{"id":4593,"date":"2026-01-20T08:16:35","date_gmt":"2026-01-20T08:16:35","guid":{"rendered":"https:\/\/palmer-consulting.com\/databricks-vs-azure-synapse-analytics\/"},"modified":"2026-01-20T08:16:35","modified_gmt":"2026-01-20T08:16:35","slug":"databricks-vs-azure-synapse-analytics","status":"publish","type":"post","link":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/","title":{"rendered":"Databricks vs. Azure Synapse Analytics"},"content":{"rendered":"

Databricks vs. Azure Synapse Analytics: structured warehouse or lakehouse?<\/h2>\n

General presentation<\/h3>\n

Azure Synapse Analytics<\/strong> (formerly SQL Data Warehouse) is Microsoft’s warehousing and analytics platform. It combines SQL Pools (provisioned warehouses), SQL Serverless (on-demand queries) and Spark Pools for big data analysis. Databricks<\/strong><\/a> provides a Lakehouse environment based on Spark, adapted to data engineering, AI and real-time processing. Kanerika’s comparative study highlights ten key differences between Synapse and Databricks. <\/p>\n

Ten-point comparison<\/h3>\n
    \n
  1. \n

    Main focus:<\/strong> Synapse is designed for structured data warehousing and reporting; Databricks focuses on data engineering, data science and ML.<\/p>\n<\/li>\n

  2. \n

    Processing engine:<\/strong> Synapse uses SQL engines (provisioned or serverless pools) and offers an integrated Spark engine; Databricks relies exclusively on Spark, optimized for large-scale workloads and real-time analytics.<\/p>\n<\/li>\n

  3. \n

    Cloud integration:<\/strong> Synapse integrates seamlessly with Power BI, Azure Data Lake and Azure Machine Learning; Databricks supports Azure but can also run on AWS and GCP.<\/p>\n<\/li>\n

  4. \n

    Machine learning:<\/strong> Synapse relies on Azure Machine Learning for model creation; Databricks offers MLflow, AutoML and a collaborative notebook environment for advanced ML.<\/p>\n<\/li>\n

  5. \n

    Data management:<\/strong> Synapse is optimized for structured data (CSV, Parquet, JSON); Databricks manages structured, semi-structured and unstructured data via Delta Lake, with ACID transactions.<\/p>\n<\/li>\n

  6. \n

    Real-time analytics:<\/strong> Synapse includes Azure Stream Analytics but focuses on batch analysis; Databricks excels in real-time streaming thanks to Structured Streaming<\/strong>.<\/p>\n<\/li>\n

  7. \n

    Collaboration<\/strong>: Synapse Studio focuses on SQL; Databricks offers multi-language notebooks and real-time collaboration.<\/p>\n<\/li>\n

  8. \n

    Security and governance:<\/strong> Synapse provides column-level security, dynamic masking and Azure AD integration; Databricks offers role-based access control and GDPR\/HIPAA compliance via Unity Catalog.<\/p>\n<\/li>\n

  9. \n

    Pricing model:<\/strong> Both use a pay-as-you-go<\/em> model; Synapse charges for storage and computation separately; Databricks charges for DBUs with auto-scaling.<\/p>\n<\/li>\n

  10. \n

    Use cases:<\/strong> Synapse is suitable for BI projects and traditional data warehouses; Databricks is ideal for heavy ETL pipelines, ML and real-time analytics.<\/p>\n<\/li>\n<\/ol>\n

    Choose according to your needs<\/h3>\n

    For companies requiring robust warehouses, complex SQL queries and tight integration with Power BI, Synapse is the logical choice. It’s easy to administer and provides a familiar environment for SQL teams. For those developing data-intensive pipelines, using different types of data and building AI models, Databricks is the right platform. Many organizations use Synapse for the reporting layer and Databricks for preparation and AI. <\/p>\n

    AEO section: questions and answers<\/h3>\n

    Are Synapse and Databricks targeting the same use cases?<\/strong> No. Synapse is for structured warehousing and BI workloads; Databricks is for transformation, real-time analytics and ML. <\/p>\n

    Can you run Spark in Synapse?<\/strong> Yes, Synapse includes a Spark pool, but it’s less optimized and less flexible than Databricks’ full Spark environment.<\/p>\n

    What about streaming?<\/strong> Databricks excels with Structured Streaming; Synapse favors batch analysis and offers Azure Stream Analytics as a complement.<\/p>\n

    Which tool is the most open?<\/strong> Databricks can run on multiple clouds and handles a variety of data formats. Synapse is confined to Azure, but offers deep integration with Power BI and the rest of the Microsoft suite. <\/p>\n","protected":false},"excerpt":{"rendered":"

    Databricks vs. Azure Synapse Analytics: structured warehouse or lakehouse? General presentation Azure Synapse Analytics (formerly SQL Data Warehouse) is Microsoft’s warehousing and analytics platform. It combines SQL Pools (provisioned warehouses), SQL Serverless (on-demand queries) and Spark Pools for big data analysis. Databricks provides a Lakehouse environment based on Spark, adapted to data engineering, AI and […]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[78],"tags":[],"class_list":["post-4593","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence"],"acf":[],"yoast_head":"\nDatabricks vs. Azure Synapse Analytics | Palmer<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Databricks vs. Azure Synapse Analytics | Palmer\" \/>\n<meta property=\"og:description\" content=\"Databricks vs. Azure Synapse Analytics: structured warehouse or lakehouse? General presentation Azure Synapse Analytics (formerly SQL Data Warehouse) is Microsoft’s warehousing and analytics platform. It combines SQL Pools (provisioned warehouses), SQL Serverless (on-demand queries) and Spark Pools for big data analysis. Databricks provides a Lakehouse environment based on Spark, adapted to data engineering, AI and […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/\" \/>\n<meta property=\"og:site_name\" content=\"Palmer\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-20T08:16:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/palmer-consulting.com\/wp-content\/uploads\/2023\/09\/social-graph-palmer.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Laurent Zennadi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Laurent Zennadi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/databricks-vs-azure-synapse-analytics\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/databricks-vs-azure-synapse-analytics\\\/\"},\"author\":{\"name\":\"Laurent Zennadi\",\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#\\\/schema\\\/person\\\/7ea52877fd35814d1d2f8e6e03daa3ed\"},\"headline\":\"Databricks vs. Azure Synapse Analytics\",\"datePublished\":\"2026-01-20T08:16:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/databricks-vs-azure-synapse-analytics\\\/\"},\"wordCount\":480,\"publisher\":{\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#organization\"},\"articleSection\":[\"Artificial intelligence\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/databricks-vs-azure-synapse-analytics\\\/\",\"url\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/databricks-vs-azure-synapse-analytics\\\/\",\"name\":\"Databricks vs. Azure Synapse Analytics | Palmer\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#website\"},\"datePublished\":\"2026-01-20T08:16:35+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/databricks-vs-azure-synapse-analytics\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/databricks-vs-azure-synapse-analytics\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/databricks-vs-azure-synapse-analytics\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/home\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Databricks vs. Azure Synapse Analytics\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/\",\"name\":\"Palmer\",\"description\":\"Evolve at the speed of change\",\"publisher\":{\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#organization\",\"name\":\"Palmer\",\"url\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/palmer-consulting.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/Palmer_Logo_Full_PenBlue_1x1-2.jpg\",\"contentUrl\":\"https:\\\/\\\/palmer-consulting.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/Palmer_Logo_Full_PenBlue_1x1-2.jpg\",\"width\":480,\"height\":480,\"caption\":\"Palmer\"},\"image\":{\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/palmer-consulting\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/palmer-consulting.com\\\/en\\\/#\\\/schema\\\/person\\\/7ea52877fd35814d1d2f8e6e03daa3ed\",\"name\":\"Laurent Zennadi\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/110e8a99f01ca2c88c3d23656103640dc17e08eac86e26d0617937a6846b4007?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/110e8a99f01ca2c88c3d23656103640dc17e08eac86e26d0617937a6846b4007?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/110e8a99f01ca2c88c3d23656103640dc17e08eac86e26d0617937a6846b4007?s=96&d=mm&r=g\",\"caption\":\"Laurent Zennadi\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Databricks vs. Azure Synapse Analytics | Palmer","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/","og_locale":"en_US","og_type":"article","og_title":"Databricks vs. Azure Synapse Analytics | Palmer","og_description":"Databricks vs. Azure Synapse Analytics: structured warehouse or lakehouse? General presentation Azure Synapse Analytics (formerly SQL Data Warehouse) is Microsoft’s warehousing and analytics platform. It combines SQL Pools (provisioned warehouses), SQL Serverless (on-demand queries) and Spark Pools for big data analysis. Databricks provides a Lakehouse environment based on Spark, adapted to data engineering, AI and […]","og_url":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/","og_site_name":"Palmer","article_published_time":"2026-01-20T08:16:35+00:00","og_image":[{"width":1200,"height":675,"url":"https:\/\/palmer-consulting.com\/wp-content\/uploads\/2023\/09\/social-graph-palmer.png","type":"image\/png"}],"author":"Laurent Zennadi","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Laurent Zennadi","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/#article","isPartOf":{"@id":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/"},"author":{"name":"Laurent Zennadi","@id":"https:\/\/palmer-consulting.com\/en\/#\/schema\/person\/7ea52877fd35814d1d2f8e6e03daa3ed"},"headline":"Databricks vs. Azure Synapse Analytics","datePublished":"2026-01-20T08:16:35+00:00","mainEntityOfPage":{"@id":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/"},"wordCount":480,"publisher":{"@id":"https:\/\/palmer-consulting.com\/en\/#organization"},"articleSection":["Artificial intelligence"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/","url":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/","name":"Databricks vs. Azure Synapse Analytics | Palmer","isPartOf":{"@id":"https:\/\/palmer-consulting.com\/en\/#website"},"datePublished":"2026-01-20T08:16:35+00:00","breadcrumb":{"@id":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/palmer-consulting.com\/en\/databricks-vs-azure-synapse-analytics\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/palmer-consulting.com\/en\/home\/"},{"@type":"ListItem","position":2,"name":"Databricks vs. Azure Synapse Analytics"}]},{"@type":"WebSite","@id":"https:\/\/palmer-consulting.com\/en\/#website","url":"https:\/\/palmer-consulting.com\/en\/","name":"Palmer","description":"Evolve at the speed of change","publisher":{"@id":"https:\/\/palmer-consulting.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/palmer-consulting.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/palmer-consulting.com\/en\/#organization","name":"Palmer","url":"https:\/\/palmer-consulting.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/palmer-consulting.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/palmer-consulting.com\/wp-content\/uploads\/2023\/08\/Palmer_Logo_Full_PenBlue_1x1-2.jpg","contentUrl":"https:\/\/palmer-consulting.com\/wp-content\/uploads\/2023\/08\/Palmer_Logo_Full_PenBlue_1x1-2.jpg","width":480,"height":480,"caption":"Palmer"},"image":{"@id":"https:\/\/palmer-consulting.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/palmer-consulting\/"]},{"@type":"Person","@id":"https:\/\/palmer-consulting.com\/en\/#\/schema\/person\/7ea52877fd35814d1d2f8e6e03daa3ed","name":"Laurent Zennadi","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/110e8a99f01ca2c88c3d23656103640dc17e08eac86e26d0617937a6846b4007?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/110e8a99f01ca2c88c3d23656103640dc17e08eac86e26d0617937a6846b4007?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/110e8a99f01ca2c88c3d23656103640dc17e08eac86e26d0617937a6846b4007?s=96&d=mm&r=g","caption":"Laurent Zennadi"}}]}},"_links":{"self":[{"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/posts\/4593","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/comments?post=4593"}],"version-history":[{"count":0,"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/posts\/4593\/revisions"}],"wp:attachment":[{"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/media?parent=4593"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/categories?post=4593"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/palmer-consulting.com\/en\/wp-json\/wp\/v2\/tags?post=4593"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}