{"id":28687,"date":"2026-02-25T14:30:26","date_gmt":"2026-02-25T13:30:26","guid":{"rendered":"https:\/\/grepton.hu\/union-biztosito-jovoallo-adatarchitektura-es-gyakorlati-ai-tudas\/"},"modified":"2026-02-25T14:58:26","modified_gmt":"2026-02-25T13:58:26","slug":"union-insurance-future-proof-data-architecture-and-practical-ai-knowledge","status":"publish","type":"post","link":"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/","title":{"rendered":"UNION Insurance – future-proof data architecture and practical AI knowledge"},"content":{"rendered":"\t\t
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How to turn a complex technological environment <\/span>to real business advantage<\/span><\/b> create a business case?<\/span> <\/span><\/p>

Working with UNION Insurance, we have developed a <\/span>a modern, scalable data environment<\/span><\/b> which is not only technologically stable, but also supports the long-term <\/span>analytics and AI initiatives<\/span><\/b>. The aim was not “just” a new architecture, but <\/span>creating a secure basis for a data-driven operation<\/span><\/b>.<\/span> <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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AI in practice - 5 weeks of tailor-made training <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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A key element of the project is <\/span><\/span>the transfer of practical knowledge <\/span><\/span> was. An <\/span><\/span>5 weeks of AI training tailored to your specific needs<\/span> <\/span><\/span>for specific needs,<\/span><\/span> <\/span><\/span>where the focus was on solutions that could be applied immediately.<\/span><\/span> <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Our main themes:<\/span><\/b> <\/span><\/p>

  • Azure AI services<\/span><\/b> – from Azure basics to proprietary AI models. Practical Language, Vision, Speech, Translate and Document Intelligence solutions. <\/span> <\/span><\/li>
  • Azure OpenAI <\/span><\/b>– RAG architecture, prompt engineering, model fine-tuning<\/span> <\/span><\/li>
  • Databricks Machine Learning <\/span><\/b>– ML solutions for business environments<\/span> <\/span><\/li>
  • AutoML and AI-based SQL queries <\/span><\/b>– how AI is becoming part of everyday work<\/span> <\/span><\/li><\/ul>

    The aim was to use AI <\/span>not as a separate project<\/span><\/b>but <\/span>as a natural tool<\/span><\/b> in day-to-day operations and to be part of the design of new solutions from the outset.<\/span> <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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    Data synchronisation - when the standard solution is not enough <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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    The core element of technical implementation <\/span>Synchronisation of 13 critical business tables<\/span><\/b> from the on-premise SQL Server environment to the Databricks cloud platform.<\/span> <\/span><\/p>

    The use of Azure Data Factory was considered, but in the end – with <\/span>flexibility and cost-effectiveness<\/span><\/b> and flexibility, we opted for a customised approach.<\/span> <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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    The solution: parameterized Python\/PySpark notebooks <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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    The data movement was implemented using custom-built notebooks that:<\/span> <\/span><\/p>

    • Maximum security<\/span><\/b> provide (encrypted access managed in Azure Key Vault)<\/span> <\/span><\/li>
    • Transparently documented<\/span><\/b> (Markdown based structured code)<\/span> <\/span><\/li>
    • Flexible loading logic<\/span><\/b> support:<\/span> <\/span><\/li>
    • MERGE<\/span><\/b> (update + insert)<\/span> <\/span><\/li>
    • INSERT OVERWRITE<\/span><\/b> (full overwrite)<\/span> <\/span><\/li>
    • INSERT INTO<\/span><\/b> (append)<\/span> <\/span><\/li><\/ul>

      This made it possible for each data type to be <\/span><\/span>at<\/span>optimum<\/span> strategy<\/span><\/span> was applied for each type of data.<\/span><\/span> <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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      Automated operation with Databricks Jobs <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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      A notebookoka<\/span>t Databricks Jobokba<\/span><\/b> have been organized so that:<\/span> <\/span><\/p>

      • supported by the <\/span>scheduled and manual execution<\/span><\/b>,<\/span> <\/span><\/li>
      • provided the <\/span>parameterizability<\/span><\/b>,<\/span> <\/span><\/li>
      • can be managed visually in the <\/span>process dependencies<\/span><\/b> <\/span><\/li><\/ul>

        The result: <\/span>a stable, automated and well-managed data stream<\/span><\/b>.<\/span> <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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        More than a technology project <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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        At the end of the project, the result was not just a working technical solution. The UNION team has developed a <\/span>with internal AI competences that can be exploited in the long term<\/span><\/b> which supports the <\/span>data-driven decision-making and business innovation<\/span><\/b>.<\/span> <\/span><\/p>

        For us, this cooperation has once again confirmed: <\/span> <\/span><\/p>

        technology becomes truly valuable when <\/span>we turn it into a business outcome<\/span><\/b>.<\/span> <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

        How to turn a complex technological environment to real business advantage create a business case? Working with UNION Insurance, we have developed a a modern, scalable data environment which is not only technologically stable, but also supports the long-term analytics and AI initiatives. The aim was not “just” a new architecture, but creating a secure […]<\/p>\n","protected":false},"author":15,"featured_media":28679,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[50],"tags":[],"class_list":["post-28687","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"blocksy_meta":[],"yoast_head":"\nUNION Insurance - future-proof data architecture and practical AI knowledge » Grepton<\/title>\n<meta name=\"description\" content=\"Modern Databricks-based data architecture and 5-week AI training at UNION Insurance. Data-driven operations in the insurance sector.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:url\" content=\"https:\/\/grepton.hu\/en\/wp-json\/wp\/v2\/posts\/28687\" \/>\n<meta property=\"og:site_name\" content=\"Grepton\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/greptonzrt\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-25T13:30:26+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-25T13:58:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/grepton.hu\/wp-content\/uploads\/2026\/02\/AI-Oktatas-UNION-Biztosito-1-1024x576.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"576\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Szab\u00f3 Dorottya\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Szab\u00f3 Dorottya\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/\"},\"author\":{\"name\":\"Szab\u00f3 Dorottya\",\"@id\":\"https:\/\/grepton.hu\/en\/#\/schema\/person\/1ab9764ebdf4adc96d852b6dcf7b11fd\"},\"headline\":\"UNION Insurance – future-proof data architecture and practical AI knowledge\",\"datePublished\":\"2026-02-25T13:30:26+00:00\",\"dateModified\":\"2026-02-25T13:58:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/\"},\"wordCount\":429,\"publisher\":{\"@id\":\"https:\/\/grepton.hu\/en\/#organization\"},\"image\":{\"@id\":\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/grepton.hu\/wp-content\/uploads\/2026\/02\/AI-Oktatas-UNION-Biztosito-1.png\",\"articleSection\":[\"AI\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/\",\"url\":\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/\",\"name\":\"UNION Insurance - future-proof data architecture and practical AI knowledge » Grepton\",\"isPartOf\":{\"@id\":\"https:\/\/grepton.hu\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/grepton.hu\/en\/union-insurance-future-proof-data-architecture-and-practical-ai-knowledge\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/grepton.hu\/wp-content\/uploads\/2026\/02\/AI-Oktatas-UNION-Biztosito-1.png\",\"datePublished\":\"2026-02-25T13:30:26+00:00\",\"dateModified\":\"2026-02-25T13:58:26+00:00\",\"description\":\"Modern Databricks-based data architecture and 5-week AI training at UNION Insurance. 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