{"id":3397,"date":"2025-02-17T10:49:01","date_gmt":"2025-02-17T07:49:01","guid":{"rendered":"https:\/\/bilisimacademy.com\/blog\/?p=3397"},"modified":"2025-07-06T16:04:21","modified_gmt":"2025-07-06T13:04:21","slug":"python-ile-siber-guvenlik","status":"publish","type":"post","link":"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/","title":{"rendered":"Python ile Siber G\u00fcvenlik Otomasyon Projeleri\u00a0"},"content":{"rendered":"\n<p>Python ile siber g\u00fcvenlik g\u00fcn\u00fcm\u00fczde siber d\u00fcnyan\u0131n h\u0131zla geli\u015fmesi paralelinde&nbsp; sanal tehditler de bir o kadar art\u0131\u015f g\u00f6stermektedir. Bu durum, bireylerin ve kurumlar\u0131n siber savunma sistemlerini&nbsp; g\u00fc\u00e7lendirmesini zorunlu hale getirmi\u015ftir. Otomasyon, g\u00fcvenlik g\u00f6revlerini standardize ederek hem h\u0131z kazand\u0131r\u0131r hem de insandan kaynaklanan hatalar\u0131 azalt\u0131r. Burada <strong>Python<\/strong>, sahip oldu\u011fu zengin k\u00fct\u00fcphaneler ve kolay \u00f6\u011frenilebilir yap\u0131s\u0131yla \u00f6n plana \u00e7\u0131kar. Bu yaz\u0131m\u0131zda, \u201cPython ile Siber G\u00fcvenlik Otomasyon Projeleri\u201d ba\u015fl\u0131\u011f\u0131 alt\u0131nda Python\u2019un siber g\u00fcvenlik alan\u0131ndaki rol\u00fcn\u00fc ve \u00f6ne \u00e7\u0131kan kullan\u0131m \u00f6rneklerini ele alaca\u011f\u0131z. Ayr\u0131ca <strong>Bili\u015fim Academy<\/strong> olarak, edindi\u011fimiz ipu\u00e7lar\u0131n\u0131 ve tecr\u00fcbeleri &nbsp;sizlerle payla\u015faca\u011f\u0131z.&nbsp;<\/p><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0130\u00e7indekiler<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Python_ile_Otomasyonun_Siber_Guvenlige_Katkisi\" >Python ile Otomasyonun Siber G\u00fcvenli\u011fe Katk\u0131s\u0131&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Sizma_Testi_Penetration_Test_Otomasyonu\" >S\u0131zma Testi (Penetration Test) Otomasyonu&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Log_Analizi_ve_Olay_Izleme_Uygulamalari\" >Log Analizi ve Olay \u0130zleme Uygulamalar\u0131&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Ag_Guvenligi_ve_Trafik_Analizi\" >A\u011f G\u00fcvenli\u011fi ve Trafik Analizi&nbsp;<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Paket_Inceleme_Packet_Sniffing\" >Paket \u0130nceleme (Packet Sniffing)&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Otomatik_Engelleme_ve_Kurallar\" >Otomatik Engelleme ve Kurallar&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Olceklenebilir_Surekli_Izleme\" >\u00d6l\u00e7eklenebilir S\u00fcrekli \u0130zleme&nbsp;<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Gercek_Hayattan_Proje_Ornekleri_ve_Ipuclari\" >Ger\u00e7ek Hayattan Proje \u00d6rnekleri ve \u0130pu\u00e7lar\u0131&nbsp;<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#SSH_Otomasyon_Araci\" >SSH Otomasyon Arac\u0131&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Phishing_URL_Tespit_Botu\" >Phishing URL Tespit Botu&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#Web_Uygulamasi_Tarayici_Scanner\" >Web Uygulamas\u0131 Taray\u0131c\u0131 (Scanner)&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/python-ile-siber-guvenlik\/#API_Guvenlik_Kontrolu\" >API G\u00fcvenlik Kontrol\u00fc&nbsp;<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Python_ile_Otomasyonun_Siber_Guvenlige_Katkisi\"><\/span> <strong>Python ile Otomasyonun Siber G\u00fcvenli\u011fe Katk\u0131s\u0131<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/2-4-1024x576-1.webp\" alt=\"Python ile Siber G\u00fcvenlik\" class=\"wp-image-4093\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/2-4-1024x576-1.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/2-4-1024x576-1-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/2-4-1024x576-1-768x432.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Siber g\u00fcvenlikte otomasyon,zaman al\u0131c\u0131 ve tekrar eden s\u00fcre\u00e7leri h\u0131zl\u0131 ve g\u00fcvenilir bir bi\u00e7imde y\u00fcr\u00fctmeyi sa\u011flar. Python ise bu otomasyon ihtiya\u00e7lar\u0131na g\u00fc\u00e7l\u00fc bir altyap\u0131 sunar.&nbsp;<\/p>\n\n\n\n<p><strong>Basit S\u00f6z Dizimi ve \u00d6\u011frenme Kolayl\u0131\u011f\u0131<\/strong>&nbsp;<\/p>\n\n\n\n<p>Python, yal\u0131n s\u00f6zdizimi sayesinde&nbsp; hem deneyimli hem de yeni ba\u015flayan uzmanlar i\u00e7in kolay alg\u0131lanan bir dildir. B\u00fcy\u00fck topluluk deste\u011fi &nbsp;ve h\u0131zl\u0131 prototipleme olana\u011f\u0131, projelerin k\u0131sa s\u00fcrede hayata ge\u00e7irilmesini sa\u011flar.&nbsp;<\/p>\n\n\n\n<p><strong>Zengin K\u00fct\u00fcphane Ekosistemi<\/strong>&nbsp;<\/p>\n\n\n\n<p>BeautifulSoup, Requests, Paramiko, Scapy&nbsp; gibi k\u00fct\u00fcphaneler sayesinde uzaktan ba\u011flant\u0131, a\u011f analizi, veri \u00e7ekme gibi \u00f6nemli g\u00fcvenlik i\u015flemlerini h\u0131zla ger\u00e7ekle\u015ftirebilirsiniz. Python, bu karma\u015f\u0131k g\u00f6revleri birka\u00e7 sat\u0131r kodla \u00e7\u00f6zmeyi m\u00fcmk\u00fcn k\u0131lar.&nbsp;<\/p>\n\n\n\n<p><strong>Topluluk ve S\u00fcrekli Geli\u015fim<\/strong>&nbsp;<\/p>\n\n\n\n<p>Python\u2019un geni\u015f toplulu\u011fu, g\u00fcncel &nbsp;sanal tehditlere h\u0131zl\u0131ca cevap veren yeni projeler \u00fcretir. A\u00e7\u0131k kaynak k\u00fct\u00fcphaneler s\u0131k g\u00fcncellendi\u011fi i\u00e7in g\u00fcvenlik a\u00e7\u0131klar\u0131 da h\u0131zl\u0131ca giderilir.&nbsp;<\/p>\n\n\n\n<p>Otomasyon, g\u00fcvenlik s\u00fcre\u00e7lerini kontroll\u00fc ve daha standart&nbsp; h\u00e2le getirirken, Python\u2019un kullan\u0131m\u0131ndaki kolayl\u0131k bu a\u015famalarda b\u00fcy\u00fck avantaj sa\u011flar. \u0130ster&nbsp;k\u00fc\u00e7\u00fck ister&nbsp;b\u00fcy\u00fck \u00f6l\u00e7ekli projeler olsun, otomasyonlu s\u00fcre\u00e7ler verimlilik ve hata oran\u0131 a\u00e7\u0131s\u0131ndan fark yarat\u0131r.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Sizma_Testi_Penetration_Test_Otomasyonu\"><\/span><strong>S\u0131zma Testi (Penetration Test) Otomasyonu<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>S\u0131zma testleri, sistemlerdeki a\u00e7\u0131klar\u0131 belirlemek i\u00e7in kritik bir ad\u0131md\u0131r. Bununla birlikte manuel testler zaman al\u0131c\u0131 ve hata yapmaya a\u00e7\u0131k olabilir. Python, otomasyonla bu s\u00fcreci h\u0131zland\u0131r\u0131r.&nbsp;<\/p>\n\n\n\n<p><strong>Zafiyet Taramalar\u0131<\/strong>&nbsp;<\/p>\n\n\n\n<p>Nessus , Nmap,&nbsp; veya OpenVAS gibi ara\u00e7lardan al\u0131nan veriler, Python betikleriyle incelenerek risk seviyesine g\u00f6re raporlanabilir. Geni\u015f bir a\u011f veya birden fazla IP adresi&nbsp; s\u00f6z konusu oldu\u011funda bu otomasyon, ciddi&nbsp;anlamda zamandan kazan\u0131m sa\u011flar.&nbsp;<\/p>\n\n\n\n<p><strong>Otomatik Exploit (\u0130stismar) Denemeleri<\/strong>&nbsp;<\/p>\n\n\n\n<p>Metasploit gibi \u00e7er\u00e7evelerle t\u00fcmle\u015fik \u00e7al\u0131\u015fan Python script\u2019leri, belirli bir a\u00e7\u0131\u011f\u0131 olan sistemleri otomatik olarak kontrol edebilir. B\u00f6ylece her sisteme tek tek sald\u0131rmak yerine betik, k\u0131sa s\u00fcrede pek \u00e7ok hedefte istismar denemesi yapar.&nbsp;<\/p>\n\n\n\n<p><strong>Bilgi Toplama Otomasyonu<\/strong>&nbsp;<\/p>\n\n\n\n<p>Sosyal medya ve Google Dorks gibi kaynaklardan toplanan veriler, WHOIS ve DNS kay\u0131tlar\u0131,&nbsp; Python beti\u011fiyle tek bir yerde birle\u015ftirilebilir. Bu durum, sald\u0131r\u0131 y\u00fczeyini kapsaml\u0131 bi\u00e7imde analiz etmeyi kolayla\u015ft\u0131r\u0131r.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Log_Analizi_ve_Olay_Izleme_Uygulamalari\"><\/span> <strong>Log Analizi ve Olay \u0130zleme Uygulamalar\u0131<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Log (g\u00fcnl\u00fck) dosyalar\u0131, siber sald\u0131r\u0131lar\u0131n izlerini bar\u0131nd\u0131rmas\u0131 bak\u0131m\u0131ndan \u00e7ok \u00f6nemlidir. Ancak b\u00fcy\u00fck veri setlerini manuel incelemek olduk\u00e7a zordur. Python, bu alanda da etkili \u00e7\u00f6z\u00fcmler \u00fcretir.&nbsp;<\/p>\n\n\n\n<p><strong>Veri Temizleme ve Filtreleme<\/strong>&nbsp;<\/p>\n\n\n\n<p>Python\u2019un geli\u015fmi\u015f metin i\u015fleme yetkinli\u011fi sayesinde b\u00fcy\u00fck log dosyalar\u0131ndan IP, zaman damgas\u0131, kullan\u0131c\u0131 bilgisi gibi kritik alanlar\u0131&nbsp;ay\u0131r\u0131p di\u011fer verileri filtreleyebilirsiniz. Bu, sonraki analiz&nbsp;a\u015famalar\u0131n\u0131 h\u0131zland\u0131r\u0131r.&nbsp;<\/p>\n\n\n\n<p><strong>Anomali Tespiti ve Uyar\u0131lar<\/strong>&nbsp;<\/p>\n\n\n\n<p>Makine \u00f6\u011frenmesi k\u00fct\u00fcphaneleriyle, normal davran\u0131\u015f modelleri olu\u015fturup anormal aktiviteleri tespit edebilirsiniz. \u00d6rne\u011fin, ayn\u0131 IP\u2019den \u00e7ok s\u0131k giri\u015f denemesi g\u00f6zlemlendi\u011finde, sistem otomatik olarak uyar\u0131 g\u00f6nderebilir.&nbsp;<\/p>\n\n\n\n<p><strong>G\u00f6rselle\u015ftirme ve Raporlama<\/strong>&nbsp;<\/p>\n\n\n\n<p>Seaborn &nbsp;veya Matplotlib&nbsp; kullanarak, sald\u0131r\u0131 verilerini grafiklerle sunmak,y\u00f6neticilerin ve&nbsp;ekiplerin&nbsp;h\u0131zl\u0131 karar almas\u0131na yard\u0131mc\u0131 olur. Bu sayede sald\u0131r\u0131lar\u0131n&nbsp;t\u00fcr\u00fc ve s\u0131kl\u0131\u011f\u0131 gibi&nbsp;bilgiler net \u015fekilde analiz edilebilir.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ag_Guvenligi_ve_Trafik_Analizi\"><\/span><strong>A\u011f G\u00fcvenli\u011fi ve Trafik Analizi<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/3-2-1024x576-1.webp\" alt=\"Python ile Siber G\u00fcvenlik\" class=\"wp-image-4094\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/3-2-1024x576-1.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/3-2-1024x576-1-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/3-2-1024x576-1-768x432.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Siber sald\u0131r\u0131lara kar\u015f\u0131 ilk savunma hatt\u0131 &nbsp;a\u011f g\u00fcvenli\u011fidir. Python, trafi\u011fi&nbsp;analiz ederek sald\u0131r\u0131&nbsp;giri\u015fimlerini erken a\u015famada yakalaman\u0131z\u0131 sa\u011flar.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Paket_Inceleme_Packet_Sniffing\"><\/span><strong>Paket \u0130nceleme (Packet Sniffing)<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Scapy gibi k\u00fct\u00fcphanelerle ger\u00e7ek zamanl\u0131 paket yakalama yap\u0131labilir. Belirli protokol veya portlara odaklanarak \u015f\u00fcpheli hareketleri tespit edebilirsiniz. Bu y\u00f6ntem,&nbsp;muhtemel sald\u0131r\u0131lar\u0131n izini s\u00fcrmek i\u00e7in olduk\u00e7a faydal\u0131d\u0131r.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Otomatik_Engelleme_ve_Kurallar\"><\/span><strong>Otomatik Engelleme ve Kurallar<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Zararl\u0131 istekler veya &nbsp;belirli bir sald\u0131r\u0131 paternine uyan IP adresleri , Python beti\u011fiyle otomatik olarak engellenebilir.&nbsp;Bu sayede tehdit, hen\u00fcz yay\u0131lmadan durdurulur ve g\u00fcvenlik duvar\u0131 kurallar\u0131 h\u0131zl\u0131ca g\u00fcncellenir.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Olceklenebilir_Surekli_Izleme\"><\/span><strong>\u00d6l\u00e7eklenebilir S\u00fcrekli \u0130zleme<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Yo\u011fun trafi\u011fe sahip kurumsal a\u011flarda Python tabanl\u0131 da\u011f\u0131t\u0131k sistemler, gelen paketleri&nbsp;an\u0131nda inceler. Bu yakla\u015f\u0131m, \u00f6zellikle DDoS gibi b\u00fcy\u00fck \u00f6l\u00e7ekli sald\u0131r\u0131lar\u0131 erken a\u015famada&nbsp;farketmeyi ve kar\u015f\u0131&nbsp;hareketi devreye sokmay\u0131 kolayla\u015ft\u0131r\u0131r.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Gercek_Hayattan_Proje_Ornekleri_ve_Ipuclari\"><\/span> <strong>Ger\u00e7ek Hayattan Proje \u00d6rnekleri ve \u0130pu\u00e7lar\u0131<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Siber g\u00fcvenlik projelerinde Python\u2019dan yararlanarak pek \u00e7ok alanda otomasyon sa\u011flayabilirsiniz. A\u015fa\u011f\u0131da \u00f6nemli proje fikirleri ve \u00f6neriler yer al\u0131r:&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SSH_Otomasyon_Araci\"><\/span><strong>SSH Otomasyon Arac\u0131<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>&nbsp;Paramiko k\u00fct\u00fcphanesi sayesinde, \u00e7oklu sunuculara ba\u011flan\u0131p yama veya konfig\u00fcrasyon&nbsp; i\u015flemleri toplu h\u00e2lde yap\u0131labilir.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Phishing_URL_Tespit_Botu\"><\/span><strong>Phishing URL Tespit Botu<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>&nbsp;Kaynaklardan toplad\u0131\u011f\u0131 URL\u2019leri makine \u00f6\u011frenmesiyle analiz eden bir bot yazarak, \u015f\u00fcpheli siteleri an\u0131nda&nbsp;tespit edip uyar\u0131 verebilirsiniz.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Web_Uygulamasi_Tarayici_Scanner\"><\/span><strong>Web Uygulamas\u0131 Taray\u0131c\u0131 (Scanner)<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>&nbsp;XSS , SQL Injection gibi yayg\u0131n a\u00e7\u0131klar\u0131 otomatik test eden Python tabanl\u0131 taray\u0131c\u0131lar geli\u015ftirmek m\u00fcmk\u00fcnd\u00fcr.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"API_Guvenlik_Kontrolu\"><\/span><strong>API G\u00fcvenlik Kontrol\u00fc<\/strong>&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>&nbsp;Requests k\u00fct\u00fcphanesiyle API isteklerini takip ederek, kimlik do\u011frulama ve veri \u015fifreleme mekanizmalar\u0131n\u0131 d\u00fczenli test eden sistemler olu\u015fturabilirsiniz.&nbsp;<\/p>\n\n\n\n<p><strong><em>\u0130pu\u00e7lar\u0131<\/em><\/strong>&nbsp;<\/p>\n\n\n\n<p><strong>Dok\u00fcmantasyon<\/strong>: Yazd\u0131\u011f\u0131n\u0131z betiklerin ve kulland\u0131\u011f\u0131n\u0131z k\u00fct\u00fcphanelerin i\u015flevlerini a\u00e7\u0131k\u00e7a belirtin.&nbsp;<\/p>\n\n\n\n<p><strong>Versiyon Kontrol\u00fc<\/strong>: GitHub veya GitLab gibi platformlarda kodunuzu saklayarak tak\u0131m \u00e7al\u0131\u015fmas\u0131n\u0131 kolayla\u015ft\u0131r\u0131n.&nbsp;<\/p>\n\n\n\n<p><strong>D\u00fczenli G\u00fcncelleme<\/strong>: Python k\u00fct\u00fcphaneleri s\u0131k s\u0131k g\u00fcncellenir. Projelerinizin de g\u00fcncel olmas\u0131na dikkat etmelisiniz.&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u201cPython ile Siber G\u00fcvenlik Otomasyon Projeleri\u201d ba\u015fl\u0131\u011f\u0131 alt\u0131nda, otomasyonun siber g\u00fcvenlikte nas\u0131l \u00e7arpan etkisi yaratt\u0131\u011f\u0131n\u0131 ve Python\u2019un bu konuda ne derece etkili &nbsp;oldu\u011funu g\u00f6rd\u00fck. Tekrarlayan ve zaman alan i\u015flemlerin otomasyonla y\u00fcr\u00fct\u00fclmesi, ekiplerin daha stratejik i\u015flere odaklanmas\u0131na olanak tan\u0131r. Python, yal\u0131n s\u00f6zdizimi ve g\u00fc\u00e7l\u00fc k\u00fct\u00fcphaneleriyle projelerinizi h\u0131zl\u0131ca geli\u015ftirmenize yard\u0131mc\u0131 olur.&nbsp;<\/p>\n\n\n\n<p>Siber tehditlerin g\u00fcn ge\u00e7tik\u00e7e &nbsp;artmas\u0131,&nbsp;g\u00fc\u00e7l\u00fc bir savunma hatt\u0131 olu\u015fturmay\u0131 zorunlu k\u0131lar. Otomasyon; burada hem s\u00fcre\u00e7lerinizi h\u0131zland\u0131r\u0131r hem de standardize eder. S\u0131zma testlerinden a\u011f izlemeye, log analizinden API g\u00fcvenli\u011fine kadar pek \u00e7ok alanda Python ile istikrarl\u0131 ve \u00f6l\u00e7eklenebilir \u00e7\u00f6z\u00fcmler elde edebilirsiniz.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"297\" data-id=\"4095\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/cropped-cropped-logo-1024x297-1.webp\" alt=\"Python ile Siber G\u00fcvenlik\" class=\"wp-image-4095\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/cropped-cropped-logo-1024x297-1.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/cropped-cropped-logo-1024x297-1-300x87.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/02\/cropped-cropped-logo-1024x297-1-768x223.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<p><a href=\"https:\/\/bilisimacademy.com\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Bili\u015fim Academy<\/strong> <\/a>olarak, siber g\u00fcvenlik projelerinde Python\u2019un bize sundu\u011fu bu avantajlar\u0131 dan\u0131\u015fanlar\u0131m\u0131zla payla\u015f\u0131yor, kurumlar\u0131n risklerini minimuma indiren otomasyon betikleri geli\u015ftiriyoruz. Siber g\u00fcvenlik alan\u0131ndaki uzmanl\u0131\u011f\u0131m\u0131z\u0131, e\u011fitim ve dan\u0131\u015fmanl\u0131k hizmetlerimizle peki\u015ftiriyor; Python\u2019un g\u00fcc\u00fcn\u00fc kullanarak kurumlara ve bireylere pratik \u00e7\u00f6z\u00fcmler sunuyoruz. \u00a0<\/p>\n\n\n\n<p>Siz de bu f\u0131rsatlardan yararlanarak dijital g\u00fcvenli\u011finizi daha sa\u011flam bir temele oturtabilir ve gelecekteki tehditlere haz\u0131rl\u0131kl\u0131 olabilirsiniz. <\/p>\n\n\n\n<p>Bizimle ileti\u015fime ge\u00e7mek i\u00e7in <strong>0 537 777 61 54<\/strong> numaral\u0131 telefonu arayabilir veya sosyal medya hesaplar\u0131m\u0131z\u0131 (<a href=\"https:\/\/tr.linkedin.com\/company\/bilisimacademy\" target=\"_blank\" rel=\"noreferrer noopener\">Linkedin<\/a>\/<a href=\"https:\/\/www.instagram.com\/bilisimacademy\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0130nstagram<\/a>) takip edebilirsiniz.\u00a0<\/p>\n\n\n\n<p><a href=\"https:\/\/bilisimmedia.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">SEO ve Medya Planlama<\/a> \u00e7\u00f6z\u00fcm orta\u011f\u0131m\u0131z ile hizmetinizdeyiz!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python ile siber g\u00fcvenlik g\u00fcn\u00fcm\u00fczde siber d\u00fcnyan\u0131n h\u0131zla geli\u015fmesi paralelinde&nbsp; sanal tehditler de bir o kadar art\u0131\u015f g\u00f6stermektedir. Bu durum, bireylerin ve kurumlar\u0131n siber savunma sistemlerini&nbsp; g\u00fc\u00e7lendirmesini zorunlu hale getirmi\u015ftir. Otomasyon, g\u00fcvenlik g\u00f6revlerini standardize ederek hem h\u0131z kazand\u0131r\u0131r hem de insandan kaynaklanan hatalar\u0131 azalt\u0131r. Burada Python, sahip oldu\u011fu zengin k\u00fct\u00fcphaneler ve kolay \u00f6\u011frenilebilir yap\u0131s\u0131yla \u00f6n [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":4092,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3397","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hot-news"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/3397","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/comments?post=3397"}],"version-history":[{"count":3,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/3397\/revisions"}],"predecessor-version":[{"id":4096,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/3397\/revisions\/4096"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/media\/4092"}],"wp:attachment":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/media?parent=3397"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/categories?post=3397"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/tags?post=3397"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}