{"id":35941,"date":"2025-12-05T22:40:39","date_gmt":"2025-12-05T19:40:39","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/?p=35941"},"modified":"2025-12-05T22:40:39","modified_gmt":"2025-12-05T19:40:39","slug":"otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/","title":{"rendered":"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar"},"content":{"rendered":"<h2>Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar<\/h2>\n<p><body><\/p>\n<h2>Giri\u015f<\/h2>\n<p>Kubernetes, konteynerle\u015ftirilmi\u015f uygulamalar\u0131n da\u011f\u0131t\u0131m\u0131, \u00f6l\u00e7eklendirilmesi ve y\u00f6netimi i\u00e7in end\u00fcstri standard\u0131 haline gelmi\u015f g\u00fc\u00e7l\u00fc bir a\u00e7\u0131k kaynak platformudur. Esnekli\u011fi, otomasyon yetenekleri ve bulut yerlisi mimarileri desteklemesi sayesinde modern yaz\u0131l\u0131m geli\u015ftirme ve operasyon s\u00fcre\u00e7lerinin vazge\u00e7ilmez bir par\u00e7as\u0131 olmu\u015ftur. Ancak, bu g\u00fcc\u00fcn beraberinde getirdi\u011fi karma\u015f\u0131kl\u0131k, g\u00fcvenlik a\u00e7\u0131s\u0131ndan ciddi zorluklar do\u011furmaktad\u0131r. Kubernetes k\u00fcmeleri, \u00e7ok say\u0131da bile\u015fen, ba\u011f\u0131ml\u0131l\u0131k ve etkile\u015fim noktas\u0131 i\u00e7erdi\u011finden, sald\u0131rganlar i\u00e7in potansiyel bir hedef haline gelebilir. Yanl\u0131\u015f yap\u0131land\u0131r\u0131lm\u0131\u015f bir k\u00fcme, veri ihlallerine, hizmet kesintilerine ve hatta tam sistem ele ge\u00e7irmelerine yol a\u00e7abilir.<\/p>\n<p>Geleneksel g\u00fcvenlik yakla\u015f\u0131mlar\u0131, Kubernetes&#8217;in dinamik ve da\u011f\u0131t\u0131k yap\u0131s\u0131na tam olarak uyum sa\u011flayamayabilir. Bu nedenle, g\u00fcvenlik s\u00fcre\u00e7lerini otomatikle\u015ftiren, s\u00fcrekli denetleyen ve proaktif \u00f6nlemler alan &#8220;otomatik pilotta g\u00fcvenlik&#8221; yakla\u015f\u0131m\u0131, Kubernetes ortamlar\u0131nda hayati \u00f6nem ta\u015f\u0131maktad\u0131r. Bu makale, Kubernetes k\u00fcmelerini u\u00e7tan uca g\u00fcvence alt\u0131na almak i\u00e7in en iyi uygulamalar\u0131 ve otomatikle\u015ftirilmi\u015f g\u00fcvenlik stratejilerini detayland\u0131racakt\u0131r. Amac\u0131m\u0131z, geli\u015ftirme a\u015famas\u0131ndan \u00fcretime kadar t\u00fcm ya\u015fam d\u00f6ng\u00fcs\u00fc boyunca g\u00fcvenli\u011fi sa\u011flamak ve siber tehditlere kar\u015f\u0131 diren\u00e7li, otomatik olarak korunan bir altyap\u0131 olu\u015fturmakt\u0131r.<\/p>\n<h2>Kubernetes G\u00fcvenli\u011fine B\u00fct\u00fcnsel Bir Yakla\u015f\u0131m<\/h2>\n<p>Kubernetes g\u00fcvenli\u011fi, tek bir katman\u0131 hedefleyen bir \u00e7\u00f6z\u00fcm de\u011fil, \u00e7ok katmanl\u0131 ve b\u00fct\u00fcnsel bir yakla\u015f\u0131md\u0131r. Her katmanda al\u0131nan \u00f6nlemler, genel g\u00fcvenlik duru\u015funu g\u00fc\u00e7lendirir ve sald\u0131r\u0131 y\u00fczeyini minimize eder. Bu yakla\u015f\u0131m, altyap\u0131dan uygulamaya, a\u011fdan kimlik y\u00f6netimine kadar geni\u015f bir yelpazeyi kapsar. &#8220;Otomatik pilotta g\u00fcvenlik&#8221; felsefesi, bu katmanlar\u0131n her birinde g\u00fcvenlik kontrollerinin m\u00fcmk\u00fcn oldu\u011funca otomatikle\u015ftirilmesini, s\u00fcrekli olarak izlenmesini ve politikalar arac\u0131l\u0131\u011f\u0131yla uygulanmas\u0131n\u0131 gerektirir.<\/p>\n<h2>Temel G\u00fcvenlik Katmanlar\u0131 ve En \u0130yi Uygulamalar<\/h2>\n<p>Kubernetes k\u00fcmelerinin g\u00fcvenli\u011fini sa\u011flamak i\u00e7in benimsenmesi gereken temel katmanlar ve bunlara y\u00f6nelik en iyi uygulamalar \u015funlard\u0131r:<\/p>\n<h3>Altyap\u0131 G\u00fcvenli\u011fi (Host &#038; Network)<\/h3>\n<p>Kubernetes k\u00fcmeleri, fiziksel veya sanal sunucular (node&#8217;lar) \u00fczerinde \u00e7al\u0131\u015f\u0131r. Bu temel altyap\u0131n\u0131n g\u00fcvenli\u011fi, k\u00fcmenin genel g\u00fcvenli\u011fi i\u00e7in kritik \u00f6neme sahiptir.<\/p>\n<h4>\u0130\u015fletim Sistemi G\u00fcvenli\u011fi (Hardening, G\u00fcncellemeler)<\/h4>\n<p>*   <strong>Minimum Y\u00fckleme:<\/strong> Node&#8217;lara yaln\u0131zca Kubernetes&#8217;in \u00e7al\u0131\u015fmas\u0131 i\u00e7in gerekli olan yaz\u0131l\u0131mlar\u0131 y\u00fckleyin. Gereksiz servisleri ve uygulamalar\u0131 kald\u0131r\u0131n.<br \/>\n*   <strong>G\u00fcvenlik Yamalar\u0131 ve G\u00fcncellemeler:<\/strong> \u0130\u015fletim sistemini ve t\u00fcm ba\u011f\u0131ml\u0131l\u0131klar\u0131 d\u00fczenli olarak g\u00fcncelleyin. Otomatik yama y\u00f6netimi ara\u00e7lar\u0131 kullan\u0131n.<br \/>\n*   <strong>CIS Benchmarks Uygulamas\u0131:<\/strong> Node&#8217;lar\u0131n i\u015fletim sistemlerini CIS (Center for Internet Security) Benchmarks&#8217;a g\u00f6re g\u00fc\u00e7lendirin. <code>kube-bench<\/code> gibi ara\u00e7lar bu denetimi otomatikle\u015ftirmenize yard\u0131mc\u0131 olabilir.<br \/>\n*   <strong>Eri\u015fim Kontrol\u00fc:<\/strong> Node&#8217;lara SSH eri\u015fimini k\u0131s\u0131tlay\u0131n, parola yerine anahtar tabanl\u0131 kimlik do\u011frulama kullan\u0131n ve k\u00f6k (root) eri\u015fimini devre d\u0131\u015f\u0131 b\u0131rak\u0131n veya \u00e7ok fakt\u00f6rl\u00fc kimlik do\u011frulama (MFA) ile koruyun.<\/p>\n<h4>A\u011f G\u00fcvenli\u011fi (Network Policies, Segmentasyon, G\u00fcvenlik Duvarlar\u0131)<\/h4>\n<p>*   <strong>Ana Bilgisayar G\u00fcvenlik Duvarlar\u0131:<\/strong> Node&#8217;larda yerel g\u00fcvenlik duvarlar\u0131n\u0131 (iptables, firewalld) etkinle\u015ftirin ve yaln\u0131zca gerekli portlara izin verin.<br \/>\n*   <strong>A\u011f Segmentasyonu:<\/strong> Kubernetes k\u00fcmesini di\u011fer a\u011flardan izole edin. Kontrol d\u00fczlemini (master node&#8217;lar) \u00e7al\u0131\u015fan node&#8217;lardan ve di\u011fer a\u011flardan mant\u0131ksal olarak ay\u0131r\u0131n.<br \/>\n*   <strong>VPC ve Alt A\u011f Yap\u0131land\u0131rmas\u0131:<\/strong> Bulut ortamlar\u0131nda, k\u00fcmeleri izole Sanal \u00d6zel Bulutlar (VPC) ve alt a\u011flar i\u00e7inde \u00e7al\u0131\u015ft\u0131r\u0131n.<br \/>\n*   <strong>Giden Trafik Kontrol\u00fc:<\/strong> Pod&#8217;lar\u0131n internete veya d\u0131\u015f a\u011flara eri\u015fimini k\u0131s\u0131tlay\u0131n. Yaln\u0131zca yetkili hedeflere izin veren giden g\u00fcvenlik duvar\u0131 kurallar\u0131 uygulay\u0131n.<\/p>\n<h4>Bulut Sa\u011flay\u0131c\u0131 G\u00fcvenli\u011fi (E\u011fer bulutta ise)<\/h4>\n<p>*   <strong>IAM Rolleri:<\/strong> Bulut sa\u011flay\u0131c\u0131n\u0131z\u0131n IAM (Kimlik ve Eri\u015fim Y\u00f6netimi) rollerini ve politikalar\u0131n\u0131 Kubernetes bile\u015fenleri i\u00e7in en az ayr\u0131cal\u0131k prensibiyle yap\u0131land\u0131r\u0131n.<br \/>\n*   <strong>G\u00fcvenlik Gruplar\u0131:<\/strong> Node&#8217;lar ve kontrol d\u00fczlemi bile\u015fenleri i\u00e7in s\u0131k\u0131 g\u00fcvenlik grubu kurallar\u0131 tan\u0131mlay\u0131n.<br \/>\n*   <strong>S\u0131r Y\u00f6netimi:<\/strong> Bulut sa\u011flay\u0131c\u0131n\u0131z\u0131n s\u0131r y\u00f6netimi hizmetlerini (AWS Secrets Manager, Azure Key Vault, GCP Secret Manager) Kubernetes s\u0131rlar\u0131 yerine veya onlarla entegre bir \u015fekilde kullanmay\u0131 d\u00fc\u015f\u00fcn\u00fcn.<\/p>\n<h3>Kubernetes Kontrol D\u00fczlemi G\u00fcvenli\u011fi<\/h3>\n<p>Kontrol d\u00fczlemi, Kubernetes k\u00fcmesinin beynidir ve en hassas bile\u015fenleri i\u00e7erir. Bu bile\u015fenlerin g\u00fcvenli\u011fi, t\u00fcm k\u00fcmenin g\u00fcvenli\u011fi i\u00e7in hayati \u00f6nem ta\u015f\u0131r.<\/p>\n<h4>API Sunucusu G\u00fcvenli\u011fi (Kimlik Do\u011frulama, Yetkilendirme, RBAC)<\/h4>\n<p>*   <strong>Kimlik Do\u011frulama:<\/strong> API sunucusuna eri\u015fimi g\u00fc\u00e7l\u00fc kimlik do\u011frulama mekanizmalar\u0131yla (X.509 sertifikalar\u0131, Service Accounts, OpenID Connect &#8211; OIDC, LDAP) koruyun.<br \/>\n*   <strong>Yetkilendirme:<\/strong> RBAC (Role-Based Access Control) kullanarak kullan\u0131c\u0131lar\u0131n ve servis hesaplar\u0131n\u0131n k\u00fcme kaynaklar\u0131na eri\u015fimini en d\u00fc\u015f\u00fck ayr\u0131cal\u0131k prensibiyle kontrol edin. Yaln\u0131zca belirli ad alanlar\u0131nda belirli eylemlere izin veren roller tan\u0131mlay\u0131n.<br \/>\n*   <strong>Denetim G\u00fcnl\u00fckleri (Audit Logs):<\/strong> API sunucusu denetim g\u00fcnl\u00fcklerini etkinle\u015ftirin ve merkezi bir SIEM (G\u00fcvenlik Bilgileri ve Olay Y\u00f6netimi) sistemine aktar\u0131n. Bu g\u00fcnl\u00fckler, k\u00fcmede yap\u0131lan her eylemi izlemenizi sa\u011flar.<\/p>\n<h4>Etcd G\u00fcvenli\u011fi (\u015eifreleme, Eri\u015fim Kontrol\u00fc)<\/h4>\n<p>*   <strong>Eri\u015fim Kontrol\u00fc:<\/strong> Etcd, k\u00fcmenin t\u00fcm durumunu ve s\u0131rlar\u0131n\u0131 i\u00e7erdi\u011finden, yaln\u0131zca API sunucusunun eri\u015febilece\u011fi \u015fekilde yap\u0131land\u0131r\u0131n. Do\u011frudan eri\u015fimi k\u0131s\u0131tlay\u0131n.<br \/>\n*   <strong>Veri \u015eifreleme:<\/strong> Etcd verilerini hem depoda (at-rest) hem de aktar\u0131m s\u0131ras\u0131nda (in-transit) \u015fifreleyin. Kubernetes API sunucusunun Etcd&#8217;ye yazmadan \u00f6nce s\u0131rlar\u0131 \u015fifrelemesini sa\u011flamak i\u00e7in <code>Encryption at Rest<\/code> \u00f6zelli\u011fini kullan\u0131n.<br \/>\n*   <strong>Yedekleme:<\/strong> Etcd&#8217;yi d\u00fczenli olarak yedekleyin ve yedekleri g\u00fcvenli bir yerde saklay\u0131n.<\/p>\n<h4>Kontrol D\u00fczlemi Bile\u015fenleri G\u00fcvenli\u011fi (Kubelet, Scheduler, Controller Manager)<\/h4>\n<p>*   <strong>Kubelet G\u00fcvenli\u011fi:<\/strong> Kubelet&#8217;i TLS kullanarak API sunucusu ile g\u00fcvenli bir \u015fekilde ileti\u015fim kuracak \u015fekilde yap\u0131land\u0131r\u0131n. Kubelet&#8217;in kimlik do\u011frulamas\u0131n\u0131 ve yetkilendirmesini etkinle\u015ftirin. Anonim istekleri devre d\u0131\u015f\u0131 b\u0131rak\u0131n.<br \/>\n*   <strong>Minimum Ayr\u0131cal\u0131k:<\/strong> T\u00fcm kontrol d\u00fczlemi bile\u015fenlerini en d\u00fc\u015f\u00fck ayr\u0131cal\u0131k prensibiyle \u00e7al\u0131\u015ft\u0131r\u0131n. Yaln\u0131zca ihtiya\u00e7 duyduklar\u0131 kaynaklara eri\u015fim izni verin.<br \/>\n*   <strong>G\u00fcvenli Konfig\u00fcrasyon:<\/strong> T\u00fcm kontrol d\u00fczlemi bile\u015fenlerini, Kubernetes g\u00fcvenlik k\u0131lavuzlar\u0131na ve CIS Benchmarks&#8217;a g\u00f6re g\u00fcvenli bir \u015fekilde yap\u0131land\u0131r\u0131n.<\/p>\n<h3>K\u00fcmeler Aras\u0131 ve \u0130\u00e7 \u0130leti\u015fim G\u00fcvenli\u011fi<\/h3>\n<p>Kubernetes i\u00e7inde ve d\u0131\u015f\u0131ndaki ileti\u015fimlerin g\u00fcvenli\u011fi, veri gizlili\u011fi ve b\u00fct\u00fcnl\u00fc\u011f\u00fc i\u00e7in hayati \u00f6neme sahiptir.<\/p>\n<p>*   <strong>TLS Kullan\u0131m\u0131:<\/strong> T\u00fcm dahili ve harici Kubernetes ileti\u015fimlerinde TLS (Transport Layer Security) kullan\u0131n. API sunucusu, kubelet, etcd ve di\u011fer bile\u015fenler aras\u0131ndaki t\u00fcm trafik \u015fifrelenmelidir.<br \/>\n*   <strong>Service Mesh (\u0130ste\u011fe ba\u011fl\u0131 ama iyi bir pratik):<\/strong> Istio, Linkerd gibi bir servis a\u011f\u0131 (service mesh) kullanarak pod&#8217;lar aras\u0131 trafi\u011fi otomatik olarak \u015fifreleyebilir (mTLS), trafik y\u00f6netimini ve g\u00f6zlemlenebilirli\u011fi art\u0131rabilirsiniz.<\/p>\n<h3>Pod G\u00fcvenli\u011fi ve \u00c7al\u0131\u015fma Zaman\u0131 G\u00fcvenli\u011fi<\/h3>\n<p>Uygulamalar\u0131n \u00e7al\u0131\u015ft\u0131\u011f\u0131 pod&#8217;lar\u0131n g\u00fcvenli\u011fi, sald\u0131r\u0131 y\u00fczeyini azaltmak i\u00e7in kritik \u00f6neme sahiptir.<\/p>\n<h4>Pod Security Standards (PSS) veya Pod Security Policies (PSP &#8211; deprecated)<\/h4>\n<p>*   <strong>Pod Security Standards (PSS):<\/strong> Kubernetes 1.25 ve sonraki s\u00fcr\u00fcmlerde PSP&#8217;nin yerini alan PSS&#8217;yi kullanarak pod&#8217;lar\u0131n g\u00fcvenlik \u00f6zelliklerini (\u00f6rne\u011fin, root olarak \u00e7al\u0131\u015fmas\u0131n\u0131 engelleme, hostPath&#8217;i k\u0131s\u0131tlama) tan\u0131mlay\u0131n ve uygulay\u0131n. <code>Restricted<\/code>, <code>Baseline<\/code> veya <code>Privileged<\/code> profillerini kullanarak ad alanlar\u0131na g\u00fcvenlik k\u0131s\u0131tlamalar\u0131 uygulay\u0131n.<br \/>\n*   <strong>Minimum Yetki Prensibi:<\/strong> Pod&#8217;lar\u0131n yaln\u0131zca g\u00f6revlerini yerine getirmek i\u00e7in ihtiya\u00e7 duyduklar\u0131 ayr\u0131cal\u0131klarla \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flay\u0131n. <code>runAsNonRoot<\/code>, <code>readOnlyRootFilesystem<\/code> gibi g\u00fcvenlik ba\u011flam\u0131 (security context) ayarlar\u0131n\u0131 kullan\u0131n.<\/p>\n<h4>G\u00fcvenli \u00c7al\u0131\u015fma Zaman\u0131 Ortamlar\u0131<\/h4>\n<p>*   <strong>Kata Containers veya gVisor:<\/strong> Hassas i\u015f y\u00fckleri i\u00e7in daha g\u00fc\u00e7l\u00fc izolasyon sa\u011flamak amac\u0131yla Kata Containers veya gVisor gibi hafif sanalla\u015ft\u0131rma teknolojilerini kullanmay\u0131 de\u011ferlendirin. Bu teknolojiler, konteynerler i\u00e7in ek bir g\u00fcvenlik katman\u0131 sa\u011flar.<\/p>\n<h4>\u00c7al\u0131\u015fma Zaman\u0131 \u0130zleme ve Tehdit Alg\u0131lama<\/h4>\n<p>*   <strong>Falco:<\/strong> Sysdig Falco gibi \u00e7al\u0131\u015fma zaman\u0131 g\u00fcvenlik ara\u00e7lar\u0131n\u0131 kullanarak konteynerlerdeki \u015f\u00fcpheli etkinlikleri (\u00f6rne\u011fin, root eri\u015fimi, hassas dosyalara eri\u015fim, beklenmedik a\u011f ba\u011flant\u0131lar\u0131) ger\u00e7ek zamanl\u0131 olarak alg\u0131lay\u0131n ve uyar\u0131n.<br \/>\n*   <strong>Denetim ve G\u00fcnl\u00fck Kay\u0131tlar\u0131:<\/strong> Pod&#8217;lardan ve konteynerlerden gelen g\u00fcnl\u00fckleri merkezi bir sisteme aktar\u0131n ve anormallikleri tespit etmek i\u00e7in analiz edin.<\/p>\n<h3>Container Image G\u00fcvenli\u011fi<\/h3>\n<p>Uygulamalar\u0131n temelini olu\u015fturan konteyner imajlar\u0131n\u0131n g\u00fcvenli\u011fi, t\u00fcm sistemin g\u00fcvenli\u011fi i\u00e7in temeldir.<\/p>\n<p>*   <strong>G\u00fcvenli Temel \u0130majlar Kullan\u0131m\u0131:<\/strong> Bilinen, g\u00fcvenilir ve minimal temel imajlar kullan\u0131n. Kendi temel imajlar\u0131n\u0131z\u0131 olu\u015fturuyorsan\u0131z, yaln\u0131zca gerekli bile\u015fenleri dahil edin.<br \/>\n*   <strong>\u0130maj Tarama (Vulnerability Scanning):<\/strong> Geli\u015ftirme s\u00fcrecinin erken a\u015famalar\u0131nda (CI\/CD hatt\u0131nda) ve \u00fcretim ortam\u0131nda kullan\u0131lan t\u00fcm konteyner imajlar\u0131n\u0131 g\u00fcvenlik a\u00e7\u0131klar\u0131 (CVE&#8217;ler) i\u00e7in d\u00fczenli olarak taray\u0131n. Trivy, Clair, Anchore gibi ara\u00e7lar\u0131 kullan\u0131n.<br \/>\n*   <strong>\u0130maj \u0130mzalama ve Do\u011frulama:<\/strong> Yaln\u0131zca g\u00fcvenilir kaynaklardan imzalanm\u0131\u015f ve do\u011frulanm\u0131\u015f imajlar\u0131n k\u00fcmeye da\u011f\u0131t\u0131lmas\u0131na izin verin. Notary, Cosign gibi ara\u00e7lar bu s\u00fcreci destekler.<br \/>\n*   <strong>Kabul Kontrol\u00fc (Admission Controllers):<\/strong> OPA Gatekeeper veya Kyverno gibi kabul kontrol\u00f6rlerini kullanarak, g\u00fcvenlik politikalar\u0131n\u0131 zorunlu k\u0131l\u0131n. \u00d6rne\u011fin, taranmam\u0131\u015f veya imzalanmam\u0131\u015f imajlar\u0131n k\u00fcmeye da\u011f\u0131t\u0131lmas\u0131n\u0131 engelleyin.<\/p>\n<h3>A\u011f Politikalar\u0131 (Network Policies)<\/h3>\n<p>Kubernetes A\u011f Politikalar\u0131, pod&#8217;lar aras\u0131ndaki ve pod&#8217;lar ile d\u0131\u015f a\u011flar aras\u0131ndaki a\u011f trafi\u011fini kontrol etmek i\u00e7in bildirimsel bir y\u00f6ntem sunar.<\/p>\n<p>*   <strong>Varsay\u0131lan Reddetme:<\/strong> Her ad alan\u0131nda varsay\u0131lan olarak t\u00fcm gelen (ingress) ve giden (egress) trafi\u011fi reddeden a\u011f politikalar\u0131 uygulay\u0131n. Ard\u0131ndan, yaln\u0131zca gerekli ileti\u015fime izin veren belirli kurallar ekleyin. Bu, en d\u00fc\u015f\u00fck ayr\u0131cal\u0131k a\u011f modelini zorlar.<br \/>\n*   <strong>Uygulama Segmentasyonu:<\/strong> Her uygulama veya servis i\u00e7in ayr\u0131 a\u011f politikalar\u0131 tan\u0131mlayarak dikey ve yatay segmentasyon sa\u011flay\u0131n. Bu, bir g\u00fcvenlik ihlali durumunda yanal hareketi s\u0131n\u0131rlar.<br \/>\n*   <strong>Otomasyon:<\/strong> A\u011f politikalar\u0131n\u0131 kod olarak (Policy-as-Code) y\u00f6netin ve GitOps yakla\u015f\u0131mlar\u0131yla otomatik olarak da\u011f\u0131t\u0131n.<\/p>\n<h3>Kimlik ve Eri\u015fim Y\u00f6netimi (IAM &#8211; Identity and Access Management)<\/h3>\n<p>Kimlerin hangi kaynaklara ne \u015fekilde eri\u015febilece\u011fini y\u00f6netmek, g\u00fcvenlik mimarisinin temel ta\u015f\u0131d\u0131r.<\/p>\n<p>*   <strong>RBAC (Role-Based Access Control):<\/strong> Kubernetes RBAC&#8217;yi en d\u00fc\u015f\u00fck ayr\u0131cal\u0131k prensibiyle yap\u0131land\u0131r\u0131n. Kullan\u0131c\u0131lara ve servis hesaplar\u0131na yaln\u0131zca g\u00f6revlerini yerine getirmek i\u00e7in kesinlikle gerekli olan izinleri verin.<br \/>\n*   <strong>Kullan\u0131c\u0131 ve Servis Hesaplar\u0131 Y\u00f6netimi:<\/strong> Kullan\u0131c\u0131 hesaplar\u0131n\u0131 d\u00fczenli olarak denetleyin ve kullan\u0131lmayan hesaplar\u0131 silin. Servis hesaplar\u0131n\u0131 ad alanlar\u0131na g\u00f6re izole edin ve onlara yaln\u0131zca belirli g\u00f6revler i\u00e7in gerekli izinleri verin.<br \/>\n*   <strong>D\u0131\u015f Kimlik Sa\u011flay\u0131c\u0131lar\u0131 ile Entegrasyon:<\/strong> Kurumsal kimlik sa\u011flay\u0131c\u0131lar\u0131n\u0131z\u0131 (LDAP, Active Directory, OIDC sa\u011flay\u0131c\u0131lar\u0131) Kubernetes ile entegre ederek merkezi kimlik y\u00f6netimi sa\u011flay\u0131n.<br \/>\n*   <strong>MFA (Multi-Factor Authentication):<\/strong> Hassas k\u00fcme eri\u015fimi i\u00e7in MFA&#8217;y\u0131 zorunlu k\u0131l\u0131n.<\/p>\n<h3>S\u0131r Y\u00f6netimi (Secrets Management)<\/h3>\n<p>API anahtarlar\u0131, veritaban\u0131 parolalar\u0131 ve di\u011fer hassas verilerin g\u00fcvenli bir \u015fekilde saklanmas\u0131 ve y\u00f6netilmesi kritik \u00f6neme sahiptir.<\/p>\n<p>*   <strong>Kubernetes Secrets Kullan\u0131m\u0131:<\/strong> Kubernetes Secrets, hassas verileri depolamak i\u00e7in kullan\u0131labilir, ancak varsay\u0131lan olarak base64 ile kodlanm\u0131\u015f olduklar\u0131 i\u00e7in \u015fifreli de\u011fildirler. Etcd&#8217;de &#8220;Encryption at Rest&#8221; \u00f6zelli\u011fini kullanarak s\u0131rlar\u0131 \u015fifreleyin.<br \/>\n*   <strong>Harici S\u0131r Y\u00f6neticileri:<\/strong> HashiCorp Vault, AWS Secrets Manager, Azure Key Vault veya Google Secret Manager gibi harici s\u0131r y\u00f6neticilerini kullanmay\u0131 tercih edin. Bu \u00e7\u00f6z\u00fcmler, daha g\u00fc\u00e7l\u00fc \u015fifreleme, eri\u015fim denetimi, s\u0131r d\u00f6nd\u00fcrme ve denetim yetenekleri sunar.<br \/>\n*   <strong>S\u0131r Enjeksiyonu:<\/strong> S\u0131rlar\u0131 do\u011frudan pod manifestolar\u0131na yazmak yerine, s\u0131r y\u00f6neticilerinden \u00e7al\u0131\u015fma zaman\u0131nda g\u00fcvenli bir \u015fekilde enjekte edin.<\/p>\n<h3>Loglama ve \u0130zleme<\/h3>\n<p>G\u00fcvenlik olaylar\u0131n\u0131 tespit etmek ve bunlara yan\u0131t vermek i\u00e7in kapsaml\u0131 g\u00fcnl\u00fck kayd\u0131 ve izleme gereklidir.<\/p>\n<p>*   <strong>Merkezi Log Y\u00f6netimi:<\/strong> K\u00fcme genelindeki t\u00fcm g\u00fcnl\u00fckleri (API sunucusu, kubelet, denetim g\u00fcnl\u00fckleri, pod g\u00fcnl\u00fckleri) merkezi bir g\u00fcnl\u00fck toplama sistemine (ELK Stack, Grafana Loki, Splunk) aktar\u0131n.<br \/>\n*   <strong>Denetim G\u00fcnl\u00fckleri:<\/strong> Kubernetes denetim g\u00fcnl\u00fcklerini etkinle\u015ftirin ve API sunucusunda ger\u00e7ekle\u015ftirilen t\u00fcm eylemleri kaydedin. Bu g\u00fcnl\u00fckler, g\u00fcvenlik olaylar\u0131n\u0131 ara\u015ft\u0131rmak i\u00e7in paha bi\u00e7ilmezdir.<br \/>\n*   <strong>G\u00fcvenlik Olay\u0131 ve Bilgi Y\u00f6netimi (SIEM) Entegrasyonu:<\/strong> G\u00fcvenlik g\u00fcnl\u00fcklerini ve olaylar\u0131n\u0131 SIEM sisteminize entegre ederek korelasyon, anormallik tespiti ve uyar\u0131 yeteneklerini g\u00fc\u00e7lendirin.<br \/>\n*   <strong>Metrik \u0130zleme:<\/strong> Prometheus ve Grafana gibi ara\u00e7larla k\u00fcme bile\u015fenlerinin ve uygulamalar\u0131n performans metriklerini izleyin. Ola\u011fand\u0131\u015f\u0131 davran\u0131\u015flar\u0131 veya kaynak kullan\u0131m\u0131n\u0131 tespit etmek, g\u00fcvenlik olaylar\u0131n\u0131n erken g\u00f6stergesi olabilir.<\/p>\n<h3>Yedekleme ve Felaket Kurtarma<\/h3>\n<p>Bir felaket durumunda k\u00fcmenizi ve verilerinizi kurtarabilmek, g\u00fcvenli\u011fin \u00f6nemli bir par\u00e7as\u0131d\u0131r.<\/p>\n<p>*   <strong>Etcd Yedeklemesi:<\/strong> Etcd veritaban\u0131n\u0131 d\u00fczenli olarak yedekleyin ve g\u00fcvenli, eri\u015fimi k\u0131s\u0131tl\u0131 bir yerde saklay\u0131n. Felaket kurtarma senaryolar\u0131n\u0131 test edin.<br \/>\n*   <strong>Konfig\u00fcrasyon Y\u00f6netimi:<\/strong> K\u00fcme yap\u0131land\u0131rmalar\u0131n\u0131 (manifestolar, Helm grafikleri) Git gibi s\u00fcr\u00fcm kontrol sistemlerinde saklay\u0131n ve bunlar\u0131 &#8220;kod olarak altyap\u0131&#8221; (Infrastructure as Code) prensibiyle y\u00f6netin. Bu, k\u00fcmenin yeniden olu\u015fturulmas\u0131n\u0131 kolayla\u015ft\u0131r\u0131r.<\/p>\n<h3>G\u00fcvenlik Otomasyonu ve S\u00fcrekli Denetim<\/h3>\n<p>&#8220;Otomatik pilotta g\u00fcvenlik&#8221; yakla\u015f\u0131m\u0131n\u0131n merkezinde otomasyon ve s\u00fcrekli denetim yer al\u0131r.<\/p>\n<p>*   <strong>GitOps Yakla\u015f\u0131m\u0131:<\/strong> K\u00fcme yap\u0131land\u0131rmas\u0131n\u0131 ve uygulama da\u011f\u0131t\u0131mlar\u0131n\u0131 Git depolamalar\u0131 arac\u0131l\u0131\u011f\u0131yla y\u00f6netin. Bu, t\u00fcm de\u011fi\u015fikliklerin s\u00fcr\u00fcm kontrol\u00fc alt\u0131nda olmas\u0131n\u0131, denetlenebilir olmas\u0131n\u0131 ve otomatik olarak da\u011f\u0131t\u0131lmas\u0131n\u0131 sa\u011flar.<br \/>\n*   <strong>Policy-as-Code (OPA Gatekeeper, Kyverno):<\/strong> G\u00fcvenlik politikalar\u0131n\u0131 kod olarak tan\u0131mlay\u0131n (YAML veya Rego gibi dillerde) ve bunlar\u0131 OPA Gatekeeper veya Kyverno gibi kabul kontrol\u00f6rleri arac\u0131l\u0131\u011f\u0131yla k\u00fcmede otomatik olarak uygulay\u0131n. Bu, yanl\u0131\u015f yap\u0131land\u0131rmalar\u0131 daha olu\u015fmadan engeller.<br \/>\n*   <strong>S\u00fcrekli G\u00fcvenlik Denetimi:<\/strong> <code>kube-bench<\/code> veya <code>kube-hunter<\/code> gibi ara\u00e7lar\u0131 kullanarak Kubernetes k\u00fcmenizin CIS Benchmarks&#8217;a uygunlu\u011funu ve bilinen g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 d\u00fczenli olarak otomatik olarak denetleyin.<br \/>\n*   <strong>CI\/CD Entegrasyonu:<\/strong> G\u00fcvenlik taramalar\u0131n\u0131 (imaj tarama, kod analizi) ve politika do\u011frulamas\u0131n\u0131 CI\/CD i\u015flem hatt\u0131n\u0131za entegre edin. G\u00fcvenlik sorunlar\u0131 olan kod veya imajlar\u0131n \u00fcretime ge\u00e7i\u015fini otomatik olarak engelleyin (shift-left security).<\/p>\n<h2>Otomatik Pilotta G\u00fcvenlik Stratejileri<\/h2>\n<p>Kubernetes g\u00fcvenli\u011fini &#8220;otomatik pilotta&#8221; sa\u011flamak i\u00e7in belirli stratejiler benimsemek gereklidir:<\/p>\n<h3>Shift-Left Security<\/h3>\n<p>G\u00fcvenli\u011fi geli\u015ftirme ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fcn m\u00fcmk\u00fcn olan en erken a\u015famas\u0131na ta\u015f\u0131mak anlam\u0131na gelir. Bu, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 ve yanl\u0131\u015f yap\u0131land\u0131rmalar\u0131 \u00fcretim ortam\u0131na ula\u015fmadan \u00f6nce tespit etmeyi ve d\u00fczeltmeyi sa\u011flar. Otomatik imaj taramas\u0131, kod analizi ve CI\/CD hatt\u0131na entegre edilmi\u015f politika do\u011frulama ara\u00e7lar\u0131 bu stratejinin temelini olu\u015fturur.<\/p>\n<h3>DevSecOps K\u00fclt\u00fcr\u00fc<\/h3>\n<p>Geli\u015ftirme, G\u00fcvenlik ve Operasyon ekiplerinin i\u015fbirli\u011fini te\u015fvik eden bir k\u00fclt\u00fcrel de\u011fi\u015fimdir. G\u00fcvenlik, art\u0131k sadece bir &#8220;kap\u0131 bek\u00e7isi&#8221; rol\u00fc de\u011fil, t\u00fcm ekibin ortak sorumlulu\u011fudur. Otomatik ara\u00e7lar ve s\u00fcre\u00e7ler, bu i\u015fbirli\u011fini kolayla\u015ft\u0131r\u0131r ve g\u00fcvenlik kontrollerini geli\u015ftirme ak\u0131\u015f\u0131na sorunsuz bir \u015fekilde entegre eder.<\/p>\n<h3>S\u00fcrekli Uyumluluk ve Denetim<\/h3>\n<p>D\u00fczenleyici gereksinimlere (GDPR, HIPAA, PCI-DSS vb.) uyumu sa\u011flamak ve dahili g\u00fcvenlik politikalar\u0131n\u0131 s\u00fcrd\u00fcrmek i\u00e7in s\u00fcrekli denetim ve raporlama otomasyonu kritik \u00f6neme sahiptir. Otomatik denetim ara\u00e7lar\u0131, uyumluluk durumunu s\u00fcrekli olarak de\u011ferlendirir ve raporlar olu\u015fturur.<\/p>\n<h3>Tehdit Modelleme ve Penetrasyon Testleri<\/h3>\n<p>Otomatik g\u00fcvenlik kontrollerine ek olarak, proaktif g\u00fcvenlik yakla\u015f\u0131mlar\u0131 da \u00f6nemlidir. Uygulamalar ve k\u00fcme mimarisi i\u00e7in tehdit modellemesi yapmak, potansiyel sald\u0131r\u0131 vekt\u00f6rlerini belirlemeye yard\u0131mc\u0131 olur. D\u00fczenli penetrasyon testleri ve k\u0131rm\u0131z\u0131 tak\u0131m tatbikatlar\u0131, otomatik sistemlerin g\u00f6zden ka\u00e7\u0131rabilece\u011fi zay\u0131fl\u0131klar\u0131 ortaya \u00e7\u0131karabilir.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Kubernetes k\u00fcmelerinin g\u00fcvenli\u011fi, modern BT altyap\u0131lar\u0131n\u0131n en karma\u015f\u0131k ve kritik y\u00f6nlerinden biridir. Manuel s\u00fcre\u00e7ler ve geleneksel g\u00fcvenlik yakla\u015f\u0131mlar\u0131, Kubernetes&#8217;in dinamik yap\u0131s\u0131 kar\u015f\u0131s\u0131nda yetersiz kalmaktad\u0131r. &#8220;Otomatik pilotta g\u00fcvenlik&#8221; yakla\u015f\u0131m\u0131, g\u00fcvenlik kontrollerini otomatikle\u015ftirerek, politikalar arac\u0131l\u0131\u011f\u0131yla zorunlu k\u0131larak ve s\u00fcrekli izleyerek bu zorluklar\u0131n \u00fcstesinden gelmeyi hedefler.<\/p>\n<p>Bu makalede \u00f6zetlenen en iyi uygulamalar \u2013 altyap\u0131 g\u00fcvenli\u011finden pod g\u00fcvenli\u011fine, kimlik y\u00f6netiminden s\u0131r y\u00f6netimine, a\u011f politikalar\u0131ndan otomasyona kadar \u2013 Kubernetes ortam\u0131n\u0131z\u0131 u\u00e7tan uca g\u00fcvence alt\u0131na almak i\u00e7in sa\u011flam bir \u00e7er\u00e7eve sunmaktad\u0131r. Shift-left security, DevSecOps k\u00fclt\u00fcr\u00fc, s\u00fcrekli uyumluluk ve proaktif tehdit modellemesi gibi stratejiler, bu teknik uygulamalar\u0131n etkinli\u011fini art\u0131r\u0131r ve kurulu\u015funuzun siber tehditlere kar\u015f\u0131 direncini g\u00fc\u00e7lendirir.<\/p>\n<p>Unutulmamal\u0131d\u0131r ki g\u00fcvenlik, tek seferlik bir proje de\u011fil, s\u00fcrekli bir s\u00fcre\u00e7tir. Kubernetes ekosistemi h\u0131zla geli\u015fti\u011fi i\u00e7in, g\u00fcvenlik uygulamalar\u0131n\u0131n da s\u00fcrekli olarak g\u00f6zden ge\u00e7irilmesi, g\u00fcncellenmesi ve iyile\u015ftirilmesi gerekmektedir. Otomatikle\u015ftirilmi\u015f ara\u00e7lar ve politikalarla donat\u0131lm\u0131\u015f bir g\u00fcvenlik duru\u015fu, ekiplerin yenilik yaparken ayn\u0131 zamanda g\u00fcvenli\u011fi en \u00fcst d\u00fczeyde tutmas\u0131na olanak tan\u0131r. Bu sayede, Kubernetes k\u00fcmeleriniz sadece g\u00fc\u00e7l\u00fc ve \u00f6l\u00e7eklenebilir olmakla kalmayacak, ayn\u0131 zamanda siber tehditlere kar\u015f\u0131 otomatik olarak korunan, g\u00fcvenli bir kale haline gelecektir.<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar\nGiri\u015f\nKubernetes, konteynerle\u015ftirilmi\u015f uyg","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":[1328],"tags":[],"class_list":{"0":"post-35941","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-bash","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>Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar - 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\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar\" \/>\n<meta property=\"og:description\" content=\"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar  Giri\u015f Kubernetes, konteynerle\u015ftirilmi\u015f uyg\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-05T19:40:39+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=\"15 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar\",\"datePublished\":\"2025-12-05T19:40:39+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/\"},\"wordCount\":3062,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"articleSection\":[\"Bash\"],\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/\",\"name\":\"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar - Kodlar\u0131n Gizemli D\u00fcnyas\u0131\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-12-05T19:40:39+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar\"}]},{\"@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":"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar - 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\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/","og_locale":"tr_TR","og_type":"article","og_title":"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar","og_description":"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar  Giri\u015f Kubernetes, konteynerle\u015ftirilmi\u015f uyg","og_url":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-12-05T19:40:39+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"15 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar","datePublished":"2025-12-05T19:40:39+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/"},"wordCount":3062,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"articleSection":["Bash"],"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/","url":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/","name":"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar - Kodlar\u0131n Gizemli D\u00fcnyas\u0131","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-12-05T19:40:39+00:00","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/otomatik-pilotta-guvenlik-kubernetes-kumelerini-guvenli-hale-getirmek-icin-en-iyi-uygulamalar\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Otomatik Pilotta G\u00fcvenlik: Kubernetes K\u00fcmelerini G\u00fcvenli Hale Getirmek \u0130\u00e7in En \u0130yi Uygulamalar"}]},{"@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\/35941","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=35941"}],"version-history":[{"count":1,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/35941\/revisions"}],"predecessor-version":[{"id":35942,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/35941\/revisions\/35942"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=35941"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=35941"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=35941"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}