{"id":38093,"date":"2026-01-23T08:30:41","date_gmt":"2026-01-23T05:30:41","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/"},"modified":"2026-01-23T08:30:41","modified_gmt":"2026-01-23T05:30:41","slug":"python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/","title":{"rendered":"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber"},"content":{"rendered":"<h2>Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber<\/h2>\n<p>Yaz\u0131l\u0131m geli\u015ftirme s\u00fcrecinin ayr\u0131lmaz bir par\u00e7as\u0131 olan hata ay\u0131klama (debugging), \u00e7o\u011fu zaman karma\u015f\u0131k ve zaman al\u0131c\u0131 bir g\u00f6rev olabilir. Geleneksel hata ay\u0131klama y\u00f6ntemleri, kodun belirli bir noktadaki durumunu incelememize olanak tan\u0131rken, bir hatan\u0131n neden ve nas\u0131l ortaya \u00e7\u0131kt\u0131\u011f\u0131n\u0131 anlamak i\u00e7in genellikle ileri-geri ad\u0131mlar atmay\u0131, yeniden \u00e7al\u0131\u015ft\u0131rmay\u0131 ve tahmin y\u00fcr\u00fctmeyi gerektirir. \u0130\u015fte tam bu noktada Zaman Yolculu\u011fu Hata Ay\u0131klama (Time-Travel Debugging &#8211; TTD) devreye girerek geli\u015ftiricilere kodun ge\u00e7mi\u015fine bakma, y\u00fcr\u00fctmeyi geri sarma ve her ad\u0131m\u0131 yeniden inceleme g\u00fcc\u00fc sunar. Python ekosisteminde TTD ara\u00e7lar\u0131 hen\u00fcz C++ veya Java gibi dillerdeki kadar yayg\u0131n olmasa da, bu konsepti uygulayan veya ona yakla\u015fan \u00e7\u00f6z\u00fcmler, hata ay\u0131klama deneyimini k\u00f6kten de\u011fi\u015ftirebilir. Bu makalede, Python i\u00e7in TTD kavram\u0131n\u0131, mevcut ara\u00e7lar\u0131 ve bu g\u00fc\u00e7l\u00fc tekni\u011fin geli\u015ftirme s\u00fcre\u00e7lerinize nas\u0131l entegre edilebilece\u011fini detayl\u0131 bir \u015fekilde inceleyece\u011fiz.<\/p>\n<h3>Zaman Yolculu\u011fu Hata Ay\u0131klama (TTD) Nedir?<\/h3>\n<p>Zaman Yolculu\u011fu Hata Ay\u0131klama, bir program\u0131n y\u00fcr\u00fct\u00fclmesini kaydetme ve bu kayd\u0131 daha sonra ileri veya geri sararak, program\u0131n herhangi bir an\u0131ndaki durumunu inceleme yetene\u011fi sa\u011flayan bir hata ay\u0131klama tekni\u011fidir. Geleneksel hata ay\u0131klay\u0131c\u0131lar genellikle sadece ileriye do\u011fru ad\u0131m atman\u0131za izin verirken, TTD size zamanda geriye gitme ve bir hatan\u0131n k\u00f6k nedenini \u00e7ok daha etkili bir \u015fekilde bulma imkan\u0131 sunar.<\/p>\n<h4>Geleneksel Hata Ay\u0131klamaya Kar\u015f\u0131 TTD<\/h4>\n<p>Geleneksel hata ay\u0131klay\u0131c\u0131larda (\u00f6rne\u011fin Python&#8217;\u0131n PDB&#8217;si), kodunuz bir kesme noktas\u0131na ula\u015ft\u0131\u011f\u0131nda durur ve o anki durumu inceleyebilirsiniz. Ancak, bir de\u011fi\u015fkenin neden belirli bir de\u011fere sahip oldu\u011funu anlamak i\u00e7in genellikle program\u0131 yeniden ba\u015flatman\u0131z ve \u00f6nceki ad\u0131mlar\u0131 tekrarlaman\u0131z gerekir. TTD ise, t\u00fcm y\u00fcr\u00fctme ge\u00e7mi\u015fini kaydetti\u011fi i\u00e7in, bu &#8220;yeniden ba\u015flatma&#8221; d\u00f6ng\u00fcs\u00fcn\u00fc ortadan kald\u0131r\u0131r. Program\u0131n herhangi bir noktas\u0131nda durabilir, geriye sarabilir, farkl\u0131 bir yola sapabilir ve bu yoldaki de\u011fi\u015fiklikleri g\u00f6zlemleyebilirsiniz. Bu, \u00f6zellikle karma\u015f\u0131k veya non-deterministik hatalar\u0131n tespiti i\u00e7in devrim niteli\u011findedir.<\/p>\n<h4>TTD Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h4>\n<p>TTD ara\u00e7lar\u0131 genellikle program\u0131n y\u00fcr\u00fct\u00fclmesi s\u0131ras\u0131nda t\u00fcm \u00f6nemli olaylar\u0131 (fonksiyon \u00e7a\u011fr\u0131lar\u0131, de\u011fi\u015fken de\u011fi\u015fiklikleri, I\/O i\u015flemleri vb.) kaydeder. Bu kay\u0131t, program\u0131n tam bir &#8220;y\u00fcr\u00fctme izini&#8221; olu\u015fturur. Daha sonra, bu iz bir hata ay\u0131klay\u0131c\u0131 taraf\u0131ndan okunur ve kullan\u0131c\u0131n\u0131n program\u0131n y\u00fcr\u00fctme ge\u00e7mi\u015finde serbest\u00e7e gezinmesine olanak tan\u0131r. Bu, sanki program\u0131n her an\u0131n\u0131n bir foto\u011fraf\u0131n\u0131 \u00e7ekmi\u015f ve bu foto\u011fraflar aras\u0131nda ileri geri gidebiliyormu\u015fsunuz gibi d\u00fc\u015f\u00fcn\u00fclebilir. Bu kay\u0131t i\u015flemi, program\u0131n normal \u00e7al\u0131\u015fmas\u0131na g\u00f6re ek bir y\u00fck getirse de, sa\u011flad\u0131\u011f\u0131 faydalar genellikle bu maliyeti a\u015far.<\/p>\n<h4>Neden TTD&#8217;ye \u0130htiya\u00e7 Duyar\u0131z?<\/h4>\n<p>TTD&#8217;ye duyulan ihtiya\u00e7, \u00f6zellikle a\u015fa\u011f\u0131daki senaryolarda belirginle\u015fir:<\/p>\n<ul>\n<li><b>Non-Deterministik Hatalar:<\/b> Sadece belirli ko\u015fullar alt\u0131nda veya nadiren ortaya \u00e7\u0131kan hatalar (race condition&#8217;lar gibi) geleneksel y\u00f6ntemlerle \u00e7ok zordur. TTD, hatan\u0131n meydana geldi\u011fi an\u0131 yakalay\u0131p defalarca incelemenizi sa\u011flar.<\/li>\n<li><b>Karma\u015f\u0131k Kod Tabanlar\u0131:<\/b> B\u00fcy\u00fck ve i\u00e7 i\u00e7e ge\u00e7mi\u015f fonksiyon \u00e7a\u011fr\u0131lar\u0131na sahip sistemlerde, bir hatan\u0131n kayna\u011f\u0131n\u0131 bulmak i\u00e7in bir\u00e7ok katman\u0131 geriye do\u011fru izlemek gerekir. TTD bu s\u00fcreci basitle\u015ftirir.<\/li>\n<li><b>Uzun S\u00fcreli \u00c7al\u0131\u015fan Uygulamalar:<\/b> Bir hatan\u0131n ortaya \u00e7\u0131kmas\u0131 saatler s\u00fcren uygulamalarda, TTD kayd\u0131 hatay\u0131 yakalad\u0131ktan sonra program\u0131 yeniden \u00e7al\u0131\u015ft\u0131rma ihtiyac\u0131n\u0131 ortadan kald\u0131r\u0131r.<\/li>\n<li><b>Geli\u015ftirici Verimlili\u011fi:<\/b> Hata ay\u0131klama s\u00fcresini \u00f6nemli \u00f6l\u00e7\u00fcde azaltarak geli\u015ftiricilerin daha verimli olmas\u0131n\u0131 sa\u011flar.<\/li>\n<\/ul>\n<h3>Python Ekosisteminde TTD Yakla\u015f\u0131mlar\u0131<\/h3>\n<p>Python i\u00e7in tam anlam\u0131yla &#8220;geriye do\u011fru ad\u0131m atabilen&#8221; bir TTD arac\u0131, C\/C++ i\u00e7in <code>rr<\/code> (record and replay) gibi olgunla\u015fm\u0131\u015f \u00e7\u00f6z\u00fcmler kadar yayg\u0131n de\u011fildir. Ancak, Python&#8217;da TTD konseptine yakla\u015fan veya hata ay\u0131klama s\u00fcrecini geriye d\u00f6n\u00fck incelemeye yard\u0131mc\u0131 olan \u00e7e\u015fitli ara\u00e7lar ve yakla\u015f\u0131mlar mevcuttur. Bu b\u00f6l\u00fcmde, Python geli\u015ftiricilerinin kullanabilece\u011fi baz\u0131 \u00f6nemli ara\u00e7lar\u0131 inceleyece\u011fiz.<\/p>\n<h4>Birdseye: G\u00f6rsel Zaman Yolculu\u011fu Hata Ay\u0131klama<\/h4>\n<p>Birdseye, Python kodunun y\u00fcr\u00fct\u00fclmesini kaydeden ve web tabanl\u0131 bir aray\u00fcz arac\u0131l\u0131\u011f\u0131yla g\u00f6rsel olarak incelemenizi sa\u011flayan yenilik\u00e7i bir hata ay\u0131klay\u0131c\u0131d\u0131r. Fonksiyon \u00e7a\u011fr\u0131lar\u0131n\u0131, de\u011fi\u015fken de\u011ferlerini ve ifade sonu\u00e7lar\u0131n\u0131 ad\u0131m ad\u0131m g\u00f6stererek, kodunuzun nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131na dair derinlemesine bir bak\u0131\u015f sunar. Bu, \u00f6zellikle karma\u015f\u0131k fonksiyonlar\u0131n veya algoritmalar\u0131n anla\u015f\u0131lmas\u0131 i\u00e7in son derece faydal\u0131d\u0131r.<\/p>\n<h4>PySnooper: Geli\u015fmi\u015f Kod \u0130zleme<\/h4>\n<p>PySnooper, bir fonksiyonun i\u00e7indeki her sat\u0131r\u0131n nas\u0131l y\u00fcr\u00fct\u00fcld\u00fc\u011f\u00fcn\u00fc ve hangi de\u011fi\u015fkenlerin hangi de\u011ferleri ald\u0131\u011f\u0131n\u0131 detayl\u0131 bir \u015fekilde g\u00f6steren hafif bir hata ay\u0131klama arac\u0131d\u0131r. <code>@pysnooper.snoop()<\/code> dekorat\u00f6r\u00fcn\u00fc bir fonksiyona ekleyerek, o fonksiyonun t\u00fcm y\u00fcr\u00fctme ak\u0131\u015f\u0131n\u0131 ve de\u011fi\u015fken de\u011fi\u015fikliklerini konsola veya bir dosyaya yazd\u0131rabilirsiniz. Bu, ger\u00e7ek bir TTD olmasa da, ge\u00e7mi\u015fe d\u00f6n\u00fck bir bak\u0131\u015f a\u00e7\u0131s\u0131 sunarak hatalar\u0131n k\u00f6k nedenini bulmaya yard\u0131mc\u0131 olur.<\/p>\n<h4>Geleneksel Hata Ay\u0131klay\u0131c\u0131lar\u0131n S\u0131n\u0131rl\u0131l\u0131klar\u0131 ve TTD&#8217;ye Yakla\u015f\u0131m<\/h4>\n<p>Python&#8217;\u0131n yerle\u015fik hata ay\u0131klay\u0131c\u0131s\u0131 PDB, ileriye do\u011fru ad\u0131m atma, kesme noktalar\u0131 ayarlama ve de\u011fi\u015fkenleri inceleme gibi temel i\u015flevleri sunar. Ancak geriye do\u011fru ad\u0131m atma \u00f6zelli\u011fi yoktur. Baz\u0131 IDE&#8217;ler (PyCharm gibi) PDB&#8217;nin \u00fczerine in\u015fa edilmi\u015f daha geli\u015fmi\u015f hata ay\u0131klay\u0131c\u0131lar sunsa da, tam bir TTD yetene\u011fi genellikle eksiktir. Bu nedenle, Python&#8217;da TTD&#8217;ye en yak\u0131n deneyimi sunan ara\u00e7lar genellikle ya g\u00f6rsel izleme (Birdseye) ya da detayl\u0131 g\u00fcnl\u00fckleme (PySnooper) yoluyla bu ihtiyac\u0131 kar\u015f\u0131lamaya \u00e7al\u0131\u015f\u0131r.<\/p>\n<h3>Birdseye ile Zaman Yolculu\u011fu Hata Ay\u0131klama<\/h3>\n<p>Birdseye, Python i\u00e7in en g\u00fc\u00e7l\u00fc g\u00f6rsel ve zaman yolculu\u011fu benzeri hata ay\u0131klama deneyimlerinden birini sunar. Kurulumu ve kullan\u0131m\u0131 olduk\u00e7a basittir, ancak sundu\u011fu i\u00e7g\u00f6r\u00fcler paha bi\u00e7ilmezdir.<\/p>\n<h4>Birdseye Kurulumu<\/h4>\n<p>Birdseye&#8217;\u0131 kurmak i\u00e7in pip kullanabilirsiniz:<\/p>\n<pre><code class=\"language-bash\">pip install birdseye<\/pre>\n<p><\/code><br \/>\nArd\u0131ndan, Birdseye sunucusunu ba\u015flatman\u0131z gerekir:<\/p>\n<pre><code class=\"language-bash\">python -m birdseye<\/pre>\n<p><\/code><br \/>\nBu komut, taray\u0131c\u0131n\u0131zda Birdseye aray\u00fcz\u00fcn\u00fc a\u00e7acakt\u0131r (genellikle <code>http:\/\/localhost:7777<\/code>).<\/p>\n<h4>Temel Kullan\u0131m Senaryolar\u0131<\/h4>\n<p>Bir fonksiyonu Birdseye ile izlemek i\u00e7in, sadece <code>@birdseye<\/code> dekorat\u00f6r\u00fcn\u00fc eklemeniz yeterlidir:<\/p>\n<pre><code class=\"language-python\">from birdseye import eye\n\n@eye\ndef faktoriyel(n):\n    if n == 0:\n        return 1\n    else:\n        return n * faktoriyel(n-1)\n\nif __name__ == \"__main__\":\n    sonuc = faktoriyel(5)\n    print(f\"5! = {sonuc}\")\n<\/pre>\n<p><\/code><br \/>\nKodu \u00e7al\u0131\u015ft\u0131rd\u0131\u011f\u0131n\u0131zda, Birdseye aray\u00fcz\u00fcne giderseniz, <code>faktoriyel<\/code> fonksiyonunun her \u00e7a\u011fr\u0131s\u0131n\u0131 ve bu \u00e7a\u011fr\u0131lar s\u0131ras\u0131ndaki de\u011fi\u015fken de\u011ferlerini ad\u0131m ad\u0131m g\u00f6rebilirsiniz. Aray\u00fczde, her sat\u0131r\u0131n y\u00fcr\u00fct\u00fclme s\u0131ras\u0131n\u0131, her ifadenin sonucunu ve her de\u011fi\u015fkenin de\u011ferini interaktif bir \u015fekilde inceleyebilirsiniz. Bu, bir fonksiyonun nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 veya neden beklenmedik bir sonu\u00e7 verdi\u011fini anlamak i\u00e7in inan\u0131lmaz derecede faydal\u0131d\u0131r.<\/p>\n<h4>Geli\u015fmi\u015f \u00d6zellikler ve Aray\u00fcz<\/h4>\n<p>Birdseye'\u0131n aray\u00fcz\u00fc, \u00e7a\u011fr\u0131 y\u0131\u011f\u0131n\u0131n\u0131, yerel de\u011fi\u015fkenleri, k\u00fcresel de\u011fi\u015fkenleri ve her sat\u0131r\u0131n y\u00fcr\u00fctme zaman\u0131n\u0131 g\u00f6sterir. Hatta bir fonksiyonun farkl\u0131 \u00e7a\u011fr\u0131lar\u0131 aras\u0131nda ge\u00e7i\u015f yapabilir ve ayn\u0131 fonksiyonun farkl\u0131 giri\u015flerle nas\u0131l davrand\u0131\u011f\u0131n\u0131 kar\u015f\u0131la\u015ft\u0131rabilirsiniz. Bu g\u00f6rselle\u015ftirme, \u00f6zellikle rek\u00fcrsif fonksiyonlar veya karma\u015f\u0131k d\u00f6ng\u00fcler i\u00e7eren algoritmalar\u0131n hata ay\u0131klanmas\u0131nda b\u00fcy\u00fck kolayl\u0131k sa\u011flar.<\/p>\n<h4>Birdseye'\u0131n S\u0131n\u0131rl\u0131l\u0131klar\u0131<\/h4>\n<p>Birdseye, ger\u00e7ek bir \"geri sarma\" i\u015flevi sunmaz; yani program\u0131n y\u00fcr\u00fctmesini durdurup kodu de\u011fi\u015ftirip tekrar \u00e7al\u0131\u015ft\u0131rman\u0131za izin vermez. Bunun yerine, program\u0131n tamamlanm\u0131\u015f bir kayd\u0131n\u0131 sunar ve bu kay\u0131t \u00fczerinde zaman yolculu\u011fu benzeri bir inceleme yapman\u0131z\u0131 sa\u011flar. Ayr\u0131ca, \u00e7ok b\u00fcy\u00fck ve uzun s\u00fcreli uygulamalar\u0131n t\u00fcm y\u00fcr\u00fctme izini kaydetmek performans \u00fczerinde bir etki yaratabilir ve depolama alan\u0131 gerektirebilir.<\/p>\n<h3>PySnooper ile Kod Ak\u0131\u015f\u0131n\u0131 \u0130zleme<\/h3>\n<p>PySnooper, Birdseye kadar g\u00f6rsel veya interaktif olmasa da, Python kodunuzun \u00e7al\u0131\u015fma zaman\u0131ndaki davran\u0131\u015f\u0131n\u0131 anlamak i\u00e7in basit ama etkili bir ara\u00e7t\u0131r. \u00d6zellikle h\u0131zl\u0131 bir \u015fekilde bir fonksiyonun i\u00e7indeki de\u011fi\u015fken de\u011ferlerini ve y\u00fcr\u00fctme ak\u0131\u015f\u0131n\u0131 g\u00f6rmek istedi\u011finizde kullan\u0131\u015fl\u0131d\u0131r.<\/p>\n<h4>PySnooper Kurulumu ve Kullan\u0131m\u0131<\/h4>\n<p>PySnooper'\u0131 kurmak i\u00e7in pip kullan\u0131n:<\/p>\n<pre><code class=\"language-bash\">pip install pysnooper<\/pre>\n<p><\/code><br \/>\nKullan\u0131m\u0131 ise <code>@pysnooper.snoop()<\/code> dekorat\u00f6r\u00fcn\u00fc izlemek istedi\u011finiz fonksiyona eklemekten ibarettir:<\/p>\n<pre><code class=\"language-python\">import pysnooper\n\n@pysnooper.snoop()\ndef bolme_islemi(bolunen, bolen):\n    if bolen == 0:\n        print(\"B\u00f6len s\u0131f\u0131r olamaz!\")\n        return None\n    sonuc = bolunen \/ bolen\n    return sonuc\n\nif __name__ == \"__main__\":\n    print(bolme_islemi(10, 2))\n    print(bolme_islemi(10, 0))\n<\/pre>\n<p><\/code><br \/>\nBu kodu \u00e7al\u0131\u015ft\u0131rd\u0131\u011f\u0131n\u0131zda, konsolda <code>bolme_islemi<\/code> fonksiyonunun her sat\u0131r\u0131n\u0131n nas\u0131l y\u00fcr\u00fct\u00fcld\u00fc\u011f\u00fcn\u00fc, hangi de\u011fi\u015fkenlerin hangi de\u011ferleri ald\u0131\u011f\u0131n\u0131 ve hangi sat\u0131rlar\u0131n atland\u0131\u011f\u0131n\u0131 g\u00f6steren detayl\u0131 bir \u00e7\u0131kt\u0131 g\u00f6receksiniz.<\/p>\n<h4>De\u011fi\u015fken Takibi ve \u00c7\u0131kt\u0131 Analizi<\/h4>\n<p>PySnooper, fonksiyon i\u00e7indeki t\u00fcm yerel de\u011fi\u015fkenlerin de\u011ferlerini, fonksiyon \u00e7a\u011fr\u0131lar\u0131n\u0131 ve d\u00f6n\u00fc\u015f de\u011ferlerini otomatik olarak izler. \u00c7\u0131kt\u0131, okunmas\u0131 kolay bir formatta sunulur ve kodun hangi b\u00f6l\u00fcm\u00fcn\u00fcn ne zaman ve hangi de\u011ferlerle \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 anlaman\u0131za yard\u0131mc\u0131 olur. Ayr\u0131ca, \u00e7\u0131kt\u0131y\u0131 bir dosyaya y\u00f6nlendirebilir (<code>@pysnooper.snoop(output='log.txt')<\/code>) veya belirli de\u011fi\u015fkenleri filtreleyebilirsiniz.<\/p>\n<h4>PySnooper'\u0131n Avantajlar\u0131 ve Dezavantajlar\u0131<\/h4>\n<p><b>Avantajlar\u0131:<\/b><\/p>\n<ul>\n<li>Kurulumu ve kullan\u0131m\u0131 son derece kolayd\u0131r.<\/li>\n<li>Hafiftir ve \u00e7o\u011fu Python projesine kolayca entegre edilebilir.<\/li>\n<li>Karma\u015f\u0131k bir aray\u00fcze ihtiya\u00e7 duymadan h\u0131zl\u0131ca i\u00e7g\u00f6r\u00fcler sa\u011flar.<\/li>\n<\/ul>\n<p><b>Dezavantajlar\u0131:<\/b><\/p>\n<ul>\n<li>Ger\u00e7ek bir TTD de\u011fildir; sadece bir g\u00fcnl\u00fckleme arac\u0131d\u0131r.<\/li>\n<li>G\u00f6rsel bir aray\u00fcz sunmaz, bu da b\u00fcy\u00fck \u00e7\u0131kt\u0131lar i\u00e7in analizi zorla\u015ft\u0131rabilir.<\/li>\n<li>\u0130nteraktif de\u011fildir; \u00e7\u0131kt\u0131y\u0131 inceledikten sonra kodu de\u011fi\u015ftirip tekrar \u00e7al\u0131\u015ft\u0131rman\u0131z gerekir.<\/li>\n<\/ul>\n<h3>TTD'nin Avantajlar\u0131 ve Zorluklar\u0131<\/h3>\n<p>Zaman Yolculu\u011fu Hata Ay\u0131klama, geli\u015ftirme s\u00fcrecine \u00f6nemli faydalar sa\u011flasa da, baz\u0131 zorluklar\u0131 da beraberinde getirir.<\/p>\n<h4>Hata Ay\u0131klama S\u00fcrecini H\u0131zland\u0131rma<\/h4>\n<p>TTD, hatalar\u0131n k\u00f6k nedenini bulma s\u00fcresini \u00f6nemli \u00f6l\u00e7\u00fcde k\u0131salt\u0131r. Geleneksel hata ay\u0131klamada saatler s\u00fcrebilecek bir sorun, TTD ile dakikalar i\u00e7inde \u00e7\u00f6z\u00fclebilir \u00e7\u00fcnk\u00fc her an\u0131 yeniden oynatma ve inceleme yetene\u011fi mevcuttur. Bu, \u00f6zellikle \"bir kez olan\" veya \"ara s\u0131ra olan\" hatalar i\u00e7in hayati \u00f6neme sahiptir.<\/p>\n<h4>Karma\u015f\u0131k Hatalar\u0131 Tespit Etme<\/h4>\n<p>Non-deterministik davran\u0131\u015flar, e\u015fzamanl\u0131l\u0131k sorunlar\u0131 veya \u00fc\u00e7\u00fcnc\u00fc taraf k\u00fct\u00fcphanelerdeki beklenmedik etkile\u015fimler gibi karma\u015f\u0131k hatalar, TTD ile \u00e7ok daha kolay tespit edilebilir. Program\u0131n her ad\u0131m\u0131n\u0131 izleyebilme yetene\u011fi, bu t\u00fcr hatalar\u0131n gizlendi\u011fi ince noktalar\u0131 ortaya \u00e7\u0131kar\u0131r.<\/p>\n<h4>Performans Etkisi ve Depolama Gereksinimleri<\/h4>\n<p>TTD ara\u00e7lar\u0131, program\u0131n y\u00fcr\u00fctme izini kaydetmek i\u00e7in ek i\u015flem g\u00fcc\u00fc ve depolama alan\u0131 gerektirir. Bu, \u00f6zellikle b\u00fcy\u00fck veya uzun s\u00fcreli \u00e7al\u0131\u015fan uygulamalar i\u00e7in \u00f6nemli bir performans d\u00fc\u015f\u00fc\u015f\u00fcne ve disk alan\u0131 t\u00fcketimine yol a\u00e7abilir. Bu nedenle, TTD genellikle \u00fcretim ortamlar\u0131nda de\u011fil, geli\u015ftirme ve test ortamlar\u0131nda kullan\u0131l\u0131r.<\/p>\n<h4>\u00d6\u011frenme E\u011frisi ve Entegrasyon<\/h4>\n<p>Baz\u0131 TTD ara\u00e7lar\u0131, geleneksel hata ay\u0131klay\u0131c\u0131lardan farkl\u0131 bir i\u015f ak\u0131\u015f\u0131 ve aray\u00fcz sunar. Bu, geli\u015ftiriciler i\u00e7in bir \u00f6\u011frenme e\u011frisi anlam\u0131na gelebilir. Ayr\u0131ca, mevcut geli\u015ftirme ortamlar\u0131na ve CI\/CD boru hatlar\u0131na entegrasyon, baz\u0131 durumlarda ek \u00e7aba gerektirebilir.<\/p>\n<h3>TTD'yi Ne Zaman Kullanmal\u0131y\u0131z?<\/h3>\n<p>Zaman Yolculu\u011fu Hata Ay\u0131klama, her senaryo i\u00e7in en uygun \u00e7\u00f6z\u00fcm olmayabilir. Ancak belirli durumlarda, geleneksel y\u00f6ntemlere g\u00f6re \u00e7ok daha \u00fcst\u00fcn bir yakla\u015f\u0131m sunar.<\/p>\n<h4>Non-Deterministik Hatalar<\/h4>\n<p>E\u011fer bir hata rastgele veya \u00f6ng\u00f6r\u00fclemeyen \u015fekillerde ortaya \u00e7\u0131k\u0131yorsa (\u00f6rne\u011fin, yaln\u0131zca belirli bir kullan\u0131c\u0131 y\u00fck\u00fc alt\u0131nda veya belirli bir zamanlama ile), TTD bu hatay\u0131 yakalamak ve k\u00f6k nedenini bulmak i\u00e7in idealdir. TTD kayd\u0131, hatan\u0131n tam olarak nas\u0131l meydana geldi\u011fini g\u00f6steren \"kan\u0131t\" sa\u011flar.<\/p>\n<h4>Uzun S\u00fcreli \u00c7al\u0131\u015fan Uygulamalar<\/h4>\n<p>Bir hatan\u0131n ortaya \u00e7\u0131kmas\u0131 saatler veya g\u00fcnler s\u00fcren bir sunucu uygulamas\u0131 veya batch i\u015fi \u00fczerinde \u00e7al\u0131\u015f\u0131yorsan\u0131z, TTD kayd\u0131 hatay\u0131 yakalad\u0131ktan sonra program\u0131 yeniden \u00e7al\u0131\u015ft\u0131rma ihtiyac\u0131n\u0131 ortadan kald\u0131r\u0131r. Bu, \u00e7ok de\u011ferli zaman tasarrufu sa\u011flar.<\/p>\n<h4>Miras\u0131 Kod Tabanlar\u0131<\/h4>\n<p>\u0130yi belgelenmemi\u015f veya karma\u015f\u0131k bir miras\u0131 kod taban\u0131n\u0131 anlamaya \u00e7al\u0131\u015f\u0131rken, TTD ara\u00e7lar\u0131 kodun davran\u0131\u015f\u0131n\u0131 g\u00f6rselle\u015ftirmek ve beklenmedik etkile\u015fimleri ortaya \u00e7\u0131karmak i\u00e7in \u00e7ok de\u011ferli olabilir. Fonksiyonlar\u0131n nas\u0131l \u00e7a\u011fr\u0131ld\u0131\u011f\u0131n\u0131 ve verilerin nas\u0131l akt\u0131\u011f\u0131n\u0131 ad\u0131m ad\u0131m g\u00f6rmek, yeni bir kod taban\u0131na adapte olmay\u0131 kolayla\u015ft\u0131r\u0131r.<\/p>\n<h4>H\u0131zl\u0131 Geli\u015ftirme ve Hata Giderme<\/h4>\n<p>Geli\u015ftirme s\u00fcrecinde h\u0131zl\u0131 iterasyonlar yaparken, TTD, hatalar\u0131 daha h\u0131zl\u0131 bulup d\u00fczeltmenize olanak tan\u0131r. Bu, geli\u015ftirme d\u00f6ng\u00fcs\u00fcn\u00fc h\u0131zland\u0131r\u0131r ve genel \u00fcr\u00fcn kalitesini art\u0131r\u0131r. \u00d6zellikle test ortamlar\u0131nda hata ay\u0131klama yaparken, TTD'nin sa\u011flad\u0131\u011f\u0131 derinlemesine analiz yetene\u011fi paha bi\u00e7ilmezdir.<\/p>\n<h3>Sonu\u00e7<\/h3>\n<p>Zaman Yolculu\u011fu Hata Ay\u0131klama, yaz\u0131l\u0131m geli\u015ftiriciler i\u00e7in hata ay\u0131klama s\u00fcrecini d\u00f6n\u00fc\u015ft\u00fcrme potansiyeline sahip g\u00fc\u00e7l\u00fc bir paradigmad\u0131r. Python ekosisteminde hen\u00fcz C\/C++ gibi dillerdeki kadar olgun ve yayg\u0131n TTD \u00e7\u00f6z\u00fcmleri bulunmasa da, Birdseye gibi g\u00f6rsel ara\u00e7lar ve PySnooper gibi geli\u015fmi\u015f izleme ara\u00e7lar\u0131, bu konseptin faydalar\u0131n\u0131 Python geli\u015ftiricilerine sunmaktad\u0131r. \u00d6zellikle karma\u015f\u0131k, non-deterministik veya uzun s\u00fcreli \u00e7al\u0131\u015fan uygulamalardaki hatalar\u0131 ay\u0131klarken, TTD'nin sa\u011flad\u0131\u011f\u0131 geriye d\u00f6n\u00fck inceleme yetene\u011fi, geli\u015ftirici verimlili\u011fini art\u0131r\u0131r ve hatalar\u0131n k\u00f6k nedenini bulma s\u00fcresini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131r. Gelecekte, Python i\u00e7in daha kapsaml\u0131 TTD \u00e7\u00f6z\u00fcmlerinin ortaya \u00e7\u0131kmas\u0131yla, bu g\u00fc\u00e7l\u00fc tekni\u011fin daha da yayg\u0131nla\u015fmas\u0131 beklenmektedir. Geli\u015ftiricilerin bu ara\u00e7lar\u0131 ke\u015ffetmeleri ve hata ay\u0131klama stratejilerine entegre etmeleri, daha sa\u011flam ve hatas\u0131z yaz\u0131l\u0131mlar geli\u015ftirmelerine yard\u0131mc\u0131 olacakt\u0131r.<\/p>\n<h3>SSS (S\u0131k Sorulan Sorular)<\/h3>\n<h4>TTD nedir ve geleneksel hata ay\u0131klamadan fark\u0131 nedir?<\/h4>\n<p>TTD (Time-Travel Debugging), program\u0131n y\u00fcr\u00fctme ge\u00e7mi\u015fini kaydederek, bu kayd\u0131 ileri veya geri sararak program\u0131n herhangi bir an\u0131ndaki durumunu incelemenizi sa\u011flayan bir tekniktir. Geleneksel hata ay\u0131klama ise genellikle sadece ileriye do\u011fru ad\u0131m atman\u0131za ve mevcut durumu incelemenize olanak tan\u0131r, geriye sarma yetene\u011fi yoktur.<\/p>\n<h4>Python'da TTD i\u00e7in hangi ara\u00e7lar mevcuttur?<\/h4>\n<p>Python i\u00e7in tam anlam\u0131yla \"geri sarma\" \u00f6zellikli bir TTD arac\u0131 hen\u00fcz \u00e7ok yayg\u0131n de\u011fildir. Ancak, Birdseye (g\u00f6rsel ve ge\u00e7mi\u015fe d\u00f6n\u00fck izleme) ve PySnooper (detayl\u0131 kod ak\u0131\u015f\u0131 ve de\u011fi\u015fken g\u00fcnl\u00fc\u011f\u00fc) gibi ara\u00e7lar, TTD konseptine yakla\u015fan veya benzer faydalar sa\u011flayan \u00e7\u00f6z\u00fcmler sunar.<\/p>\n<h4>TTD performans\u0131 nas\u0131l etkiler?<\/h4>\n<p>TTD ara\u00e7lar\u0131, program\u0131n t\u00fcm y\u00fcr\u00fctme izini kaydetti\u011fi i\u00e7in ek i\u015flem g\u00fcc\u00fc ve depolama alan\u0131 gerektirir. Bu durum, \u00f6zellikle b\u00fcy\u00fck veya uzun s\u00fcreli \u00e7al\u0131\u015fan uygulamalarda performans \u00fczerinde bir miktar olumsuz etki yaratabilir. Bu nedenle, genellikle geli\u015ftirme ve test ortamlar\u0131nda tercih edilir.<\/p>\n<h4>TTD her zaman gerekli midir?<\/h4>\n<p>Hay\u0131r, TTD her zaman gerekli de\u011fildir. Basit hatalar veya k\u00fc\u00e7\u00fck projeler i\u00e7in geleneksel hata ay\u0131klama y\u00f6ntemleri yeterli olabilir. Ancak, non-deterministik hatalar, karma\u015f\u0131k kod tabanlar\u0131, e\u015fzamanl\u0131l\u0131k sorunlar\u0131 veya uzun s\u00fcreli \u00e7al\u0131\u015fan uygulamalardaki hatalar gibi zorlu senaryolarda TTD, paha bi\u00e7ilmez bir ara\u00e7 haline gelir.<\/p>\n<h4>Birdseye ve PySnooper aras\u0131ndaki temel fark nedir?<\/h4>\n<p>Birdseye, kodun y\u00fcr\u00fctme ge\u00e7mi\u015fini web tabanl\u0131, interaktif ve g\u00f6rsel bir aray\u00fczde sunarak zaman yolculu\u011fu benzeri bir deneyim sa\u011flar. PySnooper ise, kod ak\u0131\u015f\u0131n\u0131 ve de\u011fi\u015fken de\u011ferlerini konsola veya bir dosyaya yazd\u0131ran daha basit, metin tabanl\u0131 bir g\u00fcnl\u00fckleme arac\u0131d\u0131r. Birdseye daha \u00e7ok ke\u015fif ve g\u00f6rselle\u015ftirme i\u00e7in, PySnooper ise h\u0131zl\u0131 ve basit izleme i\u00e7in kullan\u0131l\u0131r.<\/p>\n","protected":false},"excerpt":{"rendered":"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber\nYaz\u0131l\u0131m geli\u015ftirme s\u00fcrecinin ayr\u0131lmaz bir par\u00e7as\u0131 olan hata ay\u0131klama (debugging),&#8230;","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":[1403],"tags":[],"class_list":{"0":"post-38093","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-python","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>Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber - 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\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber\" \/>\n<meta property=\"og:description\" content=\"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber Yaz\u0131l\u0131m geli\u015ftirme s\u00fcrecinin ayr\u0131lmaz bir par\u00e7as\u0131 olan hata ay\u0131klama (debugging),...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-23T05:30:41+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=\"14 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber\",\"datePublished\":\"2026-01-23T05:30:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/\"},\"wordCount\":2792,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"articleSection\":[\"Python\"],\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/#respond\"]}],\"copyrightYear\":\"2026\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/\",\"name\":\"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber - Kodlar\u0131n Gizemli D\u00fcnyas\u0131\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2026-01-23T05:30:41+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber\"}]},{\"@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":"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber - 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\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/","og_locale":"tr_TR","og_type":"article","og_title":"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber","og_description":"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber Yaz\u0131l\u0131m geli\u015ftirme s\u00fcrecinin ayr\u0131lmaz bir par\u00e7as\u0131 olan hata ay\u0131klama (debugging),...","og_url":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2026-01-23T05:30:41+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"14 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber","datePublished":"2026-01-23T05:30:41+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/"},"wordCount":2792,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"articleSection":["Python"],"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/#respond"]}],"copyrightYear":"2026","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/","url":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/","name":"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber - Kodlar\u0131n Gizemli D\u00fcnyas\u0131","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2026-01-23T05:30:41+00:00","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/python-icin-zaman-yolculugu-hata-ayiklama-kapsamli-bir-rehber\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Python i\u00e7in Zaman Yolculu\u011fu Hata Ay\u0131klama: Kapsaml\u0131 Bir Rehber"}]},{"@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\/38093","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=38093"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/38093\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=38093"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=38093"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=38093"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}