{"id":1062,"date":"2026-08-25T01:05:22","date_gmt":"2026-08-24T22:05:22","guid":{"rendered":"https:\/\/www.tayfnews.tech\/tr\/?p=1062"},"modified":"2026-08-25T01:05:22","modified_gmt":"2026-08-24T22:05:22","slug":"sagemaker-mlflow-aws-kms-icin-musteri-yonetimli-anahtar-destegi-getirdi","status":"publish","type":"post","link":"https:\/\/www.tayfnews.tech\/tr\/technology\/sagemaker-mlflow-aws-kms-icin-musteri-yonetimli-anahtar-destegi-getirdi\/","title":{"rendered":"SageMaker MLflow, AWS KMS \u0130\u00e7in M\u00fc\u015fteri Y\u00f6netimli Anahtar Deste\u011fi Getirdi"},"content":{"rendered":"<p>Amazon Web Services, <strong>SageMaker MLflow<\/strong> i\u00e7in <strong>m\u00fc\u015fteri y\u00f6netimli anahtar (CMK)<\/strong> deste\u011fini duyurdu. Bu sayede i\u015fletmeler ve geli\u015ftirme ekipleri, <strong>AWS Key Management Service (KMS)<\/strong> arac\u0131l\u0131\u011f\u0131yla kendi kriptografik anahtarlar\u0131n\u0131 kullanarak hassas i\u015f y\u00fcklerini \u015fifreleyebiliyor. Yeni sunulan bu g\u00fcvenlik iyile\u015ftirmesi, s\u0131k\u0131 bir \u015fekilde d\u00fczenlenen sekt\u00f6rlerde faaliyet g\u00f6steren kurulu\u015flar\u0131n kritik uyumluluk ve veri y\u00f6neti\u015fimi gereksinimlerini kar\u015f\u0131l\u0131yor ve sistem y\u00f6neticilerine tam y\u00f6netilen makine \u00f6\u011frenimi altyap\u0131s\u0131ndan yararlan\u0131rken \u015fifreleme ya\u015fam d\u00f6ng\u00fcleri \u00fczerinde do\u011frudan kontrol imkan\u0131 tan\u0131yor.<\/p>\n<h2>Makine \u00d6\u011frenimi \u0130\u015f Ak\u0131\u015flar\u0131nda G\u00fcvenlik ve Uyumlulu\u011fu Art\u0131rma<\/h2>\n<p>Makine \u00f6\u011frenimi boru hatlar\u0131, tescilli kurumsal fikri m\u00fclkiyetten ki\u015fisel olarak tan\u0131mlanabilir bilgilere kadar genellikle b\u00fcy\u00fck miktarda hassas veriyi i\u015fler. Bu g\u00fcncellemeden \u00f6nce, kat\u0131 uyumluluk zorunluluklar\u0131na sahip kurulu\u015flar, y\u00f6netilen MLflow ortamlar\u0131n\u0131 s\u0131k\u0131 \u015fifreleme anahtar\u0131 sahipli\u011fi talep eden i\u00e7 g\u00fcvenlik politikalar\u0131yla uyumlu hale getirmeye \u00e7al\u0131\u015f\u0131rken zorluklarla kar\u015f\u0131la\u015f\u0131yordu. Amazon Web Services, m\u00fc\u015fteri y\u00f6netimli anahtarlar\u0131 entegre ederek bu bo\u015flu\u011fu dolduruyor; g\u00fcvenlik ekiplerinin hassas eri\u015fim kontrolleri uygulamas\u0131na, anahtarlar\u0131 dahili kurallara g\u00f6re rotasyon etmesine ve gerekti\u011finde alttaki depolama alan\u0131na eri\u015fimi an\u0131nda iptal etmesine olanak tan\u0131yor.<\/p>\n<p>Ayr\u0131ca entegrasyon, <strong>AWS CloudTrail<\/strong> ile e\u015fle\u015ferek veri etkile\u015fimleri hakk\u0131nda derinlemesine g\u00f6r\u00fcn\u00fcrl\u00fck sa\u011fl\u0131yor. Bu kombinasyon, MLflow Uygulama ortam\u0131ndaki her veri eri\u015fim olay\u0131n\u0131n kapsaml\u0131 bir \u015fekilde g\u00fcnl\u00fc\u011fe kaydedilmesini ve izlenebilir olmas\u0131n\u0131 sa\u011flayarak finans, sa\u011fl\u0131k ve kamu sekt\u00f6rlerindeki d\u00fczenleyici kurumlar\u0131n talep etti\u011fi kapsaml\u0131 denetim gereksinimlerini kar\u015f\u0131l\u0131yor.<\/p>\n<h2>Teknik Gereksinimler ve B\u00f6lgesel Eri\u015filebilirlik<\/h2>\n<p>SageMaker MLflow i\u00e7inde m\u00fc\u015fteri y\u00f6netimli \u015fifrelemenin uygulanmas\u0131, platform mimarisi taraf\u0131ndan tan\u0131mlanan belirli yap\u0131sal parametrelere uyulmas\u0131n\u0131 gerektirir. Sistem mimarlar\u0131 ve platform m\u00fchendisleri, yap\u0131land\u0131rmalar\u0131n\u0131 ger\u00e7ekle\u015ftirirken a\u015fa\u011f\u0131daki teknik kriterleri dikkate almal\u0131d\u0131r:<\/p>\n<ul>\n<li><strong>Anahtar Konumu:<\/strong> M\u00fc\u015fteri y\u00f6netimli anahtarlar, ilgili MLflow Uygulamas\u0131 ile tam olarak ayn\u0131 AWS hesab\u0131nda ve AWS b\u00f6lgesinde olu\u015fturulmal\u0131 ve bar\u0131nd\u0131r\u0131lmal\u0131d\u0131r.<\/li>\n<li><strong>Anahtar T\u00fcr\u00fc:<\/strong> Hizmet, veri korumas\u0131na y\u00f6nelik standart kriptografik en iyi uygulamalarla uyumlulu\u011fu koruyarak yaln\u0131zca simetrik AWS KMS anahtarlar\u0131n\u0131 destekler.<\/li>\n<li><strong>Denetim Entegrasyonu:<\/strong> Kapsaml\u0131 veri eri\u015fimi takibi, s\u00fcrekli g\u00fcvenlik izlemesi i\u00e7in otomatik olarak AWS CloudTrail \u00fczerinden y\u00f6nlendirilir.<\/li>\n<li><strong>Da\u011f\u0131t\u0131m Kapsam\u0131:<\/strong> Bu \u00f6zellik, SageMaker MLflow Uygulamas\u0131n\u0131n \u015fu anda desteklendi\u011fi t\u00fcm AWS B\u00f6lgelerinde genel olarak kullan\u0131labilmektedir.<\/li>\n<\/ul>\n<p>Bu yetene\u011fi uygulamak isteyen kurulu\u015flar, resmi AWS dok\u00fcmantasyon portallar\u0131 arac\u0131l\u0131\u011f\u0131yla sunulan teknik belgeleri ve yap\u0131land\u0131rma yollar\u0131n\u0131 inceleyebilirler.<\/p>\n<p><em>Kaynak: <a href=\"https:\/\/aws.amazon.com\/about-aws\/whats-new\/2026\/08\/sagemaker-mlflow-custom-keys\" target=\"_blank\" rel=\"noopener noreferrer\">Orijinal Makale<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AWS, SageMaker MLflow i\u00e7in KMS \u00fczerinden m\u00fc\u015fteri y\u00f6netimli anahtarlar sunarak reg\u00fcle sekt\u00f6rler i\u00e7in geli\u015fmi\u015f \u015fifreleme ve denetim yetenekleri sa\u011fl\u0131yor.<\/p>\n","protected":false},"author":1,"featured_media":1061,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowrrDMDA:productID":"","tayfnews_source_url":"","footnotes":"","rank_math_focus_keyword":"SageMaker MLflow, m\u00fc\u015fteri y\u00f6netimli anahtarlar, AWS Key Management Service, G\u00fcvenlik, \u015eifreleme, Bulut","rank_math_title":"SageMaker MLflow, AWS KMS \u0130\u00e7in M\u00fc\u015fteri Y\u00f6netimli Anahtar Deste\u011fi Getirdi","rank_math_description":"AWS, SageMaker MLflow i\u00e7in KMS \u00fczerinden m\u00fc\u015fteri y\u00f6netimli anahtarlar sunarak reg\u00fcle sekt\u00f6rler i\u00e7in geli\u015fmi\u015f \u015fifreleme ve denetim yetenekleri sa\u011fl\u0131yor."},"categories":[2],"tags":[],"class_list":["post-1062","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/posts\/1062","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/comments?post=1062"}],"version-history":[{"count":1,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/posts\/1062\/revisions"}],"predecessor-version":[{"id":1063,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/posts\/1062\/revisions\/1063"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/media\/1061"}],"wp:attachment":[{"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/media?parent=1062"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/categories?post=1062"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/tags?post=1062"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}