Thina i-platform ye-legacy eyenziwe nge-pressure yokulawula, imibuzo ye-real-time kusuka kumasebenzisi, kanye ne-mass-growing of APIs, i-chairs, ne-databases eyenziwe nge-decades ye- "temporary" workarounds. Nokho, lapha, ngo-2025, futhi i-buzz mayelana ne-"intelligent cloud workflows" inikeza amaphuzu - akuyona kuphela ngenxa yokuzonwabisa (eyenza), kodwa ngenxa yokuba, izinzuzo akuyona ama-smoke ne-mirrors. I-real-time data analytics, uma ifakwe ngokufanelekileyo, kungcono ngokushesha ne-safe i-financial firms ukusebenza. Futhi ngexesha, Ngingathanda "ukuguqulwa kwe-digital" njengama-migration ku-cloud kanye nokuthintela emzimbeni. Ngingathanda nezinhlelo zokusebenza ezinokufunda, zokusebenza, kanye nokuthintela idatha ngesikhathi esifanayo, nge-impahla yabantu amancane, ngokuvimbela amaqela ze-compliance. Kuyinto uhlobo lokusebenza okuhlobene singaziphatha. Kusukela lapho kuqala: Workflow ≠ Process Thola siphindezile ngokushesha. A workflow ayikho i-process diagram ku-PDF eyenziwa e-imeyili. It ayikho "ukokuqala lokhu, ke, bese uchofoze lokhu ibhokisi." I-intelligent cloud workflow iyinkqubo ephelele. It ithatha idatha - mhlawumbe isicelo sokulinganisa, i-trade, isicelo sokufakwa - itshintshwe ngexesha lokwenene, isetshenziselwa isisombululo (okubhaliwe ngabantu noma isifundo se-machine), futhi isebenze imisebenzi: ama-alerts, ama-approvals, ama-escalations, konke okwenziwe. Kuyinto inguqulo phakathi kokubuyekeza imibuzo yedivayisi yedivayisi kanye nokufaka i-platform yakho nokufaka i-akhawunti ebonakalayo eminyakeni. Kuyinto real-time element kuyinto elikhulu. Futhi ibonise ukuthi? Izinsiza zebhizinisi kubalulekile kakhulu-time-sensitive ingqungquthela kukhona. Ungatholela luxury ukwelashwa data ukuchithwa ngeviki elilandelayo. Ungatholela ukuchithwa ukuchithwa ngemva emakethe esifushane. Ungatholela $2M ukuchithwa amahora emva window ukubuyekezwa. I-Observability Is Not Just For Ops Ngiyazi izibonelelo njengezingane kuphela kumasebenzi we-Operations Team noma i-SREs. Njengesi-systems e-back-the-scenes ukuqinisekisa ukuthi i-servers akuyona umlilo. Ukulungiselela okuhlobene. Ngokuvamile, ukucubungula kubalulekile kwama-workflows emangalisayo. Ukucubungula kwe-real-time, i-logs eyenziwe, ne-distributed tracks akuyona kuphela ama-dashboards—ama-data inputs yezinjini akho ze-logic. Lezi zibonisa lapho kukhona, ukuthi kungenxa, futhi uma kungenzeka ukuthi kungenziwa ngokushesha nge-process ye-automated esizayo ukuqala. Njengomthombo we-Google Cloud ibonisa, uma usebenzisa ukubuyekeza ngokufanele - kusuka ku-OpenTelemetry yokuhlanza ku-Google's Monitoring Tools-ukwenza uhlobo lwezinhlelo zokusebenza zakho (i-Google Cloud, 2025). Ingabe akuyona kuphela inqubo-ukuvumela inkqubo ukubuyekeza, futhi isebenza ngokuvumelana. I-Real-Time Ayikho Kwangathi I-Optional Izinkqubo zebhizinisi akuyona ngokushesha - okungenani, ngeke akuyona. Umqondo ukuthi isivumelwano se-end-of-day noma ukucubungula kwebhizinisi se-overnight akuyona "ngokuningi" akuyona amanzi. Abathengi bafuna yonke into ngokushesha. Amasethi akufuna ukubukeka okusheshayo. Futhi ukuhlangabezana? Ukucubungula uhamba ngokushesha. Ungayisebenzisa i-event-driven streaming pipelines eziningana nezindaba ngenyanga, e-multi-regions, ukulungiselela izixazululo kwi-system nge-owners kanye ne-life cycles ezahlukile. Futhi zihlola ngokuphathelene – ngoba uhlelo lokusebenza esisekelwe ngokuphathelene ne-real-time analytics emhlane. Waze I-collection iyinhlangano enhle ye-types ye-tooling ezidingekayo ekutholeni lokhu (Adriannovegil, 2024). It is not about one big solution. It’s about choosing the right mix – maybe Prometheus for metrics, Fluentd for log shipping, Jaeger for tracing – and making sure they talk to each other. Ngoba ngaphandle kwe-telemetry enhle, uye uhamba ebomvu. Imibuzo emangalisayo Ukongeza "intelligence" ngaphandle kokuzihlanganisa Thola ucwaningo malunga ne "intelligent" ingxenye. Kuyinto lapho abantu bafumane nervous. Bona "AI" futhi ukubonisa i-algorithms ye-black-box ukulawula noma akubuyekeza i-hypothesis. Ama-intelligence ayidinga ukuba ibizwa ngokuthi i-mysterious. Ngokuvamile, kuncike ngokuvamile i-structured logic + data + automation. Ngokwesibonelo: 
 
 
 
 
 Uyakwazi ukuthola isicelo se-hypothesis. Idatha ye-real-time ibonisa ukuthi umbhali wahlanganyela emakhasini wamanje. I-ML-powered document processing iveza isizukulwana. I-Workflow Engine ithatha isicelo, inikeza i-alert ku-compliance, futhi ibhokisi isitimela se-path for audit. I-intelligence. Ayikho ngenxa yokuhlanza, kodwa ngoba i-context-aware, i-autonomous, ne-traceable. I-Google Cloud inikeza ukuthi amamodeli ye-AI asebenzisana ngezinto ezifana nokuphathwa kwezimpendulo, ukuhlaziywa kwezohwebo, futhi ngisho nokukhuthaza amakhasimende ku-support e-financial systems (i-Google Cloud AI in Finance, 2025). I-Human still makes the rules Konke lokhu, intelligent akufanele akufanele. Akukho umuntu akufanele ukwakha isikhungo se-AI ephelele futhi ushiye ngaphandle kokuphendula. Yini amabhizinisi amangalisayo akufanele kuyindlela yokulawula. Ingabe ufuna izinhlelo zihlola 90% kwezimpendulo ngokucophelela, kodwa uthumele ama-10% ezizodwa, ezinzima, noma ezinzima kumadoda. Ingabe ufuna ukuhlangabezana izindlela. Ingabe ufuna izibuyekezo zokusebenza okuhlobene. Ingabe ufuna izibuyekezo zokuhlobisa. I-workflows ye-intelligent kufanele yenza ukuphila kulula, akuyona okungaziwa kakhulu. Zihlanganisa izinto ezingenakuthanda abantu, futhi zihlanganisa izinto ezingenakuthanda abantu. It is not about the cloud, it is about the design Izinhlelo eziningi ze-org ziye zithunyelwe ku-cloud futhi zithunyelwe ... akukho. Izinkqubo zayo zokusebenza zihlukile, zihlukile, zihlukile kakhulu - ngaphandle kokuba zithunyelwe i-AWS noma i-GCP ngenxa yayo. I-benefit ayatholakala lapho ikhodi yakho isebenza. Kubangelwa kanjani izinhlelo zakho zihlanganisa, futhi indlela yakho ukulawula idatha. I-cloud-native ayihambelana ne-"in-cloud." I-architected ye-scale, i-latency, i-automation, ne-insight. Ngakho-ke uma uhlelo lakho kuphela-lift-and-shift yakho on-prem cron imisebenzi? Kuyinto akuyona ukuguqulwa. Kuyinto outsourcing inertia. Waze Uma ungenza inkonzo yobuchwepheshe futhi izindlu zakho zokusebenza futhi zihlanganisa ama-batches ebusuku, amaphuzu e-imeyili, noma iminyango yokuxhumana okuzenzakalelayo, lokhu kuyinto enhle: Ukulungiselela ukucindezeleka kwebhizinisi yakho. I-intelligent cloud workflows inikeza indlela yokuzonwabisa. Abanikezela ukwenziwa idatha lapho kubaluleke. Abanikezela izinyathelo ze-middle that add risk. Abanikezela ukucindezeleka izinhlelo ezinzima. Abanikezela abasebenzi bakho ukucindezeleka kwezimfuneko, futhi akukwazi ukucindezeleka kwezimfuneko. Ngaba ungenza yonke into ngosuku. Kodwa uma ungenza manje, uzothola izinsuku ezingu-5 ezidlulayo.

This story contains new, firsthand information uncovered by the writer.

Read My Stories

Lo msindo ukhiqizwa ngolimi lokuqala lwendaba!

Kude kakhulu; Uzofunda

Get Free Unlimited IP Geo Data With IPinfo Lite

I-Intelligent Cloud Workflows ye-Financial Services nge-Real-Time Data Analytics

About Author

IMIBONO

HANG TAGS

LESI SIHLOKO SETHULWE NGAPHAKATHI

Related Stories

Zulu Network: Moving The Bitcoin Economy Forward With a Two-Tiered Bitcoin Layer 2 Architecture

Zulu Network: Moving The Bitcoin Economy Forward With a Two-Tiered Bitcoin Layer 2 Architecture

Light-Mode

Classic

Newspaper

Dark-Mode

Neon Noir

Minty

HN StartUps