{"id":236,"date":"2025-07-07T01:13:04","date_gmt":"2025-07-07T01:13:04","guid":{"rendered":"https:\/\/www.phaseglobaldatascientific.com\/?p=236"},"modified":"2025-07-17T15:48:25","modified_gmt":"2025-07-17T15:48:25","slug":"big-data-and-analysis-platform-databricks-ecs-s3-data-lake-redshift-data-mart-tf-jenkins","status":"publish","type":"post","link":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/2025\/07\/07\/big-data-and-analysis-platform-databricks-ecs-s3-data-lake-redshift-data-mart-tf-jenkins\/","title":{"rendered":"Big Data and Financials Analysis 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>AWS hosted platform focused on the storage, processing, and presentation of customer and product data<\/li>\n\n\n\n<li>Spark Vendor Databricks implementation and workflow<\/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>DB Storage costs<\/li>\n\n\n\n<li>Long Pipeline runtimes<\/li>\n\n\n\n<li>Multiple biz unit data accessibility and separation<\/li>\n\n\n\n<li>PII, SOX, etc. regulatory compliance<\/li>\n\n\n\n<li>Public enterprise IT, infosec compliance<\/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>Databricks for Spark big data processing, Jupyter Notebooks analysis, Hive tables on S3 for SQL<\/li>\n\n\n\n<li>S3 for Data Lake source of truth storage and Utility staging and processing storage<\/li>\n\n\n\n<li>Redshift for Data Warehouse availability to different business unit dashboarding and reports<\/li>\n\n\n\n<li>ECS Containers for bespoke native codebase applications<\/li>\n\n\n\n<li>Terraform IaC<\/li>\n\n\n\n<li>Jenkins code releases and env separation<\/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>Analyst and DE accessible<\/li>\n\n\n\n<li>Scalable<\/li>\n\n\n\n<li>Enterprise compliant<\/li>\n\n\n\n<li>Cost manageable&#8217;<\/li>\n\n\n\n<li>Flexible<\/li>\n<\/ul>\n<\/details>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":286,"comment_status":"open","ping_status":"open","sticky":false,"template":"single-case-study","format":"standard","meta":{"footnotes":""},"categories":[4,17],"tags":[],"class_list":["post-236","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-platform","category-finance-banking"],"_links":{"self":[{"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/posts\/236","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=236"}],"version-history":[{"count":2,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/posts\/236\/revisions"}],"predecessor-version":[{"id":287,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/posts\/236\/revisions\/287"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/media\/286"}],"wp:attachment":[{"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/media?parent=236"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/categories?post=236"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.phaseglobaldatascientific.com\/index.php\/wp-json\/wp\/v2\/tags?post=236"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}