{"id":700418,"date":"2025-08-18T16:58:47","date_gmt":"2025-08-18T14:58:47","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/is-your-data-pipeline-golden-medallion-architecture-explained\/"},"modified":"2025-08-21T11:21:19","modified_gmt":"2025-08-21T09:21:19","slug":"is-your-data-pipeline-golden-medallion-architecture-explained","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/en-pt\/expert-view\/is-your-data-pipeline-golden-medallion-architecture-explained\/","title":{"rendered":"Is Your Data Pipeline Golden? Medallion Architecture Explained"},"content":{"rendered":"\n<div class=\"wp-block-group has-gray-light-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-03cab32d wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1436\" height=\"1444\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1.png\" alt=\"\" class=\"wp-image-690268\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1.png 1436w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-298x300.png 298w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-1018x1024.png 1018w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-150x150.png 150w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-768x772.png 768w\" sizes=\"auto, (max-width: 1436px) 100vw, 1436px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<h2 class=\"wp-block-heading has-base-font-size\" id=\"h-written-as-part-of-our-ai-upskilling-program\" style=\"margin-top:0;margin-bottom:0;padding-bottom:var(--wp--preset--spacing--x-small)\"><strong>Written as part of our AI Upskilling Program<\/strong><\/h2>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\" style=\"margin-top:0;padding-top:var(--wp--preset--spacing--x-small)\">This article was created as part of the Global <a href=\"https:\/\/devoteam.info\/news-and-pr\/how-ai-training-for-employees-brought-devoteam-instant-roi\/\">Devoteam AI Upskilling Program<\/a>, where employees share their knowledge to accelerate their learning. The program&#8217;s key objective is to provide a foundation in AI for every employee and apply these new skills in our work. Do you want to work with us? Check out our career opportunities.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--small);margin-bottom:var(--wp--preset--spacing--x-small)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/join-us\/\">Career Opportunities<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<p class=\"wp-block-paragraph\">With big data and AI taking the tech world by storm, <strong>building robust, scalable, and reliable data pipelines is more important than ever<\/strong>. But how to do it? <span style=\"box-sizing: border-box; margin: 0px; padding: 0px;\">One popular design pattern that is revolutionising how organisations manage and refine their data is the\u00a0<strong>Medallion Architecture<\/strong>.<\/span> In essence, it structures your data into three logical layers: Bronze, Silver, and Gold. Each layer adds more structure, cleanliness, and value to the data as it moves through the system. From this guide, you will learn about the benefits and use cases of medallion architecture. I will explain the purpose of each layer and present commonly used technologies.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-what-is-medallion-architecture\">What is Medallion Architecture?<\/h2>\n\n<p class=\"wp-block-paragraph\">Medallion Architecture is a structured and disciplined approach to data management within a modern data platform. Organisations can use this approach to build a robust and scalable foundation for their analytics and AI initiatives, turning raw data into a valuable and trusted asset. How do they do it? By progressively refining data through the Bronze, Silver, and Gold layers. <\/p>\n\n<p class=\"wp-block-paragraph\">In simpler terms, Medallion Architecture is like running a kitchen, where each layer works like a different preparation station:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Bronze: You receive all raw ingredients straight from farms.<\/li>\n\n\n\n<li>Silver: You clean, chop, and prepare the ingredients.<\/li>\n\n\n\n<li>Gold: You cook and plate the final dish, ready to serve!<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">In this analogy, every station serves a different purpose, getting the initial &#8220;input&#8221; to a structured and organised product that brings value.<\/p>\n\n<h3 class=\"wp-block-heading has-medium-font-size\" id=\"h-benefits-of-medallion-architecture\">Benefits of Medallion Architecture<\/h3>\n\n<p class=\"wp-block-paragraph\">But why would you use 3 different &#8220;preparation stations&#8221;? Here are some benefits of this approach:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Scalability<\/strong>: Easily scale each layer independently.<\/li>\n\n\n\n<li><strong>Flexibility<\/strong>: Allow different teams (Data Engineering, Data Science, BI) to work without stepping on each other.<\/li>\n\n\n\n<li><strong>Data Quality<\/strong>: Gradually improve trust and reliability.<\/li>\n\n\n\n<li><strong>Traceability<\/strong>: Each layer serves as a historical checkpoint.<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading has-medium-font-size\" id=\"h-use-cases\">Use Cases<\/h3>\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-base-background-color has-background has-fixed-layout\"><tbody><tr><td><strong>Use Case<\/strong><\/td><td><strong>Description<\/strong><\/td><\/tr><tr><td><strong>Retail Analytics<\/strong> <\/td><td>Ingest raw patient data, cleanse sensitive fields, and prepare analytics for improving patient outcomes.<\/td><\/tr><tr><td><strong>Healthcare Data Lakes<\/strong> <\/td><td>Capture market feeds, cleanse and enrich them, and aggregate for real-time risk scoring.<\/td><\/tr><tr><td><strong>IoT Data Management<\/strong> <\/td><td>Capture high-frequency sensor data, cleanse anomalies, and aggregate insights for predictive maintenance.<\/td><\/tr><tr><td><strong>Financial Risk Analysis<\/strong><\/td><td>Capture market feeds, cleanse and enrich them, aggregate for real-time risk scoring.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n<h2 class=\"wp-block-heading\" id=\"h-medallion-architecture-layers-explained\">Medallion Architecture Layers Explained<\/h2>\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-8d39b2df wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized wp-duotone-rgb205151107-ccc-1\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/medal-solid-1.svg\" alt=\"\" class=\"wp-image-262207\" style=\"width:100px\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\" id=\"h-bronze-layer-raw-data-ingestion\"><strong>Bronze Layer \u2013 <em>Raw Data Ingestion<\/em><\/strong><\/h3>\n<\/div>\n\n<h4 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-purpose\"><strong>Purpose<\/strong>:<\/h4>\n\n<p class=\"wp-block-paragraph\">The Bronze Layer is where the raw, unfiltered data lands first. Think of it as your &#8220;data landing zone&#8221;.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>It captures data exactly as received from source systems (e.g., APIs, databases, IoT sensors).<br\/><\/li>\n\n\n\n<li>Data might be semi-structured (JSON, XML), unstructured (logs, images), or structured (CSV, Parquet).<br\/><\/li>\n\n\n\n<li>Little to no transformation is applied here.<\/li>\n<\/ul>\n\n<h4 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-example-sources\"><strong>Example Sources<\/strong>:<\/h4>\n\n<ul class=\"wp-block-list\">\n<li>Kafka topics <br\/><\/li>\n\n\n\n<li>CRM systems (Salesforce, HubSpot) <br\/><\/li>\n\n\n\n<li>IoT device streams <br\/><\/li>\n\n\n\n<li>External data vendors <\/li>\n<\/ul>\n\n<h4 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-typical-activities\"><strong>Typical Activities<\/strong>:<\/h4>\n\n<ul class=\"wp-block-list\">\n<li>Timestamping the ingestion<br\/><\/li>\n\n\n\n<li>Adding source metadata<br\/><\/li>\n\n\n\n<li>Basic validation (e.g., schema check)<\/li>\n<\/ul>\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-8d39b2df wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized wp-duotone-rgb159159159-ccc-2\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/medal-solid-1.svg\" alt=\"\" class=\"wp-image-262207\" style=\"width:100px\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\" id=\"h-silver-layer-cleansed-and-enriched-data-0\"><strong><strong>Silver Layer \u2013 <em>Cleansed and Enriched Data<\/em><\/strong><\/strong><\/h3>\n<\/div>\n\n<h4 class=\"wp-block-heading\" id=\"h-purpose-0\"><strong>Purpose<\/strong><\/h4>\n\n<p class=\"wp-block-paragraph\">The Silver Layer refines the raw data into a more usable, trusted format ?.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Cleanses (e.g., removes duplicates, corrects wrong values)<br\/><\/li>\n\n\n\n<li>Applies schema enforcement (standardise types, fields)<br\/><\/li>\n\n\n\n<li>Joins multiple raw tables (optional)<br\/><\/li>\n\n\n\n<li>Enriches data (e.g., add customer tiers, geo-mapping)<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">At this stage, <strong>business logic<\/strong> starts to appear, but it\u2019s kept simple and modular.<\/p>\n\n<h4 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-typical-activities-0\"><strong>Typical Activities<\/strong>:<\/h4>\n\n<ul class=\"wp-block-list\">\n<li>Handling missing values<br\/><\/li>\n\n\n\n<li>De-duplicating records<br\/><\/li>\n\n\n\n<li>Joining multiple data sources<br\/><\/li>\n\n\n\n<li>Adding reference data (e.g., mapping country codes to names)<\/li>\n<\/ul>\n\n<h4 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-example\"><strong>Example<\/strong>:<\/h4>\n\n<p class=\"wp-block-paragraph\">In a retail company, Silver tables might join the raw sales data with customer demographics, creating a standardised view of transactions.<\/p>\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-8d39b2df wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large is-resized wp-duotone-rgb237196108-ccc-3\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/medal-solid-1.svg\" alt=\"\" class=\"wp-image-262207\" style=\"width:100px\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\" id=\"h-gold-layer-business-level-aggregations-and-insights\"><strong><strong>Gold Layer \u2013 <em>Business-Level Aggregations and Insights<\/em><\/strong><\/strong><\/h3>\n<\/div>\n\n<h4 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-purpose-1\"><strong>Purpose<\/strong>:<\/h4>\n\n<p class=\"wp-block-paragraph\">The Gold Layer is designed for <strong>analytics and decision-making<\/strong> ?.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Data is now highly structured, trusted, and business-ready.<br\/><\/li>\n\n\n\n<li>Often optimised for reporting, ML models, or API outputs.<br\/><\/li>\n\n\n\n<li>Tailored for specific departments (finance, sales, marketing).<\/li>\n<\/ul>\n\n<h4 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-typical-activities-1\"><strong>Typical Activities<\/strong>:<\/h4>\n\n<ul class=\"wp-block-list\">\n<li>Aggregations (e.g., total sales per region)<br\/><\/li>\n\n\n\n<li>Complex calculations (e.g., churn prediction features)<br\/><\/li>\n\n\n\n<li>Denormalizations (flattening tables for fast queries)<br\/><\/li>\n\n\n\n<li>Preparing machine learning datasets<\/li>\n<\/ul>\n\n<h4 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-example-0\"><strong>Example<\/strong>:<\/h4>\n\n<ul class=\"wp-block-list\">\n<li>A <strong>Gold Sales Dashboard<\/strong> for executives showing revenue trends <br\/><\/li>\n\n\n\n<li>A <strong>Customer Lifetime Value (CLV)<\/strong> dataset for marketing targeting <br\/><\/li>\n\n\n\n<li>A <strong>Product Recommendation Model<\/strong> training dataset <br\/><\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\" id=\"h-key-technologies-used\"><strong>Key Technologies Used<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">Here are some technologies often used in Medallion Architecture based on purpose.<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Storage<\/strong>:<br>\n<ul class=\"wp-block-list\">\n<li>AWS S3 \/ <a href=\"https:\/\/devoteam.info\/expert-view\/integrating-azure-databricks-with-microsoft-fabric-in-medallion-architecture\/\">Azure Data Lake<\/a> \/ Google Cloud Storage <br\/><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Processing<\/strong>:<br>\n<ul class=\"wp-block-list\">\n<li>Databricks (Delta Lake), Apache Spark <br\/><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Orchestration<\/strong>:<br>\n<ul class=\"wp-block-list\">\n<li>Apache Airflow, <a href=\"https:\/\/devoteam.info\/expert-view\/integrating-azure-databricks-with-microsoft-fabric-in-medallion-architecture\/\">Azure Data Factory<\/a> <br\/><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visualisation<\/strong>:<br>\n<ul class=\"wp-block-list\">\n<li>Power BI, Tableau, Looker <br\/><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion-not-withouth-limits\"><strong>Conclusion<\/strong>: Not withouth limits<\/h2>\n\n<p class=\"wp-block-paragraph\">As you hopefully have seen, the journey from raw data to actionable insight is complex, but it doesn&#8217;t have to be chaotic. The Medallion Architecture provides an elegant and effective roadmap for this process. By moving data through the Bronze, Silver, and Gold layers, you create a system that is robust, scalable, and inherently trustworthy.<\/p>\n\n<p class=\"wp-block-paragraph\">This approach empowers data engineers, analysts, and scientists to work more efficiently and confidently in the quality of the data they are using. However, it is not perfect or the only approach. There are some limitations, including organisational bottlenecks, technical constraints related to data platforms or issues with scalability. If you want to read more about the potential issues with this Medallion Architecture, see <a href=\"https:\/\/devoteam.info\/expert-view\/ai-data-platforms\/\">our guide to AI &amp; Agentic-ready data platforms<\/a>.<\/p>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<div class=\"wp-block-cover alignfull is-repeated is-style-blur-image is-style-blur-image-less\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-black-background-color has-background-dim-70 has-background-dim\"><\/span><div class=\"wp-block-cover__image-background wp-image-698085 is-repeated\" style=\"background-position:52% 42%;background-image:url(https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/medalion.architecture.jpg);\"><\/div><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group alignfull has-base-color has-text-color has-global-padding is-layout-constrained wp-container-core-group-is-layout-46b67d08 wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:var(--wp--preset--spacing--xxx-large);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--xxx-large);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-5f9de3d0 wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-left has-secondary-font-family has-large-font-size\" id=\"h-ready-to-turn-your-data-to-gold\">Ready to Turn Your Data to Gold?<\/h2>\n<\/div>\n\n\n\n<p class=\"has-text-align-left has-main-accent-color has-text-color wp-block-paragraph\">Contact our experts to get your data AI-ready! Explore our success stories and discover you can build a scalable, flexible, and utterly reliable data foundation.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-3c38c079 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/en-pt\/services\/ai-ml\/\">Begin your Data Journey<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-outline-white-button\"><a class=\"wp-block-button__link has-base-color has-text-color has-background wp-element-button\" href=\"https:\/\/devoteam.info\/success-story\/?topic_name=data\" style=\"background-color:#64648254\">See how we helped others<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>With big data and AI taking the tech world by storm, building robust, scalable, and reliable data pipelines is more important than ever. But how to do it? One popular design pattern that is revolutionising how organisations manage and refine their data is the\u00a0Medallion Architecture. In essence, it structures your data into three logical layers: [&hellip;]<\/p>\n","protected":false},"featured_media":698085,"template":"","categories":[39,9],"tags":[6084],"industry":[],"class_list":["post-700418","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-ai","category-data","tag-ai-upskilling-program-en-pt"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/en-pt\/expert-view\/is-your-data-pipeline-golden-medallion-architecture-explained\/\" target=\"_self\" ><img width=\"2048\" height=\"2048\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/medalion.architecture.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Is Your Data Pipeline Golden? Medallion Architecture Explained\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/medalion.architecture.jpg 2048w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/medalion.architecture-300x300.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/medalion.architecture-1024x1024.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/medalion.architecture-150x150.jpg 150w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/medalion.architecture-768x768.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/medalion.architecture-1536x1536.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><\/a><\/figure>\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-1 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Expert View<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/en-pt\/expert-view\/is-your-data-pipeline-golden-medallion-architecture-explained\/\" target=\"_self\" >Is Your Data Pipeline Golden? Medallion Architecture Explained<\/a><\/h3><\/div>\n\t\t\n\t<\/div>\n\n","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Is Your Data Pipeline Golden? Medallion Architecture Explained | Devoteam<\/title>\n<meta name=\"description\" content=\"Master medallion architecture! Turn raw data into gold with this 3-layer guide. Discover how and why!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/devoteam.info\/en-pt\/expert-view\/is-your-data-pipeline-golden-medallion-architecture-explained\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Is Your Data Pipeline Golden? 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