{"id":202586,"date":"2025-03-03T18:30:00","date_gmt":"2025-03-03T17:30:00","guid":{"rendered":"https:\/\/datascientest.com\/de\/?p=202586"},"modified":"2025-02-19T15:46:09","modified_gmt":"2025-02-19T14:46:09","slug":"was-ist-circleci","status":"publish","type":"post","link":"https:\/\/datascientest.com\/de\/was-ist-circleci","title":{"rendered":"Was ist CircleCI? Einf\u00fchrung in die kontinuierliche Integration und Automatisierung"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"202586\" class=\"elementor elementor-202586\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1443676 e-flex e-con-boxed e-con\" data-id=\"1443676\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8e28459 elementor-widget elementor-widget-text-editor\" data-id=\"8e28459\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><b>CircleCI ist eine Plattform f\u00fcr kontinuierliche Integration und Bereitstellung (CI\/CD). Gegr\u00fcndet im Jahr 2011 und bewertet mit 1,7 Milliarden Dollar im Jahr 2021, ist diese L\u00f6sung heute eine der beliebtesten CI\/CD-Plattformen weltweit.<\/b><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-786241c elementor-widget elementor-widget-text-editor\" data-id=\"786241c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Mit CircleCI k\u00f6nnen Entwickler ihren Code schnell und zuverl\u00e4ssig erstellen, testen und bereitstellen. Heute bedient das Unternehmen Tausende von Organisationen weltweit, von Startups bis hin zu gro\u00dfen Unternehmen, indem es ihnen Flexibilit\u00e4t und Leistung bietet, die f\u00fcr alle Arten von Projekten geeignet sind.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bdc9d99 e-flex e-con-boxed e-con\" data-id=\"bdc9d99\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d12213a elementor-widget elementor-widget-heading\" data-id=\"d12213a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h3 class=\"elementor-heading-title elementor-size-default\">Aber was ist eigentlich CI\/CD?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-11d549a e-flex e-con-boxed e-con\" data-id=\"11d549a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2055435 e-con-full e-flex e-con\" data-id=\"2055435\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-795ac49 elementor-widget elementor-widget-image\" data-id=\"795ac49\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image3-1.webp\" class=\"attachment-large size-large wp-image-202592\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image3-1.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image3-1-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image3-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-04f38ab e-con-full e-flex e-con\" data-id=\"04f38ab\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f416491 elementor-widget elementor-widget-text-editor\" data-id=\"f416491\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/datascientest.com\/de\/continuous-integration-ci-und-continuous-delivery-cd\" target=\"_blank\" rel=\"noopener\">CI\/CD<\/a> steht f\u00fcr &#8222;<\/span><b>Continuous Integration \/ Continuous Delivery&#8220;<\/b><span style=\"font-weight: 400;\">\u00a0(kontinuierliche Integration \/ kontinuierliche Bereitstellung) und ist eine Entwicklungspraxis, die darauf abzielt, die Phasen des Lebenszyklus einer Anwendung zu automatisieren. Sie erm\u00f6glicht es, menschliche Fehler zu reduzieren, die Lieferzeiten zu beschleunigen und die Anwendungsqualit\u00e4t zu verbessern.<\/span><\/p><ul><li><b>Die kontinuierliche Integration (CI)<\/b><span style=\"font-weight: 400;\"> bedeutet, dass der von verschiedenen Teammitgliedern geschriebene Code regelm\u00e4\u00dfig in ein zentrales Repository integriert wird. Jede \u00c4nderung wird automatisch getestet, um sicherzustellen, dass keine Fehler oder Inkompatibilit\u00e4ten entstehen.<\/span><\/li><li><b>Die kontinuierliche Bereitstellung (CD)<\/b><span style=\"font-weight: 400;\"> automatisiert die Lieferung des validierten Codes ohne manuellen Eingriff.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8122f95 e-flex e-con-boxed e-con\" data-id=\"8122f95\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-00aa79a elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"00aa79a\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/de\/continuous-integration-ci-und-continuous-delivery-cd\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Lerne mehr \u00fcber dieses Tool<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fa233f8 e-flex e-con-boxed e-con\" data-id=\"fa233f8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8bb65bb elementor-widget elementor-widget-heading\" data-id=\"8bb65bb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Hauptfunktionen<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f669d60 elementor-widget elementor-widget-text-editor\" data-id=\"f669d60\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CircleCI bietet eine breite Palette von Tools und Integrationen, die entwickelt wurden, um den Entwicklungsprozess zu automatisieren, zu optimieren und zu sichern und dabei eine effiziente kontinuierliche Lieferung zu gew\u00e4hrleisten.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c867f46 e-flex e-con-boxed e-con\" data-id=\"c867f46\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5fed41e e-con-full e-flex e-con\" data-id=\"5fed41e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-663ed3e elementor-widget elementor-widget-image\" data-id=\"663ed3e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image12.webp\" class=\"attachment-large size-large wp-image-202599\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image12.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image12-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image12-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-29546e2 e-con-full e-flex e-con\" data-id=\"29546e2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8f1b858 elementor-widget elementor-widget-heading\" data-id=\"8f1b858\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Flexible Workflows<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-83375e4 e-con-full e-flex e-con\" data-id=\"83375e4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-098d700 elementor-widget elementor-widget-text-editor\" data-id=\"098d700\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Es erm\u00f6glicht das Orchestrieren komplexer Pipelines mit bedingten Abh\u00e4ngigkeiten. Dies optimiert Tests und Bereitstellungen, was Zeit spart.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2712822 e-flex e-con-boxed e-con\" data-id=\"2712822\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-efc03e7 e-con-full e-flex e-con\" data-id=\"efc03e7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5bca212 elementor-widget elementor-widget-image\" data-id=\"5bca212\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image5-1.webp\" class=\"attachment-large size-large wp-image-202600\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image5-1.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image5-1-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image5-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-965a2c4 e-con-full e-flex e-con\" data-id=\"965a2c4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a8ddde elementor-widget elementor-widget-heading\" data-id=\"3a8ddde\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Ausf\u00fchrung in der Cloud<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-df1370e e-con-full e-flex e-con\" data-id=\"df1370e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94e3ace elementor-widget elementor-widget-text-editor\" data-id=\"94e3ace\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Bietet skalierbare Cloud-Umgebungen \u00fcber <a href=\"https:\/\/datascientest.com\/de\/virtuelle-maschine-definition-verwendung-und-vorteile\" target=\"_blank\" rel=\"noopener\">virtuelle Maschinen<\/a> oder <a href=\"https:\/\/datascientest.com\/de\/docker-schulung-lernen-die-container-plattform-zu-nutzen\" target=\"_blank\" rel=\"noopener\">Docker<\/a>.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63e9f0d e-flex e-con-boxed e-con\" data-id=\"63e9f0d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e1a5055 e-con-full e-flex e-con\" data-id=\"e1a5055\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb43bc7 elementor-widget elementor-widget-image\" data-id=\"bb43bc7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image15.webp\" class=\"attachment-large size-large wp-image-202601\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image15.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image15-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image15-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3bf900c e-con-full e-flex e-con\" data-id=\"3bf900c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a4bb384 elementor-widget elementor-widget-heading\" data-id=\"a4bb384\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Parallelisierung von Builds<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d79c409 e-con-full e-flex e-con\" data-id=\"d79c409\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6d225a elementor-widget elementor-widget-text-editor\" data-id=\"a6d225a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Teilt Aufgaben auf, um Tests und Builds zu beschleunigen und so die Verarbeitungszeit zu verk\u00fcrzen.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b664ef5 e-flex e-con-boxed e-con\" data-id=\"b664ef5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-691fcf9 e-con-full e-flex e-con\" data-id=\"691fcf9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f8ba0e4 elementor-widget elementor-widget-image\" data-id=\"f8ba0e4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image14.webp\" class=\"attachment-large size-large wp-image-202602\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image14.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image14-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image14-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4f0611b e-con-full e-flex e-con\" data-id=\"4f0611b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-870f506 elementor-widget elementor-widget-heading\" data-id=\"870f506\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Multi-Umgebungsunterst\u00fctzung<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-77677d7 e-con-full e-flex e-con\" data-id=\"77677d7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-196cbbd elementor-widget elementor-widget-text-editor\" data-id=\"196cbbd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Unterst\u00fctzt verschiedene Sprachen, <a href=\"https:\/\/datascientest.com\/de\/alles-ueber-go-frameworks\" target=\"_blank\" rel=\"noopener\">Frameworks<\/a> und Umgebungen.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-331d145 e-flex e-con-boxed e-con\" data-id=\"331d145\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4fce109 e-con-full e-flex e-con\" data-id=\"4fce109\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65194c3 elementor-widget elementor-widget-image\" data-id=\"65194c3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image11.webp\" class=\"attachment-large size-large wp-image-202603\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image11.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image11-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image11-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f89ef9a e-con-full e-flex e-con\" data-id=\"f89ef9a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-928bb81 elementor-widget elementor-widget-heading\" data-id=\"928bb81\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Bereitstellungsautomatisierung<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b7ac95b e-con-full e-flex e-con\" data-id=\"b7ac95b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bd70893 elementor-widget elementor-widget-text-editor\" data-id=\"bd70893\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Integration mit Tools wie <a href=\"https:\/\/datascientest.com\/de\/kubernetes-schulung-lerne-dieses-orchestrierungswerkzeug-zu-nutzen\" target=\"_blank\" rel=\"noopener\">Kubernetes<\/a> und <a href=\"https:\/\/datascientest.com\/de\/terraform-gcp-fuer-die-bereitstellung-der-infrastruktur-nutzen\" target=\"_blank\" rel=\"noopener\">Terraform<\/a>.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ce2076d e-flex e-con-boxed e-con\" data-id=\"ce2076d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-20f5ce1 e-con-full e-flex e-con\" data-id=\"20f5ce1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e7f6281 elementor-widget elementor-widget-image\" data-id=\"e7f6281\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image4-1.webp\" class=\"attachment-large size-large wp-image-202604\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image4-1.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image4-1-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image4-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c522260 e-con-full e-flex e-con\" data-id=\"c522260\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-48f14cd elementor-widget elementor-widget-heading\" data-id=\"48f14cd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Intelligentes Caching<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-35f77f7 e-con-full e-flex e-con\" data-id=\"35f77f7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3166689 elementor-widget elementor-widget-text-editor\" data-id=\"3166689\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Abh\u00e4ngigkeiten werden zwischengespeichert, um ihren erneuten Download zu vermeiden.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-656b838 e-flex e-con-boxed e-con\" data-id=\"656b838\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-88af848 e-con-full e-flex e-con\" data-id=\"88af848\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-347993b elementor-widget elementor-widget-image\" data-id=\"347993b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image7-1.webp\" class=\"attachment-large size-large wp-image-202605\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image7-1.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image7-1-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image7-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fe20d88 e-con-full e-flex e-con\" data-id=\"fe20d88\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-37ea4ff elementor-widget elementor-widget-heading\" data-id=\"37ea4ff\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Sicherheit und Konformit\u00e4t<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3d526fe e-con-full e-flex e-con\" data-id=\"3d526fe\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a670855 elementor-widget elementor-widget-text-editor\" data-id=\"a670855\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Verschl\u00fcsselung von Daten, feink\u00f6rnige Berechtigungen und Pipeline-Audits.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3f7cae1 e-flex e-con-boxed e-con\" data-id=\"3f7cae1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f0e1dfc e-con-full e-flex e-con\" data-id=\"f0e1dfc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8c2bc28 elementor-widget elementor-widget-image\" data-id=\"8c2bc28\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image9.webp\" class=\"attachment-large size-large wp-image-202606\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image9.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image9-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image9-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9064abd e-con-full e-flex e-con\" data-id=\"9064abd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-821c793 elementor-widget elementor-widget-heading\" data-id=\"821c793\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Kontinuierliche Tests und Berichterstattung<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-062cbc2 e-con-full e-flex e-con\" data-id=\"062cbc2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0d0ea4 elementor-widget elementor-widget-text-editor\" data-id=\"a0d0ea4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Integration mit Testtools und Erstellung detaillierter Berichte.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e79c2df e-flex e-con-boxed e-con\" data-id=\"e79c2df\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c471e0e e-con-full e-flex e-con\" data-id=\"c471e0e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-de0337f elementor-widget elementor-widget-image\" data-id=\"de0337f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image6-1.webp\" class=\"attachment-large size-large wp-image-202607\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image6-1.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image6-1-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image6-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-67226ef e-con-full e-flex e-con\" data-id=\"67226ef\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72a3759 elementor-widget elementor-widget-heading\" data-id=\"72a3759\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">\u00dcberwachung und Einsichten<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-deacd79 e-con-full e-flex e-con\" data-id=\"deacd79\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f05354b elementor-widget elementor-widget-text-editor\" data-id=\"f05354b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Analytische Dashboards zur \u00dcberwachung der Pipeline-Leistung.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-02e5a6f e-flex e-con-boxed e-con\" data-id=\"02e5a6f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6028b37 e-con-full e-flex e-con\" data-id=\"6028b37\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-561d9e6 elementor-widget elementor-widget-image\" data-id=\"561d9e6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image8.webp\" class=\"attachment-large size-large wp-image-202608\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image8.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image8-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image8-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-513c66c e-con-full e-flex e-con\" data-id=\"513c66c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bc24157 elementor-widget elementor-widget-heading\" data-id=\"bc24157\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Integration mit Git<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1391bff e-con-full e-flex e-con\" data-id=\"1391bff\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-032dcb5 elementor-widget elementor-widget-text-editor\" data-id=\"032dcb5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Kompatibel mit <a href=\"https:\/\/datascientest.com\/de\/github\" target=\"_blank\" rel=\"noopener\">GitHub<\/a>, <a href=\"https:\/\/datascientest.com\/de\/gitlab-alles-ueber-das-git-repository-fuer-devops\" target=\"_blank\" rel=\"noopener\">GitLab<\/a> und Bitbucket zur Automatisierung von CI\/CD-Workflows.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4691e01 e-flex e-con-boxed e-con\" data-id=\"4691e01\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-878110f elementor-widget elementor-widget-heading\" data-id=\"878110f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Einrichtung von CircleCI<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-501a0f0 elementor-widget elementor-widget-text-editor\" data-id=\"501a0f0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Die Erstkonfiguration ist einfach und schnell und kompatibel mit GitHub, GitLab oder Bitbucket.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e23d1da elementor-widget elementor-widget-heading\" data-id=\"e23d1da\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">1. Vor der Installation<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ff3294 elementor-widget elementor-widget-text-editor\" data-id=\"7ff3294\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Zuallererst ist es notwendig, ein Konto auf einer kompatiblen Code-Verwaltungsplattform zu haben (<\/span><b>GitHub, GitLab oder Bitbucket<\/b><span style=\"font-weight: 400;\">). Ebenso ein Konto bei <a href=\"https:\/\/circleci.com\/\" target=\"_blank\" rel=\"noopener\">CircleCI<\/a>, das mit dem von dir verwendeten Repository verbunden ist.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Es ist notwendig, eine Konfigurationsdatei config.yml in einem .circleci-Ordner im Stammverzeichnis des Repositories zu haben.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36ab151 elementor-widget elementor-widget-heading\" data-id=\"36ab151\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">2. Projektanmeldung<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e24876 elementor-widget elementor-widget-text-editor\" data-id=\"2e24876\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Achte darauf, die angeforderten Berechtigungen von der CircleCI-Website zu erteilen, damit es auf deine Repositories zugreifen kann. Um ein neues Projekt hinzuzuf\u00fcgen, klicke auf \u201eProjekt einrichten\u201c, wie im unten gezeigten Screenshot:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56b3408 elementor-widget elementor-widget-image\" data-id=\"56b3408\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1277\" height=\"128\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image16.webp\" class=\"attachment-full size-full wp-image-202612\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image16.webp 1277w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image16-300x30.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image16-1024x103.webp 1024w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image16-768x77.webp 768w\" sizes=\"(max-width: 1277px) 100vw, 1277px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cb80d7 elementor-widget elementor-widget-text-editor\" data-id=\"2cb80d7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">W\u00e4hle eine Integrationsmethode aus, in diesem Beispiel handelt es sich um \u201e<\/span><b>Fast<\/b><span style=\"font-weight: 400;\">\u201c.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-682340b elementor-widget elementor-widget-image\" data-id=\"682340b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"438\" height=\"336\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image10.webp\" class=\"attachment-full size-full wp-image-202613\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image10.webp 438w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image10-300x230.webp 300w\" sizes=\"(max-width: 438px) 100vw, 438px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d4677a elementor-widget elementor-widget-text-editor\" data-id=\"3d4677a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Eine Konfigurationsdatei wird automatisch erstellt.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ab6911 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"6ab6911\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/de\/automatisierungsskript\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Schon mal von Automatisierungsskript geh\u00f6rt?<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f41e89 elementor-widget elementor-widget-heading\" data-id=\"0f41e89\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">3. Die Konfigurationsdatei<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8124434 elementor-widget elementor-widget-text-editor\" data-id=\"8124434\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In unserem Beispiel sieht die erstellte Konfigurationsdatei folgenderma\u00dfen aus:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c3f360 elementor-widget elementor-widget-text-editor\" data-id=\"8c3f360\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">version<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #008000;\">2.1<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">orbs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0python<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">circleci\/python@2.1.1<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0build-and-test<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0docker<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">image<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">cimg\/python<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><span style=\"font-weight: 400; color: #008000;\">3.12<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0steps<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">checkout<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">python\/install-packages<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0pkg-manager<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">pip<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Run tests<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">pytest<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">workflows<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0sample<\/span><span style=\"font-weight: 400;\">:\u00a0<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f80d2ec elementor-widget elementor-widget-text-editor\" data-id=\"f80d2ec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Die erste Zeile betrifft die von CircleCI verwendete Schema-Version.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Die <\/span><b>orbs<\/b><span style=\"font-weight: 400;\"> sind wiederverwendbare Pakete, die vorkonfigurierte CircleCI-Konfigurationen enthalten. Sie erm\u00f6glichen die schnelle Integration spezifischer Tools oder Sprachen, ohne die Konfiguration neu schreiben zu m\u00fcssen.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Die <\/span><b>jobs<\/b><span style=\"font-weight: 400;\"> sind Arbeitseinheiten. Sie enthalten eine Reihe von <\/span><b>steps<\/b><span style=\"font-weight: 400;\">, die in einer spezifischen Umgebung ausgef\u00fchrt werden. In diesem Fall beinhaltet der Job <\/span><b>build-and-test<\/b><span style=\"font-weight: 400;\"> ein Element <\/span><b>docker<\/b><span style=\"font-weight: 400;\">, das die Ausf\u00fchrungsumgebung des Jobs definiert (hier handelt es sich um ein von CircleCI bereitgestelltes Docker-Image) und ein <\/span><b>step<\/b><span style=\"font-weight: 400;\">-Element, das weiter unten beschrieben wird.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Die Schritte (<\/span><b>steps<\/b><span style=\"font-weight: 400;\">) definieren die auszuf\u00fchrenden Aktionen im Rahmen eines Jobs:<\/span><ul><li aria-level=\"1\"><b>checkout<\/b><span style=\"font-weight: 400;\">: Ruft den Quellcode aus dem Repository ab, um ihn in der CircleCI-Umgebung verf\u00fcgbar zu machen.<\/span><\/li><li aria-level=\"1\"><b>python\/install-packages<\/b><span style=\"font-weight: 400;\">: Dieser Befehl installiert die erforderlichen Abh\u00e4ngigkeiten mit dem Paketmanager <\/span><b>pip<\/b><span style=\"font-weight: 400;\">.<\/span><\/li><li aria-level=\"1\"><b>run<\/b><span style=\"font-weight: 400;\">: F\u00fchrt einen Befehl innerhalb des Jobs aus. <\/span><b>Pytest<\/b><span style=\"font-weight: 400;\"> wird hier verwendet, um Unit-Tests durchzuf\u00fchren.<\/span><\/li><\/ul><\/li><li aria-level=\"1\"><span style=\"font-weight: 400;\">Schlie\u00dflich sind die <\/span><b>workflows<\/b><span style=\"font-weight: 400;\"> ein Satz von Jobs, die in einer definierten Reihenfolge ausgef\u00fchrt werden:<\/span><ul><li aria-level=\"1\"><b>sample<\/b><span style=\"font-weight: 400;\">: Name des Workflows<\/span><\/li><li aria-level=\"1\"><b>jobs<\/b><span>: Liste der im Workflow auszuf\u00fchrenden Jobs<\/span><\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1971535 elementor-widget elementor-widget-text-editor\" data-id=\"1971535\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Gegebenenfalls k\u00f6nnen wir die folgenden \u00c4nderungen vornehmen:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Um die erneute Installation der Pakete bei jeder Ausf\u00fchrung zu vermeiden (und somit die Build-Zeit zu verk\u00fcrzen), kann ein Cache-Management implementiert werden:<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c85b2b elementor-widget elementor-widget-text-editor\" data-id=\"0c85b2b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">- restore_cache<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0keys<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0- <\/span><span style=\"font-weight: 400;\">v1-dependencies-<\/span><span style=\"font-weight: 400;\">{{<\/span><span style=\"font-weight: 400;\"> checksum <\/span><span style=\"font-weight: 400; color: #ff0000;\">\"requirements.txt\"<\/span> <span style=\"font-weight: 400;\">}}<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">- python\/install-packages<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0pkg-manager<\/span><span style=\"font-weight: 400;\">: <\/span><\/span><span style=\"font-weight: 400;\">pip<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">- save_cache<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0key<\/span><span style=\"font-weight: 400;\">: <\/span><\/span><span style=\"font-weight: 400;\">v1-dependencies-<\/span><span style=\"font-weight: 400;\">{{<\/span><span style=\"font-weight: 400;\"> checksum <\/span><span style=\"font-weight: 400; color: #ff0000;\">\"requirements.txt\"<\/span> <span style=\"font-weight: 400;\">}}<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0paths<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0- <\/span><span style=\"font-weight: 400;\">~\/.cache\/pip<\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-115588e elementor-widget elementor-widget-text-editor\" data-id=\"115588e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">So wird CircleCI versuchen, einen vorhandenen Cache basierend auf dem Hash der Datei <\/span><b>requirements.txt<\/b><span style=\"font-weight: 400;\"> wiederherzustellen. Wenn dieser verf\u00fcgbar ist, wird er abgerufen, andernfalls wird er \u00fcber <\/span><b>pip<\/b><span style=\"font-weight: 400;\"> installiert.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Wenn die Anwendung in die Produktion geht, k\u00f6nnen wir nach erfolgreichem Test eine automatisierte Bereitstellung hinzuf\u00fcgen:<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b98e4bb elementor-widget elementor-widget-text-editor\" data-id=\"b98e4bb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">workflows<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0version<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #008000;\">2<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0deploy<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">deploy<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0requires<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0filters<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0branches<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0only<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">main<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5345009 elementor-widget elementor-widget-heading\" data-id=\"5345009\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">4. Cloud-Integration<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-811aa8c elementor-widget elementor-widget-text-editor\" data-id=\"811aa8c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-weight: 400;\">CircleCI l\u00e4sst sich nahtlos in Cloud-Infrastrukturen integrieren, sei es <a href=\"https:\/\/datascientest.com\/de\/amazon-web-service-aws-microsoft-azure-oder-google-cloud-platform-gcp\">Azure, AWS oder GCP<\/a>. Hier werden wir eine AWS-Integration durchf\u00fchren.<\/span>\n\n<span style=\"font-weight: 400;\">Um es einfach zu machen, sollte zun\u00e4chst ein <\/span><b>orb<\/b><span style=\"font-weight: 400;\"> hinzugef\u00fcgt werden, der wie folgt ist:<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bebf1d4 elementor-widget elementor-widget-text-editor\" data-id=\"bebf1d4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">aws-cli<\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">circleci\/aws-cli@4.1.1<\/span><\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00b7c75 elementor-widget elementor-widget-text-editor\" data-id=\"00b7c75\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Sowie ein <\/span><b>job<\/b><span style=\"font-weight: 400;\">, der wie im folgenden Beispiel aussieht:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2dfda3c elementor-widget elementor-widget-text-editor\" data-id=\"2dfda3c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">deploy-to-aws<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0docker<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">image<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">cimg\/python<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><span style=\"font-weight: 400;\">3.12<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0steps<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">attach_workspace<\/span><span style=\"font-weight: 400;\">:\u00a0<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0at<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">\/home\/circleci\/project<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">aws-cli\/setup<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Configure AWS credentials<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <span style=\"color: #000000;\">|<\/span><\/span><\/span><br \/><span style=\"font-weight: 400; color: #000080;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #ff0000;\">aws configure set aws_access_key_id $AWS_ACCESS_KEY_ID<\/span><\/span><br \/><span style=\"font-weight: 400; color: #ff0000;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0aws configure set aws_secret_access_key $AWS_SECRET_ACCESS_KEY<\/span><br \/><span style=\"font-weight: 400; color: #ff0000;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0aws configure set default.region $AWS_DEFAULT_REGION<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Deploy application to S3<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <span style=\"color: #000000;\">|<\/span><\/span><\/span><br \/><span style=\"font-weight: 400; color: #000080;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #ff0000;\">aws s3 cp \/home\/circleci\/project\/ s3:\/\/$AWS_S3_BUCKET_NAME --recursive<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Clear AWS credentials (for security)<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">rm -f ~\/.aws\/credentials<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7422892 elementor-widget elementor-widget-text-editor\" data-id=\"7422892\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Die vorhandenen Umgebungsvariablen (erkennbar am Zeichen <\/span><b>$<\/b><span style=\"font-weight: 400;\">) m\u00fcssen zuvor in den CircleCI-Einstellungen erstellt werden.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbb2078 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"bbb2078\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/de\/power-automate\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Nutzt Du Power Automate?<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6c78bfd e-flex e-con-boxed e-con\" data-id=\"6c78bfd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e6ab8b5 elementor-widget elementor-widget-heading\" data-id=\"e6ab8b5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Best Practices f\u00fcr CI\/CD<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce1153a elementor-widget elementor-widget-text-editor\" data-id=\"ce1153a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CircleCI empfiehlt mehrere Best Practices zur Optimierung von CI\/CD-Pipelines.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fa9e6c6 e-flex e-con-boxed e-con\" data-id=\"fa9e6c6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4fb5b6b e-con-full e-flex e-con\" data-id=\"4fb5b6b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7258f98 elementor-widget elementor-widget-image\" data-id=\"7258f98\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image1-1.webp\" class=\"attachment-full size-full wp-image-202617\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image1-1.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image1-1-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image1-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b4b0eb1 e-con-full e-flex e-con\" data-id=\"b4b0eb1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5d55ee elementor-widget elementor-widget-image\" data-id=\"b5d55ee\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image13.webp\" class=\"attachment-full size-full wp-image-202618\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2025\/02\/image13.webp 512w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image13-300x300.webp 300w, https:\/\/datascientest.com\/de\/files\/2025\/02\/image13-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7dcaf21 e-flex e-con-boxed e-con\" data-id=\"7dcaf21\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-544ef3d e-con-full e-flex e-con\" data-id=\"544ef3d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94c9077 elementor-widget elementor-widget-text-editor\" data-id=\"94c9077\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Der CI\/CD-Prozess sollte als essentiell f\u00fcr jedes Entwicklungsteam angesehen werden.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-577a1b2 e-con-full e-flex e-con\" data-id=\"577a1b2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5fbc853 elementor-widget elementor-widget-text-editor\" data-id=\"5fbc853\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Manuelle Prozesse vermeiden, die die Entwicklung verlangsamen.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69148d2 e-flex e-con-boxed e-con\" data-id=\"69148d2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-32613df e-con-full e-flex e-con\" data-id=\"32613df\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5cb6420 elementor-widget elementor-widget-text-editor\" data-id=\"5cb6420\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Konfigurationen wiederverwenden und Cache-Strategien implementieren.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c72446 e-con-full e-flex e-con\" data-id=\"9c72446\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-77bfd5b elementor-widget elementor-widget-text-editor\" data-id=\"77bfd5b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Die Konfigurationen nicht duplizieren und bei jedem Build systematisch die Abh\u00e4ngigkeiten herunterladen.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5be7a41 e-flex e-con-boxed e-con\" data-id=\"5be7a41\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-155076d e-con-full e-flex e-con\" data-id=\"155076d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e3228c elementor-widget elementor-widget-text-editor\" data-id=\"2e3228c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Die CircleCI-Orbs verwenden, um wiederkehrende Aufgaben zu automatisieren.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4bb4a8e e-con-full e-flex e-con\" data-id=\"4bb4a8e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb8aedb elementor-widget elementor-widget-text-editor\" data-id=\"bb8aedb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Redundante Konfigurationen nicht manuell f\u00fcr jedes Projekt schreiben.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8f6af64 e-flex e-con-boxed e-con\" data-id=\"8f6af64\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c78beeb e-con-full e-flex e-con\" data-id=\"c78beeb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7807766 elementor-widget elementor-widget-text-editor\" data-id=\"7807766\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Die Pipelines sichern, indem private Umgebungsvariablen, mehrere Kontexte und administrative Kontrollen verwendet werden.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b0ff9a e-con-full e-flex e-con\" data-id=\"6b0ff9a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5281d88 elementor-widget elementor-widget-text-editor\" data-id=\"5281d88\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Sensible Informationen nicht in den Projektkonfigurationsdateien speichern.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d82bc1 e-flex e-con-boxed e-con\" data-id=\"1d82bc1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2c0ef2e e-con-full e-flex e-con\" data-id=\"2c0ef2e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fdb9499 elementor-widget elementor-widget-text-editor\" data-id=\"fdb9499\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Eine hohe Testabdeckung aufrechterhalten, indem Partner-Tools integriert werden (zum Beispiel Codecov, Cypress oder SonarCloud).<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c95cfa3 e-con-full e-flex e-con\" data-id=\"c95cfa3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4001bae elementor-widget elementor-widget-text-editor\" data-id=\"4001bae\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Code nicht ohne Tests oder ohne \u00dcberpr\u00fcfung der Testabdeckung bereitstellen.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-197ca99 e-flex e-con-boxed e-con\" data-id=\"197ca99\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d8d1a8a e-con-full e-flex e-con\" data-id=\"d8d1a8a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eb711e5 elementor-widget elementor-widget-text-editor\" data-id=\"eb711e5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Automatisierte Benachrichtigungen mit Slack verwenden, um den Status der Pipelines zu verfolgen und schnell auf Fehler zu reagieren.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ca2f61f e-con-full e-flex e-con\" data-id=\"ca2f61f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72bebca elementor-widget elementor-widget-text-editor\" data-id=\"72bebca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Keine Benachrichtigungen einrichten, was zu Verz\u00f6gerungen bei der Erkennung von Problemen f\u00fchren kann.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0759305 e-flex e-con-boxed e-con\" data-id=\"0759305\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-25d276f e-con-full e-flex e-con\" data-id=\"25d276f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a5e9510 elementor-widget elementor-widget-text-editor\" data-id=\"a5e9510\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Beliebte Orbs wie Node, AWS-CLI und Python verwenden, um die Konfigurationen und die cloudbasierte Bereitstellung zu erleichtern.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-83079a0 e-con-full e-flex e-con\" data-id=\"83079a0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-db5a07f elementor-widget elementor-widget-text-editor\" data-id=\"db5a07f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Jedes Tool nicht manuell konfigurieren, um Fehler und Inkonsistenzen zu vermeiden.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cc3110a e-flex e-con-boxed e-con\" data-id=\"cc3110a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-dd170ca e-con-full e-flex e-con\" data-id=\"dd170ca\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f0aa9fc elementor-widget elementor-widget-text-editor\" data-id=\"f0aa9fc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Die Metriken der Pipelines analysieren, um Engp\u00e4sse zu identifizieren und die Effizienz der Workflows zu verbessern.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d9cf4de e-con-full e-flex e-con\" data-id=\"d9cf4de\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cf3447c elementor-widget elementor-widget-text-editor\" data-id=\"cf3447c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Die Leistung der Pipelines \u00fcberwachen, um die Bereitstellungen nicht zu verlangsamen.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-60ef88e e-flex e-con-boxed e-con\" data-id=\"60ef88e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb10b2f elementor-widget elementor-widget-heading\" data-id=\"fb10b2f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Fazit<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7342f5c elementor-widget elementor-widget-text-editor\" data-id=\"7342f5c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CircleCI ist eine <\/span><b>leistungsstarke und flexible<\/b><span style=\"font-weight: 400;\"> L\u00f6sung, die die Automatisierung und Optimierung von CI\/CD-Prozessen erm\u00f6glicht.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d3a1f8 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"6d3a1f8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/de\/weiterbildung-zum-devops\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Bilde Dich mit uns weiter<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-752a5e0 e-flex e-con-boxed e-con\" data-id=\"752a5e0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-56ce98b elementor-widget elementor-widget-html\" data-id=\"56ce98b\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Was ist CircleCI?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"CircleCI ist eine Plattform f\u00fcr kontinuierliche Integration und Bereitstellung (CI\/CD), die Entwicklern erm\u00f6glicht, den Aufbau, die Tests und die Bereitstellung ihrer Anwendungen zu automatisieren. 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Gegr\u00fcndet im Jahr 2011 und bewertet mit 1,7 Milliarden Dollar im Jahr 2021, ist diese L\u00f6sung heute eine der beliebtesten CI\/CD-Plattformen weltweit. Mit CircleCI k\u00f6nnen Entwickler ihren Code schnell und zuverl\u00e4ssig erstellen, testen und bereitstellen. Heute bedient das Unternehmen Tausende von Organisationen weltweit, von Startups [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":202588,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2422],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Was ist CircleCI? 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