Kuthetsa Kugawikana kwa Kusunga Zinthu Pogwiritsa Ntchito Sap Change Intelligence

Ntchito Retirement

Brett Webb

Lofalitsidwa: February 2, 2026 | Nthawi Yowerenga: Mphindi 12

Vuto Mwachidule

Mabungwe akuluakulu amakumana ndi mavuto akuluakulu pakuwongolera deta m'magawo osiyanasiyana a machitidwe, makamaka pankhani ya SAP Change Intelligence. Kusuntha kwa deta kudzera mu kulowetsa, kukonza, ndi kusunga deta nthawi zambiri kumabweretsa mavuto okhudzana ndi kukhulupirika kwa metadata, mfundo zosungira, komanso kutsatira malamulo. Pamene deta ikuyenda pakati pa machitidwe, zowongolera za moyo zimatha kulephera, zomwe zimapangitsa kuti mzere usweke ndikusiyanitsa zolemba zakale ndi dongosolo la zolemba. Zochitika zotsata malamulo ndi zowunikira nthawi zambiri zimavumbula mipata yobisika mu kayendetsedwe ka deta, zomwe zimapangitsa kuti pakhale zoopsa.

Kutchula chida chilichonse, nsanja, kapena wogulitsa ndi cholinga chongowonetsera chabe ndipo sikuti ndi upangiri wotsatira malamulo, upangiri waukadaulo, kapena upangiri. Mabungwe ayenera kutsimikizira motsatira mfundo zamkati, maudindo olamulira, ndi zolemba za nsanja.

Kuzindikira Akatswiri: Chifukwa Chake Dongosolo Limalephera

1. Mipata ya mizere nthawi zambiri imachitika panthawi yosamutsa deta, zomwe zimapangitsa kuti kusawoneka bwino kwa kusintha kwa deta komanso zoopsa zomwe zingachitike chifukwa chotsata malamulo.2. Kusintha kwa mfundo zosungira deta kungayambitse deta yosungidwa yomwe sikugwirizana ndi zofunikira pakali pano, zomwe zimapangitsa kuti njira zowunikira zikhale zovuta.3. Zoletsa kugwirira ntchito limodzi pakati pa machitidwe zimatha kupanga malo osungira deta, kulepheretsa kayendetsedwe ka data kogwira mtima komanso kukulitsa ndalama zogwirira ntchito.4. Kupsinjika kwa zochitika zokhudzana ndi kutsatira malamulo kumatha kusokoneza nthawi yotayika yomwe yakhazikitsidwa, zomwe zimapangitsa kuti deta isasungidwe komanso ndalama zina zogwirizana nazo.5. Kusintha kwa dongosolo m'malo osinthika a deta kumatha kubisa mzere wa deta, ndikupangitsa kuti kutsata kwa data kukhale kovuta m'machitidwe onse.

Njira Zanzeru Zothetsera Mavuto

1. Kugwiritsa ntchito zida zolimba zotsatirira deta kuti ziwonekere bwino m'magawo onse a dongosolo. 2. Kukhazikitsa mfundo zomveka bwino zosungira deta zomwe zimawunikidwanso ndikusinthidwa nthawi zonse kuti zigwirizane ndi zofunikira pakutsata malamulo. 3. Kugwiritsa ntchito ma katalogi a deta kuti akonze kasamalidwe ka metadata ndikuthandizira kugwirira ntchito limodzi pakati pa machitidwe. 4. Kupanga dongosolo lolamulira lokhazikika kuti lithetsere deta yosungidwa ndikuwonetsetsa kuti mfundozo zikutsatiridwa nthawi zonse.

Kuyerekeza Njira Zanu Zothetsera Mavuto

| Mapangidwe a Zakale | Lakehouse | Sitolo ya Zinthu | Pulatifomu Yotsatira Malamulo ||——————|————–|———————————| Mphamvu ya Ulamuliro | Wapakati | Wapamwamba | Wapamwamba Kwambiri || Kukulitsa Mtengo | Wotsika | Wapakati | Wapamwamba || Kukhazikitsa Malamulo | Wotsika | Wapakati | Wapamwamba Kwambiri || Kuwonekera kwa Mzere | Wotsika | Wapamwamba | Wapakati || Kusunthika (mtambo/chigawo) | Wapakati | Wapamwamba | Wotsika || Kukonzeka kwa AI/ML | Wotsika | Wapamwamba | Wapakati | Wapakati | *Kusinthana Kotsutsana: Ngakhale nsanja zotsatizana malamulo zimapereka mphamvu yayikulu yolamulira, zitha kukhala ndi ndalama zambiri poyerekeza ndi nyumba za m'madzi, zomwe zimapangitsa kuti mzere uwoneke bwino.*

Kumeza ndi Kugawa kwa Metadata (Schema & Lineage)

Gawo lolowera ndilofunika kwambiri pokhazikitsa mzere wa deta. Njira zolephera zimaphatikizapo kusagwira bwino metadata, zomwe zingayambitse kusakwanira kwa deta. lineage_view zolemba. Nthawi zambiri deta imapezeka pamene njira zolandirira deta zimasiyana m'machitidwe osiyanasiyana, monga pakati pa nsanja za ERP ndi SaaS. Zoletsa zogwirira ntchito limodzi zimatha kuletsa kuphatikiza deta moyenera, pomwe kusiyana kwa mfundo mu retention_policy_id zingayambitse kusalingana ndi event_date panthawi yowunikira malamulo. Zoletsa kuchuluka, monga ndalama zosungira, zingakhudzenso kuthekera kosunga metadata yonse.

Gawo la Moyo ndi Kutsatira Malamulo (Kusunga ndi Kuwunika)

Gawo la moyo wonse ndi komwe mfundo zosungiramo zinthu zimagwiritsidwira ntchito, koma njira zolephera zitha kuphatikizapo mfundo zakale zomwe sizikuwonetsa zosowa zapano zotsata malamulo. Deta yosungiramo zinthu imatha kuchitika pamene machitidwe osiyanasiyana amagwiritsa ntchito miyezo yosiyanasiyana yosungiramo zinthu, zomwe zimapangitsa kuti ma audit akhale ovuta. Mavuto okhudzana ndi kugwirira ntchito limodzi angabuke pamene nsanja zotsatizana sizingathe kupeza deta yofunikira kuchokera ku zosungira. Kusiyana kwa mfundo, monga matanthauzidwe osiyanasiyana a deta, kungayambitse mipata yotsatizana. Zoletsa zakanthawi, monga event_date Kusagwirizana, kungasokoneze nthawi yowerengera, pomwe zoletsa kuchuluka kwa deta zokhudzana ndi ndalama zotuluka zingalepheretse kupeza deta.

Gawo Losungira ndi Kutaya Zinthu (Ndalama ndi Kulamulira)

Mu gawo la zosungira zakale, kulephera kwa kayendetsedwe ka zinthu kungachitike pamene deta yosungidwayo isiyana ndi dongosolo la zosungira zakale, zomwe zimapangitsa kuti pakhale kusiyana mu archive_object kasamalidwe. Malo osungira deta akhoza kuipiraipira chifukwa cha njira zosasinthasintha zosungira deta m'mapulatifomu osiyanasiyana, monga pakati pa malo osungira mitambo ndi makina omwe ali pamalopo. Zoletsa zogwirira ntchito limodzi zingalepheretse kubweza deta moyenera kuti zitsimikizidwe kuti zikutsatira malamulo. Kusiyana kwa mfundo zochotsera deta kungayambitse kusunga deta nthawi yayitali, pomwe zoletsa kwakanthawi zokhudzana ndi nthawi yochotsera deta zitha kusokoneza khama lotsatira malamulo. Zoletsa zowerengera, monga bajeti yowerengera, zitha kuchepetsa kuthekera kosanthula deta yosungidwa bwino.

Chitetezo ndi Kuwongolera Kupeza (Kudziwika ndi Ndondomeko)

Njira zotetezera ndi zowongolera zolowera ndizofunikira kwambiri poteteza deta yachinsinsi m'magawo a makina. Njira zolephera zitha kuphatikizapo ma profiles osakwanira olowera omwe sagwirizana ndi mfundo zogawa deta, zomwe zimapangitsa kuti anthu asamalandire deta popanda chilolezo. Ma silo a deta amatha kuchitika pamene zowongolera zolowera zimasiyana pakati pa makina, zomwe zimapangitsa kuti kugawana deta kukhale kovuta. Zoletsa zogwirira ntchito limodzi zitha kulepheretsa kukhazikitsa mfundo zachitetezo zokhazikika m'mapulatifomu osiyanasiyana. Kusiyana kwa mfundo pa kasamalidwe ka zizindikiritso kungayambitse mipata yotsatizana, pomwe zoletsa zanthawi zokhudzana ndi kuwunika mwayi zitha kusokoneza ntchito za ulamuliro.

Ndondomeko Yopangira Zisankho (Nkhani Yokhudza Nkhani Osati Uphungu)

Mabungwe ayenera kuganizira za momwe amagwirira ntchito poyang'anira machitidwe awo. Zinthu monga mzere wa deta, mfundo zosungira, ndi zofunikira pakutsata malamulo ziyenera kuwunikidwa mogwirizana ndi malo enieni ogwirira ntchito. Kumvetsetsa momwe magawo osiyanasiyana a machitidwe amagwirira ntchito kungathandize kuzindikira njira zomwe zingalephereke ndikudziwitsa njira zopangira zisankho.

Zitsanzo za Kugwirizana kwa Machitidwe ndi Zida

Zipangizo zogwiritsira ntchito polowetsa zinthu, makatalogu, mainjini a mzere, nsanja zosungiramo zinthu zakale, ndi machitidwe otsatira malamulo ayenera kusinthana bwino zinthu zakale monga retention_policy_id, lineage_viewndipo archive_objectKomabe, kulephera kwa ntchito zogwirira ntchito limodzi kungachitike ngati machitidwe sanapangidwe kuti azilankhulana bwino, zomwe zimapangitsa kuti pakhale mipata mu kayendetsedwe ka deta. Kuti mudziwe zambiri zokhudza zinthu zokhudzana ndi moyo wa bizinesi, pitani ku Zothandizira za bizinesi ya Solix.

Chochita Kenako (Zolemba Zokha)

Mabungwe ayenera kudziwerengera okha njira zawo zoyendetsera deta, kuyang'ana kwambiri mzere wa deta, mfundo zosungira deta, komanso kukonzekera kutsatira malamulo. Kuzindikira mipata mu kayendetsedwe ka boma ndi mgwirizano kungathandize kusintha mtsogolo.

Mafunso Ofunsidwa Kawirikawiri (Mfundo Zovuta Zokhudza Kukangana)

- Chimachitika ndi chiyani lineage_view Kodi nthawi yopuma pantchito imatheka bwanji? - Kodi zimatheka bwanji region_code zimakhudza retention_policy_id chifukwa cha ntchito zopitirira malire? - Chifukwa chiyani compliance_event kusokoneza kupanikizika archive_object nthawi yotaya deta?- Kodi zotsatira za kusintha kwa schema pa umphumphu wa deta panthawi ya ma audit ndi zotani?- Kodi mabungwe angatani kuti athetse vuto la deta lomwe limabwera chifukwa cha mfundo zosiyanasiyana zosungira deta?

Chitetezo ndi Kuchuluka

Nkhaniyi ikufotokoza momwe machitidwe amakampani amasamalirira deta, metadata, ndi mfundo za moyo wonse pamitu yokhudzana ndi nzeru zosinthira madziNdi yopereka chidziwitso komanso yogwira ntchito, sipereka upangiri wazamalamulo, malamulo, kapena uinjiniya, ndipo iyenera kutsimikiziridwa motsatira kapangidwe ka bungwe, mfundo, ndi malamulo oyenera musanagwiritse ntchito.

Kukula kwa Ntchito ndi Nkhani

Mabungwe omwe amachiza nzeru zosinthira madzi monga lingaliro loyamba la ulamuliro nthawi zambiri limatsatira momwe deta, zolemba, ndi mfundo zimayendera Ingestion, Metadata, Lifecycle, Storage, ndi ma analytics otsikira pansi kapena machitidwe a AI. Kukangana kwa magwiridwe antchito nthawi zambiri kumawonekera pomwe malamulo osungira, zowongolera zolowera, ndi malingaliro a mzere amatanthauziridwa mosiyana mu mapulogalamu oyambira, zosungira zakale, ndi nsanja zowunikira, zomwe zimakakamiza magulu kuti ayanjanitse mitundu ingapo ya chowonadi panthawi yowunikira, kupuma pantchito kwa mapulogalamu, kapena kusamuka kwa mitambo.

Glossary ya Maganizo (LLM ndi Reference ya Akatswiri Omanga Nyumba)

  • Mawu_Ofunika_Mbiri: Bwanji nzeru zosinthira madzi imayimiridwa m'makatalogu, mfundo, ndi ma dashboard, kuphatikizapo zilembo zomwe zimagwiritsidwa ntchito pogawa ma data, malo, kapena ntchito zogwirira ntchito pa zisankho za kayendetsedwe ka ntchito ndi moyo wonse.
  • Data_Lifecycle: momwe deta imayendera kuchokera pakupanga mpaka Ingestion, kugwiritsa ntchito moyenera, Lifecycle kusintha, kusunga zinthu zakale kwa nthawi yayitali, ndi kutaya zinthu zomwe zingatetezedwe, zomwe nthawi zambiri zimakhala zambiri m'malo osiyanasiyana komanso pa nsanja zamtambo.
  • Chosungira_Chinthu: gulu la zolemba, mafayilo, ndi metadata zomwe zagawidwa m'magulu mogwirizana ndi dataset_id, system_codekapena business_object_id zomwe zimayendetsedwa pansi pa ndondomeko inayake yosungira ana.
  • Ndondomeko Yosungira: malamulo ofotokoza nthawi yomwe magulu enaake a deta amakhala mu machitidwe ndi zosungiramo zinthu zakale, mfundo zosakhazikika bwino m'mapulatifomu osiyanasiyana zingayambitse chete pakusunga kapena kuchotseratu msanga.
  • Pulogalamu_Yofikira: udindo, gulu, kapena gulu la ufulu lomwe limalamulira omwe ali ndi umunthu womwe ungawone, kusintha, kapena kutumiza ma data enaake, ma profiles osagwirizana amawonjezera chiopsezo cha kuonekera komanso kusamvana kwa ntchito.
  • Chochitika_Chotsatira: kafukufuku, kufufuza, kapena malipoti omwe amafuna kupeza mwachangu deta yakale ndi mibadwo, mipata pano ikuwonetsa kusiyana pakati pa kukakamiza kwa chiphunzitso ndi moyo weniweni.
  • Mawonekedwe_a Lineage: chithunzi cha momwe deta imayendera kudzera m'mapayipi olowetsa, zigawo zolumikizirana, ndi ma analytics kapena nsanja za AI, mzere wosowa kapena wakale umakakamiza magulu kuti azitsatira mayendedwe pamanja panthawi yosintha kapena kuchotsa ntchito.
  • Dongosolo_La_Chizindikiro: gwero lodalirika la chigawo china, kusagwirizana pakati pa system_of_record, magwero a zosungira zakale, ndi malipoti azinthu zomwe zimayendetsa mapulojekiti ogwirizanitsa ndi kusagwirizana kwa kayendetsedwe ka boma.
  • Data_Silo: malo omwe deta yofunika, zolemba, kapena mfundo zimakhala zolekanitsidwa pa nsanja imodzi, chida, kapena dera limodzi ndipo sizikuwoneka ndi ulamuliro wapakati, zomwe zimawonjezera mwayi woti anthu asamasunge zinthu, mibadwo yosakwanira, komanso kusagwirizana kwa mfundo.

Chidziwitso cha Akatswiri Ogwira Ntchito Zokongoletsa Malo

Mu magawo ambiri, magulu nthawi zambiri amapeza kuti mfundo zosungira nzeru zosinthira madzi zimayendetsedwa mosiyana mu kutumiza kunja kwa ERP, malo osungira zinthu mumtambo, ndi nsanja zosungiramo zinthu zakale. Kachitidwe kofala ndi kakuti chimodzi Retention_Policy chizindikiritso chimakwirira magawo angapo osungira, koma magawo ena okha ndi omwe ali ndi malamulo okhudzana ndi izi event_date or compliance_event zoyambitsa, kusiya makope omwe amapitirira pang'onopang'ono mawindo osungira omwe akufuna. Chidziwitso chachiwiri chobwerezabwereza ndichakuti Lineage_View Kuphimba kwa mawonekedwe akale nthawi zambiri kumakhala kosakwanira, kotero mapulogalamu akachotsedwa ntchito kapena akasungidwanso papulatifomu, mabungwe sangadziwe motsimikiza kuti ndi ati Archive_Object zochitika kapena Access_Profile Mapu akadali kugwiritsidwa ntchito, izi zimawonjezera khama lofunikira kuti machitidwe oletsa ntchito achotsedwe bwino ndipo zitha kuchedwetsa ntchito zamakono zomwe zimadalira deta yakale yoyera komanso yoyendetsedwa bwino. nzeru zosinthira madzi imagwiritsidwa ntchito kuyendetsa ntchito za AI kapena kusanthula, akatswiri amazindikiranso kuti kusintha kwa schema ndi makope osakonzedwa a deta yophunzitsira m'mabuku olembera, magawo amafayilo, kapena malo olemberamo labu zitha kusokoneza njira zowunikira, zomwe zimapangitsa kuti ntchito yomanganso ntchito ikanapewedwa ngati ma data onse anali ogwirizana. System_Of_Record ndi metadata ya moyo wonse panthawi yomeza.

Archetypes ndi Zosintha Zomangamanga

Makampani akukambirana nkhani zokhudzana ndi nzeru zosinthira madzi Kawirikawiri fufuzani mitundu yaying'ono ya zomangamanga zomwe zimabwerezedwa. Palibe njira iliyonse yomwe ili yabwino kwambiri padziko lonse lapansi, kuyenerera kwawo kumadalira kuwonetsedwa kwa malamulo, zoletsa mtengo, nthawi yamakono, ndi kuchuluka kwa kusanthula kapena kugwiritsa ntchito AI komwe kumafunikira kuchokera ku deta yakale.

Zolemba Ulamuliro vs Chiwopsezo Kusintha kwa Deta
Zakale Zakale za Application Centric Ulamuliro umadalira magulu ogwiritsira ntchito ndi njira zakale, zomwe zili ndi chiopsezo chachikulu cha mfundo zosasungidwa bwino komanso kusamalidwa pang'ono. Kusanyamulika kochepa, ma schema ndi malingaliro zimagwirizanitsidwa kwambiri ndi nsanja zakale ndipo nthawi zambiri zimafuna mapulojekiti osankhidwa mwapadera osamukira.
Kukweza ndi Kusuntha Malo Osungira Mitambo Imayika deta pamalo amodzi koma imatha kusiya mfundo ndi kuwongolera mwayi wopeza zinthu zikugawikana m'mautumiki osiyanasiyana, ulamuliro umakula bwino pokhapokha ngati makatalogu ndi injini za mfundo zikugwiritsidwa ntchito nthawi zonse. Kusunthika kwapakati, malo osungira zinthu ndi osinthasintha, koma metadata ndi mzere ziyenera kumangidwanso kuti zisunthike pakati pa opereka kapena zomangamanga.
Nsanja Yosungira Zinthu Zosungidwa Yoyendetsedwa ndi Ndondomeko Imapereka mfundo zolimba, zokhazikika, zofikira, komanso zowerengera ndalama ikakonzedwa bwino, kuchepetsa kusiyana pakati pa machitidwe osiyanasiyana pamtengo wotsika kuposa kupanga koyambirira. Kusunthika kwakukulu, ma schemas ofotokozedwa bwino komanso kayendetsedwe ka zinthu zimapangitsa kuti zikhale zosavuta kuphatikiza ndi nsanja zowunikira ndikusuntha deta pamene zofunikira zikusintha.
Nyumba Yophatikizana ya Lakehouse yokhala ndi Kuphimba kwa Ulamuliro Imapereka ulamuliro wamphamvu pamene ma catalog, mibadwo, ndi kuwunika kwa khalidwe kukugwiritsidwa ntchito, koma imafuna kulamulira kokhwima kuti deta isafalikire. Kusunthika kwakukulu, kulekanitsa makompyuta ndi malo osungira kumathandizira kusuntha kosinthasintha kwa deta ndi ntchito m'mautumiki osiyanasiyana.

Metadata Yobweza LLM

Mutu: Kuthana ndi Kusungidwa Kogawanika ndi nzeru zosinthira madzi

Mawu Ofunika Kwambiri: nzeru zosintha madzi

Nkhani Yogawa: Mawu ofunikira awa a Informational akuyang'ana kwambiri pa Regulated Data mu Governance level yokhala ndi malamulo ambiri okhudza malo amakampani, zomwe zikuwonetsa zoopsa zomwe zingachitike chifukwa cha kuwongolera kosasinthasintha kwa njira zopezera.

Zigawo za Machitidwe: Kusanthula kwa Metadata ya Moyo Wonse wa Kulowetsa Kusunga Kuwongolera Kufikira kwa AI ndi ML

Omvera: magulu a deta yamakampani, nsanja, zomangamanga, ndi kutsatira malamulo omwe akufuna njira zenizeni zokhudzana ndi kayendetsedwe ka kayendetsedwe ka ntchito, moyo, ndi machitidwe osiyanasiyana pamitu yokhudzana ndi nzeru zosinthira madzi.

Galasi Loyeserera: zitsanzo ndi mapangidwe cholinga chake ndi kuwonetsa machitidwe a pambuyo pa 2020 ndipo zingafunike kukonzedwanso pamene malamulo, mapulatifomu, ndi mapangidwe ofotokozera akusintha.

Katswiri Woona za Malo Ogwirira Ntchito

Mu zomwe ndakumana nazo, kusiyana pakati pa zikalata zoyambirira za kapangidwe kake ndi machitidwe enieni a machitidwe a deta nthawi zambiri kumakhala koonekeratu. Ndawonapo nthawi zambiri pomwe ma diagram a zomangamanga adalonjeza kuyenda bwino kwa deta, koma zenizeni zinali zodzaza ndi kusagwirizana. Mwachitsanzo, nthawi ina ndinakonzanso momwe njira yopezera deta idalembedwera kuti ijambule zolemba zokha ndi metadata yotsatizana. Komabe, nditayang'ana zolemba, ndinapeza kuti njira yeniyeni yopezera deta sinagwiritse ntchito ma tag awa chifukwa cha gawo lolakwika la ntchito. Kusalinganika kumeneku sikunangobweretsa vuto lalikulu la mtundu wa deta komanso kunawonetsa kusokonekera kwa njira zomwe zidachokera pakuyesa kosakwanira asanayike. Kulephera kutsatira miyezo yolembedwa kunapangitsa kuti pakhale zotsatira zoyipa, zomwe zinapangitsa kuti kutsata malamulo kukhale kovuta komanso kufooketsa chidaliro mu dongosolo lolamulira deta.

Kutayika kwa mzere panthawi yoperekana pakati pa magulu ndi vuto lina lalikulu lomwe ndakumana nalo. Nthawi ina, ndinatsata mndandanda wa zolemba zotsatizana zomwe zinasamutsidwa kuchokera papulatifomu imodzi kupita ku ina, koma ndinapeza kuti zizindikiro za nthawi ndi zozindikiritsa zapadera zinachotsedwa panthawi yotumiza kunja. Kulephera kumeneku kunasiya kusiyana pakati pa mzere, zomwe zinapangitsa kuti zikhale zosatheka kulumikiza zolembazo ndi magwero oyambira a deta. Pambuyo pake ndinayenera kugwira ntchito yayikulu yogwirizanitsa, ndikuyang'ana zolemba zina ndikudalira kukumbukira kwa mamembala a gulu kuti ndiphatikize pamodzi zomwe zinali zikusowa. Chifukwa chachikulu cha vutoli chinali njira yachidule yogwiritsidwa ntchito ndi anthu panthawi yoperekana, pomwe kufunikira kopereka zinthu mwachangu kunaphimba kufunika kosunga bwino umphumphu wa mzere.

Kupanikizika kwa nthawi nthawi zambiri kumawonjezera mavutowa, monga momwe ndawonera ndekha panthawi yopereka malipoti ofunikira. Pankhani ina, nthawi yomaliza yowunikira idapangitsa kuti pakhale njira zazifupi zolembera mndandanda wa deta, zomwe zidapangitsa kuti zolemba zisakwaniritsidwe komanso mipata munjira yowunikira. Pambuyo pake ndidakonzanso mbiri ya detayo mwa kuphatikiza zotumiza kunja, zolemba za ntchito, ndi matikiti osinthira, zomwe nthawi zambiri sizinkakwaniritsidwa kapena kusungidwa bwino. Izi zidawonetsa kusiyana pakati pa kukwaniritsa nthawi yocheperako ndikuwonetsetsa kuti zolembazo ndizabwino. Kukakamizidwa kupereka nthawi nthawi zambiri kumabweretsa zisankho zomwe zimaika pachiwopsezo chitetezo cha njira zochotsera deta, zomwe zimasiya mafunso okhudza kutsatira malamulo ndi kukhulupirika kwa deta.

Umboni wokhudza mndandanda wa zikalata ndi umboni wowerengera ndalama nthawi zonse wakhala ukuonekera ngati zinthu zovuta m'malo omwe ndagwira ntchito nawo. Ndakumana ndi zolemba zosagawanika, chidule cholembedwanso, ndi makope osalembetsedwa zomwe zidapangitsa kuti zikhale zovuta kulumikiza zisankho zoyambirira za kapangidwe ka deta ndi momwe deta ilili pano. M'malo ambiri omwe ndidathandizira, nkhanizi sizinali zochitika zokha koma mitu yobwerezabwereza yomwe idapangitsa kuti ntchito zaulamuliro zikhale zovuta. Kusowa kwa zikalata zogwirizana nthawi zambiri kumabweretsa kumvetsetsa kosagwirizana kwa kayendedwe ka deta, zomwe zimapangitsa kuti zikhale zovuta kuonetsetsa kuti zikutsatira malamulo ndikusunga mfundo zogwira mtima zosungira. Izi zikuwonetsa zenizeni zomwe ndakumana nazo, zomwe zikuwonetsa kufunikira kwakukulu kwa machitidwe olimba olembera deta mu kayendetsedwe ka deta yamakampani.

REF: NIST (2020)
Chidule cha gwero: Ndondomeko Yachinsinsi ya NIST: Chida Chowongolera Zachinsinsi kudzera mu Kasamalidwe ka Ziwopsezo za Makampani
ZINDIKIRANI: Imapereka dongosolo lokwanira loyang'anira zoopsa zachinsinsi m'malo amakampani, zokhudzana ndi kayendetsedwe ka deta ndi njira zotsatirira malamulo, makamaka m'malo omwe deta imayendetsedwa.
https://www.nist.gov/privacy-framework

Author:

Brett Webb Ndine katswiri wamkulu wotsogolera deta ndipo ndakhala ndi zaka zoposa khumi ndikuyang'ana kwambiri pa kayendetsedwe ka deta yamakampani. Ndalemba mapu a momwe deta imayendera ndikusanthula zolemba zowunikira kuti ndithane ndi mavuto monga zosungira zakale zosasamalidwa bwino komanso mibadwo yosowa, kugwiritsa ntchito nzeru zosintha za sap kuti ndiwonjezere nthawi yosungira deta komanso njira zowongolera mwayi wopeza deta. Ntchito yanga imaphatikizapo kulumikizana pakati pa magulu a deta ndi kutsatira malamulo kuti atsimikizire kuti kayendetsedwe ka deta kakugwira ntchito komanso kosungira, kuthandizira nthawi zambiri zoperekera malipoti komanso kuyang'anira mabiliyoni ambiri a zolemba.

Brett Webb

Wolemba Blog

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