{"id":515009,"date":"2023-06-29T12:46:59","date_gmt":"2023-06-29T10:46:59","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/building-a-scalable-and-agile-modern-data-architecture-lessons-from-deliverect\/"},"modified":"2025-04-10T10:56:51","modified_gmt":"2025-04-10T08:56:51","slug":"building-a-scalable-and-agile-modern-data-architecture-lessons-from-deliverect","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/en-se\/expert-view\/building-a-scalable-and-agile-modern-data-architecture-lessons-from-deliverect\/","title":{"rendered":"Building a Scalable and Agile Modern Data Architecture: Lessons from Deliverect"},"content":{"rendered":"\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Devoteam G Cloud Day 2023 Brussels: Deliverect Session\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/Wn1m5dcEHbs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Growing Data Challenge<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Data is growing exponentially, with organisations generating vast amounts of data. However, research shows that many companies are struggling to extract measurable value from their data. This highlights the need for a robust data platform able to effectively leverage data and turn it into actionable insights.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Before delving into the technical aspects, the alignment between the business and data strategies is crucial. There must be an evaluation of whether to build or buy solutions for your data architecture. While off-the-shelf solutions like Customer Data Platforms (CDPs) can provide interesting analytics, building a customised data architecture allows you to get the full potential out of your data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Essential Components of a Modern Data Architecture:<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/ZT7pWigMpnk4ASGfnhM9bQ3kNUsxCcN9EBjsrPh0rMCRkBrVHnw3e5GoF0I2TVtOA3I8lyDm_57B0g8vFedY4WCuMKCLltSyGRnJMIKQM3vJHo6C69BGbuakwZrJopPeQZGaQC-KT-AEAeORfLs6fUk\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data Lakehouse<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The concept of a data lakehouse combines the benefits of data warehouses and data lakes. It provides a unified approach to storing and querying data, leveraging technologies like Google Cloud BigQuery, and BigLake. By eliminating the need to move data between different storage solutions, you can streamline data management and access.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/0s5zy2GviwHv03LhY63UmeuJhr3aNzbjKIex3j1e227zpX0fzUdxFX_1Qc9CJT5-i9vZ1eIm7qDqzCWu4rMkwAOexV89yqInaEiNeh5PeufDjTUdjcMcsvIlegy1S9sEexYX30I0D1nhXdDT61OM4io\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data Ingestion<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Efficiently bringing data from various sources into the data lakehouse is essential. Google Cloud offers native connectors that simplify the data ingestion process. Leveraging these connectors reduces development and maintenance efforts. In cases where native connectors are unavailable, you can choose between building custom pipelines, using open-source frameworks or third-party platforms like <a href=\"https:\/\/www.fivetran.com\/\">Fivetran<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/5WVgEzPRID-D1JfOHruUSzeO4fVjXIkcSd7puyAawx2ixizBUvlw5lemTHknMmIr_LaRepJmmv0mi-qgvdV_GCkvJrrrO5u40JaVvmTD60xOqkgFt96u5bPOvqHkAQEOf4-JunoB2zP4tm9h5lo1efU\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data Transformation and Orchestration<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Transforming raw data into valuable insights requires robust data transformation and orchestration capabilities. Google Cloud&#8217;s BigQuery enables scalable data transformations, allowing it to handle semi-structured data efficiently. For orchestration, options like Dataform and DBT (Data Build Tool) offer powerful templating and automation features, each with its strengths and community support.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/-YNNIEIT0g3WX73ZbXeTzG2fwyZed_146a2nFUFja5g-i1s1B_1uasvyN-HT-oHDj5qWw2HqZW50FibEQJJpyyZhB0PTGM7mjW4z7_-2DnC4uQZgh_XgeFY4QSV2PgHD81t6l6VoDi9flv0UubE06mE\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Business Intelligence&nbsp;<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">To address the challenges of bottlenecks and data chaos, there is a need for self-service analytics capabilities. Google Cloud&#8217;s Looker offers a unique architecture directly connecting to BigQuery, allowing users to explore and drill down into data without creating multiple cubes. This approach fosters consistent data definitions and empowers users with flexible and comprehensive analytics.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/vsUhv_1KKDbGzqwDvGuil__phPqJ3IApezKPzpquTaQhiZxP5hoHOPWfV1ZzwlaKXCk1Rp5l1Kuy2zejEdaoYI-aK8nT_SYnckopVALj_zDFRXMj41F4D5I3P48ZoQqqNFbFgC4ej4LsIeo0mfsa4aQ\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI and Machine Learning<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Google Cloud&#8217;s AI capabilities provide organisations with out-of-the-box solutions for tasks like image recognition and natural language processing through Vertex AI. You can also leverage Google&#8217;s machine learning models trained on their data by utilising SQL-like queries. For more complex scenarios, you can choose to build their pipelines using frameworks like TensorFlow or Kubeflow.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Reverse ETL<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">It allows you to leverage your data in various tools such as Salesforce, HubSpot, or Facebook. Transferring data from your data warehouse to a performance database, like a NoSQL, you achieve faster response times and real-time insights. Reverse ETL simplifies this process by facilitating the movement of data from your data warehouse to an application database or third-party integration in just three simple steps: connecting the source and destination, selecting relevant tables with filters, and mapping fields to the target system&#8217;s API.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/7srPHhGEQSabcJZnBkr17uGXdHSL5eCeQZmTAhzsRr9bZNuqM3cnFAmNE9Q0rBlu5bCbcOQ6fzErYDpDs8YjdsW0tx9q-tn_qDIIM6x4GyC_XF1YjRsjLFEH72t3GqVa5rJE5xAdAMyHQgVhCWtcf1Y\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Governance and Data Management<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ensuring data security, privacy, and governance is vital for maintaining control and compliance. Google Cloud&#8217;s Dataplex offerings provide unified data management layers that enable quality checks, data profiling, lineage tracking, and business glossaries.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/2G97hHI_b5CCNXf5gQ2xCrnrA4C1Se0opCK1sZSjX-lWaGavZONsGGt_pk_sXRj8Rf42yMsrBhiygJqYq3k_X-ZxwZ2t_gwQ0FTs-mc1YNWDuxNyJNJyxrcYHZXyKjgxjK06Pk5HJu-X7W6QCU3UjpI\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Takeaways<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Leverage Google\u2019s wide ecosystem of Data &amp; AI services<\/li>\n\n\n\n<li>KISS, don\u2019t reinvent the wheel, use frameworks<\/li>\n\n\n\n<li>Balance development &amp; maintenance vs licensing<\/li>\n\n\n\n<li>Don\u2019t be too dependent on tooling, go for an open architecture<\/li>\n\n\n\n<li>Enable the people &amp; processes, not only the technology<\/li>\n\n\n\n<li>Leverage the expertise of a trusted partner<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Deliverect\u2019s Data Stack<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Challenges Faced and the Need for a Solution<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Managing multiple brands across various aggregators and cloud kitchens proved to be a significant challenge for the company. With over 50 virtual brands operating in Kuwait, Dubai, and Qatar, the complexity of coordinating orders and streamlining kitchen operations became apparent. Additionally, the lack of centralised data management and collaboration hindered decision-making and impacted the overall customer experience.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Deliverect, a comprehensive solution for order management, played a vital role in helping the company address their operational difficulties. By integrating with multiple aggregators and providing direct order transmission from customers to kitchens, Deliverect significantly reduced overall kitchen time and improved order accuracy. This streamlined process allowed the team to focus on other operational aspects and enhance the customer experience.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/JxgxALyuzak52da1aVrz_U-HNu9zyh6grM9ctG6nf-CPfxk9AwvpUc6qxcDVHFlAZwLFMqnLqZuM1Slwuvpvh2_UcxNbjQ0lwM29-agB3JwaF8mevs_ZzwcIJTr1ADIPc555y30UqsjgfoCa7HP51_Q\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Menu Engineering and Better Decision-Making<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Deliverect provides support in menu engineering. By leveraging data insights and analytics, the company gained a deeper understanding of the impact of menu changes across different aggregators. This knowledge allowed them to make informed decisions to cater to their customers&#8217; preferences, ensuring maximum satisfaction and revenue generation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The company&#8217;s journey towards modernising its data management architecture began with a shift towards a hosted database. As the services expanded and more developers joined the team, the need for <a href=\"https:\/\/gcloud.devoteam.com\/blog\/top-mistakes-to-avoid-when-using-kubernetes-in-google-cloud\/\">Google Kubernetes Engine<\/a> (GKE) and separate environments became apparent. The company also recognized the importance of adopting a modern data stack to optimise data usage and address challenges arising from rapid development.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Implementing a Modern Data Warehouse<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">To overcome the challenges of scattered knowledge and ineffective collaboration, the company started building a modern data warehouse. This architectural change allowed for better data governance, improved collaboration, and enhanced discoverability of data. By adopting a common code base and implementing separate environments, the team achieved greater agility and ensured the scalability of their data operations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The successful implementation of the modern data stack brought significant benefits to the company. The most notable impact was the elimination of time-consuming data searches and the ability to find data reliably. This enhanced data accessibility and reliability resulted in improved decision-making and productivity. Furthermore, the company witnessed a doubling of queries and dashboards that took less than 4 seconds to load, while queries taking more than 300 seconds were reduced to a minimum.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Future Focus and Expansion<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">With the solid foundation of its modern data stack in place, the company is now focusing on key areas for future growth. Data security and quality are top priorities as the company continues to scale. Automation of data quality auditing and improved data governance will ensure that data remains accurate, reliable, and compliant. The integration of acquired companies and expansion into machine learning and real-time data analysis is also on the horizon.<\/p>\n\n\n\n\t<div class=\"align wp-block-acf-lead-magnet\">\n\n\t\n\t\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-70787b68 wp-block-group-is-layout-flex\" style=\"border-top-color:var(--wp--preset--color--gray);border-top-width:1px;border-bottom-color:var(--wp--preset--color--gray);border-bottom-width:1px;margin-top:var(--wp--preset--spacing--x-large);margin-bottom:var(--wp--preset--spacing--x-large);padding-top:var(--wp--preset--spacing--large);padding-bottom:var(--wp--preset--spacing--large)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img decoding=\"async\" src=\"https:\/\/devo2024.local\/wp-content\/uploads\/2024\/09\/diego-jimenez-A-NVHPka9Rk-unsplash-scaled-1-1024x683.jpg\" alt=\"\" class=\"wp-image-37449\" style=\"border-top-right-radius:150px;border-bottom-right-radius:150px;aspect-ratio:3\/2;object-fit:cover\"\/><\/figure>\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-2efe2b56 wp-block-group-is-layout-constrained\" style=\"padding-right:0;padding-left:0\"><p>u003c!u002du002d wp:paragraph u002du002du003ernu003ch2u003eEmbark on Your Next Chapteru003c\/h2u003ernDeliverect&#8217;s journey serves as a valuable example, highlighting the essential components of modern data architecture and the lessons learned along the way. Are you ready to take the next step in your data story? Contact us.rnrnu003c!u002du002d \/wp:paragraph u002du002du003e<\/p>\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" target=\"_blank\" href=\"https:\/\/gcloud.devoteam.com\/contact-us\/\">Contact us<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\t\n\t<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>This blog post covers the speaker note of Antonio Curado, Technical Lead Data at Deliverect and Sven Hermans, Head of Data &#038; Analytics at Devoteam G Cloud during Devoteam G Cloud Day 2023. Together they dive into the challenges faced by Deliverect and how they successfully built a scalable and agile modern data architecture to overcome them.<\/p>\n","protected":false},"featured_media":319956,"template":"","categories":[922],"tags":[2867,2286,2516],"industry":[],"class_list":["post-515009","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-google-cloud-en-se","tag-data-analytics-en-se","tag-google-cloud-en-se","tag-google-cloud-platform-en-se"],"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-se\/expert-view\/building-a-scalable-and-agile-modern-data-architecture-lessons-from-deliverect\/\" target=\"_self\" ><img width=\"2560\" height=\"1707\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Building a Scalable and Agile Modern Data Architecture: Lessons from Deliverect\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1.jpg 2560w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-300x200.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-1024x683.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-768x512.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-1536x1024.jpg 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-2048x1366.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/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-se\/expert-view\/building-a-scalable-and-agile-modern-data-architecture-lessons-from-deliverect\/\" target=\"_self\" >Building a Scalable and Agile Modern Data Architecture: Lessons from Deliverect<\/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>Building a Scalable and Agile Modern Data Architecture: Lessons from Deliverect | Devoteam<\/title>\n<meta name=\"description\" content=\"The Technical Data Lead at Deliverect dives into their Data Journey when building a modern Data Architecture.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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Deliverect"}]},{"@type":"WebSite","@id":"https:\/\/devoteam.info\/en-se\/#website","url":"https:\/\/devoteam.info\/en-se\/","name":"Devoteam","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/devoteam.info\/en-se\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-SE"}]}},"uagb_featured_image_src":{"full":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1.jpg",2560,1707,false],"thumbnail":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-150x150.jpg",150,150,true],"medium":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-300x200.jpg",300,200,true],"medium_large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-768x512.jpg",768,512,true],"large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-1024x683.jpg",1024,683,true],"1536x1536":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-1536x1024.jpg",1536,1024,true],"2048x2048":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/12\/4F4A7770-scaled-1-2048x1366.jpg",2048,1366,true]},"uagb_author_info":{"display_name":"Julien 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