{"id":228,"date":"2025-07-05T22:26:18","date_gmt":"2025-07-05T22:26:18","guid":{"rendered":"https:\/\/www.phaseglobaldatascientific.com\/?p=228"},"modified":"2025-07-17T15:48:48","modified_gmt":"2025-07-17T15:48:48","slug":"aws-big-data-media-platform-k8s-pandas-glue-db-airflow-tf-iac-github-action-cicd","status":"publish","type":"post","link":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/2025\/07\/05\/aws-big-data-media-platform-k8s-pandas-glue-db-airflow-tf-iac-github-action-cicd\/","title":{"rendered":"AWS Media Billing Platform"},"content":{"rendered":"\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Objectives<\/summary>\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Programmatic Ad Sales delivery and billing reporting codebase<\/li>\n\n\n\n<li>Fix and Refactor legacy codebase for speed, bug fixes and feature enhancements<\/li>\n<\/ul>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Existing Challenges<\/summary>\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Debugging BI logic on big-data required python pandas dataframe live debugging. i.e. Analysts can&#8217;t view and debug reporting issues without a developer<\/li>\n\n\n\n<li>Pipeline execution time is too long<\/li>\n<\/ul>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Solutions<\/summary>\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Git Action\/Terraform CICD, EKS Container, Py Pandas ETL to\/from incremental S3 Glue-db tables w Airflow orchestration<\/li>\n\n\n\n<li>Reworking of business dataset analysis workflow from Py Pandas DFs to Glue\/Athena tables<\/li>\n<\/ul>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary>Benefits<\/summary>\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Analysts can now work directly with data via SQL in Glue DB Tables. Once fixes are found the logic can be integrated by developer via normal sprint workflow<\/li>\n\n\n\n<li>Pipelines are Reliable and Fast<\/li>\n<\/ul>\n<\/details>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":282,"comment_status":"open","ping_status":"open","sticky":false,"template":"single-case-study","format":"standard","meta":{"footnotes":""},"categories":[4,12],"tags":[],"class_list":["post-228","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-platform","category-media"],"_links":{"self":[{"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/posts\/228","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/comments?post=228"}],"version-history":[{"count":3,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/posts\/228\/revisions"}],"predecessor-version":[{"id":278,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/posts\/228\/revisions\/278"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/media\/282"}],"wp:attachment":[{"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/media?parent=228"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/categories?post=228"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/tags?post=228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}