Ikibazo cyo kwandika kabiri  Kubaka sisitemu yizewe, iraboneka cyane, yagabanijwe sisitemu isaba gukurikiza ubuhanga bwihariye, amahame, nuburyo. Igishushanyo mbonera cya sisitemu gikubiyemo gukemura ibibazo byinshi. Mubibazo byiganje kandi byibanze harimo   . ikibazo cyo kwandika kabiri    ni ikibazo kivuka muri sisitemu zagabanijwe, cyane cyane iyo zikorana namakuru menshi cyangwa data base zigomba kubikwa mugihe kimwe. Yerekeza ku ngorane zo kwemeza ko impinduka zamakuru zandikwa mububiko butandukanye bwamakuru, nkububiko cyangwa cashe, utabanje gutangiza ibibazo nkibidahuye namakuru, amakimbirane, cyangwa inzitizi zikorwa. "Ikibazo cyo kwandika kabiri"  Microservices yububiko hamwe nububiko bwububiko kuri buri serivisi bizana inyungu nyinshi, nko kohereza no kwipima kwigenga, kunanirwa kwitaruye, hamwe no kuzamura umuvuduko witerambere. Ariko, ibikorwa bisaba impinduka muri microservices nyinshi, kuguhatira gutekereza kubisubizo byizewe kugirango ukemure iki kibazo.   Urugero rwose  Reka dusuzume ibintu aho domaine yacu irimo kwakira ibyifuzo byinguzanyo, kubisuzuma, hanyuma no kohereza imenyesha kubakiriya.  Dukurikije ihame rimwe ryinshingano, amategeko ya Conway, hamwe nuburyo bwo gushushanya ibyashizweho, nyuma yamasomo menshi yibasiwe nibyabaye, domaine yose yagabanyijwemo subdomain eshatu zifite imipaka isobanutse ifite imipaka isobanutse, imiterere ya domaine, nururimi rusanzwe.    ishinzwe kwicara no gukusanya inguzanyo nshya. Sisitemu   isuzuma izi porogaramu kandi ifata ibyemezo bishingiye ku makuru yatanzwe. Iyi gahunda yo gusuzuma, harimo KYC / KYB, antifraud, hamwe no kugenzura ingaruka zinguzanyo, birashobora gutwara igihe, bisaba ubushobozi bwo gukemura ibihumbi nibisabwa icyarimwe. Kubwibyo, iyi mikorere yahawe microservice yabugenewe hamwe nububiko bwayo bwite, itanga igipimo cyigenga. Iya mbere ya kabiri  Ikigeretse kuri ibyo, iyi sisitemu iyobowe namakipe abiri atandukanye, buriwese ufite ukwezi kwayo kurekura, amasezerano yo murwego rwa serivisi (SLA), nibisabwa byapimwe.    , serivisi yihariye yo kumenyesha irahari kugirango yohereze imenyesha kubakiriya.  Ubwanyuma Dore ibisobanuro binonosoye byibanze byo gukoresha sisitemu:  Umukiriya atanga icyifuzo cyinguzanyo.  Serivisi ishinzwe inguzanyo yandika porogaramu nshya hamwe na "Biteganijwe" kandi itangiza inzira yo gusuzuma yohereza ibyifuzo muri serivisi ishinzwe gusuzuma.  Serivisi ishinzwe gusuzuma isuzuma ry'inguzanyo zinjira hanyuma ikamenyesha serivisi ishinzwe inguzanyo ku cyemezo.  Akimara kubona icyemezo, Serivisi ishinzwe Inguzanyo ivugurura imiterere yinguzanyo ikurikije kandi igatera Serivisi yo kumenyesha kumenyesha umukiriya ibizavamo.  Serivisi imenyesha itunganya iki cyifuzo kandi ikohereza imenyesha kubakiriya ukoresheje imeri, SMS, cyangwa ubundi buryo bwitumanaho bwatoranijwe, ukurikije igenamigambi ryabakiriya.  Nuburyo bworoshye kandi bwibanze muburyo bwa mbere, ariko reka twibire muburyo serivisi yo gusaba inguzanyo itunganya itegeko ryo gusaba inguzanyo.  Turashobora gusuzuma uburyo bubiri bwo guhuza serivisi:    Muri ubu buryo, serivise ivugurura ububiko bwibanze (yiyemeje) hanyuma igatangaza ibyabaye cyangwa ubutumwa kubindi bikorwa. Ubwa mbere-bwibanze-Biyemeje-Hanyuma-Gutangaza:    Ibinyuranye, ubu buryo bukubiyemo gutangaza ibyabaye cyangwa ubutumwa mbere yo gukora impinduka mububiko bwibanze. Banza-Gutangaza-Hanyuma-Byibanze-Kwiyemeza:  Ubwo buryo bwombi bufite aho bugarukira kandi ni igice cyananiwe umutekano mu itumanaho muri sisitemu zagabanijwe.     Iki nigishushanyo gikurikirana cyo gukoresha inzira yambere.  Muri iki gihe, Serivisi ishinzwe Inguzanyo ikoresha uburyo   , aho ibanza gukora transaction hanyuma ikagerageza kohereza imenyesha kurindi sisitemu. Nyamara, iyi nzira irashobora kunanirwa niba, nkurugero, hari ibibazo byurusobe, Serivisi ishinzwe gusuzuma ntishobora kuboneka, cyangwa Serivisi ishinzwe inguzanyo ihura nikibazo cyo kwibuka (OOM) ikagwa. Mu bihe nk'ibi, ubutumwa bwatakara, hasigara Isuzuma nta nteguza isaba ry'inguzanyo nshya, keretse niba hari izindi ngamba zashyizwe mu bikorwa. bwa mbere-bwibanze-bwiyemezamirimo-hanyuma-Gutangaza     Uwa kabiri.  Muburyo   , Serivisi ishinzwe Inguzanyo ihura ningaruka zikomeye. Irashobora kumenyesha Serivisi ishinzwe Isuzuma kubyerekeye porogaramu nshya ariko ikananirwa kubika iri vugurura mu karere kubera ibibazo nkibibazo byububiko, amakosa yo kwibuka, cyangwa amakosa ya code. Ubu buryo burashobora gutuma habaho ukudahuza gukomeye kwamakuru, bishobora gutera ibibazo bikomeye, bitewe nuburyo Serivisi ishinzwe Inguzanyo ikemura ibyifuzo byinjira. bwa mbere-Gutangaza-Hanyuma-Byibanze-Kwiyemeza  Tugomba rero kumenya igisubizo gitanga uburyo bukomeye bwo gutangaza ibyabaye kubakoresha hanze. Ariko, mbere yo gucukumbura ibisubizo bishoboka, dukwiye kubanza gusobanura ubwoko bwubwishingizi bwogutanga ubutumwa bugerwaho muri sisitemu yatanzwe.  Ingwate yo gutanga ubutumwa  Hariho ubwoko bune bwingwate dushobora kugeraho.  Nta garanti  Nta cyemeza ko ubutumwa buzashyikirizwa iyo bugana. Inzira   nibyo rwose. Abaguzi barashobora kwakira ubutumwa rimwe, inshuro nyinshi, cyangwa ntanarimwe. Yambere-Yibanze-Kwiyemeza-Hanyuma-Gutangaza  Igihe kimwe  Mugihe kimwe cyo gutanga bivuze ko ubutumwa buzashyikirizwa aho bugana mugihe kinini. Inzira   irashobora gushyirwa mubikorwa murubu buryo hamwe na politiki yo kugerageza kugerageza nagaciro kamwe. Yambere-Yibanze-Yiyemeje-Hanyuma-Gutangaza  Nibura rimwe gutanga \ Abaguzi bazakira kandi batunganyirize ubutumwa bwose ariko barashobora kwakira ubutumwa bumwe inshuro zirenze imwe.  Nukuri igihe kimwe cyo gutanga \ Nukuri iyo gutangwa bivuze ko umuguzi yakira ubutumwa neza rimwe.  Muburyo bwa tekiniki, birashoboka kubigeraho hamwe na Kafka mubikorwa no gushyira mubikorwa bidasanzwe bidasubirwaho byakozwe nabaguzi.  Mu bihe byinshi,   gutanga ibyemezo byemeza gukemura ibibazo byinshi byemeza ko ubutumwa butangwa byibuze rimwe, ariko abaguzi bagomba kuba badafite imbaraga. Nyamara, urebye kunanirwa kwurusobe rudashobora kwirindwa, ibitekerezo byabaguzi byose bigomba kuba bidafite imbaraga kugirango birinde gutunganya ubutumwa bwikopi, hatitawe ku ngwate yababikoze. Kubwibyo, iki gisabwa ntabwo ari inenge cyane kuko kigaragaza ukuri. 'byibura rimwe'  Ibisubizo  Hano haribisubizo byinshi kuri iki kibazo, bifite ibyiza nibibi.   Kwiyemeza ibyiciro bibiri  Nk’uko Wikipedia ibivuga, Kwiyemeza Ibyiciro bibiri (2PC) ni protocole yagabanijwe ikoreshwa mu bumenyi bwa mudasobwa no mu micungire y’ububiko kugira ngo habeho guhuza no kwizerwa by’ibicuruzwa byatanzwe. Yashizweho mubihe aho ibikoresho byinshi (urugero, ububikoshingiro) bigomba kugira uruhare mubikorwa bimwe, kandi byemeza ko bose bakora transaction cyangwa bose bakayikuramo, bityo bikomeza guhuza amakuru. Byumvikane neza nibyo dukeneye, ariko ibyiciro bibiri-byiyemeje bifite ibibi byinshi:  Niba umutungo umwe witabiriye guhinduka kutitabira cyangwa guhura nikunanirwa, inzira yose irashobora guhagarikwa kugeza ikibazo gikemutse. Ibi birashobora kuganisha kubikorwa bishobora kubaho nibibazo biboneka.  Kwiyemeza Ibyiciro bibiri ntabwo bitanga uburyo bwo kwihanganira amakosa. Yishingikiriza kumikorere yo hanze cyangwa intoki zo gukemura ibibazo.  Ntabwo imibare yose igezweho ishyigikira ibyiciro bibiri.   Ububiko rusange  Igisubizo kigaragara cyane kuri microservices yububiko ni ugukoresha icyitegererezo (cyangwa rimwe na rimwe kirwanya-icyitegererezo) - base base base. Ubu buryo ni intiti cyane niba ukeneye guhuza ibikorwa kumeza menshi mumibare itandukanye, koresha gusa base base imwe kuri microservices.  Ingaruka zubu buryo zirimo kumenyekanisha ingingo imwe yo gutsindwa, kubuza gupima ububiko bwigenga, no kugabanya ubushobozi bwo gukoresha ibisubizo bitandukanye byububiko bikwiranye nibisabwa byihariye no gukoresha imanza. Byongeye kandi, guhindura codebase ya microservices byaba ngombwa kugirango dushyigikire ubwo buryo bwo kugabura.   Agasanduku k'ubucuruzi  '   ' ni igishushanyo mbonera gikoreshwa muri sisitemu zagabanijwe kugirango hamenyekane ubutumwa bwizewe, kabone niyo haba hari ubutumwa bwizewe. Harimo kubika ibyabaye mumeza yabigenewe 'OutboxEvents' mubikorwa bimwe nibikorwa ubwabyo. Ubu buryo buhuza neza nibintu bya ACID byimibare yububiko. Ibinyuranyo, imibare myinshi No-SQL ntabwo ishyigikira byimazeyo imitungo ya ACID, ihitamo ahubwo amahame ya CAP theorem na filozofiya ya BASE, ishyira imbere kuboneka no guhuzagurika kuruta guhuzagurika gukomeye. Transactional outbox  Isanduku yo kugurisha itanga   kandi irashobora gushyirwa mubikorwa hamwe nuburyo bwinshi: byibura garanti imwe  Umurizo wo kugurisha  Amatora  Uburyo bwo   bisobanura gukoresha imibare yihariye ya CDC (Guhindura Data Ifatwa). Ingaruka nyamukuru zubwo buryo ni: kugurisha ibicuruzwa  Ububikoshingiro bwibisubizo byihariye  Kongera ubukererwe kubera umwihariko wa CDC ishyirwa mubikorwa  Ubundi buryo ni   , yorohereza gupakurura hanze mugutora ameza yo hanze. Ingaruka yibanze yubu buryo nubushobozi bwo kongera ububiko bwububiko, bushobora kuganisha kumafaranga menshi. Byongeye kandi, ntabwo imibare yose No-SQL ishyigikira kubaza neza ibyiciro byihariye. Gukuramo inyandiko zose birashobora rero kuvamo imikorere mibi. Amatora yatangajwe  Hano hari igishushanyo gito gikurikirana gisobanura uko gikora.    Umva  Ikibazo cyibanze hamwe na Transactional Outbox yerekana uburyo bushingiye kumiterere ya ACID. Birashobora kuba byoroshye muburyo busanzwe bwa OLTP ariko bigatera ibibazo mubice bya NoSQL. Kugira ngo iki kibazo gikemuke, igisubizo gishoboka ni ugukoresha umugereka (urugero, Kafka) uhereye mugutangiza ibyifuzo.  Aho gutunganya mu buryo butaziguye itegeko ryo 'gutanga inguzanyo isaba', duhita twohereza ku ngingo ya Kafka y'imbere hanyuma dusubize igisubizo 'cyemewe' kubakiriya. Ariko, kubera ko bishoboka cyane ko itegeko rigikeneye gutunganywa, ntidushobora guhita tumenyesha umukiriya ibisubizo. Kugirango ucunge ibi byanyuma, turashobora gukoresha tekinike nkamatora maremare, gutora-umukiriya watowe, ibyiringiro bya UI, cyangwa gukoresha WebSockets cyangwa Server-yoherejwe ibyabaye kubimenyeshwa. Ariko, iyi ni ingingo itandukanye rwose, reka rero dusubire kumutwe wambere.  Twohereje ubutumwa kumutwe wa Kafka imbere. Serivisi ishinzwe Inguzanyo noneho ikoresha ubu butumwa - itegeko rimwe ryakiriye umukiriya - hanyuma ritangira gutunganywa. Icya mbere, ikora logique yubucuruzi; gusa nyuma yiyi logique ikozwe neza kandi ibisubizo bikomeje, itangaza ubutumwa bushya kumutwe rusange wa Kafka.  Reka turebe gato kuri pseudo-code.   public async Task HandleAsync(SubmitLoanApplicationCommand command, ...) { //First, process business logic var loanApplication = await _loanApplicationService.HandleCommandAsync(command, ...); //Then, send new events to public Kafka topic producer.Send(new LoanApplicationSubmittedEvent(loanApplication.Id)); //Then, commit offset consumer.Commit(); }    Nta mpungenge, kuva offset itarakozwe, ubutumwa buzongera. Byagenda bite niba gutunganya logique yubucuruzi binaniwe?    Nta mpungenge, kubera ko logique yubucuruzi idafite imbaraga, ntabwo izashiraho inguzanyo ebyiri. Ahubwo, izagerageza kohereza ubutumwa kumutwe rusange wa Kafka. Byagenda bite niba kohereza ibintu bishya muri Kafka binaniwe?    Nta mpungenge, kubera ko logique yubucuruzi idafite imbaraga, ntabwo izakora gusaba inguzanyo ebyiri. Ahubwo, izohereza ubutumwa kumutwe rusange wa Kafka kandi twizere ko offset yiyemeje izatsinda iki gihe. Byagenda bite niba ubutumwa bwoherejwe i Kafka, ariko offset yiyemeje bikananirana?  Inzitizi nyamukuru zubu buryo zirimo kongeramo ibintu bigoye bifitanye isano nuburyo bushya bwo gutangiza gahunda, amaherezo ahoraho (kubera ko umukiriya atazahita amenya ibisubizo), hamwe nibisabwa kugirango logique yubucuruzi ibe idafite imbaraga.  Inkomoko y'ibyabaye  Inkomoko y'ibyabaye ni iki, kandi ni gute ishobora gukoreshwa hano? Inkomoko y'ibyabaye ni software yububiko bukoreshwa mugushushanya imiterere ya sisitemu ifata impinduka zose kumibare yayo nkurukurikirane rwibintu bidahinduka. Ibi bintu byerekana ukuri cyangwa inzibacyuho ya leta kandi ikora nkisoko imwe yukuri yukuri kuri sisitemu y'ubu. Muburyo bwa tekiniki, mugushira mubikorwa sisitemu yo gushakisha ibintu, dusanzwe dufite ibyabaye byose muri EventStore, kandi iyi EventStore irashobora gukoreshwa nabaguzi nkisoko imwe yukuri yibyabaye. Ntibikenewe ko habaho igisubizo cyihariye kugirango gikurikirane impinduka zose cyangwa impungenge zijyanye no gutumiza, ikibazo cyonyine cyicaye kuruhande rusomwe kuva kugirango ubashe kubona imiterere nyayo yikigo isabwa gusubiramo ibyabaye byose.  Umwanzuro  Muri iyi ngingo, twasuzumye uburyo bwinshi bwo kubaka ubutumwa bwizewe muri sisitemu zagabanijwe. Hano hari ibyifuzo byinshi dushobora gusuzuma mugihe twubaka sisitemu hamwe nibi biranga  Buri gihe utezimbere abakoresha badafite imbaraga kuva kunanirwa kwurusobe ntibishoboka.  Witonze ukoreshe   no gusobanukirwa neza ibyangombwa bisabwa. Icyambere-Cyibanze-Kwiyemeza-Hanyuma-Gutangaza hamwe  Ntuzigere ukoresha   kuva bishobora kuganisha ku makuru akomeye muri sisitemu yawe. uburyo bwambere-Gutangaza-hanyuma-bwibanze-kwiyemeza  Niba icyemezo cyo guhitamo ububikoshingiro gishobora guhinduka cyangwa ingamba za tekiniki zerekana guhitamo igisubizo cyiza cyo kubika ikibazo - ntukubake amasomero asangiwe uhuza ibisubizo byububiko nka   . CDC  Koresha uburyo bwa   nkigisubizo gisanzwe cyo kugera byibuze garanti. Transactional Outbox  Tekereza gukoresha   wegera mugihe No-SQL base base ikoreshwa. Umva Wowe ubwawe  Igihe gikurikira, tuzareba urugero rufatika rwo gushyira mubikorwa Transactional Outbox. Reba  wowe!

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