{"id":4738,"date":"2025-09-24T14:21:58","date_gmt":"2025-09-24T14:21:58","guid":{"rendered":"https:\/\/palmer-consulting.com\/ai-and-llm-giants-focus-on-databricks\/"},"modified":"2025-09-24T14:21:58","modified_gmt":"2025-09-24T14:21:58","slug":"ai-and-llm-giants-focus-on-databricks","status":"publish","type":"post","link":"https:\/\/palmer-consulting.com\/en\/ai-and-llm-giants-focus-on-databricks\/","title":{"rendered":"AI and LLM giants: focus on Databricks"},"content":{"rendered":"<hr data-start=\"167\" data-end=\"170\">\n<h1 data-start=\"172\" data-end=\"226\">AI and LLM giants: focus on Databricks<\/h1>\n<p data-start=\"228\" data-end=\"599\">The market for<strong data-start=\"243\" data-end=\"260\">generative AI<\/strong>, LLMs <a href=\"https:\/\/palmer-consulting.com\/en\/the-8-major-llm-models-dominating-artificial-intelligence\/\"><strong data-start=\"266\" data-end=\"297\">LLM (Large Language Models)<\/strong><\/a> and <strong data-start=\"304\" data-end=\"311\">NLP<\/strong> are booming. This boom is underpinned by growing demand for intelligent tools to automate content creation, data analysis, conversational agents and the extension of business use cases (AI co-piloting, recommendation, automatic synthesis). <\/p>\n<p data-start=\"601\" data-end=\"901\">In this context, <strong data-start=\"638\" data-end=\"660\">integrated data &amp; AI<\/strong> platforms play a central role: they enable organizations to build, deploy and govern models on massive databases. This is where <strong data-start=\"829\" data-end=\"843\">Databricks<\/strong>, a major player in the <em data-start=\"870\" data-end=\"898\">Data Intelligence Platform<\/em> segment, comes in. <\/p>\n<p data-start=\"903\" data-end=\"1058\">This article describes <strong data-start=\"932\" data-end=\"946\">Databricks<\/strong> in detail: its business, technology model, fundraising, customers and strategic positioning.<\/p>\n<p data-start=\"903\" data-end=\"1058\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2470 aligncenter\" src=\"https:\/\/palmer-consulting.com\/wp-content\/uploads\/2025\/09\/decision_matrix_AI_Solutions_Bank-1024x765.png\" alt=\"\" width=\"673\" height=\"503\"><\/p>\n<hr data-start=\"1060\" data-end=\"1063\">\n<h2 data-start=\"1065\" data-end=\"1078\">Databricks<\/h2>\n<h3 data-start=\"1080\" data-end=\"1129\">Overview: business and expertise<\/h3>\n<p data-start=\"1131\" data-end=\"1414\">Founded in <strong data-start=\"1141\" data-end=\"1149\">2013<\/strong> by the creators of Apache Spark, Databricks is an American software company based in San Francisco. Its mission: to simplify access to data and AI for businesses via a <strong data-start=\"1341\" data-end=\"1411\">unified platform for data, analytics and artificial intelligence<\/strong>. <\/p>\n<p data-start=\"1416\" data-end=\"1709\">Databricks&#8217; core approach is based on the <strong data-start=\"1475\" data-end=\"1488\">lakehouse<\/strong> concept &#8211; an architecture combining the advantages of data warehouses and data lakes &#8211; to enable analysis, machine learning, streaming and governance on a single platform.<\/p>\n<p data-start=\"1711\" data-end=\"1749\">Databricks offers tools for :<\/p>\n<ul data-start=\"1750\" data-end=\"1977\">\n<li data-start=\"1750\" data-end=\"1784\">\n<p data-start=\"1752\" data-end=\"1784\">data engineering \/ ETL,<\/p>\n<\/li>\n<li data-start=\"1785\" data-end=\"1831\">\n<p data-start=\"1787\" data-end=\"1831\">SQL analysis and business intelligence,<\/p>\n<\/li>\n<li data-start=\"1832\" data-end=\"1900\">\n<p data-start=\"1834\" data-end=\"1900\">machine learning and AI (training and deploying models),<\/p>\n<\/li>\n<li data-start=\"1901\" data-end=\"1977\">\n<p data-start=\"1903\" data-end=\"1977\">data governance and cataloguing (Unity Catalog, Delta Lake).<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1979\" data-end=\"2151\">Today, Databricks presents itself as a &#8220;data intelligence platform powered by generative AI&#8221; to help companies become <em data-start=\"2128\" data-end=\"2148\">data- and AI-driven<\/em>.<\/p>\n<hr data-start=\"2153\" data-end=\"2156\">\n<h3 data-start=\"2158\" data-end=\"2215\">Technological openness: open source vs. proprietary<\/h3>\n<p data-start=\"2217\" data-end=\"2305\">Databricks adopts a hybrid model between <strong data-start=\"2259\" data-end=\"2275\">proprietary<\/strong> and <strong data-start=\"2279\" data-end=\"2302\">partial openness<\/strong>.<\/p>\n<p data-start=\"2307\" data-end=\"2550\"><strong data-start=\"2307\" data-end=\"2338\">Open source contributions:<\/strong><br data-start=\"2338\" data-end=\"2341\">The company is behind a number of major projects: <strong data-start=\"2400\" data-end=\"2416\">Apache Spark<\/strong>, <strong data-start=\"2418\" data-end=\"2432\">Delta Lake<\/strong>, <strong data-start=\"2434\" data-end=\"2444\">MLflow<\/strong>, <strong data-start=\"2446\" data-end=\"2464\">Apache Iceberg<\/strong>. These initiatives give the company a strong credibility in the open source ecosystem. <\/p>\n<p data-start=\"2552\" data-end=\"2891\"><strong data-start=\"2552\" data-end=\"2584\">Proprietary technologies:<\/strong><br data-start=\"2584\" data-end=\"2587\">Certain differentiating bricks, such as <strong data-start=\"2628\" data-end=\"2645\">Unity Catalog<\/strong> or certain Delta Lake extensions, are offered within a proprietary framework. This enables Databricks to ensure performance, security and premium integrations, while maintaining compatibility with open standards. <\/p>\n<p data-start=\"2893\" data-end=\"2997\">Databricks strikes a balance between <strong data-start=\"2934\" data-end=\"2994\">open-source credibility and proprietary differentiators<\/strong>.<\/p>\n<hr data-start=\"2999\" data-end=\"3002\">\n<h3 data-start=\"3004\" data-end=\"3052\">Fundraising, founders and investors<\/h3>\n<p data-start=\"3054\" data-end=\"3235\"><strong data-start=\"3054\" data-end=\"3070\">Founders:<\/strong><br data-start=\"3070\" data-end=\"3073\">Databricks was founded by <strong data-start=\"3101\" data-end=\"3115\">Ali Ghodsi<\/strong>, <strong data-start=\"3117\" data-end=\"3134\">Matei Zaharia<\/strong>, <strong data-start=\"3136\" data-end=\"3150\">Ion Stoica<\/strong>, <strong data-start=\"3152\" data-end=\"3170\">Andy Konwinski<\/strong>, <strong data-start=\"3172\" data-end=\"3191\">Patrick Wendell<\/strong>, <strong data-start=\"3193\" data-end=\"3208\">Reynold Xin<\/strong> and <strong data-start=\"3212\" data-end=\"3232\">Arsalan Tavakoli<\/strong>.<\/p>\n<p data-start=\"3237\" data-end=\"3256\"><strong data-start=\"3237\" data-end=\"3254\">Financing :<\/strong><\/p>\n<ul data-start=\"3257\" data-end=\"3620\">\n<li data-start=\"3257\" data-end=\"3399\">\n<p data-start=\"3259\" data-end=\"3399\"><strong data-start=\"3259\" data-end=\"3276\">November 2024<\/strong>: <strong data-start=\"3290\" data-end=\"3310\">USD 10 billion<\/strong> Series J, valued at <strong data-start=\"3327\" data-end=\"3347\">USD 62 billion<\/strong>, led by Thrive Capital and Andreessen Horowitz.<\/p>\n<\/li>\n<li data-start=\"3400\" data-end=\"3451\">\n<p data-start=\"3402\" data-end=\"3451\">At the same time: <strong data-start=\"3417\" data-end=\"3448\">USD 5.25 billion in debt<\/strong>.<\/p>\n<\/li>\n<li data-start=\"3452\" data-end=\"3523\">\n<p data-start=\"3454\" data-end=\"3523\">In total: almost <strong data-start=\"3473\" data-end=\"3495\">15.7 billion USD<\/strong> raised since its creation.<\/p>\n<\/li>\n<li data-start=\"3524\" data-end=\"3620\">\n<p data-start=\"3526\" data-end=\"3620\">Rumours at the end of 2025: a <strong data-start=\"3549\" data-end=\"3560\">Series K<\/strong> aimed at a valuation in excess of <strong data-start=\"3596\" data-end=\"3617\">100 billion USD<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3622\" data-end=\"3750\">These massive financings testify to investors&#8217; confidence in Databricks&#8217; central role in AI and data.<\/p>\n<hr data-start=\"3752\" data-end=\"3755\">\n<h3 data-start=\"3757\" data-end=\"3776\">Current customers<\/h3>\n<p data-start=\"3778\" data-end=\"3892\">Databricks boasts over <strong data-start=\"3808\" data-end=\"3826\">10,000 customers<\/strong> in various sectors (finance, industry, retail, healthcare, tech).<\/p>\n<p data-start=\"3894\" data-end=\"3915\">Notable examples:<\/p>\n<ul data-start=\"3916\" data-end=\"4307\">\n<li data-start=\"3916\" data-end=\"4044\">\n<p data-start=\"3918\" data-end=\"4044\"><strong data-start=\"3918\" data-end=\"3956\">London Stock Exchange Group (LSEG)<\/strong>, strategic partnership to integrate AI into finance and risk analysis.<\/p>\n<\/li>\n<li data-start=\"4045\" data-end=\"4216\">\n<p data-start=\"4047\" data-end=\"4216\">Deep integration with <strong data-start=\"4073\" data-end=\"4092\">Microsoft Azure<\/strong> (Azure Databricks), enabling large enterprises to easily adopt its solutions in a secure environment.<\/p>\n<\/li>\n<li data-start=\"4217\" data-end=\"4307\">\n<p data-start=\"4219\" data-end=\"4307\">Many Fortune 500 companies use Databricks for their data\/IA projects.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4309\" data-end=\"4434\">Databricks has also invested in startups, such as <strong data-start=\"4361\" data-end=\"4373\">Indicium<\/strong> in Latin America, to expand its geographical presence.<\/p>\n<hr data-start=\"4436\" data-end=\"4439\">\n<h3 data-start=\"4441\" data-end=\"4485\">Market positioning and differentiation<\/h3>\n<p data-start=\"4487\" data-end=\"4516\"><strong data-start=\"4487\" data-end=\"4514\">Competitive advantages :<\/strong><\/p>\n<ol data-start=\"4517\" data-end=\"4899\">\n<li data-start=\"4517\" data-end=\"4580\">\n<p data-start=\"4520\" data-end=\"4580\"><strong data-start=\"4520\" data-end=\"4542\">Unified platform<\/strong> covering the entire data \u2192 AI chain.<\/p>\n<\/li>\n<li data-start=\"4581\" data-end=\"4652\">\n<p data-start=\"4584\" data-end=\"4652\"><strong data-start=\"4584\" data-end=\"4610\">Lakehouse architecture<\/strong>: flexibility and enhanced governance.<\/p>\n<\/li>\n<li data-start=\"4653\" data-end=\"4710\">\n<p data-start=\"4656\" data-end=\"4710\"><strong data-start=\"4656\" data-end=\"4679\">Recognized open source<\/strong> (Spark, Delta Lake, MLflow).<\/p>\n<\/li>\n<li data-start=\"4711\" data-end=\"4774\">\n<p data-start=\"4714\" data-end=\"4774\"><strong data-start=\"4714\" data-end=\"4737\">Continuous innovation<\/strong>: Agent Bricks, Lakehouse AI, etc.<\/p>\n<\/li>\n<li data-start=\"4775\" data-end=\"4831\">\n<p data-start=\"4778\" data-end=\"4831\"><strong data-start=\"4778\" data-end=\"4807\">Strategic partnerships<\/strong> with Microsoft Azure.<\/p>\n<\/li>\n<li data-start=\"4832\" data-end=\"4899\">\n<p data-start=\"4835\" data-end=\"4899\"><strong data-start=\"4835\" data-end=\"4865\">Compliance and sovereignty<\/strong> through tailored cloud options.<\/p>\n<\/li>\n<\/ol>\n<p data-start=\"4901\" data-end=\"4984\"><strong data-start=\"4901\" data-end=\"4922\">Differentiation:<\/strong><br data-start=\"4922\" data-end=\"4925\">Databricks is positioned as a <strong data-start=\"4960\" data-end=\"4980\">hybrid solution<\/strong>:<\/p>\n<ul data-start=\"4985\" data-end=\"5095\">\n<li data-start=\"4985\" data-end=\"5036\">\n<p data-start=\"4987\" data-end=\"5036\">Open, thanks to its open source contributions.<\/p>\n<\/li>\n<li data-start=\"5037\" data-end=\"5095\">\n<p data-start=\"5039\" data-end=\"5095\">Differentiation, through premium proprietary modules.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"5097\" data-end=\"5208\">In Europe, Azure Databricks also addresses the growing issue of <strong data-start=\"5157\" data-end=\"5185\">data sovereignty<\/strong>.<\/p>\n<hr data-start=\"5210\" data-end=\"5213\">\n<h2 data-start=\"5215\" data-end=\"5256\">Conclusion: trends and outlook<\/h2>\n<p data-start=\"5258\" data-end=\"5356\">Databricks embodies the market tension between <strong data-start=\"5306\" data-end=\"5321\">open source<\/strong> and <strong data-start=\"5325\" data-end=\"5353\">proprietary technology<\/strong>.<\/p>\n<ul data-start=\"5357\" data-end=\"5555\">\n<li data-start=\"5357\" data-end=\"5432\">\n<p data-start=\"5359\" data-end=\"5432\">Open source models are on the advance, and their transparency is winning them over.<\/p>\n<\/li>\n<li data-start=\"5433\" data-end=\"5555\">\n<p data-start=\"5435\" data-end=\"5555\">But companies often prefer hybrid solutions that offer both portability and premium support.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"5557\" data-end=\"5718\">The rise of European (Mistral, LLaMA) and Chinese (DeepSeek) players is diversifying the competition against American giants such as Databricks, OpenAI and Google.<\/p>\n<p data-start=\"5720\" data-end=\"5955\">Finally, the move towards <strong data-start=\"5748\" data-end=\"5775\">agentic platforms<\/strong> (such as <strong data-start=\"5783\" data-end=\"5799\">Agent Bricks<\/strong>) shows the trend away from simple data processing towards<strong data-start=\"5865\" data-end=\"5895\">autonomous, actionable AI<\/strong>, where governance and scalability will be the keys to success.<\/p>\n<hr data-start=\"5957\" data-end=\"5960\">\n<h3 data-start=\"5962\" data-end=\"5973\">Sources<\/h3>\n<ul data-start=\"5974\" data-end=\"6752\">\n<li data-start=\"5974\" data-end=\"6058\">\n<p data-start=\"5976\" data-end=\"6058\"><a class=\"decorated-link\" href=\"https:\/\/www.databricks.com\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\" data-start=\"5976\" data-end=\"6056\">Databricks &#8211; official website<\/a><\/p>\n<\/li>\n<li data-start=\"6059\" data-end=\"6182\">\n<p data-start=\"6061\" data-end=\"6182\"><a class=\"decorated-link\" href=\"https:\/\/www.databricks.com\/blog\/open-platform-mandate?utm_source=chatgpt.com\" target=\"_new\" rel=\"noopener\" data-start=\"6061\" data-end=\"6180\">Databricks &#8211; blog Open Platform Mandate<\/a><\/p>\n<\/li>\n<li data-start=\"6183\" data-end=\"6276\">\n<p data-start=\"6185\" data-end=\"6276\"><a class=\"decorated-link\" href=\"https:\/\/en.wikipedia.org\/wiki\/Databricks?utm_source=chatgpt.com\" target=\"_new\" rel=\"noopener\" data-start=\"6185\" data-end=\"6274\">Wikipedia &#8211; Databricks<\/a><\/p>\n<\/li>\n<li data-start=\"6277\" data-end=\"6431\">\n<p data-start=\"6279\" data-end=\"6431\"><a class=\"decorated-link\" href=\"https:\/\/fintechmagazine.com\/articles\/how-databricks-raised-us-15-3bn-at-us-62bn-valuation?utm_source=chatgpt.com\" target=\"_new\" rel=\"noopener\" data-start=\"6279\" data-end=\"6429\">FinTech Magazine &#8211; Fundraising<\/a><\/p>\n<\/li>\n<li data-start=\"6432\" data-end=\"6628\">\n<p data-start=\"6434\" data-end=\"6628\"><a class=\"decorated-link\" href=\"https:\/\/www.reuters.com\/business\/finance\/databricks-takes-stake-indicium-marking-first-investment-latin-american-startup-2025-09-16\/?utm_source=chatgpt.com\" target=\"_new\" rel=\"noopener\" data-start=\"6434\" data-end=\"6626\">Reuters &#8211; Indicium investment<\/a><\/p>\n<\/li>\n<li data-start=\"6629\" data-end=\"6752\">\n<p data-start=\"6631\" data-end=\"6752\"><a class=\"decorated-link\" href=\"https:\/\/learn.microsoft.com\/fr-fr\/azure\/databricks\/introduction\/?utm_source=chatgpt.com\" target=\"_new\" rel=\"noopener\" data-start=\"6631\" data-end=\"6750\">Microsoft &#8211; Azure Databricks<\/a><\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AI and LLM giants: focus on Databricks The market forgenerative AI, LLMs LLM (Large Language Models) and NLP are booming. This boom is underpinned by growing demand for intelligent tools to automate content creation, data analysis, conversational agents and the extension of business use cases (AI co-piloting, recommendation, automatic synthesis). In this context, integrated data [&hellip;]<\/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-4738","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI and LLM giants: focus on Databricks | 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\/ai-and-llm-giants-focus-on-databricks\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI and LLM giants: focus on Databricks | Palmer\" \/>\n<meta property=\"og:description\" content=\"AI and LLM giants: focus on Databricks The market forgenerative AI, LLMs LLM (Large Language Models) and NLP are booming. This boom is underpinned by growing demand for intelligent tools to automate content creation, data analysis, conversational agents and the extension of business use cases (AI co-piloting, recommendation, automatic synthesis). 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