelwane, i-NoSQL, kunye neendawo ezahlukeneyo zamafu. Oku kusasazwa, kudityaniswa noluhlu olubanzi lweefomathi, kuyanzima ukufikelela kwidatha yemveliso yamaqela esoftware. Kwakhona kunciphisa inkqubo yokufumana idatha efanelekileyo yokuvavanya kunye neziphumo idatha yovavanyo engasebenziyo.
Ukusetwa kogxininiso
Amaqela obunjineli ahlala esokola ngokwahlulahlula iiseti zedatha zovavanyo ezinkulu nezihlukeneyo zibe zincinci, iiseti ekujoliswe kuzo. Kodwa yinto ekufuneka yenziwe kuba oku kuqhawuka kubanceda bagxile kwinto ethile iimeko zovavanyo, okwenza kube lula ukuvelisa kunye nokulungisa imiba ngelixa ugcina umthamo wedatha yovavanyo kunye neendleko ezinxulumene nazo ziphantsi.
Ukwandisa ukhuseleko lovavanyo
Iinjineli zikwanoxanduva lokuqinisekisa ukuba idatha yovavanyo ibanzi ngokwaneleyo ukuze ichazwe ngokucokisekileyo iimeko zovavanyo, nciphisa ingxinano yesiphene, kwaye yomeleza ukuthembeka kwesoftware. Nangona kunjalo, bajongana nemiceli mngeni kule nzame ngenxa yezinto ezahlukeneyo, ezinje ngobunzima benkqubo, izixhobo ezinyiniweyo, utshintsho kwisoftware, ubumfihlo bedatha kunye neenkxalabo zokhuseleko, kunye nemiba yokuncipha.
Ukwenyani kwidatha yovavanyo
Ukufuna ukunyaniseka kwidatha yovavanyo kubonisa indlela ekubaluleke ngayo ukwenza isipili soqobo amanani edatha ngokunyaniseka okukhulu. Idatha yovavanyo kufuneka ifane ngokusondeleyo nemeko yokuvelisa ukuphepha ukuchaneka kobuxoki okanye okubi. Ukuba le nyani ayifezekiswanga, inokwenzakalisa umgangatho wesoftware kunye nokuthembeka. Ngenxa yoko, iingcali kufuneka zinike ingqwalasela enkulu kwiinkcukacha njengoko zinjalo lungisa idatha yovavanyo.
Ukuhlaziywa nokugcinwa kwedatha
Idatha yovavanyo kufuneka ihlaziywe rhoqo ukubonisa utshintsho kwimeko yemveliso kunye neemfuno zesicelo. Nangona kunjalo, lo msebenzi uza nemingeni ebalulekileyo, ngakumbi kwiindawo apho ukufikelela kwiinkcukacha kulinganiselwe ngenxa yokuthotyelwa kwemithetho. Ukulungelelaniswa kwemijikelo yokuhlaziya idatha kunye nokuqinisekisa ukungaguquguquki kwedatha kuzo zonke iimeko zovavanyo kuba yimizamo entsonkothileyo efuna ulungelelwaniso olunononophelo kunye nemilinganiselo yokuthobela engqongqo.
Imingeni enedatha yovavanyo lokwenyani
Ngokutsho kovavanyo lukaSyntho kwi-LinkedIn, I-50% yeenkampani zisebenzisa idatha yokuvelisa, kunye ne-22% isebenzisa idatha efihliweyo ukuvavanya isofthiwe yabo. Bakhetha idatha yokwenyani njengoko kubonakala ngathi sisigqibo esilula: ikopi idatha ekhoyo ukusuka kwindawo yemveliso, yincamathelise kwindawo yovavanyo, kwaye uyisebenzise njengoko kufuneka.
Nangona kunjalo, ukusebenzisa inyani idatha yokuvavanya inika imingeni emininzi, kuquka:
- Ukufihla idatha ukuthobela imithetho yabucala yedatha, thintela khu seleko lwe data ukwaphula kunye nokuthobela imithetho ethintela ukusetyenziswa kwedatha yokwenyani ngeenjongo zovavanyo.
- Ukufaka idatha kwindawo yovavanyo, edla ngokuhluka kwindawo yemveliso.
- Ukuhlaziya uvimba weenkcukacha rhoqo ngokwaneleyo.
Ngaphezulu kwale mingeni, iinkampani zijongana nemiba emithathu ebalulekileyo xa ukhetha idatha yokwenyani uvavanyo.
Ukufumaneka okulinganiselweyo
Idata enyiniweyo, enqongopheleyo, okanye ephosiweyo ixhaphakile xa abaphuhlisi bethatha idatha yemveliso njenge idatha yovavanyo efanelekileyo. Ukufikelela kwidatha yovavanyo olukumgangatho ophezulu, ngakumbi kwiinkqubo ezinzima okanye iimeko, kuya kuba nzima. Oku kunqongophala kwedatha kuthintela uvavanyo olubanzi kunye neenkqubo zokuqinisekisa, okwenza iinzame zovavanyo lwesoftware zingasebenzi kakuhle.
Imicimbi yokuthobela
Imithetho engqongqo yobumfihlo bedatha efana ne-CPRA kunye ne-GDPR ifuna ukukhuselwa kwe-PII kwiindawo zovavanyo, ibeka imigangatho engqongqo yokuthotyelwa kwedatha. Kulo mongo, amagama okwenene, iidilesi, iinombolo zomnxeba, kunye nee-SSN ezifunyenwe kwidatha yemveliso ziqwalaselwa iifomati zedatha ezingekho mthethweni.
Iingxaki zabucala
Umceli mngeni wokuthobela ucacile: ukusebenzisa idatha yoqobo yobuqu njengedatha yovavanyo akuvumelekanga. Ukujongana nalo mba kunye nokuqinisekisa ukuba akukho PII isetyenziselwa ukwakha iimeko zovavanyo, abavavanyi mabayijonge kabini loo nto idatha ebuthathaka iyahlanjululwa okanye ingaziwa phambi kokuba isetyenziswe kwiindawo zovavanyo. Ngelixa kubalulekile khu seleko lwe data, lo msebenzi uthatha ixesha kwaye wongeza omnye umaleko wobunzima kumaqela ovavanyo.
Ukubaluleka kwedatha yovavanyo olusemgangathweni
Idatha yovavanyo elungileyo isebenza njengomqolo wenkqubo yonke ye-QA. Sisiqinisekiso sokuba isoftware isebenza njengoko ifanele, iqhuba kakuhle kwiimeko ezahlukeneyo, kwaye ihlala ikhuselekile kukwaphulwa kwedatha kunye nohlaselo olulunya. Noko ke, kukho enye ingenelo ebalulekileyo.
Ngaba uqhelene novavanyo lweshifti-ekhohlo? Le ndlela ityhala uvavanyo ukuya kumanqanaba okuqala kumjikelo wophuhliso wobomi ukuze ingacothi agile inkqubo. Uvavanyo lweShift-ekhohlo lucutha ixesha kunye neendleko ezinxulumene novavanyo kunye nokulungiswa kamva kumjikelo ngokubamba kunye nokulungisa imiba kwangoko.
Ukuze uvavanyo shift-ekhohlo ukusebenza kakuhle, iiseti data uvavanyo oluthobelayo kuyimfuneko. Ezi zinceda uphuhliso kunye namaqela e-QA avavanya iimeko ezithile ngocoselelo. Ukuzenzekela kunye nokulungelelanisa iinkqubo zemanuwali zingundoqo apha. Unokukhawulezisa ukubonelela kwaye ujongane nemingeni emininzi esiyixubushe ngokusebenzisa uvavanyo olufanelekileyo izixhobo zokuvelisa idatha ngedatha yokwenziwa.
Idatha yokwenziwa njengesisombululo
Idatha yokwenziwa esekelwe test data management indlela sisicwangciso esitsha kodwa esisebenzayo sokugcina umgangatho ngelixa ujongene nemingeni. Iinkampani zinokuthembela kwimveliso yedatha yokwenziwa ngokukhawuleza ukudala idatha yovavanyo oluphezulu.
Inkcazo kunye neempawu
Idatha yovavanyo lwe-Synthetic yidatha eyenziwe ngobuchule eyenzelwe ukulinganisa iimeko zovavanyo lwedatha kuphuhliso lwesoftware. Ngokutshintsha iPII ngedatha ehlekisayo ngaphandle kolwazi olunovakalelo, idatha eyenziweyo yenza test data management ngokukhawuleza kwaye kulula.
Idata yovavanyo lweSynthetic yehlisa imingcipheko yabucala kwaye ivumela abaphuhlisi bavavanye ngokungqongqo ukusebenza kwe-app, ukhuseleko, kunye nokusebenza kuluhlu lwemizekelo enokubakho ngaphandle kokuchaphazela inkqubo yokwenyani. Ngoku, makhe siphonononge ukuba zeziphi ezinye izixhobo zokwenziwa zedatha ezinokwenziwa.
Ukujongana nokuthotyelwa kunye nemingeni yabucala
Masithathe isisombululo sikaSyntho njengomzekelo. Ukujongana nemiceli mngeni yokuthobela kunye nobumfihlo, sisebenzisa ubugocigoci ukufihla idatha ubuchule kunye neteknoloji ye-PII yokuskena yangoku. I-Syntho's AI-powered PII Scanner ichonga ngokuzenzekelayo kwaye ifake iflegi kuyo nayiphi na imihlathi kuluhlu lwabasebenzisi oluqulethe iiPII ezithe ngqo. Oku kunciphisa umsebenzi wezandla kunye nokuqinisekisa ukufunyanwa ngokuchanekileyo kwedatha ebuthathaka, ukunciphisa umngcipheko wokuphulwa kwedatha kunye nokungahambelani nemimiselo yangasese.
Nje ukuba iikholamu ezinePII ichongiwe, iqonga likaSyntho libonelela ngedatha ehlekisayo njengeyona ndlela ilungileyo yokuchonga kule meko. Eli nqaku likhusela i-PII yoqobo enovakalelo ngokuyibuyisela ngedatha ehlekisayo emele igcine intembeko yovavanyo ngeenjongo zovavanyo kuzo zonke iinkcukacha kunye neenkqubo. Oku kuphunyezwa ngokusebenzisa ukusebenza kwemephu okuhambelanayo, eqinisekisa ukuba idatha efakwe endaweni ihambelana nengqiqo yezoshishino kunye neepatheni ngelixa ihambelana nemimiselo efana ne-GDPR kunye ne-HIPAA.
Ukubonelela ngezinto ezahlukeneyo kuvavanyo
Idatha yovavanyo oluguquguqukayo lunokunceda iinkampani zoyise umceli mngeni wokufumaneka kwedatha encinci kwaye zandise ukugqunywa kovavanyo. Iqonga leSyntho lixhasa ukuguquguquka kwayo Ukuveliswa kwedatha esekelwe kumthetho.
Le ngcamango ibandakanya ukudala idatha yovavanyo ngokulandela imithetho echazwe kwangaphambili kunye nemiqobo yokulinganisa idatha yelizwe lokwenyani okanye ukulinganisa iimeko ezithile. Ukuveliswa kwedatha yokwenziwa okusekwe kumgaqo kubonelela ngeendlela ezahlukeneyo kuvavanyo ngezicwangciso ezahlukeneyo:
- Ukuvelisa idatha ukusuka ekuqaleni: Idatha yokwenziwa esekelwe kumthetho yenza kube lula ukuvelisa idatha xa kunqongophele okanye kungekho datha yokwenyani ekhoyo. Oku kuxhobisa abavavanyi kunye nabaphuhlisi ngedatha eyimfuneko.
- Ukutyebisa idatha: Ityebisa idatha ngokongeza imiqolo emininzi kunye neekholamu, ikwenza kube lula ukwenza iiseti zedatha ezinkulu.
- Ukuguquguquka kunye nokwenza ngokwezifiso: Ngendlela esekelwe kumgaqo, sinokuhlala siguquguquka kwaye silungelelanise iifomathi ezahlukeneyo zedatha kunye nezakhiwo, ukuvelisa idatha yokwenziwa ehambelana neemfuno ezithile kunye neemeko.
- Ukucocwa kwedatha: Oku kubandakanya ukulandela imithetho echazwe kwangaphambili xa usenza idatha ukulungisa ukungangqinelani, ukugcwalisa amaxabiso angekhoyo, kwaye ususe yonakele idatha yovavanyo. Iyaqinisekisa mgangatho wedatha kunye nokuthembeka, kubaluleke ngakumbi xa isethi yedatha yokuqala iqulethe izinto ezingachanekanga ezinokuchaphazela iziphumo zovavanyo.
Xa ukhetha okulungileyo izixhobo zokuvelisa idatha, Kubalulekile ukuqwalasela imiba ethile ukuze uqiniseke ukuba bawenza lula umsebenzi wamaqela akho.
Ukuqwalaselwa xa ukhetha izixhobo zedatha zokwenziwa
Ukhetho lwezixhobo zedatha yokwenziwa luxhomekeke kwiimfuno zeshishini lakho, amandla okudibanisa, kunye neemfuno zabucala zedatha. Ngelixa umbutho ngamnye uhlukile, siye sachaza iindlela eziphambili zokukhetha i-synthetic izixhobo zokuvelisa idatha.
Ukwenyani kwedatha
Qinisekisa ukuba isixhobo osiqwalaselayo yenza idatha yovavanyo ifana ngokusondeleyo nedatha yelizwe lokwenyani. Kulapho kuphela apho iya kuthi ifanise ngokufanelekileyo iimeko ezahlukeneyo zovavanyo kwaye ibone imiba enokubakho. Isixhobo kufuneka kwakhona sinikeze iinketho zokwenza ngokwezifiso ukulinganisa ukuhanjiswa kwedatha okwahlukileyo, iipateni, kunye nokungaqhelekanga kwiindawo zemveliso.
Ukwahluka kwedatha
Khangela izixhobo ezinokuvelisa idatha yesampula egubungela uluhlu olubanzi lwamatyala osetyenziso, kubandakanywa iintlobo ezahlukeneyo zedatha, iifomathi, kunye nezakhiwo ezifanelekileyo kwisoftware phantsi kovavanyo. Le yantlukwano inceda ukuqinisekisa ukuba inkqubo yomelele kwaye iqinisekisa ukugubungela uvavanyo olubanzi.
Ukwahlulahlula kunye nokusebenza
Jonga ukuba isixhobo sinokwenza kangakanani na umthamo omkhulu wedatha eyenziweyo, ngakumbi ukuvavanya iinkqubo ezinzima okanye ezinomthamo ophezulu. Ufuna isixhobo esinokukhula ukuze sihlangabezane neemfuno zedatha yezicelo zesikali seshishini ngaphandle kokubeka esichengeni ukusebenza okanye ukuthembeka.
Ubumfihlo beenkcukacha kunye nokukhuseleka
Beka kuqala izixhobo ezineempawu ezakhelwe ngaphakathi ukukhusela ulwazi olubuthathaka okanye oluyimfihlo xa usenza idatha. Jonga iifitsha ezifana nokufihlwa kwedatha kunye nokuthobela imigaqo yokhuseleko lwedatha ukunciphisa umngcipheko wabucala kunye nokuthobela umthetho.
Ukudibanisa kunye nokuhambelana
Khetha isoftwe ehambelana ngokugqibeleleyo noseto lwakho olukhoyo lovavanyo ukuququzelela ukwamkelwa okulula kunye nokudibanisa kuphuhliso lwesoftware. Isixhobo esihambelana neenkqubo ezahlukeneyo zokugcina idatha, i-database, kunye namaqonga okuvavanya aya kuba yinto eninzi kwaye kulula ukuyisebenzisa.
Umzekelo, I-Syntho iyaxhasa Izixhumi ze-database ye-20+ kunye ne-5+ i-filesystem connectors, kubandakanywa iinketho ezithandwayo ezifana ne-Microsoft SQL Server, i-Amazon S3, kunye ne-Oracle, ukuqinisekisa ukhuseleko lwedatha kunye nokuveliswa kwedatha elula.
Ukwenza ngokwezifiso kunye nokuguquguquka
Funa izixhobo ezinikezela ngeendlela eziguquguqukayo zokwenza ngokwezifiso ukulungelelanisa ukuveliswa kwedatha yokwenziwa ngokweemfuno ezithile zovavanyo kunye neemeko. Iiparamitha ezilungiselelweyo, ezifana nemithetho yokwenziwa kwedatha, ubudlelwane, kunye nemiqobo, ikuvumela ukuba ulungise kakuhle idatha eyenziweyo ukuze ihambelane neenqobo zovavanyo kunye neenjongo.
Ukushwankathela
The intsingiselo yedatha yovavanyo kuphuhliso lwesoftware ayinakubaxa-yiyo esinceda ukuba sichonge kwaye silungise iziphene ekusebenzeni kwesoftware. Kodwa ukulawula idatha yovavanyo ayingombandela nje wokwenza lula; kubalulekile ukuthobela imigaqo kunye nemithetho yabucala. Ukwenza ngokufanelekileyo kunokunciphisa umthwalo womsebenzi wamaqela akho ophuhliso, ukonga imali kunye nokuthengisa iimveliso ngokukhawuleza.
Kulapho idatha yokwenziwa ifika iluncedo. Ibonelela ngedatha yokwenyani kunye nezinto ezininzi ngaphandle komsebenzi othatha ixesha elininzi, ukugcina iinkampani zithobela kwaye zikhuselekile. Ngezixhobo zokwenziwa kwedatha yokwenziwa, ulawulo lwedatha yovavanyo lukhawuleza kwaye lusebenze ngakumbi.
Elona candelo lilungileyo lelokuba idatha yovavanyo lokwenziwa komgangatho inokufikelelwa kuyo yonke inkampani, nokuba inenjongo yayo. Konke okufuneka ukwenze kukufumana umboneleli othembekileyo wezixhobo zokuvelisa idatha. Qhagamshelana noSyntho namhlanje kwaye bhukisha idemo yasimahla ukubona ukuba idatha yokwenziwa inganceda njani uvavanyo lwesoftware yakho.
Malunga nababhali
IGosa eliyiNtloko leMveliso kunye nomseki-mdibaniselwano
UMarijn unemvelaphi yezifundo kwikhompyuter yesayensi, ubunjineli beshishini, kunye nezezimali, kwaye ukusukela ngoko uye wagqwesa kwiindima kulo lonke uphuhliso lwemveliso yesoftware, uhlalutyo lwedatha, kunye nokhuseleko lwe-cyber. U-Marijn ngoku usebenza njengomsunguli kunye neGosa eliyiNtloko leMveliso (i-CPO) e-Syntho, eqhuba i-innovation kunye nombono weqhinga eliphambili kwi-teknoloji.
Gcina isikhokelo sakho sedatha yokwenziwa ngoku!
- Yintoni idatha yokwenziwa?
- Kutheni imibutho iyisebenzisa?
- Ixabiso lokudibanisa iimeko zabathengi bedatha yokwenziwa
- Uqala njani
