Masiku ano othamanga digital m'malo, mabizinesi amadalira zidziwitso zoyendetsedwa ndi data kuti apange zisankho zodziwika bwino ndikupeza mpikisano. Kukhazikitsa mayankho a analytics moyenera komanso moyenera ndikofunikira kuti mupeze chidziwitso chofunikira kuchokera ku data. Njira imodzi yokwaniritsira izi ndikugwiritsa ntchito njira yoyenera ya Continuous Integration/Continuous Deployment (CI/CD). Mu positi iyi yabulogu, tiwona momwe njira yofotokozedwera bwino ya CI/CD ingakuthandizireni kwambiri kukhazikitsa ma analytics.
Mtengo wa GTM
Ndi CI/CD, mabungwe amatha kutumizira ma analytics code, zomwe zimapangitsa kuti pakhale nthawi yofulumira yogulitsira zatsopano ndi kukonza. Pakuwongolera njira yotulutsira, magulu achitukuko amatha kugwiritsa ntchito ndikuyesa zosintha pafupipafupi, kulola mabizinesi kuti asinthe mwachangu zomwe zikufunika pamsika ndikupeza mwayi wampikisano. 
Chepetsani Zolakwa za Anthu
Njira zotumizira anthu pamanja zimatengera zolakwika za anthu, zomwe zimapangitsa kusasinthika kapena kusagwirizana m'malo osiyanasiyana. CI/CD automation imachepetsa zolakwika zotere pokhazikitsa njira zosasinthika komanso zobwerezabwereza zotumizira. Izi zimatsimikizira kulondola ndi kudalirika kwa kukhazikitsidwa kwa ma analytics anu, kupewa zolakwika zomwe zingachitike komanso zolakwika zamtengo wapatali. Monga Humble ndi Farley akutchula m'buku lawo Continuous Delivery, "Automate pafupifupi Chilichonse". Automation ndiyo njira yokhayo yothetsera zolakwika za anthu. Mukapeza zolemba zambiri zokhudzana ndi masitepe kapena ntchito zina, mukudziwa kuti ndizovuta ndipo mukudziwa kuti zimachitidwa pamanja. Sinthani!
Kuyesa Kwabwino
CI/CD imalimbikitsa machitidwe oyesera okha, kuphatikiza kuyesa mayunitsi, kuyesa kophatikiza, ndi kuyesa kuyambiranso. Mwa kuphatikiza mayesowa mu payipi yanu ya CI/CD, mutha kuzindikira ndi kukonza zovuta mutangoyamba kumene. Kuyesa mokwanira kumawonetsetsa kuti ma analytics anu akugwira ntchito moyenera, kupereka zidziwitso zolondola komanso kuchepetsa chiopsezo chodalira deta yolakwika.
Mgwirizano Wowongolera
CI/CD imalimbikitsa mgwirizano pakati pa mamembala amagulu omwe akugwira ntchito yowunikira. Kupyolera mu machitidwe owongolera ngati Git, opanga angapo amatha kuthandizira pulojekiti nthawi imodzi. Zosintha zimaphatikizidwa zokha, zimayesedwa, ndikutumizidwa, kuchepetsa mikangano ndikupangitsa mgwirizano wabwino. Kugwirizana kumeneku kumawonjezera ubwino wa yankho la analytics ndikufulumizitsa chitukuko chake.
Ndemanga Yopitilira Loop
Kukhazikitsa CI/CD kumakupatsani mwayi wopeza mayankho kuchokera kwa ogwiritsa ntchito ndi omwe akukhudzidwa nawo. Kutumiza pafupipafupi kumakupatsani mwayi wopeza zidziwitso zofunikira, kusanthula momwe amagwiritsidwira ntchito, ndikusintha mobwerezabwereza njira yowunikira potengera zomwe zikuchitika padziko lapansi komanso zosowa za ogwiritsa ntchito. Kubwereza kobwerezabwerezaku kumatsimikizira kuti ma analytics anu amakhalabe oyenera komanso ogwirizana ndi zomwe bizinesi ikufuna. 
Rollback ndi Kubwezeretsa
Pakachitika zovuta kapena zolephera, njira yodziwika bwino ya CI / CD imathandizira kubweza mwachangu ku mtundu wokhazikika kapena kutumizira zokonza. Izi zimachepetsa nthawi yopuma ndikuwonetsetsa kupezeka kosasokonezeka ndi magwiridwe antchito a ma analytics anu. Kutha kuthana ndi mavuto mwachangu ndikofunikira kuti musunge kudalirika kwa yankho lanu la analytics.
Scalability ndi kusinthasintha
Njira za CI/CD ndizosavuta kuwongolera, zomwe zimagwirizana ndi zomwe zikukula ndikukulitsa magulu. Pamene polojekiti yanu ya analytics ikukula, mapaipi a CI/CD amatha kugwira ntchito zokulirapo, malo angapo, komanso kuphatikiza ndi machitidwe ena. Kusakhazikika uku komanso kusinthasintha kumathandizira kukhazikitsa kwanu ma analytics kuti akule limodzi ndi bizinesi yanu. M'buku la The Phoenix Project lolembedwa ndi Gene Kim, Kevin Behr ndi George Spafford, nkhani yosangalatsa yafotokozedwa. Bill Palmer, Wachiwiri kwa Wachiwiri kwa IT Operations komanso munthu wamkulu m'bukuli amacheza ndi Erik Reid, Woimira Board, Guru. Amalankhula za Scalability ndi Flexibility ya kusintha kwa kutumiza pakupanga.
Erik: “Chotsani anthu panjira yotumiza anthu. Dziwani momwe mungafikire magawo khumi patsiku” [Nkhani: pulojekiti ya Phoenix imayendetsedwa kamodzi pa miyezi 2-3]
Bill: "Kutumiza khumi patsiku? Ndine wotsimikiza kuti palibe amene akufunsa zimenezo. Kodi simukuyika chandamale chomwe chili chokwera kwambiri chomwe bizinesi ikufuna?"
Erik akuusa moyo ndi kutembenuza maso ake: “Lekani kuyang'ana kwambiri pa mlingo womwe mukufuna kutumizidwa. Kuthamanga kwabizinesi sikungokhudza liwiro laiwisi. Ndi za momwe mumachitira bwino pozindikira ndikuyankha kusintha kwa msika ndikutha kutenga zoopsa zazikulu komanso zowerengeka. Ngati simungathe kuyesa ndikupambana omwe akukupikisana nawo munthawi yake kuti mugulitse komanso mwanzeru, mwamira. ”
Scalability ndi Flexibility zimathandizira kubwereza, kutulutsa kodalirika komwe kumapereka molingana ndi nthawi yomwe bizinesi imafunikira.
Ndipo pomaliza….
Njira yoyenera ya CI/CD ndiyothandiza kwambiri pakuwongolera magwiridwe antchito, mtundu, mgwirizano, ndi luso la kusanthula kwanu. Pogwiritsa ntchito makina otumizira, kuchepetsa zolakwika, kukulitsa njira zoyesera, ndikukhazikitsa njira yobwereza mosalekeza, mabizinesi amatha kupeza nthawi yofulumira kuti agulitse, kuzindikira zolondola, ndikukhalabe ndi mpikisano pamawonekedwe oyendetsedwa ndi data. Kukumbatira CI/CD sikungolimbitsa yankho lanu la analytics komanso kumapereka maziko opitilira patsogolo komanso zatsopano.
