Dambudziko rekunyora maviri  Kuvaka inovimbika, inowanikwa zvakanyanya, inopararira yakagovaniswa system inoda kuteedzera kune chaiwo matekiniki, misimboti, uye mapatani. Kugadzirwa kwemaitiro akadaro kunosanganisira kugadzirisa matambudziko akawanda. Pakati penyaya dzakapararira uye dzehwaro   . idambudziko rekunyora maviri  Iyo   idambudziko rinomuka mumasisitimu akagoverwa, kunyanya kana uchibata neakawanda data masosi kana dhatabhesi inoda kuchengetwa mukuwirirana. Zvinoreva kuomerwa kwekuona kuti shanduko yedata inongonyorwa kuzvitoro zvakasiyana siyana, senge dhatabhesi kana cache, pasina kuunza nyaya senge kusawirirana kwedata, kukakavara, kana mabhodhoro ekuita. "dambudziko rekunyora maviri"  Iyo microservices dhizaini uye pateni dhatabhesi pasevhisi inounza iwe akawanda mabhenefiti, akadai sekuzvimiririra kuendesa uye kuyera, kutadza kwakasarudzika, uye inogona kuwedzera yekusimudzira velocity. Nekudaro, mashandiro anoda shanduko pakati peakawanda mamicroservices, zvichikumanikidza kuti ufunge nezve yakavimbika mhinduro yekugadzirisa dambudziko iri.   Unenge muenzaniso chaiwo  Ngatitarisei mamiriro ezvinhu umo nzvimbo yedu inosanganisira kugamuchira zvikumbiro zvechikwereti, kuzviongorora, uyezve kutumira chenjedzo kuvatengi.  Mune mumweya wemusimboti webasa rimwe chete, mutemo waConway, uye dhizaini-inotungamirwa nedhizaini, mushure menguva yakati wandei-yedutu zviitiko, dura rese rakakamurwa kuita matatu subdomains ane akatsanangurwa akaganhurirwa mamiriro ane miganhu yakajeka, domain modhi, uye ubiquitous mutauro.    inopihwa basa rekukwira nekunyora zvikumbiro zvitsva zvechikwereti.   sisitimu inoongorora mashandisirwo aya uye inoita sarudzo zvichienderana nedata rakapihwa. Maitiro ekuongorora aya, anosanganisira KYC/KYB, anti fraud, uye cheki chenjodzi yechikwereti, anogona kutora nguva, zvichidikanwa kugona kubata zviuru zvezvikumbiro panguva imwe chete. Nekuda kweizvozvo, kushanda uku kwakaiswa kune yakatsaurirwa microservice ine yayo dhatabhesi, ichibvumira yakazvimirira kuyera. Yekutanga Yechipiri  Uyezve, aya ma subsystems anotungamirwa nezvikwata zviviri zvakasiyana, imwe neimwe iine yayo yekuburitsa mitsetse, sevhisi level zvibvumirano (SLA), uye scalability zvinodiwa.    , imwe nyanzvi yekuzivisa sevhisi iripo yekutumira chenjedzo kune vatengi.  Chekupedzisira Heino tsananguro yakakwenenzverwa yeiyo yekutanga kushandiswa kesi yeiyo system:  Mutengi anoendesa chikumbiro chechikwereti.  Chikwereti Chikumbiro Sevhisi chinorekodha chikumbiro chitsva chine "Pending" chimiro uye chinotangisa maitiro ekuongorora nekutumira chikumbiro kuAssessment Service.  Iyo Assessment Service inoongorora chikumbiro chechikwereti chiri kuuya uye inozozivisa iyo Loan Application Service nezvechisarudzo.  Pakugamuchira sarudzo, iyo Chikwereti Chikumbiro Sevhisi inogadziridza chimiro chechikwereti chechikwereti zvinoenderana uye inokonzeresa iyo Notification Service kuti izivise mutengi nezvemhedzisiro.  Iyo Notifications Service inogadzirisa chikumbiro ichi uye inotumira zviziviso kumutengi kuburikidza neemail, SMS, kana dzimwe nzira dzekutaurirana dzakasarudzika, zvinoenderana nemagadzirirwo emutengi.  Iyo yakanaka yakapfava uye yechinyakare sisitimu pekutanga kuona, asi ngatinyure mukati mekuti iyo Chikwereti application sevhisi inoita sei kuendesa chikumbiro chechikwereti.  Tinogona kutarisa nzira mbiri dzekudyidzana kwesevhisi:    Nenzira iyi, sevhisi inogadziridza dhatabhesi yenzvimbo (inozvipira) uye yobva yaburitsa chiitiko kana meseji kune mamwe masevhisi. First-Local-Commit-Then-Publish:    Zvakasiyana, nzira iyi inosanganisira kuburitsa chiitiko kana meseji usati waita shanduko kudhatabhesi renzvimbo. Chekutanga-Publish-Then-Local-Commit:  Nzira dzose dziri mbiri dzine zvimhingamupinyi zvadzo uye dzinongokundikana zvishoma-dzakachengeteka pakukurukurirana mumasitimu akagoverwa.     Uyu ndiwo dhayagiramu yekutevedzana kwekushandisa nzira yekutanga.  Mune mamiriro ezvinhu aya, iyo Chikwereti Chikumbiro Sevhisi inoshandisa   maitiro, apo inotanga kuita kutengeserana uye yoedza kutumira chiziviso kune imwe system. Nekudaro, maitiro aya anogona kutadza kana, semuenzaniso, paine nyaya dzenetiweki, iyo Yekuongorora Sevhisi isingawanikwe, kana iyo Loan Application Service inosangana neKubuda kweMemory (OOM) kukanganisa uye kubondera. Mumamiriro ezvinhu akadaro, meseji inorasika, ichisiya Ongororo isina chiziviso chechikumbiro chitsva chechikwereti, kunze kwekunge mamwe matanho aitwa. yekutanga-Local-Commit-Then-Publish     Uye wechipiri.    scenario, iyo Loan Application Service inotarisana nenjodzi dzakakura. Inogona kuzivisa iyo Yekuongorora Sevhisi nezvechishandiso chitsva asi ichitadza kuchengetedza iyi gadziriso munharaunda nekuda kwezvinetso zvakaita senyaya dzedatabase, zvikanganiso zvendangariro, kana kodhi bugs. Iyi nzira inogona kutungamirira mukusawirirana kwakakosha mune data, izvo zvinogona kukonzera matambudziko makuru, zvichienderana nekuti iyo Loan Review Service inobata sei maapplication anouya. MuFirst-Publish-Then-Local-Commit  Naizvozvo, isu tinofanirwa kuona mhinduro inopa yakasimba nzira yekuburitsa zviitiko kune vatengi vekunze. Asi, tisati tapinda mumhinduro dzinobvira, tinofanira kutanga tajekesa mhando dzevimbiso dzekutumira meseji dzinogoneka mumasisitimu akagoverwa.  garandi yekutumira meseji  Pane mhando ina dzevimbiso dzataigona kuwana.  Hapana vimbiso  Hapana vimbiso yekuti meseji ichaendeswa kunzvimbo yacho. Nzira   ndeyechokwadi pamusoro peizvi. Vatengi vanogona kugamuchira mameseji kamwe, kakawanda, kana kusambowana zvachose. yekutanga-Yemunharaunda-Commit-Then-Publish  Kakawanda kutumirwa  Kazhinji kutumirwa kunoreva kuti meseji ichaunzwa kunzvimbo inoenda kazhinji kamwechete. Nzira   inogona kushandiswa nenzira iyi zvakare nemutemo wekuedza zvakare wekuedza neukoshi hwekutanga. yekutanga-Yemunharaunda-Commit-Then-Publish  Kamwe kamwe chete kutumira\Vatengi vanogamuchira uye kugadzirisa meseji yega yega asi vanogona kugamuchira meseji imwechete kanopfuura kamwe.  Kamwe chete kutumirwa\Chaizvo kamwe kutumirwa kunoreva kuti mutengi anogashira meseji zvinobudirira kamwe chete.  Nehunyanzvi, zvinogoneka kuita neKafka transaction uye chaiyo idipont kuita kwemugadziri uye mutengi.  Kazhinji,   vimbiso yekutumira inogadzirisa nyaya dzakawanda nekuona kuti mameseji asvitswa kamwechete, asi vatengi vanofanirwa kunge vasina simba. Nekudaro, nekupihwa kusingadzivisike kutadza kwetiweki, pfungwa dzese dzemutengi dzinofanirwa kunge dzisina hunyanzvi kudzivirira kugadzirisa mameseji akapetwa, zvisinei nevimbiso yemugadziri. Naizvozvo, chinodiwa ichi hachisi kunyanya kukanganisa sezvo chinoratidza chokwadi. 'kamwe kamwe'  Solutions  Pane zvakawanda zvinogadzirisa dambudziko iri, zvine zvazvakanakira nezvazvakaipira.   Two-phase commit  Sekureva kweWikipedia, iyo Yechipiri-Phase Commit (2PC) yakagoverwa transaction protocol inoshandiswa mumakomputa sainzi uye dhatabhesi manejimendi masisitimu kuti ive nechokwadi chekuenderana uye kuvimbika kwekutengeserana kwakagoverwa. Yakagadzirirwa mamiriro ezvinhu apo zviwanikwa zvakawanda (semuenzaniso, dhatabhesi) zvinoda kutora chikamu mukutengeserana kumwe chete, uye inova nechokwadi chekuti vese vanoita dhizaini kana kuti vese vanoibvisa, nekudaro kuchengetedza data kuenderana. Zvinonzwika chaizvo izvo zvatinoda, asi Two-Phase Commit ine akati wandei anokanganisa:  Kana imwe sosi yekutora ikasapindura kana kusangana nekutadza, maitiro ese anogona kuvharwa kusvika nyaya yagadziriswa. Izvi zvinogona kutungamirira kune zvinogona kuitika uye matambudziko ekuwanika.  Vaviri-Phase Commit haipe yakavakirwa-mukati kukanganisa kushivirira maitiro. Inovimba nemaitiro ekunze kana kupindira kwemanyorero kubata kukundikana.  Haasi ese emazuva ano dhatabhesi anotsigira Mbiri-Phase Commit.   Shared database  Iyo inonyanya kuoneka mhinduro ye microservices architecture ndeye kushandisa pateni (kana kunyange dzimwe nguva anti-pattern) - yakagovaniswa dhatabhesi. Iyi nzira inonzwisisika kana iwe uchida transactional kuenderana pamatafura akawanda mune akasiyana dhatabhesi, ingo shandisa imwe yakagovaniswa dhatabhesi kune aya mamicroservices.  Zvipingamupinyi zveiyi nzira zvinosanganisira kuunza imwe pfungwa yekutadza, kurambidza yakazvimirira dhatabhesi kuyera, uye kudzikisira kugona kushandisa akasiyana dhatabhesi mhinduro dzakanyatsokodzera kune chaiwo zvinodiwa uye nyaya dzekushandisa. Pamusoro pezvo, kugadziridzwa kune microservices codebases kwaizove kuri madikanwa kutsigira yakadaro fomu yekugoverwa kwekutengeserana.   Transactional outbox  Iyo '   ' idhizaini yedhizaini inoshandiswa mumasisitimu akagoverwa kuti ive nechokwadi chekufambiswa kwemeseji, kunyangwe pamberi peasingavimbike mameseji masisitimu. Zvinosanganisira kuchengetedza zviitiko mune yakasarudzwa 'OutboxEvents' tafura mukati mekutengesa kwakafanana nekuvhiya pachako. Iyi nzira inoenderana zvakanaka neACID zvivakwa zvehukama dhatabhesi. Kusiyana neizvi, akawanda No-SQL dhatabhesi haatsigire zvizere ACID zvivakwa, achisarudza panzvimbo yemisimboti yeCAP theorem uye BASE uzivi, iyo inotungamira kuwanikwa uye inozopedzisira yagadzikana pamusoro pekusagadzikana kwakasimba. transactional outbox  A transactional outbox inopa   uye inogona kuitwa nemaitiro akati wandei: kamwechete vimbiso  Transaction log tailing  Muparidzi wekuvhota    approach inoreva kushandisa dhatabhesi-chaiyo mhinduro seCDC (Change Data Capture). Zvinonyanya kukanganisa nzira iyi ndezvi: Transaction log tailing  Database chaiyo mhinduro  Kuwedzera latency nekuda kwezvakatemwa zveCDC kuita  Imwe nzira ndeye   , iyo inogonesa kuburitsa kunze kwebhokisi nekuvhota tafura yeoutbox. Iyo yekutanga dhizaini yeiyi nzira ndeye mukana wekuwedzera dhatabhesi mutoro, izvo zvinogona kutungamira kumitengo yakakwira. Uyezve, haasi ese eNo-SQL dhatabhesi anotsigira kubvunza kwakanaka kune chaiwo magwaro zvikamu. Kubvisa magwaro ose kunogona, naizvozvo, kukonzera kuderera kwekuita. Polling Publisher  Heino dhayagiramu diki yekutevedzana inotsanangura kuti inoshanda sei.    Zviteerere iwe pachako  Dambudziko rekutanga neTransactional Outbox pattern riri mukutsamira kwayo pane database ACID zvivakwa. Inogona kuve yakatwasuka mune yakajairwa OLTP dhatabhesi asi inounza matambudziko muNoSQL realm. Kugadzirisa izvi, mhinduro inogona kukwidziridza iyo append log (semuenzaniso, Kafka) kubva pakutanga kugadzirisa chikumbiro.  Panzvimbo pekugadzirisa zvakananga 'kutumira chikumbiro chechikwereti' murairo, isu tinobva tatumira kune yemukati Kafka musoro tozodzosera 'inogamuchirwa' mhedzisiro kumutengi. Nekudaro, sezvo paine mukana wekuti murairo uchiri kuda kugadziriswa, hatigone kuzivisa mutengi nekukurumidza nezvemhedzisiro. Kuti tigadzirise kusarongeka uku, tinogona kushandisa nzira dzakaita sekuvhota kwenguva refu, kuvhota kunotangwa nevatengi, kugadziridza UI, kana kushandisa maWebSockets kana Server-Sent Zviitiko kuti zviziviswe. Zvisinei, iyi inyaya yakasiyana zvachose, saka ngatidzokere kuchidzidzo chedu chekutanga.  Isu takatumira meseji pane yemukati Kafka musoro. Iyo Loan Application Service inopedza iyi meseji - iwo iwo murairo mumwechete wayakagamuchira kubva kumutengi - uye inotanga kugadzirisa. Kutanga, inoita imwe bhizinesi logic; chete mushure mekunge pfungwa iyi yaitwa zvinobudirira uye mhedzisiro yacho ichienderera, inoburitsa mameseji matsva pane yeruzhinji Kafka musoro.  Ngatitarisei zvishoma zvepseudo-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(); }    Hapana kunetseka, sezvo iyo offset isati yaitwa, meseji ichayedzwa zvakare. Zvakadini kana kugadzirisa kweiyo bhizinesi logic kukatadza?    Hapana kunetseka, sezvo bhizinesi pfungwa isina simba, haizogadzira yakapetwa chikumbiro chechikwereti. Pane kudaro, ichaedza kutumira mameseji kune yeruzhinji Kafka musoro. Zvakadini kana kutumira zviitiko zvitsva kuKafka zvikatadza?    Hapana kunetseka, sezvo bhizinesi pfungwa isina simba, haizogadzira yakapetwa chikumbiro chechikwereti. Pane kudaro, ichatumira zvakare mameseji kune yeruzhinji Kafka musoro uye ndinovimba kuti iyo offset kuzvipira inobudirira panguva ino. Ko kana mameseji akatumirwa kuKafka, asi iyo offset kuzvipira ikatadza?  Izvo zvinonyanya kukanganisa nzira iyi zvinosanganisira kuomeswa kwakawedzerwa kwakabatana nemaitiro matsva ehurongwa, kupedzisira kuenderana (sezvo mutengi asingazoziva nekukurumidza mhedzisiro), uye chinodiwa chekuti zvese zvebhizinesi logic ive isina simba.  Kutsvaga chiitiko  Chii chinonzi kutsvaga chiitiko, uye chingashandiswa sei pano? Event sourcing isoftware architectural pattern inoshandiswa kuenzanisira mamiriro ehurongwa nekutora shanduko dzese kudata rayo senhevedzano yezviitiko zvisingachinji. Zviitiko izvi zvinomiririra chokwadi kana shanduko yenyika uye inoshanda sechinhu chimwe chete chechokwadi chemamiriro ehurongwa hwazvino. Saka, nehunyanzvi, nekuita chiitiko-kutsvagisa sisitimu, isu tatova nezviitiko zvese muEventStore, uye iyi EventStore inogona kushandiswa nevatengi sesosi imwechete yechokwadi pane zvakaitika. Iko hakuna kudikanwa kweiyo chaiyo dhatabhesi mhinduro yekutevera shanduko dzese kana kunetsekana nezve kuodha, dambudziko chete nderekugara padivi rekuverenga sezvo kukwanisa kuwana chaiyo mamiriro esangano kunodiwa kudzokorora zviitiko zvese.  Mhedziso  Muchikamu chino, takaongorora nzira dzinoverengeka dzekuvaka mameseji akavimbika mumasisitimu akaparadzirwa. Pane akati wandei kurudziro atinga tarisa tichivaka masisitimu ane aya maitiro  Gara uchigadzira vatengi vasina simba sezvo kutadza kwetiweki kusingadzivisike.  Nyatsoshandisa   nekunzwisisa kwakajeka kwezvido zvevimbiso. First-Local-Commit-Then-Publish  Usambofa washandisa   sezvo ichigona kutungamira mukusawirirana kwedata muhurongwa hwako. nzira yekutanga-Publish-Then-Local-Commit  Kana sarudzo yedatabase iripo ingangochinja kana zano rehunyanzvi richireva kusarudza mhinduro yakanakisa yekuchengetera dambudziko - usavaka maraibhurari akagovaniswa nekusungirira kumhinduro dzedatabase   . seCDC  Shandisa nzira   seyakajairwa mhinduro yekuwana kamwechete vimbiso. yeTransactional Outbox  Funga kushandisa iyo   nzira kana No-SQL dhatabhesi inosimudzirwa. Teerera iwe pachako  Nguva inotevera, tichatarisa muenzaniso unoshanda wekushandisa Transactional Outbox. Maona  iwe!

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