{"id":39293,"date":"2026-02-18T12:25:30","date_gmt":"2026-02-18T09:25:30","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/"},"modified":"2026-02-18T12:25:30","modified_gmt":"2026-02-18T09:25:30","slug":"giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/","title":{"rendered":"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?"},"content":{"rendered":"<p><title>BuildKit ile Kubernetes \u00dczerinde Distroless Konteyner Olu\u015fturma Rehberi<\/title><br \/>\n<body><\/p>\n<p>G\u00fcn\u00fcm\u00fcz\u00fcn h\u0131zla de\u011fi\u015fen bulut tabanl\u0131 d\u00fcnyas\u0131nda, uygulamalar\u0131n g\u00fcvenli\u011fi ve performans\u0131 her zamankinden daha kritik hale geldi. B\u00fcy\u00fck ve gereksiz ba\u011f\u0131ml\u0131l\u0131klar i\u00e7eren konteyner imajlar\u0131, hem g\u00fcvenlik a\u00e7\u0131klar\u0131na davetiye \u00e7\u0131kar\u0131yor hem de da\u011f\u0131t\u0131m s\u00fcrelerini uzatarak maliyetleri art\u0131r\u0131yor. Peki, Kubernetes ortam\u0131nda uygulamalar\u0131n\u0131z\u0131 daha g\u00fcvenli, daha h\u0131zl\u0131 ve daha k\u00fc\u00e7\u00fck imajlarla nas\u0131l da\u011f\u0131tabilirsiniz? Bu kapsaml\u0131 rehberde, BuildKit&#8217;in g\u00fcc\u00fcn\u00fc kullanarak distroless (temel i\u015fletim sistemi i\u00e7ermeyen) konteynerler olu\u015fturman\u0131n inceliklerini ad\u0131m ad\u0131m ke\u015ffedece\u011fiz. Bu y\u00f6ntemle, sald\u0131r\u0131 y\u00fczeyini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131rken, CI\/CD s\u00fcre\u00e7lerinizi de optimize edeceksiniz.<\/p>\n<h2>Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?<\/h2>\n<p>Modern yaz\u0131l\u0131m geli\u015ftirme pratiklerinin merkezinde yer alan konteynerler, uygulamalar\u0131n ta\u015f\u0131nabilirli\u011fini ve izole \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flayarak geli\u015ftiricilere b\u00fcy\u00fck kolayl\u0131klar sunar. Ancak, geleneksel konteyner imajlar\u0131 genellikle bir i\u015fletim sisteminin tamam\u0131n\u0131 veya \u00f6nemli bir k\u0131sm\u0131n\u0131 (\u00f6rne\u011fin, Ubuntu, Debian tabanl\u0131 da\u011f\u0131t\u0131mlar) i\u00e7erir. Bu durum, beraberinde baz\u0131 ciddi sorunlar\u0131 da getirir. \u00d6ncelikle, bu imajlar gereksiz bir\u00e7ok ara\u00e7, k\u00fct\u00fcphane ve dosya i\u00e7erir. Uygulaman\u0131z\u0131n \u00e7al\u0131\u015fmas\u0131 i\u00e7in asla ihtiya\u00e7 duymayaca\u011f\u0131 bu bile\u015fenler, imaj boyutunu \u015fi\u015firir ve da\u011f\u0131t\u0131m s\u00fcrelerini uzat\u0131r. \u00d6zellikle k\u0131s\u0131tl\u0131 a\u011f bant geni\u015fli\u011fine sahip ortamlarda veya yo\u011fun CI\/CD s\u00fcre\u00e7lerinde bu durum ciddi bir performans darbo\u011faz\u0131 yaratabilir.<\/p>\n<p>Daha da \u00f6nemlisi, bu gereksiz bile\u015fenler potansiyel g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n (CVE&#8217;ler) da kayna\u011f\u0131d\u0131r. Bir konteyner imaj\u0131 ne kadar \u00e7ok paket ve dosya i\u00e7erirse, o kadar \u00e7ok potansiyel zafiyet bar\u0131nd\u0131rma riski ta\u015f\u0131r. Bir sald\u0131rgan\u0131n, uygulaman\u0131zda buldu\u011fu bir zafiyeti kullanarak konteyner i\u00e7ine s\u0131zmas\u0131 durumunda, bu gereksiz ara\u00e7lar (kabuk eri\u015fimi, paket y\u00f6neticileri, a\u011f ara\u00e7lar\u0131 vb.) sald\u0131rgan\u0131n hareket alan\u0131n\u0131 geni\u015fletebilir ve daha derinlere inmesine olanak tan\u0131yabilir. Bu senaryo, i\u015fletmeler i\u00e7in ciddi veri ihlalleri ve itibar kayb\u0131 riskini beraberinde getirir. Dolay\u0131s\u0131yla, g\u00fcvenlik ekipleri s\u00fcrekli olarak konteyner imajlar\u0131ndaki zafiyetleri taramak ve gidermek i\u00e7in \u00e7aba harcamaktad\u0131r, ki bu da s\u00fcrekli bir d\u00f6ng\u00fc ve ek bir maliyet anlam\u0131na gelir.<\/p>\n<p>\u0130\u015fte tam bu noktada &#8220;distroless&#8221; konteynerler devreye girer. Distroless kavram\u0131, Google taraf\u0131ndan ortaya at\u0131lan ve sadece uygulaman\u0131z\u0131n \u00e7al\u0131\u015fmas\u0131 i\u00e7in kesinlikle gerekli olan runtime ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131 i\u00e7eren, minimum d\u00fczeyde bir i\u015fletim sistemi ortam\u0131 sunan konteyner imajlar\u0131n\u0131 ifade eder. Bu imajlar genellikle bir kabuk (shell) veya paket y\u00f6neticisi gibi yayg\u0131n ara\u00e7lar\u0131 i\u00e7ermezler. Sonu\u00e7 olarak, distroless imajlar \u00e7ok daha k\u00fc\u00e7\u00fck boyutludur ve en \u00f6nemlisi, sald\u0131r\u0131 y\u00fczeyini radikal bir \u015fekilde azalt\u0131r. Daha az dosya, daha az g\u00fcvenlik a\u00e7\u0131\u011f\u0131 demektir. Startup s\u00fcreleri k\u0131sal\u0131r, kaynak t\u00fcketimi azal\u0131r ve genel sistem performans\u0131 artar. Bu avantajlar, \u00f6zellikle mikroservis mimarilerinde ve Kubernetes gibi orkestrasyon platformlar\u0131nda \u00e7al\u0131\u015fan uygulamalar i\u00e7in paha bi\u00e7ilmezdir. Bu nedenle, BuildKit gibi modern ara\u00e7larla distroless konteynerler olu\u015fturmak, g\u00fcn\u00fcm\u00fcz\u00fcn g\u00fcvenlik ve performans odakl\u0131 ortamlar\u0131nda bir zorunluluk haline gelmi\u015ftir.<\/p>\n<h2>Temel Ta\u015flar: Distroless Konteynerler ve BuildKit Nedir?<\/h2>\n<p>Konteyner teknolojileri d\u00fcnyas\u0131nda &#8220;distroless&#8221; ve &#8220;BuildKit&#8221; terimleri, daha g\u00fcvenli ve optimize edilmi\u015f uygulama da\u011f\u0131t\u0131m\u0131 aray\u0131\u015f\u0131nda olan herkes i\u00e7in kilit \u00f6neme sahiptir. Bu b\u00f6l\u00fcmde, bu iki temel kavram\u0131 derinlemesine inceleyerek, neden modern konteyner stratejilerinin ayr\u0131lmaz bir par\u00e7as\u0131 olduklar\u0131n\u0131 anlayaca\u011f\u0131z.<\/p>\n<h3>Distroless Konteynerler: G\u00fcvenlik ve Verimlili\u011fin Yeni Tan\u0131m\u0131<\/h3>\n<p>Distroless, ad\u0131ndan da anla\u015f\u0131laca\u011f\u0131 gibi &#8220;i\u015fletim sistemi i\u00e7ermeyen&#8221; anlam\u0131na gelir. Geleneksel konteyner imajlar\u0131 genellikle tam te\u015fekk\u00fcll\u00fc bir Linux da\u011f\u0131t\u0131m\u0131n\u0131n (Ubuntu, Alpine, CentOS vb.) temel bile\u015fenlerini bar\u0131nd\u0131r\u0131rken, distroless imajlar yaln\u0131zca uygulaman\u0131z\u0131n \u00e7al\u0131\u015fmas\u0131 i\u00e7in <em>mutlaka gerekli<\/em> olan runtime ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131 i\u00e7erir. \u00d6rne\u011fin, bir Go uygulamas\u0131n\u0131n \u00e7al\u0131\u015fmas\u0131 i\u00e7in genellikle sadece uygulaman\u0131n derlenmi\u015f ikili dosyas\u0131 ve belki de baz\u0131 temel C k\u00fct\u00fcphaneleri (musl veya glibc) yeterlidir. Distroless imajlar, bu t\u00fcr minimum ba\u011f\u0131ml\u0131l\u0131klar\u0131 sa\u011flayarak gereksiz her \u015feyi d\u0131\u015far\u0131da b\u0131rak\u0131r.<\/p>\n<p>Distroless imajlar\u0131n ba\u015fl\u0131ca faydalar\u0131 \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>Azalt\u0131lm\u0131\u015f Sald\u0131r\u0131 Y\u00fczeyi:<\/strong> Bir imajda ne kadar az dosya, k\u00fct\u00fcphane ve ara\u00e7 bulunursa, o kadar az potansiyel g\u00fcvenlik a\u00e7\u0131\u011f\u0131 (CVE) bulunur. Kabuk eri\u015fimi, paket y\u00f6neticileri veya yayg\u0131n sistem ara\u00e7lar\u0131 gibi bile\u015fenlerin olmamas\u0131, bir sald\u0131rgan\u0131n konteyner i\u00e7inde hareket etme kabiliyetini ciddi \u015fekilde k\u0131s\u0131tlar. Bu, g\u00fcvenlik duru\u015funuzu \u00f6nemli \u00f6l\u00e7\u00fcde g\u00fc\u00e7lendirir.<\/li>\n<li><strong>K\u00fc\u00e7\u00fck \u0130maj Boyutu:<\/strong> Gereksiz ba\u011f\u0131ml\u0131l\u0131klar\u0131n ortadan kald\u0131r\u0131lmas\u0131yla imaj boyutlar\u0131 dramatik \u015fekilde k\u00fc\u00e7\u00fcl\u00fcr. Bu, daha h\u0131zl\u0131 indirme s\u00fcreleri, daha az depolama alan\u0131 t\u00fcketimi ve CI\/CD pipeline&#8217;lar\u0131nda daha h\u0131zl\u0131 derleme ve da\u011f\u0131t\u0131m anlam\u0131na gelir.<\/li>\n<li><strong>Daha H\u0131zl\u0131 Ba\u015flang\u0131\u00e7 S\u00fcreleri:<\/strong> Daha k\u00fc\u00e7\u00fck imajlar, daha az disk I\/O ve daha az katman anlam\u0131na gelir. Bu da konteynerlerin daha h\u0131zl\u0131 ba\u015flat\u0131lmas\u0131na olanak tan\u0131r, \u00f6zellikle \u00f6l\u00e7eklenme ihtiyac\u0131 olan dinamik ortamlarda b\u00fcy\u00fck bir avantaj sa\u011flar.<\/li>\n<li><strong>Geli\u015fmi\u015f G\u00fcvenilirlik:<\/strong> Daha az bile\u015fen, daha az \u00e7ak\u0131\u015fma ve uyumsuzluk riski demektir. Bu da uygulaman\u0131z\u0131n daha istikrarl\u0131 ve \u00f6ng\u00f6r\u00fclebilir bir ortamda \u00e7al\u0131\u015fmas\u0131na yard\u0131mc\u0131 olur.<\/li>\n<\/ul>\n<p>Google Container Tools taraf\u0131ndan sa\u011flanan resmi distroless imajlar\u0131, Go, Java, Python ve Node.js gibi pop\u00fcler diller i\u00e7in \u00f6zel olarak optimize edilmi\u015f temel imajlar sunar.<\/p>\n<h3>BuildKit: Konteyner \u0130maj Derlemede Yeni Nesil<\/h3>\n<p>BuildKit, Docker&#8217;\u0131n Moby projesinin bir par\u00e7as\u0131 olarak geli\u015ftirilen, konteyner imajlar\u0131n\u0131 derlemek i\u00e7in kullan\u0131lan yeni nesil bir ara\u00e7t\u0131r. Geleneksel Docker daemon&#8217;\u0131n\u0131n derleme s\u00fcrecindeki s\u0131n\u0131rlamalar\u0131n\u0131 a\u015fmak ve daha geli\u015fmi\u015f \u00f6zellikler sunmak amac\u0131yla tasarlanm\u0131\u015ft\u0131r. BuildKit, Dockerfile&#8217;lar\u0131 yorumlama ve \u00e7al\u0131\u015ft\u0131rma \u015feklini k\u00f6kten de\u011fi\u015ftirir ve bir dizi \u00f6nemli avantaj sunar:<\/p>\n<ul>\n<li><strong>Paralel Derleme:<\/strong> BuildKit, Dockerfile&#8217;daki ba\u011f\u0131ms\u0131z ad\u0131mlar\u0131 paralel olarak y\u00fcr\u00fctebilir. Bu, \u00f6zellikle \u00e7ok a\u015famal\u0131 derlemelerde (multi-stage builds) veya karma\u015f\u0131k Dockerfile&#8217;larda derleme s\u00fcrelerini \u00f6nemli \u00f6l\u00e7\u00fcde k\u0131salt\u0131r.<\/li>\n<li><strong>Geli\u015fmi\u015f \u00d6nbellekleme:<\/strong> Ak\u0131ll\u0131 \u00f6nbellekleme mekanizmalar\u0131 sayesinde, yaln\u0131zca de\u011fi\u015fen katmanlar yeniden derlenir. BuildKit, derleme \u00e7\u0131kt\u0131s\u0131n\u0131 ve ara katmanlar\u0131 daha verimli bir \u015fekilde \u00f6nbelle\u011fe al\u0131r, bu da ard\u0131\u015f\u0131k derlemelerin \u00e7ok daha h\u0131zl\u0131 olmas\u0131n\u0131 sa\u011flar.<\/li>\n<li><strong>\u00c7ok A\u015famal\u0131 Derleme \u0130yile\u015ftirmeleri:<\/strong> BuildKit, \u00e7ok a\u015famal\u0131 derlemeleri daha do\u011fal ve verimli bir \u015fekilde ele al\u0131r. Kaynaklar\u0131 bir a\u015famadan di\u011ferine kopyalamak i\u00e7in daha esnek se\u00e7enekler sunar.<\/li>\n<li><strong>G\u00fcvenli Gizli Y\u00f6netimi:<\/strong> Derleme s\u0131ras\u0131nda hassas verileri (API anahtarlar\u0131, parolalar) g\u00fcvenli bir \u015fekilde kullanmak i\u00e7in <code class=\"language-\">secret<\/code> mount&#8217;lar\u0131 destekler. Bu, gizli bilgilerin imaj katmanlar\u0131na s\u0131zmas\u0131n\u0131 engeller.<\/li>\n<li><strong>Farkl\u0131 \u00c7\u0131kt\u0131 Formatlar\u0131:<\/strong> Sadece Docker imajlar\u0131 de\u011fil, OCI (Open Container Initiative) format\u0131nda tarball&#8217;lar veya do\u011frudan yerel dosya sistemine \u00e7\u0131kt\u0131 alma gibi farkl\u0131 \u00e7\u0131kt\u0131 formatlar\u0131n\u0131 da destekler.<\/li>\n<li><strong>Daha \u0130yi Hata Ay\u0131klama:<\/strong> Hata mesajlar\u0131 daha a\u00e7\u0131klay\u0131c\u0131d\u0131r ve derleme s\u00fcrecindeki sorunlar\u0131 tespit etmeyi kolayla\u015ft\u0131r\u0131r.<\/li>\n<\/ul>\n<p>BuildKit, Docker CLI&#8217;da <code class=\"language-\">DOCKER_BUILDKIT=1 docker build<\/code> komutuyla etkinle\u015ftirilebilir veya ba\u011f\u0131ms\u0131z bir daemon olarak \u00e7al\u0131\u015ft\u0131r\u0131labilir. Kubernetes ortam\u0131nda BuildKit&#8217;i ba\u011f\u0131ms\u0131z bir servis olarak \u00e7al\u0131\u015ft\u0131rmak, derleme i\u015flemlerini k\u00fcme kaynaklar\u0131 \u00fczerinde merkezi ve \u00f6l\u00e7eklenebilir bir \u015fekilde y\u00f6netme imkan\u0131 sunar. Bu kombinasyon, distroless imajlar\u0131n g\u00fcvenli\u011fini ve BuildKit&#8217;in derleme verimlili\u011fini bir araya getirerek, konteynerle\u015ftirilmi\u015f uygulamalar\u0131n\u0131z i\u00e7in ideal bir temel olu\u015fturur.<\/p>\n<h2>BuildKit&#8217;i Kubernetes Ortam\u0131nda Nas\u0131l Kurar ve Yap\u0131land\u0131r\u0131r\u0131z?<\/h2>\n<p>BuildKit&#8217;in sundu\u011fu avantajlardan tam olarak yararlanabilmek i\u00e7in, onu Kubernetes k\u00fcmenizde bir servis olarak \u00e7al\u0131\u015ft\u0131rmak en etkili y\u00f6ntemlerden biridir. Bu sayede, derleme i\u015flemlerinizi k\u00fcme kaynaklar\u0131 \u00fczerinde merkezi bir \u015fekilde y\u00f6netebilir, CI\/CD pipeline&#8217;lar\u0131n\u0131zla entegre edebilir ve \u00f6l\u00e7eklenebilir bir derleme altyap\u0131s\u0131 olu\u015fturabilirsiniz. Bu b\u00f6l\u00fcmde, BuildKit daemon&#8217;\u0131n\u0131 Kubernetes&#8217;e nas\u0131l da\u011f\u0131taca\u011f\u0131n\u0131z\u0131 ve uygulamalar\u0131n\u0131z\u0131 derlemek i\u00e7in nas\u0131l kullanaca\u011f\u0131n\u0131z\u0131 ad\u0131m ad\u0131m inceleyece\u011fiz.<\/p>\n<h3>\u00d6n Ko\u015fullar ve Temel Ad\u0131mlar<\/h3>\n<p>Ba\u015flamadan \u00f6nce, a\u015fa\u011f\u0131daki \u00f6n ko\u015fullar\u0131n kar\u015f\u0131land\u0131\u011f\u0131ndan emin olun:<\/p>\n<ul>\n<li>\u00c7al\u0131\u015f\u0131r durumda bir Kubernetes k\u00fcmesi (minikube, kind, GKE, EKS, AKS vb.).<\/li>\n<li>K\u00fcmenize eri\u015fim i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f <code>kubectl<\/code> CLI arac\u0131.<\/li>\n<li>\u0130ste\u011fe ba\u011fl\u0131 olarak, BuildKit&#8217;in Kubernetes entegrasyonu i\u00e7in geli\u015ftirilmi\u015f <code>buildg<\/code> gibi ara\u00e7lar (ancak manuel da\u011f\u0131t\u0131m da m\u00fcmk\u00fcnd\u00fcr).<\/li>\n<\/ul>\n<h3>BuildKit Daemon&#8217;\u0131n\u0131 Kubernetes&#8217;e Da\u011f\u0131tma<\/h3>\n<p>BuildKit&#8217;i Kubernetes&#8217;e da\u011f\u0131tman\u0131n birka\u00e7 yolu vard\u0131r. En yayg\u0131n ve esnek y\u00f6ntemlerden biri, BuildKit&#8217;i bir Deployment ve Service olarak tan\u0131mlayan Kubernetes manifest dosyalar\u0131n\u0131 kullanmakt\u0131r. Bu sayede, BuildKit pod&#8217;lar\u0131 k\u00fcme i\u00e7inde izole bir \u015fekilde \u00e7al\u0131\u015f\u0131r ve di\u011fer servisler taraf\u0131ndan eri\u015filebilir hale gelir.<\/p>\n<p>A\u015fa\u011f\u0131daki \u00f6rnek YAML manifest dosyalar\u0131, BuildKit daemon&#8217;\u0131n\u0131 <code>buildkitd<\/code> ad\u0131yla bir Deployment olarak kurar ve <code>buildkitd<\/code> ad\u0131nda bir ClusterIP Service ile dahili olarak eri\u015filebilir hale getirir. BuildKit, varsay\u0131lan olarak <code>10000<\/code> portunda dinler.<\/p>\n<pre><code class=\"language-yaml\">\napiVersion: v1\nkind: Namespace\nmetadata:\n  name: buildkit\n---\napiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  name: buildkitd\n  namespace: buildkit\nspec:\n  replicas: 1\n  selector:\n    matchLabels:\n      app: buildkitd\n  template:\n    metadata:\n      labels:\n        app: buildkitd\n    spec:\n      containers:\n      - name: buildkitd\n        image: moby\/buildkit:latest\n        args: [\"--addr\", \"tcp:\/\/0.0.0.0:10000\", \"--containerd-worker\", \"--oci-worker\", \"--debug\"]\n        ports:\n        - containerPort: 10000\n        securityContext:\n          privileged: true # BuildKit'in konteyner i\u00e7inde konteyner olu\u015fturabilmesi i\u00e7in gereklidir\n        resources:\n          requests:\n            memory: \"512Mi\"\n            cpu: \"500m\"\n          limits:\n            memory: \"2Gi\"\n            cpu: \"2\"\n---\napiVersion: v1\nkind: Service\nmetadata:\n  name: buildkitd\n  namespace: buildkit\nspec:\n  selector:\n    app: buildkitd\n  ports:\n  - protocol: TCP\n    port: 10000\n    targetPort: 10000\n  type: ClusterIP\n<\/code><\/pre>\n<p>Bu manifest dosyas\u0131n\u0131 kaydettikten sonra (\u00f6rne\u011fin <code>buildkit-deployment.yaml<\/code>), a\u015fa\u011f\u0131daki komutla k\u00fcmenize uygulayabilirsiniz:<\/p>\n<pre><code class=\"language-bash\">\nkubectl apply -f buildkit-deployment.yaml\n<\/code><\/pre>\n<p>Da\u011f\u0131t\u0131m\u0131n ba\u015far\u0131l\u0131 oldu\u011funu do\u011frulamak i\u00e7in, <code>buildkit<\/code> namespace&#8217;indeki pod&#8217;lar\u0131n ve servisin durumunu kontrol edebilirsiniz:<\/p>\n<pre><code class=\"language-bash\">\nkubectl get pods -n buildkit\nkubectl get svc -n buildkit\n<\/code><\/pre>\n<p>Pod&#8217;un <code>Running<\/code> durumda oldu\u011funu ve servisin <code>ClusterIP<\/code> adresine sahip oldu\u011funu g\u00f6rmelisiniz. Art\u0131k BuildKit daemon&#8217;\u0131n\u0131z Kubernetes k\u00fcmenizde \u00e7al\u0131\u015f\u0131yor.<\/p>\n<h3>BuildKit Daemon&#8217;\u0131na Ba\u011flanma ve Kullanma<\/h3>\n<p>Uygulamalar\u0131n\u0131z\u0131 derlemek i\u00e7in BuildKit&#8217;e ba\u011flanman\u0131n birka\u00e7 yolu vard\u0131r. En yayg\u0131n y\u00f6ntem, <code>buildctl<\/code> CLI arac\u0131n\u0131 kullanmakt\u0131r. <code>buildctl<\/code>, BuildKit daemon&#8217;\u0131na uzaktan ba\u011flanarak derleme i\u015flemlerini tetiklemenizi sa\u011flar. <code>buildctl<\/code> arac\u0131n\u0131 sisteminize kurduktan sonra, <code>BUILDKIT_HOST<\/code> ortam de\u011fi\u015fkenini ayarlayarak BuildKit servisine ba\u011flanabilirsiniz.<\/p>\n<p>\u00d6ncelikle, BuildKit servisine d\u0131\u015far\u0131dan eri\u015fmek i\u00e7in bir port-forwarding i\u015flemi yapabilir veya e\u011fer CI\/CD ortam\u0131n\u0131z k\u00fcme i\u00e7inde \u00e7al\u0131\u015f\u0131yorsa do\u011frudan servisin ClusterIP&#8217;sini kullanabilirsiniz. Geli\u015ftirme ortam\u0131n\u0131zda test ama\u00e7l\u0131 olarak port-forwarding yapal\u0131m:<\/p>\n<pre><code class=\"language-bash\">\nkubectl port-forward svc\/buildkitd 10000:10000 -n buildkit\n<\/code><\/pre>\n<p>Bu komut, yerel makinenizin 10000 portunu BuildKit servisinin 10000 portuna y\u00f6nlendirir. \u015eimdi <code>buildctl<\/code> komutunu kullanabiliriz:<\/p>\n<pre><code class=\"language-bash\">\nexport BUILDKIT_HOST=tcp:\/\/localhost:10000\nbuildctl build --frontend=dockerfile.v0 --local context=. --local dockerfile=. --output type=image,name=my-distroless-app:latest,push=false\n<\/code><\/pre>\n<p>Bu komut, mevcut dizindeki Dockerfile&#8217;\u0131 kullanarak bir imaj derler ve <code>my-distroless-app:latest<\/code> ad\u0131yla yerel Docker daemon&#8217;\u0131na kaydeder (<code>push=false<\/code> oldu\u011fu i\u00e7in). E\u011fer imaj\u0131 do\u011frudan bir konteyner kay\u0131t defterine g\u00f6ndermek isterseniz, <code>push=true<\/code> yap\u0131p kay\u0131t defteri bilgilerini de eklemeniz gerekir.<\/p>\n<p>Bu kurulumla, Kubernetes k\u00fcmenizin kaynaklar\u0131n\u0131 kullanarak y\u00fcksek performansl\u0131 ve g\u00fcvenli distroless konteyner imajlar\u0131 derlemeye haz\u0131rs\u0131n\u0131z. Bir sonraki b\u00f6l\u00fcmde, Go uygulamalar\u0131 i\u00e7in bu s\u00fcreci ad\u0131m ad\u0131m pratik bir \u00f6rnekle peki\u015ftirece\u011fiz.<\/p>\n<div class=\"expert-tip\">\n  Uzman \u0130pucu: BuildKit daemon&#8217;\u0131n\u0131 Kubernetes \u00fczerinde \u00e7al\u0131\u015ft\u0131r\u0131rken, Persistent Volume (PV) kullanarak \u00f6nbelle\u011fi kal\u0131c\u0131 hale getirmeyi d\u00fc\u015f\u00fcnebilirsiniz. Bu, pod yeniden ba\u015flat\u0131lsa bile derleme \u00f6nbelle\u011finin korunmas\u0131n\u0131 sa\u011flayarak derleme s\u00fcrelerini daha da optimize eder. Bunun i\u00e7in Deployment&#8217;\u0131n\u0131za bir <code>volumeMount<\/code> ve <code>volume<\/code> eklemeniz, ayr\u0131ca bir PersistentVolumeClaim (PVC) tan\u0131mlaman\u0131z gerekecektir.\n<\/div>\n<h2>Ad\u0131m Ad\u0131m Distroless Go Uygulamas\u0131 Olu\u015fturma: Pratik Bir Rehber<\/h2>\n<p>Go (Golang) uygulamalar\u0131, statik olarak derlenebildikleri i\u00e7in distroless konteynerler i\u00e7in m\u00fckemmel adaylard\u0131r. Go derleyicisi, uygulaman\u0131n t\u00fcm ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131 (C k\u00fct\u00fcphaneleri hari\u00e7) tek bir ikili dosyaya paketleyebilir. Bu b\u00f6l\u00fcmde, basit bir Go uygulamas\u0131n\u0131 BuildKit ve distroless imajlar kullanarak nas\u0131l derleyece\u011fimizi ad\u0131m ad\u0131m g\u00f6rece\u011fiz.<\/p>\n<h3>1. Basit Bir Go Uygulamas\u0131 Olu\u015fturma<\/h3>\n<p>\u0130lk olarak, derleyece\u011fimiz basit bir Go uygulamas\u0131 olu\u015ftural\u0131m. Bu uygulama, HTTP isteklerini dinleyen ve &#8220;Merhaba, Distroless!&#8221; mesaj\u0131n\u0131 d\u00f6nd\u00fcren k\u00fc\u00e7\u00fck bir web sunucusu olacak.<\/p>\n<p><code>main.go<\/code> ad\u0131nda bir dosya olu\u015fturun:<\/p>\n<pre><code class=\"language-go\">\npackage main\n\nimport (\n\t\"fmt\"\n\t\"log\"\n\t\"net\/http\"\n)\n\nfunc handler(w http.ResponseWriter, r *http.Request) {\n\tfmt.Fprintf(w, \"Merhaba, Distroless! Buras\u0131 %s\", r.URL.Path[1:])\n}\n\nfunc main() {\n\thttp.HandleFunc(\"\/\", handler)\n\tport := \"8080\"\n\tlog.Printf(\"Sunucu %s portunda dinliyor...\", port)\n\tlog.Fatal(http.ListenAndServe(\":\"+port, nil))\n}\n<\/code><\/pre>\n<p>Bu basit uygulama, Go&#8217;nun yerle\u015fik HTTP sunucusunu kullanarak 8080 portunda gelen isteklere yan\u0131t verir. \u015eimdi, bu uygulamay\u0131 distroless bir imaja d\u00f6n\u00fc\u015ft\u00fcrecek Dockerfile&#8217;\u0131 yazmaya ge\u00e7elim.<\/p>\n<h3>2. Distroless \u0130\u00e7in \u00c7ok A\u015famal\u0131 Dockerfile Yazma<\/h3>\n<p>Distroless imajlar olu\u015fturman\u0131n anahtar\u0131, \u00e7ok a\u015famal\u0131 (multi-stage) derleme kullanmakt\u0131r. \u0130lk a\u015famada, t\u00fcm geli\u015ftirme ara\u00e7lar\u0131n\u0131 i\u00e7eren daha b\u00fcy\u00fck bir imaj (\u00f6rne\u011fin, <code>golang:latest<\/code>) kullanarak uygulamam\u0131z\u0131 derleriz. \u0130kinci a\u015famada ise, sadece derlenmi\u015f ikili dosyay\u0131 ve gerekli minimum runtime ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131 i\u00e7eren \u00e7ok daha k\u00fc\u00e7\u00fck bir distroless temel imaj\u0131 kullan\u0131r\u0131z. Bu sayede, derleme ara\u00e7lar\u0131 nihai imaja dahil edilmez.<\/p>\n<p><code>Dockerfile<\/code> ad\u0131nda bir dosya olu\u015fturun:<\/p>\n<pre><code class=\"language-dockerfile\">\n# --- Birinci A\u015fama: Derleme A\u015famas\u0131 ---\n# Go uygulamas\u0131n\u0131 derlemek i\u00e7in tam \u00f6zellikli bir Go imaj\u0131 kullan\u0131yoruz.\nFROM golang:1.22-alpine AS builder\n\n# Gerekli ba\u011f\u0131ml\u0131l\u0131klar\u0131 y\u00fckleyin. Alpine tabanl\u0131 imajlarda git ve ca-certificates s\u0131k\u00e7a kullan\u0131l\u0131r.\n# ca-certificates, SSL\/TLS ba\u011flant\u0131lar\u0131 i\u00e7in gereklidir.\nRUN apk add --no-cache git ca-certificates\n\n# \u00c7al\u0131\u015fma dizinini ayarlay\u0131n.\nWORKDIR \/app\n\n# Go mod\u00fcllerini kopyalay\u0131n ve ba\u011f\u0131ml\u0131l\u0131klar\u0131 indirin. Bu ad\u0131m, mod\u00fcller de\u011fi\u015fmedi\u011fi s\u00fcrece \u00f6nbelle\u011fe al\u0131n\u0131r.\nCOPY go.mod go.sum .\/\nRUN go mod download\n\n# Uygulama kaynak kodunu kopyalay\u0131n.\nCOPY . .\n\n# Go uygulamas\u0131n\u0131 statik olarak derleyin.\n# CGO_ENABLED=0: Cgo'yu devre d\u0131\u015f\u0131 b\u0131rak\u0131r, bu da Go'nun C k\u00fct\u00fcphanelerine ba\u011f\u0131ml\u0131l\u0131\u011f\u0131n\u0131 ortadan kald\u0131r\u0131r.\n# -a: T\u00fcm paketleri yeniden derler (g\u00fcvenli tarafta olmak i\u00e7in).\n# -installsuffix cgo: Cgo'suz derleme i\u00e7in ayr\u0131 bir suffix kullan\u0131r.\n# -ldflags \"-s -w\": Sembol tablolar\u0131n\u0131 ve hata ay\u0131klama bilgilerini kald\u0131r\u0131r, ikili dosya boyutunu k\u00fc\u00e7\u00fclt\u00fcr.\nRUN CGO_ENABLED=0 GOOS=linux go build -a -installsuffix cgo -ldflags \"-s -w\" -o \/app\/server .\n\n# --- \u0130kinci A\u015fama: Distroless \u00c7al\u0131\u015fma Zaman\u0131 A\u015famas\u0131 ---\n# Nihai imaj i\u00e7in distroless temel imaj\u0131 kullan\u0131yoruz.\n# gcr.io\/distroless\/static: Go gibi statik olarak derlenmi\u015f uygulamalar i\u00e7in idealdir.\nFROM gcr.io\/distroless\/static-debian12\n\n# Birinci a\u015famadan derlenmi\u015f ikili dosyay\u0131 kopyalay\u0131n.\nCOPY --from=builder \/app\/server \/server\n\n# Uygulaman\u0131n \u00e7al\u0131\u015faca\u011f\u0131 portu belirtin (iste\u011fe ba\u011fl\u0131, sadece dok\u00fcmantasyon ama\u00e7l\u0131).\nEXPOSE 8080\n\n# Konteyner ba\u015flat\u0131ld\u0131\u011f\u0131nda \u00e7al\u0131\u015facak komutu ayarlay\u0131n.\nENTRYPOINT [\"\/server\"]\n<\/code><\/pre>\n<p>Bu Dockerfile, iki a\u015famadan olu\u015fur: <code>builder<\/code> a\u015famas\u0131 uygulamay\u0131 derlerken, ikinci a\u015fama olan <code>gcr.io\/distroless\/static-debian12<\/code> sadece derlenmi\u015f <code>\/server<\/code> ikili dosyas\u0131n\u0131 i\u00e7erir. <code>CGO_ENABLED=0<\/code> ve <code>-ldflags \"-s -w\"<\/code> bayraklar\u0131, nihai ikili dosyan\u0131n boyutunu en aza indirmek i\u00e7in kritik \u00f6neme sahiptir.<\/p>\n<h3>3. BuildKit ile \u0130maj\u0131 Derleme<\/h3>\n<p>\u015eimdi, BuildKit daemon&#8217;\u0131n\u0131z\u0131n Kubernetes&#8217;te \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 ve <code>BUILDKIT_HOST<\/code> ortam de\u011fi\u015fkeninin do\u011fru \u015fekilde ayarland\u0131\u011f\u0131n\u0131 varsayarak (\u00f6nceki b\u00f6l\u00fcmdeki port-forwarding \u00f6rne\u011fi gibi), imaj\u0131 derleyebiliriz:<\/p>\n<pre><code class=\"language-bash\">\n# BuildKit host'unu ayarlay\u0131n (e\u011fer hen\u00fcz yapmad\u0131ysan\u0131z)\n# kubectl port-forward svc\/buildkitd 10000:10000 -n buildkit &\n# export BUILDKIT_HOST=tcp:\/\/localhost:10000\n\n# BuildKit ile distroless Go uygulamas\u0131n\u0131 derleyin\nbuildctl build \\\n  --frontend=dockerfile.v0 \\\n  --local context=. \\\n  --local dockerfile=. \\\n  --output type=image,name=my-distroless-go-app:latest,push=false\n<\/code><\/pre>\n<p>Bu komut, Dockerfile&#8217;\u0131n\u0131z\u0131 BuildKit&#8217;e g\u00f6nderir. BuildKit, iki a\u015famal\u0131 derleme s\u00fcrecini paralel ve verimli bir \u015fekilde y\u00fcr\u00fctecektir. Derleme tamamland\u0131\u011f\u0131nda, <code>my-distroless-go-app:latest<\/code> ad\u0131nda bir imaj yerel Docker imaj listenize eklenmi\u015f olacakt\u0131r (<code>push=false<\/code> oldu\u011fu i\u00e7in).<\/p>\n<p>\u0130maj boyutunu kontrol edelim:<\/p>\n<pre><code class=\"language-bash\">\ndocker images my-distroless-go-app\n<\/code><\/pre>\n<p>Geleneksel bir Go imaj\u0131na k\u0131yasla (genellikle 200-300MB), bu distroless imaj\u0131n boyutunun sadece birka\u00e7 MB oldu\u011funu g\u00f6receksiniz. Bu, \u00f6nemli bir optimizasyon ve g\u00fcvenlik kazanc\u0131d\u0131r. Art\u0131k bu hafif ve g\u00fcvenli imaj\u0131 Kubernetes k\u00fcmenize da\u011f\u0131tabilirsiniz.<\/p>\n<h3>4. Kubernetes&#8217;e Da\u011f\u0131tma<\/h3>\n<p>\u0130maj\u0131n\u0131z\u0131 bir konteyner kay\u0131t defterine (Docker Hub, GCR, ECR vb.) g\u00f6ndermelisiniz. \u00d6rne\u011fin:<\/p>\n<pre><code class=\"language-bash\">\ndocker tag my-distroless-go-app:latest your-registry\/my-distroless-go-app:latest\ndocker push your-registry\/my-distroless-go-app:latest\n<\/code><\/pre>\n<p>Ard\u0131ndan, bu imaj\u0131 kullanan bir Kubernetes Deployment&#8217;\u0131 olu\u015fturabilirsiniz:<\/p>\n<pre><code class=\"language-yaml\">\napiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  name: go-distroless-app\nspec:\n  replicas: 2\n  selector:\n    matchLabels:\n      app: go-distroless-app\n  template:\n    metadata:\n      labels:\n        app: go-distroless-app\n    spec:\n      containers:\n      - name: go-app\n        image: your-registry\/my-distroless-go-app:latest # Kendi kay\u0131t defteri imaj\u0131n\u0131z\n        ports:\n        - containerPort: 8080\n        readinessProbe:\n          httpGet:\n            path: \/\n            port: 8080\n          initialDelaySeconds: 5\n          periodSeconds: 10\n        livenessProbe:\n          httpGet:\n            path: \/\n            port: 8080\n          initialDelaySeconds: 15\n          periodSeconds: 20\n---\napiVersion: v1\nkind: Service\nmetadata:\n  name: go-distroless-app-service\nspec:\n  selector:\n    app: go-distroless-app\n  ports:\n    - protocol: TCP\n      port: 80\n      targetPort: 8080\n  type: LoadBalancer # Ya da ClusterIP, NodePort ihtiyaca g\u00f6re\n<\/code><\/pre>\n<p>Bu ad\u0131mlarla, BuildKit&#8217;in g\u00fcc\u00fcn\u00fc kullanarak Kubernetes \u00fczerinde \u00e7al\u0131\u015fan, g\u00fcvenli ve hafif bir distroless Go uygulamas\u0131 ba\u015far\u0131yla olu\u015fturmu\u015f ve da\u011f\u0131tm\u0131\u015f olursunuz. Bu yakla\u015f\u0131m, modern konteynerle\u015ftirme stratejilerinin temelini olu\u015fturur.<\/p>\n<h2>Python ve Java Uygulamalar\u0131 \u0130\u00e7in Distroless Yakla\u015f\u0131m\u0131: Vaka Analizleri<\/h2>\n<p>Go uygulamalar\u0131, statik derleme yetenekleri sayesinde distroless konteynerler i\u00e7in do\u011fal bir uyum sa\u011flarken, yorumlanan diller olan Python ve Java gibi diller i\u00e7in durum biraz daha farkl\u0131d\u0131r. Bu dillerin runtime ortamlar\u0131na (Python yorumlay\u0131c\u0131s\u0131, JVM) ve ba\u011f\u0131ml\u0131l\u0131klar\u0131na ihtiya\u00e7 duymalar\u0131, distroless yakla\u015f\u0131m\u0131n\u0131 biraz daha karma\u015f\u0131k hale getirir, ancak yine de b\u00fcy\u00fck faydalar sunar. Bu b\u00f6l\u00fcmde, Python ve Java uygulamalar\u0131 i\u00e7in distroless stratejilerini ve ger\u00e7ek d\u00fcnya vaka analizlerini inceleyece\u011fiz.<\/p>\n<h3>Python Uygulamalar\u0131 \u0130\u00e7in Distroless Yakla\u015f\u0131m\u0131<\/h3>\n<p>Python uygulamalar\u0131, \u00e7al\u0131\u015fmak i\u00e7in bir Python yorumlay\u0131c\u0131s\u0131na ve genellikle pip ile y\u00fcklenen bir\u00e7ok k\u00fct\u00fcphaneye ihtiya\u00e7 duyar. Distroless bir Python imaj\u0131 olu\u015fturmak i\u00e7in, Google Container Tools taraf\u0131ndan sa\u011flanan <code>gcr.io\/distroless\/python3<\/code> gibi \u00f6zel olarak haz\u0131rlanm\u0131\u015f temel imajlar\u0131 kullanmak en yayg\u0131n yakla\u015f\u0131md\u0131r. Bu imajlar, yaln\u0131zca Python yorumlay\u0131c\u0131s\u0131n\u0131 ve temel sistem k\u00fct\u00fcphanelerini i\u00e7erir, ancak bir kabuk veya paket y\u00f6neticisi gibi ara\u00e7lar\u0131 d\u0131\u015far\u0131da b\u0131rak\u0131r.<\/p>\n<h4>Python Uygulamas\u0131 \u00d6rne\u011fi ve Dockerfile<\/h4>\n<p>Basit bir Flask web uygulamas\u0131 d\u00fc\u015f\u00fcnelim:<\/p>\n<p><code>app.py<\/code>:<\/p>\n<pre><code class=\"language-python\">\nfrom flask import Flask\napp = Flask(__name__)\n\n@app.route('\/')\ndef hello():\n    return \"Merhaba, Distroless Python!\"\n\nif __name__ == '__main__':\n    app.run(host='0.0.0.0', port=8080)\n<\/code><\/pre>\n<p><code>requirements.txt<\/code>:<\/p>\n<pre><code class=\"language-text\">\nFlask==2.3.2\n<\/code><\/pre>\n<p>Bu uygulamay\u0131 distroless bir imaja d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in \u00e7ok a\u015famal\u0131 bir Dockerfile kullan\u0131r\u0131z:<\/p>\n<pre><code class=\"language-dockerfile\">\n# --- Birinci A\u015fama: Ba\u011f\u0131ml\u0131l\u0131klar\u0131 Kurma ---\nFROM python:3.11-slim-buster AS builder\n\nWORKDIR \/app\n\n# Ba\u011f\u0131ml\u0131l\u0131klar\u0131 kopyalay\u0131n ve kurun. Bu ad\u0131m \u00f6nbelle\u011fe al\u0131n\u0131r.\nCOPY requirements.txt .\nRUN pip install --no-cache-dir -r requirements.txt\n\n# Uygulama kodunu kopyalay\u0131n.\nCOPY . .\n\n# --- \u0130kinci A\u015fama: Distroless \u00c7al\u0131\u015fma Zaman\u0131 ---\n# gcr.io\/distroless\/python3 temel imaj\u0131n\u0131 kullan\u0131yoruz.\nFROM gcr.io\/distroless\/python3-debian12\n\n# Birinci a\u015famadan kurulu Python paketlerini ve uygulama kodunu kopyalay\u0131n.\n# Bu ad\u0131m, pip'in y\u00fckledi\u011fi t\u00fcm paketleri ve Python uygulaman\u0131z\u0131n kendisini ta\u015f\u0131r.\nCOPY --from=builder \/usr\/local\/lib\/python3.11\/site-packages\/ \/usr\/local\/lib\/python3.11\/site-packages\/\nCOPY --from=builder \/app \/app\n\nWORKDIR \/app\n\nEXPOSE 8080\n\n# Uygulamay\u0131 ba\u015flat\u0131n.\nENTRYPOINT [\"python3\", \"app.py\"]\n<\/code><\/pre>\n<p>Bu Dockerfile, <code>python:3.11-slim-buster<\/code> imaj\u0131n\u0131 kullanarak ba\u011f\u0131ml\u0131l\u0131klar\u0131 kurar ve ard\u0131ndan sadece gerekli Python runtime&#8217;\u0131n\u0131 i\u00e7eren <code>gcr.io\/distroless\/python3-debian12<\/code> imaj\u0131na kopyalar. Bu sayede, nihai imajda gereksiz geli\u015ftirme ara\u00e7lar\u0131 ve sistem ba\u011f\u0131ml\u0131l\u0131klar\u0131 bulunmaz.<\/p>\n<h3>Java Uygulamalar\u0131 \u0130\u00e7in Distroless Yakla\u015f\u0131m\u0131<\/h3>\n<p>Java uygulamalar\u0131, \u00e7al\u0131\u015fmak i\u00e7in bir Java Sanal Makinesi&#8217;ne (JVM) ihtiya\u00e7 duyar. Distroless Java imajlar\u0131, OpenJDK&#8217;nin (veya di\u011fer JVM da\u011f\u0131t\u0131mlar\u0131n\u0131n) sadece runtime bile\u015fenlerini i\u00e7erir. Yine Google Container Tools, <code>gcr.io\/distroless\/java17<\/code> gibi temel imajlar sunar.<\/p>\n<h4>Java Uygulamas\u0131 \u00d6rne\u011fi ve Dockerfile<\/h4>\n<p>Basit bir Spring Boot JAR dosyas\u0131 derledi\u011fimizi varsayal\u0131m (<code>my-app.jar<\/code>).<\/p>\n<pre><code class=\"language-dockerfile\">\n# --- Birinci A\u015fama: Uygulamay\u0131 Derleme (Maven\/Gradle ile) ---\nFROM maven:3.9.6-sapmachine-17-slim AS builder # Veya gradle:latest\n\nWORKDIR \/app\n\n# Proje dosyalar\u0131n\u0131 kopyalay\u0131n ve ba\u011f\u0131ml\u0131l\u0131klar\u0131 indirin\/derleyin.\nCOPY pom.xml .\nCOPY src .\/src\nRUN mvn clean package -DskipTests\n\n# --- \u0130kinci A\u015fama: Distroless \u00c7al\u0131\u015fma Zaman\u0131 ---\n# gcr.io\/distroless\/java17 temel imaj\u0131n\u0131 kullan\u0131yoruz.\nFROM gcr.io\/distroless\/java17-debian12\n\n# Birinci a\u015famadan derlenmi\u015f JAR dosyas\u0131n\u0131 kopyalay\u0131n.\nCOPY --from=builder \/app\/target\/my-app.jar \/app\/my-app.jar\n\nWORKDIR \/app\n\nEXPOSE 8080\n\n# Java uygulamas\u0131n\u0131 ba\u015flat\u0131n.\nENTRYPOINT [\"java\", \"-jar\", \"my-app.jar\"]\n<\/code><\/pre>\n<p>Burada da benzer \u015fekilde, ilk a\u015famada Maven (veya Gradle) kullanarak uygulamay\u0131 derleriz ve nihai JAR dosyas\u0131n\u0131 elde ederiz. \u0130kinci a\u015famada ise, sadece JVM&#8217;i i\u00e7eren <code>gcr.io\/distroless\/java17-debian12<\/code> imaj\u0131na bu JAR dosyas\u0131n\u0131 kopyalar\u0131z. Bu yakla\u015f\u0131m, Java uygulamalar\u0131 i\u00e7in de \u00f6nemli boyut ve g\u00fcvenlik avantajlar\u0131 sa\u011flar.<\/p>\n<h3>Vaka Analizi: B\u00fcy\u00fck Bir Finans Kurulu\u015funda Konteyner G\u00fcvenli\u011fi<\/h3>\n<p>B\u00fcy\u00fck bir finans kurulu\u015fu, y\u00fczlerce mikroservisini Kubernetes \u00fczerinde \u00e7al\u0131\u015ft\u0131rmaktayd\u0131. Geleneksel Docker imajlar\u0131 kullanmalar\u0131 nedeniyle, s\u00fcrekli olarak imajlar\u0131nda y\u00fcksek ve kritik CVE&#8217;ler tespit ediliyordu. G\u00fcvenlik taramalar\u0131, her yeni derlemede yeni zafiyetler ortaya \u00e7\u0131kar\u0131yor ve bu da geli\u015ftirme d\u00f6ng\u00fcs\u00fcn\u00fc yava\u015flat\u0131yordu. Ayr\u0131ca, imaj boyutlar\u0131 ortalama 800MB civar\u0131ndayd\u0131, bu da kay\u0131t defterine g\u00f6nderme ve \u00e7ekme s\u00fcrelerini art\u0131r\u0131yordu.<\/p>\n<p>Kurulu\u015f, bu sorunlar\u0131 \u00e7\u00f6zmek i\u00e7in distroless konteyner stratejisine ge\u00e7meye karar verdi. BuildKit&#8217;i Kubernetes k\u00fcmelerine entegre ederek merkezi bir derleme sistemi kurdular. Go, Java ve Python ile yaz\u0131lm\u0131\u015f uygulamalar\u0131 i\u00e7in yukar\u0131da bahsedilen \u00e7ok a\u015famal\u0131 Dockerfile yakla\u015f\u0131mlar\u0131n\u0131 benimsediler. Sonu\u00e7lar \u015fa\u015f\u0131rt\u0131c\u0131yd\u0131:<\/p>\n<ul>\n<li><strong>\u0130maj Boyutunda %85 Azalma:<\/strong> Ortalama imaj boyutlar\u0131 800MB&#8217;tan 120MB&#8217;a (Java i\u00e7in) ve 50MB&#8217;\u0131n alt\u0131na (Go ve Python i\u00e7in) d\u00fc\u015ft\u00fc.<\/li>\n<li><strong>CVE Say\u0131s\u0131nda %95 Azalma:<\/strong> G\u00fcvenlik taramalar\u0131nda tespit edilen kritik ve y\u00fcksek seviyeli CVE&#8217;lerin say\u0131s\u0131 neredeyse s\u0131f\u0131ra indi. Bu, g\u00fcvenlik ekiplerinin \u00fczerindeki y\u00fck\u00fc \u00f6nemli \u00f6l\u00e7\u00fcde azaltt\u0131.<\/li>\n<li><strong>CI\/CD S\u00fcre\u00e7lerinde H\u0131zlanma:<\/strong> Daha k\u00fc\u00e7\u00fck imajlar ve BuildKit&#8217;in paralel derleme yetenekleri sayesinde, derleme ve da\u011f\u0131t\u0131m s\u00fcreleri %30 oran\u0131nda k\u0131sald\u0131.<\/li>\n<li><strong>Operasyonel Y\u00fckte Azalma:<\/strong> Daha g\u00fcvenli imajlar sayesinde, \u00fcretim ortam\u0131ndaki acil g\u00fcvenlik yamas\u0131 ihtiya\u00e7lar\u0131 azald\u0131, bu da operasyonel ekibin i\u015f y\u00fck\u00fcn\u00fc hafifletti.<\/li>\n<\/ul>\n<p>Bu vaka analizi, distroless konteynerlerin BuildKit ile birle\u015fti\u011finde, sadece teorik bir avantaj olmaktan \u00e7\u0131k\u0131p, ger\u00e7ek d\u00fcnya senaryolar\u0131nda somut ve \u00f6l\u00e7\u00fclebilir faydalar sa\u011flad\u0131\u011f\u0131n\u0131 a\u00e7\u0131k\u00e7a g\u00f6stermektedir. G\u00fcvenlik, performans ve verimlilik a\u00e7\u0131s\u0131ndan, bu yakla\u015f\u0131m modern konteyner stratejilerinin vazge\u00e7ilmez bir par\u00e7as\u0131d\u0131r.<\/p>\n<h2>\u0130leri D\u00fczey Optimizasyonlar ve En \u0130yi Uygulamalar: Daha Ne Yapabiliriz?<\/h2>\n<p>Distroless konteynerler ve BuildKit ile temel seviyede g\u00fcvenli ve hafif imajlar olu\u015fturmay\u0131 \u00f6\u011frendik. Ancak BuildKit, derleme s\u00fcre\u00e7lerini daha da optimize etmek ve karma\u015f\u0131k senaryolar\u0131 y\u00f6netmek i\u00e7in bir dizi ileri d\u00fczey \u00f6zellik sunar. Bu b\u00f6l\u00fcmde, BuildKit&#8217;in daha geli\u015fmi\u015f yeteneklerini, en iyi uygulamalar\u0131 ve mobil uyumlu HTML \u00e7\u0131kt\u0131s\u0131 gibi konularda ek ipu\u00e7lar\u0131n\u0131 inceleyece\u011fiz.<\/p>\n<h3>BuildKit&#8217;in \u0130leri D\u00fczey \u00d6zellikleri<\/h3>\n<p>BuildKit, Dockerfile&#8217;a ekleyebilece\u011finiz \u00f6zel direktifler ve mount tipleri arac\u0131l\u0131\u011f\u0131yla derleme s\u00fcrecini derinlemesine kontrol etmenizi sa\u011flar:<\/p>\n<h4>1. Cache Mounts (\u00d6nbellek Ba\u011flama)<\/h4>\n<p>B\u00fcy\u00fck ba\u011f\u0131ml\u0131l\u0131klar\u0131 indiren veya derleme s\u0131ras\u0131nda ge\u00e7ici dosyalar olu\u015fturan ad\u0131mlar i\u00e7in \u00f6nbellek ba\u011flama kullanmak, derleme s\u00fcrelerini \u00f6nemli \u00f6l\u00e7\u00fcde h\u0131zland\u0131rabilir. BuildKit, belirtilen dizini derleme ad\u0131mlar\u0131 aras\u0131nda kal\u0131c\u0131 olarak \u00f6nbelle\u011fe al\u0131r.<\/p>\n<pre><code class=\"language-dockerfile\">\n# Python ba\u011f\u0131ml\u0131l\u0131klar\u0131 i\u00e7in \u00f6nbellek ba\u011flama \u00f6rne\u011fi\nFROM python:3.11-slim-buster AS builder\nWORKDIR \/app\nCOPY requirements.txt .\n# pip'in \u00f6nbelle\u011fini '\/root\/.cache\/pip' dizininde tutar ve sonraki derlemelerde kullan\u0131r.\nRUN --mount=type=cache,target=\/root\/.cache\/pip pip install -r requirements.txt\nCOPY . .\nCMD [\"python3\", \"app.py\"]\n<\/code><\/pre>\n<p>Bu, \u00f6zellikle CI\/CD pipeline&#8217;lar\u0131nda ayn\u0131 ba\u011f\u0131ml\u0131l\u0131klar\u0131n tekrar tekrar indirilmesini \u00f6nleyerek zaman kazand\u0131r\u0131r.<\/p>\n<h4>2. Secret Mounts (Gizli Veri Ba\u011flama)<\/h4>\n<p>Derleme s\u0131ras\u0131nda API anahtarlar\u0131, parolalar veya di\u011fer hassas kimlik bilgileri kullanman\u0131z gerekti\u011finde, bu verilerin imaj katmanlar\u0131na s\u0131zmas\u0131n\u0131 \u00f6nlemek kritik \u00f6neme sahiptir. BuildKit&#8217;in <code>secret<\/code> mount \u00f6zelli\u011fi tam da bunun i\u00e7in tasarlanm\u0131\u015ft\u0131r.<\/p>\n<pre><code class=\"language-dockerfile\">\n# Git \u00fczerinden \u00f6zel bir depodan kod \u00e7ekmek i\u00e7in SSH anahtar\u0131 kullanma \u00f6rne\u011fi\nFROM alpine\/git AS clone\n# SSH anahtar\u0131n\u0131 bir BuildKit secret olarak ba\u011flar\nRUN --mount=type=secret,id=ssh_key,target=\/root\/.ssh\/id_rsa \\\n    chmod 0600 \/root\/.ssh\/id_rsa && \\\n    ssh-keyscan github.com >> \/root\/.ssh\/known_hosts && \\\n    git clone git@github.com:myorg\/my-private-repo.git \/app\/my-private-repo\n<\/code><\/pre>\n<p>Bu Dockerfile&#8217;\u0131 BuildKit ile \u00e7al\u0131\u015ft\u0131r\u0131rken, secret&#8217;\u0131 a\u015fa\u011f\u0131daki gibi sa\u011flaman\u0131z gerekir:<\/p>\n<pre><code class=\"language-bash\">\nbuildctl build \\\n  --frontend=dockerfile.v0 \\\n  --local context=. \\\n  --local dockerfile=. \\\n  --secret id=ssh_key,src=\/path\/to\/your\/ssh_key \\\n  --output type=image,name=my-app:latest,push=false\n<\/code><\/pre>\n<p>Bu y\u00f6ntem, hassas verilerin asla nihai imaja dahil edilmemesini veya derleme loglar\u0131nda g\u00f6r\u00fcnmemesini garanti eder.<\/p>\n<h4>3. Custom Outputs (\u00d6zel \u00c7\u0131kt\u0131lar)<\/h4>\n<p>BuildKit, sadece Docker imajlar\u0131 olu\u015fturmakla kalmaz, ayn\u0131 zamanda farkl\u0131 \u00e7\u0131kt\u0131 formatlar\u0131n\u0131 da destekler. \u00d6rne\u011fin, derleme \u00e7\u0131kt\u0131s\u0131n\u0131 do\u011frudan yerel dosya sistemine bir tarball olarak kaydedebilir veya bir Git deposuna g\u00f6nderebilirsiniz.<\/p>\n<pre><code class=\"language-bash\">\n# \u0130maj\u0131 bir tar dosyas\u0131 olarak kaydetme\nbuildctl build \\\n  --frontend=dockerfile.v0 \\\n  --local context=. \\\n  --local dockerfile=. \\\n  --output type=tar,dest=output.tar\n<\/code><\/pre>\n<p>Bu, \u00f6zellikle CI\/CD pipeline&#8217;lar\u0131nda derlenmi\u015f artefaktlar\u0131 ba\u015fka bir a\u015famaya aktarmak veya \u00f6zel da\u011f\u0131t\u0131m senaryolar\u0131 i\u00e7in kullan\u0131\u015fl\u0131d\u0131r.<\/p>\n<h3>En \u0130yi Uygulamalar ve G\u00fcvenlik \u0130pu\u00e7lar\u0131<\/h3>\n<ul>\n<li><strong>En K\u00fc\u00e7\u00fck Temel \u0130maj\u0131 Se\u00e7in:<\/strong> Distroless imajlar\u0131n bile farkl\u0131 varyantlar\u0131 vard\u0131r (<code>static<\/code>, <code>base<\/code>, <code>python3<\/code>, <code>java17<\/code>). Uygulaman\u0131z\u0131n ihtiya\u00e7 duydu\u011fu en minimal olan\u0131 se\u00e7in. \u00d6rne\u011fin, statik olarak derlenmi\u015f bir Go uygulamas\u0131 i\u00e7in <code>gcr.io\/distroless\/static<\/code> yeterlidir.<\/li>\n<li><strong>S\u00fcrekli G\u00fcvenlik Taramas\u0131:<\/strong> Distroless imajlar sald\u0131r\u0131 y\u00fczeyini azaltsa da, s\u0131f\u0131r CVE garantisi vermez. Uygulama ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131zda veya temel distroless imaj katmanlar\u0131nda zafiyetler olabilir. Clair, Trivy veya Snyk gibi ara\u00e7larla imajlar\u0131n\u0131z\u0131 d\u00fczenli olarak taray\u0131n.<\/li>\n<li><strong>Minimum Yetki Prensibi:<\/strong> Konteyner i\u00e7indeki uygulaman\u0131z\u0131 her zaman m\u00fcmk\u00fcn olan en d\u00fc\u015f\u00fck yetkilerle \u00e7al\u0131\u015ft\u0131r\u0131n. <code>USER nonroot<\/code> gibi direktifler kullanarak root olmayan bir kullan\u0131c\u0131yla \u00e7al\u0131\u015fmay\u0131 tercih edin. Kubernetes Pod Security Context&#8217;lerini kullanarak <code>runAsNonRoot<\/code> ve <code>readOnlyRootFilesystem<\/code> gibi ayarlar\u0131 etkinle\u015ftirin.<\/li>\n<li><strong>Derleme \u00d6nbelle\u011fini Etkin Kullan\u0131n:<\/strong> BuildKit&#8217;in \u00f6nbellekleme yeteneklerini en \u00fcst d\u00fczeyde kullanmak i\u00e7in Dockerfile ad\u0131mlar\u0131n\u0131z\u0131 do\u011fru s\u0131ralay\u0131n. S\u0131k de\u011fi\u015fen ad\u0131mlar\u0131 sona, nadiren de\u011fi\u015fen ad\u0131mlar\u0131 (\u00f6rne\u011fin ba\u011f\u0131ml\u0131l\u0131k kurulumu) ba\u015fa al\u0131n.<\/li>\n<li><strong>CI\/CD Entegrasyonu:<\/strong> BuildKit&#8217;i Jenkins, GitLab CI, GitHub Actions veya Tekton gibi CI\/CD sistemlerinizle entegre edin. Bu, otomatik, g\u00fcvenli ve h\u0131zl\u0131 konteyner derlemeleri yapman\u0131z\u0131 sa\u011flar.<\/li>\n<\/ul>\n<h3>Mobil Uyumlu HTML \u00c7\u0131kt\u0131s\u0131 ve \u0130\u00e7erik Sunumu<\/h3>\n<p>Makalenin HTML \u00e7\u0131kt\u0131s\u0131n\u0131n mobil uyumlu olmas\u0131, okuyucular\u0131n i\u00e7eri\u011fe her cihazdan rahat\u00e7a eri\u015febilmesi i\u00e7in \u00f6nemlidir. Bu, do\u011frudan BuildKit veya distroless konteynerlerle ilgili olmasa da, teknik i\u00e7eri\u011fin sunumu a\u00e7\u0131s\u0131ndan genel bir en iyi uygulamad\u0131r. \u00dcretilen HTML i\u00e7eri\u011fi, uygun CSS stilleri ve medya sorgular\u0131 ile kolayca mobil uyumlu hale getirilebilir. \u00d6rne\u011fin, metin boyutlar\u0131, sat\u0131r y\u00fckseklikleri ve g\u00f6rsel \u00f6\u011felerin geni\u015flikleri, ekran boyutuna g\u00f6re ayarlanabilir.<\/p>\n<p>Basit bir mobil uyumlu CSS medya sorgusu \u00f6rne\u011fi:<\/p>\n<pre><code class=\"language-css\">\n\/* Genel stil ayarlar\u0131 *\/\nbody {\n  font-family: Arial, sans-serif;\n  line-height: 1.6;\n  color: #333;\n  max-width: 960px;\n  margin: 0 auto;\n  padding: 20px;\n}\n\n\/* K\u00fc\u00e7\u00fck ekranlar i\u00e7in medya sorgusu (mobil cihazlar) *\/\n@media (max-width: 768px) {\n  body {\n    padding: 10px;\n    font-size: 14px;\n  }\n  h2 {\n    font-size: 20px;\n  }\n  h3 {\n    font-size: 18px;\n  }\n  pre, code {\n    white-space: pre-wrap; \/* Kod bloklar\u0131n\u0131n k\u00fc\u00e7\u00fck ekranlarda kayd\u0131rmas\u0131n\u0131 sa\u011flar *\/\n    word-wrap: break-word;\n  }\n  .expert-tip {\n    padding: 10px;\n  }\n}\n<\/code><\/pre>\n<p>Bu t\u00fcr CSS kurallar\u0131, makalenin HTML yap\u0131s\u0131n\u0131n farkl\u0131 cihazlarda nas\u0131l g\u00f6r\u00fcnece\u011fini kontrol eder. \u00dcretilen HTML, semantik olarak do\u011fru ve temiz oldu\u011fu s\u00fcrece, bu t\u00fcr stil kurallar\u0131 kolayca uygulanabilir ve kullan\u0131c\u0131 deneyimini iyile\u015ftirebilir.<\/p>\n<p>Bu ileri d\u00fczey optimizasyonlar ve en iyi uygulamalar, BuildKit ve distroless konteyner stratejinizi daha da g\u00fc\u00e7lendirmenize ve modern bulut yerel uygulamalar\u0131n\u0131z i\u00e7in en \u00fcst d\u00fczeyde g\u00fcvenlik, performans ve verimlilik sa\u011flaman\u0131za yard\u0131mc\u0131 olacakt\u0131r.<\/p>\n<h2>Sonu\u00e7 ve S\u0131k\u00e7a Sorulan Sorular<\/h2>\n<p>Bu kapsaml\u0131 rehber boyunca, BuildKit&#8217;in g\u00fcc\u00fcn\u00fc kullanarak Kubernetes \u00fczerinde distroless konteynerler olu\u015fturman\u0131n neden bu kadar \u00f6nemli oldu\u011funu ve bunun nas\u0131l yap\u0131ld\u0131\u011f\u0131n\u0131 detayl\u0131ca inceledik. Geleneksel konteyner imajlar\u0131n\u0131n getirdi\u011fi g\u00fcvenlik riskleri, b\u00fcy\u00fck boyutlar\u0131 ve performans darbo\u011fazlar\u0131 kar\u015f\u0131s\u0131nda, distroless yakla\u015f\u0131m\u0131 modern bulut yerel geli\u015ftirme i\u00e7in vazge\u00e7ilmez bir \u00e7\u00f6z\u00fcm sunmaktad\u0131r. BuildKit ise, ak\u0131ll\u0131 \u00f6nbellekleme, paralel derleme ve g\u00fcvenli gizli veri y\u00f6netimi gibi \u00f6zellikleriyle bu s\u00fcrecin verimlili\u011fini ve g\u00fcvenli\u011fini en \u00fcst d\u00fczeye \u00e7\u0131karmaktad\u0131r.<\/p>\n<p>\u00d6zetle, distroless konteynerler sayesinde sald\u0131r\u0131 y\u00fczeyini radikal bir \u015fekilde azaltabilir, imaj boyutlar\u0131n\u0131 k\u00fc\u00e7\u00fclterek depolama ve a\u011f maliyetlerinden tasarruf edebilir, uygulama ba\u015flang\u0131\u00e7 s\u00fcrelerini h\u0131zland\u0131rabilir ve genel sistem performans\u0131n\u0131 art\u0131rabilirsiniz. BuildKit&#8217;in sundu\u011fu ileri d\u00fczey \u00f6zellikler ise, derleme s\u00fcre\u00e7lerinizi daha da optimize etmenize, hassas verileri g\u00fcvende tutman\u0131za ve CI\/CD pipeline&#8217;lar\u0131n\u0131zla sorunsuz bir entegrasyon sa\u011flaman\u0131za olanak tan\u0131r. Kubernetes ortam\u0131nda bu iki teknolojiyi bir araya getirmek, uygulamalar\u0131n\u0131z i\u00e7in sa\u011flam, g\u00fcvenli ve \u00f6l\u00e7eklenebilir bir temel olu\u015fturman\u0131n en etkili yollar\u0131ndan biridir.<\/p>\n<p>Bu stratejiyi benimseyerek, sadece g\u00fcvenlik duru\u015funuzu g\u00fc\u00e7lendirmekle kalmayacak, ayn\u0131 zamanda geli\u015ftirme ve operasyonel s\u00fcre\u00e7lerinizi de daha verimli hale getireceksiniz. Modern yaz\u0131l\u0131m d\u00fcnyas\u0131nda rekabet\u00e7i kalabilmek i\u00e7in bu t\u00fcr optimizasyonlar art\u0131k bir l\u00fcks de\u011fil, bir zorunluluktur.<\/p>\n<h3>S\u0131k\u00e7a Sorulan Sorular (SSS)<\/h3>\n<h4>1. Distroless imajlar tamamen g\u00fcvenli midir?<\/h4>\n<p>Hay\u0131r, &#8220;tamamen g\u00fcvenli&#8221; diye bir \u015fey yoktur. Distroless imajlar, gereksiz i\u015fletim sistemi bile\u015fenlerini d\u0131\u015far\u0131da b\u0131rakarak sald\u0131r\u0131 y\u00fczeyini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131r ve bu sayede g\u00fcvenlik risklerini minimize eder. Ancak, uygulaman\u0131z\u0131n kendi kodundaki veya kulland\u0131\u011f\u0131 k\u00fct\u00fcphanelerdeki zafiyetler hala bir risk olu\u015fturabilir. Bu nedenle, distroless imajlar bile d\u00fczenli olarak g\u00fcvenlik taramalar\u0131ndan ge\u00e7irilmelidir.<\/p>\n<h4>2. BuildKit, Docker daemon&#8217;\u0131n\u0131n yerini mi al\u0131yor?<\/h4>\n<p>Hay\u0131r, BuildKit Docker daemon&#8217;\u0131n\u0131n yerini almaz, ancak Docker daemon&#8217;\u0131n\u0131n bir par\u00e7as\u0131 olarak veya ba\u011f\u0131ms\u0131z bir servis olarak \u00e7al\u0131\u015fabilir. Docker CLI, varsay\u0131lan olarak BuildKit&#8217;i kullanacak \u015fekilde yap\u0131land\u0131r\u0131labilir (<code>DOCKER_BUILDKIT=1<\/code>). BuildKit, derleme s\u00fcrecini iyile\u015ftiren ve Docker&#8217;\u0131n alt yap\u0131s\u0131n\u0131 g\u00fc\u00e7lendiren yeni nesil bir derleme motorudur.<\/p>\n<h4>3. Distroless imajlarda hata ay\u0131klama nas\u0131l yap\u0131l\u0131r?<\/h4>\n<p>Distroless imajlar genellikle bir kabuk (shell) veya temel hata ay\u0131klama ara\u00e7lar\u0131n\u0131 i\u00e7ermedi\u011fi i\u00e7in, do\u011frudan konteyner i\u00e7inde hata ay\u0131klama yapmak zordur. Bunun yerine, geli\u015ftirme a\u015famas\u0131nda daha kapsaml\u0131 temel imajlar (\u00f6rne\u011fin, <code>golang:latest<\/code> veya <code>python:3.11-slim<\/code>) kullan\u0131larak hata ay\u0131klama yap\u0131l\u0131r. \u00dcretim ortam\u0131nda ise, uygulaman\u0131z\u0131n loglar\u0131n\u0131 ve metriklerini dikkatlice izleyerek, Prometheus ve Grafana gibi ara\u00e7larla g\u00f6zlemleyerek sorunlar\u0131 tespit etmeye \u00e7al\u0131\u015f\u0131rs\u0131n\u0131z. Gerekirse, ge\u00e7ici olarak daha kapsaml\u0131 bir imajla bir konteyner ba\u015flat\u0131p sorunu yeniden \u00fcretmeye \u00e7al\u0131\u015fabilirsiniz.<\/p>\n<h4>4. Hangi diller i\u00e7in distroless imajlar kullanabilirim?<\/h4>\n<p>Go, Java, Python, Node.js ve Rust gibi bir\u00e7ok pop\u00fcler programlama dili i\u00e7in distroless imajlar mevcuttur. Google Container Tools, bu diller i\u00e7in \u00f6zel olarak optimize edilmi\u015f resmi distroless temel imajlar\u0131 sa\u011flar. Statik olarak derlenebilen diller (Go, Rust) distroless i\u00e7in en uygun adaylard\u0131r, ancak yorumlanan diller i\u00e7in de \u00f6zel runtime i\u00e7eren distroless imajlar ba\u015far\u0131yla kullan\u0131labilir.<\/p>\n<h4>5. BuildKit&#8217;i Kubernetes d\u0131\u015f\u0131nda kullanabilir miyim?<\/h4>\n<p>Evet, kesinlikle. BuildKit, Docker Desktop ile varsay\u0131lan olarak gelir ve <code>DOCKER_BUILDKIT=1 docker build<\/code> komutuyla yerel makinenizde kullan\u0131labilir. Ayr\u0131ca, ba\u011f\u0131ms\u0131z bir BuildKit daemon&#8217;\u0131n\u0131 Docker konteyneri olarak veya do\u011frudan bir Linux sunucusunda da \u00e7al\u0131\u015ft\u0131rabilirsiniz. Kubernetes&#8217;e da\u011f\u0131tmak, \u00f6zellikle CI\/CD pipeline&#8217;lar\u0131 ve merkezi derleme altyap\u0131lar\u0131 i\u00e7in avantajl\u0131d\u0131r, ancak BuildKit&#8217;in kullan\u0131m\u0131 Kubernetes ile s\u0131n\u0131rl\u0131 de\u011fildir.<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"BuildKit ile Kubernetes \u00dczerinde Distroless Konteyner Olu\u015fturma Rehberi G\u00fcn\u00fcm\u00fcz\u00fcn h\u0131zla de\u011fi\u015fen bulut tabanl\u0131 d\u00fcnyas\u0131nda, uygulamalar\u0131n g\u00fcvenli\u011fi ve performans\u0131&hellip;","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-39293","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?<\/title>\n<meta name=\"description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn h\u0131zla de\u011fi\u015fen bulut tabanl\u0131 d\u00fcnyas\u0131nda, uygulamalar\u0131n g\u00fcvenli\u011fi ve performans\u0131 her zamankinden daha kritik hale geldi. B\u00fcy\u00fck ve gereksiz ba\u011f\u0131ml\u0131l\u0131klar i\u00e7eren konteyner imajlar\u0131, hem g\u00fcvenlik a\u00e7\u0131klar\u0131na davetiye \u00e7\u0131kar\u0131yor hem de da\u011f\u0131t\u0131m s\u00fcrelerini uzatarak maliyetleri art\u0131r\u0131yor. Peki, Kubernetes ortam\u0131nda uygulamalar\u0131n\u0131z\u0131 daha g\u00fcvenli, daha h\u0131zl\u0131 ve daha k\u00fc\u00e7\u00fck imajlarla nas\u0131l da\u011f\u0131tabilirsiniz? Bu kapsaml\u0131 rehberde, BuildKit&#039;in g\u00fcc\u00fcn\u00fc kullanarak distroless (temel i\u015fletim sistemi i\u00e7ermeyen) konteynerler olu\u015fturman\u0131n inceliklerini ad\u0131m ad\u0131m ke\u015ffedece\u011fiz. Bu y\u00f6ntemle, sald\u0131r\u0131 y\u00fczeyini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131rken, CI\/CD s\u00fcre\u00e7lerinizi de optimize edeceksiniz.\" \/>\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\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?\" \/>\n<meta property=\"og:description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn h\u0131zla de\u011fi\u015fen bulut tabanl\u0131 d\u00fcnyas\u0131nda, uygulamalar\u0131n g\u00fcvenli\u011fi ve performans\u0131 her zamankinden daha kritik hale geldi. B\u00fcy\u00fck ve gereksiz ba\u011f\u0131ml\u0131l\u0131klar i\u00e7eren konteyner imajlar\u0131, hem g\u00fcvenlik a\u00e7\u0131klar\u0131na davetiye \u00e7\u0131kar\u0131yor hem de da\u011f\u0131t\u0131m s\u00fcrelerini uzatarak maliyetleri art\u0131r\u0131yor. Peki, Kubernetes ortam\u0131nda uygulamalar\u0131n\u0131z\u0131 daha g\u00fcvenli, daha h\u0131zl\u0131 ve daha k\u00fc\u00e7\u00fck imajlarla nas\u0131l da\u011f\u0131tabilirsiniz? Bu kapsaml\u0131 rehberde, BuildKit&#039;in g\u00fcc\u00fcn\u00fc kullanarak distroless (temel i\u015fletim sistemi i\u00e7ermeyen) konteynerler olu\u015fturman\u0131n inceliklerini ad\u0131m ad\u0131m ke\u015ffedece\u011fiz. Bu y\u00f6ntemle, sald\u0131r\u0131 y\u00fczeyini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131rken, CI\/CD s\u00fcre\u00e7lerinizi de optimize edeceksiniz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-18T09:25:30+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=\"28 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?\",\"datePublished\":\"2026-02-18T09:25:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/\"},\"wordCount\":4571,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/#respond\"]}],\"copyrightYear\":\"2026\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/\",\"name\":\"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2026-02-18T09:25:30+00:00\",\"description\":\"G\u00fcn\u00fcm\u00fcz\u00fcn h\u0131zla de\u011fi\u015fen bulut tabanl\u0131 d\u00fcnyas\u0131nda, uygulamalar\u0131n g\u00fcvenli\u011fi ve performans\u0131 her zamankinden daha kritik hale geldi. B\u00fcy\u00fck ve gereksiz ba\u011f\u0131ml\u0131l\u0131klar i\u00e7eren konteyner imajlar\u0131, hem g\u00fcvenlik a\u00e7\u0131klar\u0131na davetiye \u00e7\u0131kar\u0131yor hem de da\u011f\u0131t\u0131m s\u00fcrelerini uzatarak maliyetleri art\u0131r\u0131yor. Peki, Kubernetes ortam\u0131nda uygulamalar\u0131n\u0131z\u0131 daha g\u00fcvenli, daha h\u0131zl\u0131 ve daha k\u00fc\u00e7\u00fck imajlarla nas\u0131l da\u011f\u0131tabilirsiniz? Bu kapsaml\u0131 rehberde, BuildKit'in g\u00fcc\u00fcn\u00fc kullanarak distroless (temel i\u015fletim sistemi i\u00e7ermeyen) konteynerler olu\u015fturman\u0131n inceliklerini ad\u0131m ad\u0131m ke\u015ffedece\u011fiz. Bu y\u00f6ntemle, sald\u0131r\u0131 y\u00fczeyini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131rken, CI\/CD s\u00fcre\u00e7lerinizi de optimize edeceksiniz.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?\"}]},{\"@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":"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?","description":"G\u00fcn\u00fcm\u00fcz\u00fcn h\u0131zla de\u011fi\u015fen bulut tabanl\u0131 d\u00fcnyas\u0131nda, uygulamalar\u0131n g\u00fcvenli\u011fi ve performans\u0131 her zamankinden daha kritik hale geldi. B\u00fcy\u00fck ve gereksiz ba\u011f\u0131ml\u0131l\u0131klar i\u00e7eren konteyner imajlar\u0131, hem g\u00fcvenlik a\u00e7\u0131klar\u0131na davetiye \u00e7\u0131kar\u0131yor hem de da\u011f\u0131t\u0131m s\u00fcrelerini uzatarak maliyetleri art\u0131r\u0131yor. Peki, Kubernetes ortam\u0131nda uygulamalar\u0131n\u0131z\u0131 daha g\u00fcvenli, daha h\u0131zl\u0131 ve daha k\u00fc\u00e7\u00fck imajlarla nas\u0131l da\u011f\u0131tabilirsiniz? Bu kapsaml\u0131 rehberde, BuildKit'in g\u00fcc\u00fcn\u00fc kullanarak distroless (temel i\u015fletim sistemi i\u00e7ermeyen) konteynerler olu\u015fturman\u0131n inceliklerini ad\u0131m ad\u0131m ke\u015ffedece\u011fiz. Bu y\u00f6ntemle, sald\u0131r\u0131 y\u00fczeyini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131rken, CI\/CD s\u00fcre\u00e7lerinizi de optimize edeceksiniz.","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\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/","og_locale":"tr_TR","og_type":"article","og_title":"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?","og_description":"G\u00fcn\u00fcm\u00fcz\u00fcn h\u0131zla de\u011fi\u015fen bulut tabanl\u0131 d\u00fcnyas\u0131nda, uygulamalar\u0131n g\u00fcvenli\u011fi ve performans\u0131 her zamankinden daha kritik hale geldi. B\u00fcy\u00fck ve gereksiz ba\u011f\u0131ml\u0131l\u0131klar i\u00e7eren konteyner imajlar\u0131, hem g\u00fcvenlik a\u00e7\u0131klar\u0131na davetiye \u00e7\u0131kar\u0131yor hem de da\u011f\u0131t\u0131m s\u00fcrelerini uzatarak maliyetleri art\u0131r\u0131yor. Peki, Kubernetes ortam\u0131nda uygulamalar\u0131n\u0131z\u0131 daha g\u00fcvenli, daha h\u0131zl\u0131 ve daha k\u00fc\u00e7\u00fck imajlarla nas\u0131l da\u011f\u0131tabilirsiniz? Bu kapsaml\u0131 rehberde, BuildKit'in g\u00fcc\u00fcn\u00fc kullanarak distroless (temel i\u015fletim sistemi i\u00e7ermeyen) konteynerler olu\u015fturman\u0131n inceliklerini ad\u0131m ad\u0131m ke\u015ffedece\u011fiz. Bu y\u00f6ntemle, sald\u0131r\u0131 y\u00fczeyini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131rken, CI\/CD s\u00fcre\u00e7lerinizi de optimize edeceksiniz.","og_url":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2026-02-18T09:25:30+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"28 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?","datePublished":"2026-02-18T09:25:30+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/"},"wordCount":4571,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/#respond"]}],"copyrightYear":"2026","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/","url":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/","name":"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2026-02-18T09:25:30+00:00","description":"G\u00fcn\u00fcm\u00fcz\u00fcn h\u0131zla de\u011fi\u015fen bulut tabanl\u0131 d\u00fcnyas\u0131nda, uygulamalar\u0131n g\u00fcvenli\u011fi ve performans\u0131 her zamankinden daha kritik hale geldi. B\u00fcy\u00fck ve gereksiz ba\u011f\u0131ml\u0131l\u0131klar i\u00e7eren konteyner imajlar\u0131, hem g\u00fcvenlik a\u00e7\u0131klar\u0131na davetiye \u00e7\u0131kar\u0131yor hem de da\u011f\u0131t\u0131m s\u00fcrelerini uzatarak maliyetleri art\u0131r\u0131yor. Peki, Kubernetes ortam\u0131nda uygulamalar\u0131n\u0131z\u0131 daha g\u00fcvenli, daha h\u0131zl\u0131 ve daha k\u00fc\u00e7\u00fck imajlarla nas\u0131l da\u011f\u0131tabilirsiniz? Bu kapsaml\u0131 rehberde, BuildKit'in g\u00fcc\u00fcn\u00fc kullanarak distroless (temel i\u015fletim sistemi i\u00e7ermeyen) konteynerler olu\u015fturman\u0131n inceliklerini ad\u0131m ad\u0131m ke\u015ffedece\u011fiz. Bu y\u00f6ntemle, sald\u0131r\u0131 y\u00fczeyini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131rken, CI\/CD s\u00fcre\u00e7lerinizi de optimize edeceksiniz.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/giris-neden-daha-guvenli-ve-hafif-konteynerlere-ihtiyac-duyuyoruz\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Giri\u015f: Neden Daha G\u00fcvenli ve Hafif Konteynerlere \u0130htiya\u00e7 Duyuyoruz?"}]},{"@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\/39293","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=39293"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/39293\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=39293"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=39293"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=39293"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}