Tekrar Deneme Mekanizmalar\u0131 (Retries)<\/strong>: Baz\u0131 CI sistemleri, ba\u015far\u0131s\u0131z olan testleri otomatik olarak yeniden deneme (retry) se\u00e7ene\u011fi sunar. Bu, ge\u00e7ici a\u011f sorunlar\u0131 gibi k\u0131sa s\u00fcreli sorunlardan kaynaklanan k\u0131r\u0131lganl\u0131klar\u0131 maskelemek i\u00e7in kullan\u0131labilir, ancak kal\u0131c\u0131 bir \u00e7\u00f6z\u00fcm de\u011fildir.<\/li>\n<\/ul>\nK\u0131r\u0131lgan testler, geli\u015ftirici g\u00fcvenini azalt\u0131r ve CI s\u00fcrecini yava\u015flat\u0131r. Bu nedenle, bu testleri tespit etmek, analiz etmek ve d\u00fczeltmek i\u00e7in zaman ay\u0131rmak, uzun vadede b\u00fcy\u00fck faydalar sa\u011flayacakt\u0131r.<\/p>\n
Yap\u0131land\u0131rma ve \u00c7evre De\u011fi\u015fkenleri: CI Ortam\u0131na \u00d6zel Ayarlar\u0131n Y\u00f6netimi Nas\u0131l Yap\u0131l\u0131r?<\/h2>\n
Uygulamalar\u0131m\u0131z\u0131n farkl\u0131 ortamlarda (geli\u015ftirme, test, \u00fcretim) sorunsuz \u00e7al\u0131\u015fabilmesi i\u00e7in yap\u0131land\u0131rma (configuration) y\u00f6netimi kritik bir rol oynar. Veritaban\u0131 ba\u011flant\u0131 dizeleri, API anahtarlar\u0131, \u00fc\u00e7\u00fcnc\u00fc taraf hizmet kimlik bilgileri ve di\u011fer ortama \u00f6zel ayarlar, yerel makinenizde farkl\u0131, CI ortam\u0131n\u0131zda ise bamba\u015fka de\u011ferlere sahip olabilir. Bu farkl\u0131l\u0131klar, kodunuzun kendisi hatas\u0131z olsa bile CI derlemelerinin ba\u015far\u0131s\u0131z olmas\u0131na yol a\u00e7abilir. Bu b\u00f6l\u00fcmde, hassas bilgilerin g\u00fcvenli y\u00f6netimini ve farkl\u0131 ortamlar i\u00e7in yap\u0131land\u0131rma stratejilerini ele alaca\u011f\u0131z.<\/p>\n
Hassas Bilgilerin G\u00fcvenli Y\u00f6netimi (Secrets Management): API Anahtarlar\u0131 ve Veritaban\u0131 \u015eifreleri Nas\u0131l Saklanmal\u0131?<\/h3>\n
Hassas bilgiler (secrets) olarak adland\u0131rd\u0131\u011f\u0131m\u0131z API anahtarlar\u0131, veritaban\u0131 \u015fifreleri, kimlik do\u011frulama tokenlar\u0131 gibi verilerin do\u011frudan kod taban\u0131nda veya s\u00fcr\u00fcm kontrol sisteminde (Git) saklanmas\u0131, ciddi g\u00fcvenlik riskleri ta\u015f\u0131r. Bu nedenle, bu t\u00fcr bilgileri g\u00fcvenli bir \u015fekilde y\u00f6netmek esast\u0131r. Yerel geli\u015ftirme ortam\u0131nda, geli\u015ftiriciler genellikle .env<\/code> dosyalar\u0131 veya benzeri yerel yap\u0131land\u0131rma dosyalar\u0131 kullanarak bu bilgilere eri\u015firler. Ancak bu dosyalar, genellikle .gitignore<\/code> arac\u0131l\u0131\u011f\u0131yla s\u00fcr\u00fcm kontrol\u00fcnden hari\u00e7 tutulur ve CI ortam\u0131na g\u00f6nderilmez.<\/p>\nCI ortam\u0131nda ise hassas bilgiler, genellikle CI sa\u011flay\u0131c\u0131s\u0131n\u0131n (GitHub Actions, GitLab CI\/CD, Jenkins, Azure DevOps, AWS CodeBuild vb.) sundu\u011fu “secrets management” (gizli bilgiler y\u00f6netimi) \u00f6zelliklerini kullanarak y\u00f6netilmelidir. Bu \u00f6zellikler, hassas verileri \u015fifreli bir \u015fekilde saklaman\u0131za ve CI i\u015fleri \u00e7al\u0131\u015ft\u0131r\u0131l\u0131rken bu verilere g\u00fcvenli bir \u015fekilde eri\u015fmenize olanak tan\u0131r. \u00d6rne\u011fin:<\/p>\n
\n- GitHub Actions<\/strong>: Depo ayarlar\u0131nda “Secrets” b\u00f6l\u00fcm\u00fc bulunur. Burada tan\u0131mlanan s\u0131rlar, CI i\u015f ak\u0131\u015flar\u0131n\u0131zda \u00e7evre de\u011fi\u015fkenleri olarak kullan\u0131labilir.<\/li>\n
- GitLab CI\/CD<\/strong>: Proje ayarlar\u0131nda “CI\/CD > Variables” alt\u0131nda gizli de\u011fi\u015fkenler tan\u0131mlanabilir.<\/li>\n
- Jenkins<\/strong>: “Credentials” eklentisi arac\u0131l\u0131\u011f\u0131yla API anahtarlar\u0131, kullan\u0131c\u0131 adlar\u0131\/\u015fifreler gibi bilgiler g\u00fcvenli bir \u015fekilde saklanabilir ve Jenkins pipeline’lar\u0131nda kullan\u0131labilir.<\/li>\n<\/ul>\n
Bu mekanizmalar sayesinde, hassas veriler kod taban\u0131ndan ayr\u0131 tutulur, s\u00fcr\u00fcm kontrol sistemine s\u0131zma riski ortadan kalkar ve farkl\u0131 CI ortamlar\u0131 i\u00e7in farkl\u0131 gizli bilgiler tan\u0131mlanabilir. \u00d6rne\u011fin, geli\u015ftirme ortam\u0131 i\u00e7in bir test veritaban\u0131 \u015fifresi, \u00fcretim ortam\u0131 i\u00e7in ise ger\u00e7ek bir \u00fcretim veritaban\u0131 \u015fifresi CI’da ayr\u0131 ayr\u0131 y\u00f6netilebilir. Bu durum, yanl\u0131\u015fl\u0131kla \u00fcretim kimlik bilgilerinin test ortam\u0131nda kullan\u0131lmas\u0131 gibi hatalar\u0131 \u00f6nler.<\/p>\n
\n
\n# GitHub Actions'ta secret kullan\u0131m\u0131 \u00f6rne\u011fi\nname: Deploy to Production\n\non:\n push:\n branches:\n - main\n\njobs:\n deploy:\n runs-on: ubuntu-latest\n steps:\n - uses: actions\/checkout@v3\n - name: Deploy application\n run: |\n echo \"Deploying to production...\"\n # MY_API_KEY, GitHub repo secrets'ta tan\u0131mlanm\u0131\u015f bir de\u011fi\u015fkendir\n # Bu de\u011fi\u015fken, CI ortam\u0131nda g\u00fcvenli bir \u015fekilde eri\u015filebilir.\n .\/deploy_script.sh --api-key ${{ secrets.MY_API_KEY }} --env production\n <\/code><\/pre>\n<\/p><\/div>\nYukar\u0131daki \u00f6rnekte, secrets.MY_API_KEY<\/code> ifadesi, GitHub Actions’\u0131n gizli bilgiler y\u00f6netim sisteminden al\u0131nan bir de\u011feri temsil eder. Bu yakla\u015f\u0131m, hassas verilerin kod i\u00e7inde a\u00e7\u0131k\u00e7a g\u00f6r\u00fcnmesini engeller ve g\u00fcvenlik risklerini minimize eder.<\/p>\nFarkl\u0131 Ortamlar \u0130\u00e7in Konfig\u00fcrasyon Stratejileri: Geli\u015ftirme, Test ve \u00dcretim Ortamlar\u0131 Aras\u0131ndaki Ge\u00e7i\u015fler<\/h3>\n
Uygulamalar\u0131m\u0131z\u0131n genellikle farkl\u0131 ortamlarda (geli\u015ftirme, test, haz\u0131rl\u0131k, \u00fcretim) \u00e7al\u0131\u015fmas\u0131 gerekti\u011fi i\u00e7in, her ortam\u0131n kendine \u00f6zg\u00fc yap\u0131land\u0131rma ihtiya\u00e7lar\u0131 vard\u0131r. \u00d6rne\u011fin, bir geli\u015ftirme ortam\u0131nda yerel bir veritaban\u0131 veya sahte (mock) API’ler kullan\u0131labilirken, test ortam\u0131nda entegrasyon testleri i\u00e7in \u00f6zel bir test veritaban\u0131, \u00fcretim ortam\u0131nda ise y\u00fcksek performansl\u0131 ve g\u00fcvenli bir veritaban\u0131 sunucusu gerekebilir. Bu farkl\u0131l\u0131klar\u0131 y\u00f6netmek i\u00e7in \u00e7e\u015fitli stratejiler mevcuttur:<\/p>\n
\n- Ortam De\u011fi\u015fkenlerine Dayal\u0131 Konfig\u00fcrasyon<\/strong>: En yayg\u0131n ve esnek yakla\u015f\u0131mlardan biridir. Uygulama, ba\u015flang\u0131\u00e7ta \u00e7evre de\u011fi\u015fkenlerini okuyarak hangi ortamda \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 anlar ve buna g\u00f6re yap\u0131land\u0131rma ayarlar\u0131n\u0131 y\u00fckler. \u00d6rne\u011fin,
NODE_ENV=production<\/code> veya ASPNETCORE_ENVIRONMENT=Development<\/code> gibi de\u011fi\u015fkenler, uygulaman\u0131n farkl\u0131 yap\u0131land\u0131rma dosyalar\u0131n\u0131 veya mant\u0131k dallar\u0131n\u0131 tetiklemesini sa\u011flar. Bu, CI ortam\u0131nda ortam de\u011fi\u015fkenlerini ayarlayarak uygulaman\u0131n test veya \u00fcretim modunda \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flamak i\u00e7in idealdir.<\/li>\n- Ortama \u00d6zel Konfig\u00fcrasyon Dosyalar\u0131<\/strong>: Baz\u0131 \u00e7er\u00e7eveler (frameworks) veya uygulamalar, ortama \u00f6zel yap\u0131land\u0131rma dosyalar\u0131 kullan\u0131r. \u00d6rne\u011fin, .NET Core uygulamalar\u0131nda
appsettings.json<\/code> dosyas\u0131n\u0131n yan\u0131 s\u0131ra appsettings.Development.json<\/code>, appsettings.Production.json<\/code> gibi dosyalar bulunabilir. Uygulama, ASPNETCORE_ENVIRONMENT<\/code> de\u011fi\u015fkenine g\u00f6re uygun dosyay\u0131 y\u00fckler. Benzer \u015fekilde, Spring Boot uygulamalar\u0131nda application.properties<\/code>‘a ek olarak application-dev.properties<\/code>, application-test.properties<\/code> gibi dosyalar kullan\u0131labilir.<\/li>\n- Konfig\u00fcrasyon Y\u00f6netim Ara\u00e7lar\u0131<\/strong>: Kubernetes gibi konteyner orkestrasyon sistemleri,
ConfigMaps<\/code> ve Secrets<\/code> gibi yerle\u015fik konfig\u00fcrasyon y\u00f6netim mekanizmalar\u0131 sunar. Bu ara\u00e7lar, uygulama kodundan ba\u011f\u0131ms\u0131z olarak yap\u0131land\u0131rman\u0131n da\u011f\u0131t\u0131lmas\u0131n\u0131 ve g\u00fcncellenmesini kolayla\u015ft\u0131r\u0131r.<\/li>\n<\/ul>\nCI ortam\u0131nda, do\u011fru yap\u0131land\u0131rma ayarlar\u0131n\u0131n uyguland\u0131\u011f\u0131ndan emin olmak i\u00e7in, CI pipeline’\u0131n\u0131z\u0131n (i\u015f ak\u0131\u015f\u0131n\u0131z\u0131n) ilgili \u00e7evre de\u011fi\u015fkenlerini veya yap\u0131land\u0131rma dosyalar\u0131n\u0131 do\u011fru bir \u015fekilde ayarlad\u0131\u011f\u0131ndan emin olman\u0131z gerekir. Bu, genellikle CI yap\u0131land\u0131rma dosyas\u0131nda (.gitlab-ci.yml<\/code>, .github\/workflows\/*.yml<\/code>) belirtilen ad\u0131mlarla yap\u0131l\u0131r. Do\u011fru yap\u0131land\u0131rma stratejileriyle, uygulaman\u0131z\u0131n farkl\u0131 ortamlarda tutarl\u0131 ve g\u00fcvenilir bir \u015fekilde \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flayabilir, b\u00f6ylece “benim makinemde \u00e7al\u0131\u015f\u0131yor” sorunlar\u0131n\u0131n b\u00fcy\u00fck bir k\u0131sm\u0131n\u0131 ortadan kald\u0131rabilirsiniz.<\/p>\nTest Stratejileri ve CI Entegrasyonu: G\u00fcvenilir Testler Yazman\u0131n ve CI’\u0131 Optimize Etmenin Yollar\u0131 Nelerdir?<\/h2>\n
CI ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131n \u00f6nemli bir k\u0131sm\u0131, kodun kendisinden de\u011fil, testlerin yaz\u0131lma \u015feklinden veya CI pipeline’\u0131n\u0131n (i\u015f ak\u0131\u015f\u0131n\u0131n) optimizasyon eksikli\u011finden kaynaklanabilir. K\u0131r\u0131lgan (flaky) testler, CI s\u00fcre\u00e7lerini yava\u015flat\u0131r, geli\u015ftiricilerin g\u00fcvenini sarsar ve hatalar\u0131n g\u00f6zden ka\u00e7mas\u0131na neden olabilir. Bu b\u00f6l\u00fcmde, g\u00fcvenilir testler yazma stratejilerini ve CI entegrasyonunu optimize etmenin yollar\u0131n\u0131 ele alaca\u011f\u0131z.<\/p>\n
K\u0131r\u0131lgan (Flaky) Testleri Tespit Etme ve D\u00fczeltme: Test S\u00fcitlerimizi Nas\u0131l G\u00fc\u00e7lendiririz?<\/h3>\n
K\u0131r\u0131lgan testler, bazen ge\u00e7en, bazen de rastgele bir \u015fekilde ba\u015far\u0131s\u0131z olan testlerdir; \u00fcstelik kodda herhangi bir de\u011fi\u015fiklik yap\u0131lmad\u0131\u011f\u0131 halde. Bu durum, geli\u015ftiriciler i\u00e7in b\u00fcy\u00fck bir hayal k\u0131r\u0131kl\u0131\u011f\u0131 kayna\u011f\u0131d\u0131r \u00e7\u00fcnk\u00fc testin ba\u015far\u0131s\u0131z olup olmad\u0131\u011f\u0131n\u0131 anlamak zordur ve genellikle “tekrar dene” yakla\u015f\u0131m\u0131na yol a\u00e7ar. K\u0131r\u0131lgan testlerin temel nedenleri genellikle zamanlama sorunlar\u0131, d\u0131\u015f ba\u011f\u0131ml\u0131l\u0131klar, payla\u015f\u0131lan durum (shared state) veya ortam tutars\u0131zl\u0131klar\u0131d\u0131r.<\/p>\n
\n- Tespit Etme<\/strong>: K\u0131r\u0131lgan testleri tespit etmek i\u00e7in CI sistemlerinin test raporlama \u00f6zelliklerini kullan\u0131n. Tekrar eden ba\u015far\u0131s\u0131zl\u0131klar\u0131 izleyin ve belirli bir testin ba\u015far\u0131s\u0131zl\u0131k oran\u0131n\u0131 analiz edin. Baz\u0131 CI ara\u00e7lar\u0131, test ge\u00e7mi\u015fini analiz ederek k\u0131r\u0131lgan testleri otomatik olarak i\u015faretleyebilir. Testleri birden fazla kez \u00e7al\u0131\u015ft\u0131rmak da k\u0131r\u0131lganl\u0131klar\u0131 ortaya \u00e7\u0131karabilir.<\/li>\n
- Analiz Etme<\/strong>: Bir testin neden k\u0131r\u0131lgan oldu\u011funu anlamak i\u00e7in, ba\u015far\u0131s\u0131z oldu\u011fu CI \u00e7al\u0131\u015ft\u0131rmalar\u0131n\u0131n loglar\u0131n\u0131 dikkatlice inceleyin. Hata mesajlar\u0131n\u0131, y\u0131\u011f\u0131n izlerini (stack traces) ve testin ba\u015far\u0131s\u0131z oldu\u011fu anki ortam\u0131n durumunu analiz edin. Testin bir d\u0131\u015f hizmete (veritaban\u0131, API) ba\u011f\u0131ml\u0131 olup olmad\u0131\u011f\u0131n\u0131, asenkron i\u015flemler i\u00e7erip i\u00e7ermedi\u011fini veya payla\u015f\u0131lan bir kayna\u011f\u0131 kullan\u0131p kullanmad\u0131\u011f\u0131n\u0131 belirleyin.<\/li>\n
- D\u00fczeltme Stratejileri<\/strong>:\n
\n- Test \u0130zolasyonu<\/strong>: Her testin birbirinden tamamen ba\u011f\u0131ms\u0131z oldu\u011fundan emin olun. Testler aras\u0131nda veri veya durum payla\u015f\u0131m\u0131n\u0131 engelleyin. Her testten \u00f6nce veritaban\u0131n\u0131 temizleyin veya yeni bir test verisi k\u00fcmesi olu\u015fturun.<\/li>\n
- Harici Ba\u011f\u0131ml\u0131l\u0131klar\u0131 Taklit Etme (Mocking\/Stubbing)<\/strong>: Testlerinizin d\u0131\u015f hizmetlere (veritaban\u0131, a\u011f API’leri, dosya sistemi) ba\u011f\u0131ml\u0131l\u0131\u011f\u0131n\u0131 azalt\u0131n. Bu hizmetleri taklit eden (mock) veya sahte (stub) nesneler kullanarak testlerinizi daha h\u0131zl\u0131 ve deterministik hale getirin.<\/li>\n
- Dinamik Beklemeler<\/strong>: Asenkron i\u015flemlerin tamamlanmas\u0131n\u0131 beklerken sabit zaman gecikmeleri yerine, belirli bir ko\u015fulun ger\u00e7ekle\u015fti\u011fini do\u011frulayan dinamik beklemeler kullan\u0131n. \u00d6rne\u011fin, bir eleman\u0131n sayfada g\u00f6r\u00fcnmesini veya bir API \u00e7a\u011fr\u0131s\u0131n\u0131n yan\u0131t vermesini bekleyin.<\/li>\n
- Tekrar Deneme Mekanizmas\u0131 (Retries)<\/strong>: Baz\u0131 CI sistemleri, testlerin ba\u015far\u0131s\u0131z olmas\u0131 durumunda otomatik yeniden deneme se\u00e7enekleri sunar. Bu, ge\u00e7ici a\u011f sorunlar\u0131 gibi k\u0131sa s\u00fcreli sorunlar\u0131 maskelemek i\u00e7in kullan\u0131\u015fl\u0131 olabilir, ancak temel k\u0131r\u0131lganl\u0131k sorununu \u00e7\u00f6zmez. Daha ziyade, ana nedeni bulana kadar bir ge\u00e7ici \u00e7\u00f6z\u00fcm olarak d\u00fc\u015f\u00fcn\u00fclmelidir.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
G\u00fcvenilir bir test s\u00fciti, CI s\u00fcrecinin temelidir. K\u0131r\u0131lgan testleri aktif olarak tespit edip d\u00fczelterek, geli\u015ftiricilerin CI sonu\u00e7lar\u0131na olan g\u00fcvenini art\u0131rabilir ve daha h\u0131zl\u0131, daha g\u00fcvenilir bir yay\u0131n s\u00fcreci sa\u011flayabilirsiniz.<\/p>\n
CI Pipeline Optimizasyonu: Daha H\u0131zl\u0131 ve Daha G\u00fcvenilir Derlemeler \u0130\u00e7in \u0130pu\u00e7lar\u0131<\/h3>\n
CI pipeline’\u0131 sadece testleri \u00e7al\u0131\u015ft\u0131rmakla kalmaz, ayn\u0131 zamanda kodun derlenmesi, ba\u011f\u0131ml\u0131l\u0131klar\u0131n y\u00fcklenmesi ve di\u011fer otomasyon ad\u0131mlar\u0131n\u0131 da i\u00e7erir. Bu ad\u0131mlar\u0131n optimize edilmesi, hem CI s\u00fcrecinin h\u0131z\u0131n\u0131 art\u0131r\u0131r hem de kaynak k\u0131s\u0131tlamalar\u0131ndan kaynaklanan ba\u015far\u0131s\u0131zl\u0131klar\u0131 azalt\u0131r.<\/p>\n
\n- Paralel Test Y\u00fcr\u00fctme<\/strong>: Test s\u00fcitiniz b\u00fcy\u00fcd\u00fck\u00e7e, testlerin ard\u0131\u015f\u0131k olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 \u00e7ok zaman alabilir. CI sistemlerinin \u00e7o\u011fu, testleri birden fazla runner’da veya ayn\u0131 runner i\u00e7inde paralel olarak \u00e7al\u0131\u015ft\u0131rma yetene\u011fi sunar. Bu, \u00f6zellikle ba\u011f\u0131ms\u0131z testler i\u00e7in b\u00fcy\u00fck bir h\u0131z art\u0131\u015f\u0131 sa\u011flar.<\/li>\n
- Ak\u0131ll\u0131 \u00d6nbellekleme (Caching) Stratejileri<\/strong>: Ba\u011f\u0131ml\u0131l\u0131klar\u0131n her CI \u00e7al\u0131\u015ft\u0131rmas\u0131nda yeniden indirilmesi ve derlenmesi zaman ve kaynak israf\u0131na neden olur. CI sistemlerinin \u00f6nbellekleme \u00f6zelliklerini kullanarak, ba\u011f\u0131ml\u0131l\u0131klar\u0131 veya derleme \u00e7\u0131kt\u0131lar\u0131n\u0131 bir sonraki \u00e7al\u0131\u015ft\u0131rma i\u00e7in saklayabilirsiniz. \u00d6rne\u011fin,
node_modules<\/code> dizinini veya Maven\/Gradle ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131 \u00f6nbelle\u011fe almak, derleme s\u00fcrelerini \u00f6nemli \u00f6l\u00e7\u00fcde k\u0131saltabilir. Ancak, \u00f6nbelle\u011fin do\u011fru bir \u015fekilde ge\u00e7ersiz k\u0131l\u0131nd\u0131\u011f\u0131ndan (invalidate) ve g\u00fcncel tutuldu\u011fundan emin olmak \u00f6nemlidir.<\/li>\n- K\u00fc\u00e7\u00fck ve Odaklanm\u0131\u015f CI \u0130\u015fleri<\/strong>: Monolitik bir CI pipeline’\u0131 yerine, farkl\u0131 ad\u0131mlar\u0131 (derleme, birim testleri, entegrasyon testleri, da\u011f\u0131t\u0131m) ayr\u0131 ayr\u0131 i\u015flere b\u00f6lmek daha iyi olabilir. Bu, ba\u015far\u0131s\u0131zl\u0131k durumunda sorunu daha h\u0131zl\u0131 izole etmenizi sa\u011flar ve sadece ilgili ad\u0131mlar\u0131 yeniden \u00e7al\u0131\u015ft\u0131rman\u0131za olanak tan\u0131r.<\/li>\n
- Derleme Ortam\u0131n\u0131 Optimize Etme<\/strong>: CI runner’\u0131n\u0131z\u0131n ihtiya\u00e7 duymad\u0131\u011f\u0131 yaz\u0131l\u0131mlar\u0131 veya servisleri \u00e7al\u0131\u015ft\u0131rmad\u0131\u011f\u0131ndan emin olun. Docker konteynerleri kullan\u0131yorsan\u0131z, daha k\u00fc\u00e7\u00fck ve \u00f6zel olarak haz\u0131rlanm\u0131\u015f Docker imajlar\u0131 kullanmak, derleme ortam\u0131n\u0131n daha hafif ve h\u0131zl\u0131 olmas\u0131n\u0131 sa\u011flar.<\/li>\n
- Log Analizi ve Hata Ay\u0131klama<\/strong>: CI ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131 gidermenin en etkili yollar\u0131ndan biri, CI loglar\u0131n\u0131 dikkatlice incelemektir. Hata mesajlar\u0131n\u0131 okuyun, y\u0131\u011f\u0131n izlerini takip edin ve ba\u015far\u0131s\u0131zl\u0131\u011f\u0131n tam olarak nerede ve neden meydana geldi\u011fini anlamaya \u00e7al\u0131\u015f\u0131n. Gerekirse, CI pipeline’\u0131n\u0131za ek hata ay\u0131klama \u00e7\u0131kt\u0131lar\u0131 ekleyerek daha fazla bilgi toplay\u0131n.<\/li>\n<\/ul>\n
CI pipeline’\u0131n\u0131z\u0131 s\u00fcrekli olarak g\u00f6zden ge\u00e7irmek ve optimize etmek, geli\u015ftirme s\u00fcrecinizin daha verimli ve sorunsuz olmas\u0131n\u0131 sa\u011flayacakt\u0131r. Unutmay\u0131n, CI sadece bir ara\u00e7 de\u011fil, ayn\u0131 zamanda yaz\u0131l\u0131m kalitesini ve geli\u015ftirici deneyimini art\u0131ran bir k\u00fclt\u00fcr\u00fcn par\u00e7as\u0131d\u0131r.<\/p>\n
S\u0131k\u00e7a Sorulan Sorular (SSS)<\/h2>\n
CI ortam\u0131nda kar\u015f\u0131la\u015f\u0131lan sorunlar hakk\u0131nda geli\u015ftiricilerin kafas\u0131ndaki baz\u0131 temel sorular\u0131 ve cevaplar\u0131n\u0131 a\u015fa\u011f\u0131da bulabilirsiniz:<\/p>\n
Soru 1: “Benim makinemde \u00e7al\u0131\u015f\u0131yor” sorununu en h\u0131zl\u0131 nas\u0131l tespit edebilirim?<\/h3>\n
Cevap:<\/strong> En h\u0131zl\u0131 tespit y\u00f6ntemi, CI loglar\u0131n\u0131 \u00e7ok dikkatli bir \u015fekilde incelemektir. Hata mesajlar\u0131, y\u0131\u011f\u0131n izleri ve ba\u015far\u0131s\u0131z olan ad\u0131m\u0131n \u00e7\u0131kt\u0131s\u0131 size sorunun k\u00f6keni hakk\u0131nda de\u011ferli ipu\u00e7lar\u0131 verecektir. Ayr\u0131ca, yerel ortam\u0131n\u0131z\u0131 CI ortam\u0131na m\u00fcmk\u00fcn oldu\u011funca benzetmek (\u00f6rne\u011fin, Docker kullanarak veya ayn\u0131 yaz\u0131l\u0131m s\u00fcr\u00fcmlerini y\u00fckleyerek) ve CI’da ba\u015far\u0131s\u0131z olan testi veya komutu yerelde CI’daki gibi \u00e7al\u0131\u015ft\u0131rmaya \u00e7al\u0131\u015fmak da sorunu yeniden \u00fcretmenize yard\u0131mc\u0131 olabilir.<\/p>\nSoru 2: Her zaman Docker kullanmal\u0131 m\u0131y\u0131m?<\/h3>\n
Cevap:<\/strong> Docker, ortam tutarl\u0131l\u0131\u011f\u0131 sa\u011flamak i\u00e7in m\u00fckemmel bir ara\u00e7t\u0131r ve bir\u00e7ok durumda \u015fiddetle tavsiye edilir. \u00d6zellikle karma\u015f\u0131k ba\u011f\u0131ml\u0131l\u0131klar\u0131, farkl\u0131 i\u015fletim sistemi ihtiya\u00e7lar\u0131 olan veya birden fazla programlama dili\/runtime kullanan projelerde \u00e7ok faydal\u0131d\u0131r. Ancak, her proje i\u00e7in zorunlu de\u011fildir. Basit projelerde veya tek bir dil\/runtime kullanan uygulamalarda, iyi y\u00f6netilmi\u015f bir CI yap\u0131land\u0131rmas\u0131 ve kilit dosyalar\u0131 da yeterli olabilir. Yine de, uzun vadede s\u00fcrd\u00fcr\u00fclebilirlik ve tutarl\u0131l\u0131k i\u00e7in Docker’\u0131 de\u011ferlendirmek her zaman iyi bir fikirdir.<\/p>\nSoru 3: Ba\u011f\u0131ml\u0131l\u0131k kilit dosyalar\u0131 neden bu kadar \u00f6nemli?<\/h3>\n
Cevap:<\/strong> Kilit dosyalar\u0131 (package-lock.json<\/code>, yarn.lock<\/code>, Pipfile.lock<\/code> vb.), projenizin tam olarak hangi ba\u011f\u0131ml\u0131l\u0131k s\u00fcr\u00fcmleriyle \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 kesin olarak belirtir. Bu, farkl\u0131 geli\u015ftiricilerin ve CI ortamlar\u0131n\u0131n ayn\u0131 ba\u011f\u0131ml\u0131l\u0131k k\u00fcmesini kullanmas\u0131n\u0131 garanti eder. Kilit dosyalar\u0131 olmadan, paket y\u00f6neticisi bildirim dosyas\u0131ndaki s\u00fcr\u00fcm aral\u0131klar\u0131na g\u00f6re en g\u00fcncel uygun s\u00fcr\u00fcmleri indirebilir; bu da farkl\u0131 zamanlarda veya farkl\u0131 ortamlarda farkl\u0131 ba\u011f\u0131ml\u0131l\u0131k s\u00fcr\u00fcmlerinin y\u00fcklenmesine ve uyumluluk sorunlar\u0131na yol a\u00e7abilir. Bu nedenle, kilit dosyalar\u0131 “farkl\u0131 s\u00fcr\u00fcmler” kaynakl\u0131 hatalar\u0131 \u00f6nlemek i\u00e7in hayati \u00f6neme sahiptir.<\/p>\nSoru 4: CI’da testler neden yereldekinden daha yava\u015f \u00e7al\u0131\u015f\u0131yor?<\/h3>\n
Cevap:<\/strong> CI ortamlar\u0131 genellikle payla\u015f\u0131ml\u0131 veya daha k\u0131s\u0131tl\u0131 CPU, bellek ve disk kaynaklar\u0131na sahip olabilir. A\u011f gecikmeleri (ba\u011f\u0131ml\u0131l\u0131k indirme s\u0131ras\u0131nda), disk G\/\u00c7 h\u0131zlar\u0131 ve genel sistem y\u00fck\u00fc gibi fakt\u00f6rler test s\u00fcrelerini etkileyebilir. Ayr\u0131ca, CI ortam\u0131nda \u00f6nbellekleme stratejileri do\u011fru uygulanmam\u0131\u015fsa, her \u00e7al\u0131\u015ft\u0131rmada ba\u011f\u0131ml\u0131l\u0131klar\u0131n yeniden indirilmesi veya derlenmesi de yava\u015fl\u0131\u011fa neden olabilir. Bu durumu optimize etmek i\u00e7in paralel test y\u00fcr\u00fctme, ak\u0131ll\u0131 \u00f6nbellekleme ve daha g\u00fc\u00e7l\u00fc CI runner’lar\u0131 kullanmay\u0131 d\u00fc\u015f\u00fcnebilirsiniz.<\/p>\nSoru 5: K\u0131r\u0131lgan (flaky) testleri nas\u0131l \u00f6nleyebilirim?<\/h3>\n
Cevap:<\/strong> K\u0131r\u0131lgan testleri \u00f6nlemenin temel yolu, testleri birbirinden ba\u011f\u0131ms\u0131z, deterministik ve izole hale getirmektir. Harici ba\u011f\u0131ml\u0131l\u0131klar\u0131 taklit edin (mock\/stub), zamanlama ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131 ortadan kald\u0131r\u0131n (sabit gecikmeler yerine dinamik beklemeler kullan\u0131n) ve her test \u00e7al\u0131\u015ft\u0131rmas\u0131 i\u00e7in test verilerini s\u0131f\u0131rlay\u0131n. Ayr\u0131ca, testlerinizi k\u00fc\u00e7\u00fck ve odaklanm\u0131\u015f tutmak, sorunlar\u0131 daha h\u0131zl\u0131 tespit etmenize yard\u0131mc\u0131 olacakt\u0131r.<\/p>\nSonu\u00e7: CI Ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131 \u00d6nlemek \u0130\u00e7in \u0130pu\u00e7lar\u0131 ve En \u0130yi Uygulamalar<\/h2>\n
“Benim makinemde \u00e7al\u0131\u015f\u0131yordu!” c\u00fcmlesi, yaz\u0131l\u0131m geli\u015ftirme d\u00fcnyas\u0131nda s\u0131kl\u0131kla duyulan, ancak \u00e7o\u011fu zaman derinlemesine incelenmesi gereken bir sorunun i\u015faretidir. G\u00f6rd\u00fc\u011f\u00fcm\u00fcz gibi, CI ortam\u0131nda ya\u015fanan ba\u015far\u0131s\u0131zl\u0131klar\u0131n \u00e7o\u011fu, kodun kendisinden ziyade, ortam farkl\u0131l\u0131klar\u0131, ba\u011f\u0131ml\u0131l\u0131k y\u00f6netimi eksiklikleri, kaynak k\u0131s\u0131tlamalar\u0131 veya yap\u0131land\u0131rma hatalar\u0131ndan kaynaklanmaktad\u0131r. Bu sorunlar\u0131 anlamak ve proaktif \u00e7\u00f6z\u00fcmler geli\u015ftirmek, hem geli\u015ftirici verimlili\u011fini art\u0131r\u0131r hem de yaz\u0131l\u0131m kalitesini y\u00fckseltir.<\/p>\n
Bu makale boyunca ele ald\u0131\u011f\u0131m\u0131z temel stratejileri \u00f6zetleyecek olursak:<\/p>\n
\n- Ortam Tutarl\u0131l\u0131\u011f\u0131na Odaklan\u0131n:<\/strong> Yerel geli\u015ftirme ortam\u0131n\u0131z\u0131 CI ortam\u0131n\u0131za m\u00fcmk\u00fcn oldu\u011funca benzetin. Docker gibi konteyner teknolojileri, bu tutarl\u0131l\u0131\u011f\u0131 sa\u011flamak i\u00e7in en g\u00fc\u00e7l\u00fc ara\u00e7lardan biridir.<\/li>\n
- Ba\u011f\u0131ml\u0131l\u0131k Y\u00f6netimini Ciddiye Al\u0131n:<\/strong> Paket kilit dosyalar\u0131n\u0131 (
package-lock.json<\/code>, Pipfile.lock<\/code> vb.) s\u00fcr\u00fcm kontrol sistemine dahil edin ve CI’da ba\u011f\u0131ml\u0131l\u0131klar\u0131n bu kilit dosyalar\u0131na g\u00f6re y\u00fcklenmesini sa\u011flay\u0131n. Bu, ba\u011f\u0131ml\u0131l\u0131k s\u00fcr\u00fcmleriyle ilgili s\u00fcrprizleri ortadan kald\u0131r\u0131r.<\/li>\n- Kaynak K\u0131s\u0131tlamalar\u0131n\u0131 G\u00f6z \u00d6n\u00fcnde Bulundurun:<\/strong> CI runner’lar\u0131n\u0131z\u0131n kaynaklar\u0131n\u0131 (CPU, RAM, disk) uygulaman\u0131z\u0131n ve testlerinizin ihtiya\u00e7lar\u0131n\u0131 kar\u015f\u0131lad\u0131\u011f\u0131ndan emin olun. Zaman a\u015f\u0131m\u0131 hatalar\u0131n\u0131 ve bellek d\u0131\u015f\u0131 sorunlar\u0131 analiz edin ve gerekirse CI plan\u0131n\u0131z\u0131 y\u00fckseltin.<\/li>\n
- Sa\u011flam ve G\u00fcvenilir Testler Yaz\u0131n:<\/strong> K\u0131r\u0131lgan (flaky) testlerden ka\u00e7\u0131n\u0131n. Testlerinizi izole edin, harici ba\u011f\u0131ml\u0131l\u0131klar\u0131 taklit edin ve deterministik sonu\u00e7lar verecek \u015fekilde tasarlay\u0131n. Zamanlama sorunlar\u0131n\u0131 gidermek i\u00e7in dinamik beklemeler kullan\u0131n.<\/li>\n
- Yap\u0131land\u0131rmay\u0131 Ak\u0131ll\u0131ca Y\u00f6netin:<\/strong> Ortama \u00f6zel yap\u0131land\u0131rma ayarlar\u0131n\u0131 ve hassas bilgileri (secrets) CI sisteminizin g\u00fcvenli y\u00f6netim mekanizmalar\u0131n\u0131 kullanarak y\u00f6netin. Kod taban\u0131nda hassas bilgi saklamaktan ka\u00e7\u0131n\u0131n.<\/li>\n
- CI Pipeline’\u0131n\u0131z\u0131 Optimize Edin:<\/strong> Paralel test y\u00fcr\u00fctme, ak\u0131ll\u0131 \u00f6nbellekleme ve k\u00fc\u00e7\u00fck, odaklanm\u0131\u015f CI i\u015fleri kullanarak pipeline’\u0131n\u0131z\u0131 h\u0131zland\u0131r\u0131n ve daha verimli hale getirin.<\/li>\n
- Loglar\u0131 Okumay\u0131 Al\u0131\u015fkanl\u0131k Haline Getirin:<\/strong> CI loglar\u0131, ba\u015far\u0131s\u0131zl\u0131klar\u0131n nedenini anlamak i\u00e7in en de\u011ferli kaynakt\u0131r. Hata mesajlar\u0131n\u0131 ve y\u0131\u011f\u0131n izlerini dikkatlice inceleyin.<\/li>\n<\/ul>\n
S\u00fcrekli Entegrasyon, modern yaz\u0131l\u0131m geli\u015ftirmenin vazge\u00e7ilmez bir par\u00e7as\u0131d\u0131r. CI ba\u015far\u0131s\u0131zl\u0131klar\u0131 can s\u0131k\u0131c\u0131 olsa da, genellikle sisteminizde iyile\u015ftirme potansiyeli olan alanlar\u0131 i\u015faret eder. Bu sorunlar\u0131 \u00e7\u00f6zmek i\u00e7in harcanan zaman ve \u00e7aba, uzun vadede daha h\u0131zl\u0131, daha g\u00fcvenilir ve daha keyifli bir geli\u015ftirme s\u00fcreciyle kar\u015f\u0131l\u0131\u011f\u0131n\u0131 fazlas\u0131yla verecektir. Unutmay\u0131n, iyi bir CI\/CD k\u00fclt\u00fcr\u00fc, sadece kodun de\u011fil, t\u00fcm geli\u015ftirme ekibinin ba\u015far\u0131s\u0131n\u0131n anahtar\u0131d\u0131r.<\/p>\n
#Yaz\u0131l\u0131mGeli\u015ftirme #CIDevOps #S\u00fcrekliEntegrasyon #TestOtomasyonu #Geli\u015ftiriciAra\u00e7lar\u0131 #TeknikMakale<\/p>\n
\u00d6rnek kod:<\/strong> github.com\/fatihsoysalcom\/ci-local-environment-variable-mismatch<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"Her geli\u015ftiricinin en az bir kez kar\u015f\u0131la\u015ft\u0131\u011f\u0131 o sinir bozucu an\u0131 d\u00fc\u015f\u00fcn\u00fcn: Kodunuz kendi makinenizde sorunsuz \u00e7al\u0131\u015f\u0131yor, t\u00fcm testler ge\u00e7iyor, her \u015fey yolunda g\u00f6r\u00fcn\u00fcyor.","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-45253","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nCI'da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi - Kodlar\u0131n Gizemli D\u00fcnyas\u0131<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CI'da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi\" \/>\n<meta property=\"og:description\" content=\"Her geli\u015ftiricinin en az bir kez kar\u015f\u0131la\u015ft\u0131\u011f\u0131 o sinir bozucu an\u0131 d\u00fc\u015f\u00fcn\u00fcn: Kodunuz kendi makinenizde sorunsuz \u00e7al\u0131\u015f\u0131yor, t\u00fcm testler ge\u00e7iyor, her \u015fey yolunda g\u00f6r\u00fcn\u00fcyor.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-18T06:09:03+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-18T06:09:28+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"32 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"CI’da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi\",\"datePublished\":\"2026-10-18T06:09:03+00:00\",\"dateModified\":\"2026-10-18T06:09:28+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/\"},\"wordCount\":6083,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/#respond\"]}],\"copyrightYear\":\"2026\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/\",\"name\":\"CI'da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi - Kodlar\u0131n Gizemli D\u00fcnyas\u0131\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2026-10-18T06:09:03+00:00\",\"dateModified\":\"2026-10-18T06:09:28+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"CI’da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"CI'da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi - Kodlar\u0131n Gizemli D\u00fcnyas\u0131","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/","og_locale":"tr_TR","og_type":"article","og_title":"CI'da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi","og_description":"Her geli\u015ftiricinin en az bir kez kar\u015f\u0131la\u015ft\u0131\u011f\u0131 o sinir bozucu an\u0131 d\u00fc\u015f\u00fcn\u00fcn: Kodunuz kendi makinenizde sorunsuz \u00e7al\u0131\u015f\u0131yor, t\u00fcm testler ge\u00e7iyor, her \u015fey yolunda g\u00f6r\u00fcn\u00fcyor.","og_url":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2026-10-18T06:09:03+00:00","article_modified_time":"2026-10-18T06:09:28+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"32 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"CI’da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi","datePublished":"2026-10-18T06:09:03+00:00","dateModified":"2026-10-18T06:09:28+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/"},"wordCount":6083,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/#respond"]}],"copyrightYear":"2026","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/","url":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/","name":"CI'da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi - Kodlar\u0131n Gizemli D\u00fcnyas\u0131","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2026-10-18T06:09:03+00:00","dateModified":"2026-10-18T06:09:28+00:00","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/cida-kirilan-kendi-makinenizde-calisan-kod-sebepler-ve-cozumler-rehberi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"CI’da K\u0131r\u0131lan, Kendi Makinenizde \u00c7al\u0131\u015fan Kod: Sebepler ve \u00c7\u00f6z\u00fcmler Rehberi"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/45253","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=45253"}],"version-history":[{"count":1,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/45253\/revisions"}],"predecessor-version":[{"id":45254,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/45253\/revisions\/45254"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=45253"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=45253"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=45253"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}