{"id":709599,"date":"2024-09-20T13:57:03","date_gmt":"2024-09-20T11:57:03","guid":{"rendered":"https:\/\/www.devoteam.com\/success-story\/an-enterprise-analytical-platform-agora-sa-from-hadoop-to-bigquery\/"},"modified":"2025-09-03T17:25:41","modified_gmt":"2025-09-03T15:25:41","slug":"an-enterprise-analytical-platform-agora-sa-from-hadoop-to-bigquery","status":"publish","type":"success-story","link":"https:\/\/devoteam.info\/en-dk\/success-story\/an-enterprise-analytical-platform-agora-sa-from-hadoop-to-bigquery\/","title":{"rendered":"An Enterprise Analytical Platform for Agora S.A.: from Hadoop to BigQuery"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\"><\/h4>\n\n\n\n\t<div class=\"align wp-block-acf-snapshot\">\n\n\t\n\t<h3 class=\"wp-block-heading\">In Short<\/h3><div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\"><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"snapshot\"><div class=\"number\"><span>1<\/span><\/div><p>Agora was looking for a partner to migrate their analytics platform from a Hadoop cluster to Google Cloud and to support them in the migration process to also optimise the solution in terms of costs.rn<\/p><\/div><\/div><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"snapshot\"><div class=\"number\"><span>2<\/span><\/div><p>Results achieved include: Data from several key sources now available in one place, a unified working environment for analysts, all historical traffic data transferred to the cloud, data management u0026 access procedures created, and unified feed processes for Data Lake and Data Warehouse introduced.rnrn<\/p><\/div><\/div><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"snapshot\"><div class=\"number\"><span>3<\/span><\/div><p>Key benefits reached for the organisation include no infrastructure-related maintenance work anymore, higher computing performance and faster operation, greater stability, on-demand scalability, democratisation of data access u0026 cost optimisationrn<\/p><\/div><\/div><\/div>\n\t\n\t<\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\"><strong>About the customer<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Agora is the 4th largest media group in Poland. Its offerings include the Helios SA cinema chain, the Next Film film production and distribution company, 9 radio stations operating under the Eurozet Group banner, outdoor advertising (AMS SA), respected news media &#8211; \u2018Gazeta Wyborcza\u2019 and Wyborcza.pl, the Gazeta.pl portal and its services (including Sport.pl, Moto.pl and Plotek.pl), the supra-regional Radio TOK FM, book, music and film publishing, as well as catering operations<span id=\"docs-internal-guid-1c6a4d14-7fff-a9fc-161e-9b898b91c912\">.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Challenge<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In 2014, Agora <strong>began<\/strong> collecting data on service user activity using its own technology.<br>A <strong>Hadoop<\/strong> cluster, <strong>data model <\/strong>and <strong>data collection mechanisms<\/strong> were developed for data storage and processing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Hive<\/strong> was chosen for analytical purposes. The business requirement was <strong>constant access to up-to-date, aggregated data<\/strong>. Data management processes were built and a number of ETL processes based on it. In addition to traffic data, Hive also stored content metadata from monitored websites and other data from various systems.<br><strong>The ever-increasing volume of <\/strong>data, the growing reporting needs on the Business side, combining different data sets, maintaining the physical infrastructure and software, addressing errors and failures &#8211; these were the main challenges of the on-prem setup.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Concluding, the challenge featured:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Variable load on the computing unit<\/li>\n\n\n\n<li>70 TB of data to be migrated from Hive to BigQuery<\/li>\n\n\n\n<li>Integration with Kafka and other solutions providing real-time data<\/li>\n\n\n\n<li>Optimisation of service utilisation<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Taking into account the risks and limitations of the current analytical platform, Agora&#8217;s Management Board decided to migrate its analytical processes to the Google Cloud. Due to limited experience in the cloud area, Agora was looking for a partner to support employees in the migration process at the stage of modelling the target data structure and creating the architecture of the cloud provisioning system &#8211; in order to optimise the above elements of the solution in terms of costs.<\/p>\n\n\n\n\t<div class=\"align wp-block-acf-quote\">\n\n\t\n\t<figure class=\"text-center\"><blockquote class=\"blockquote\"><svg width=\"49\" height=\"38\" viewBox=\"0 0 49 38\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M42.875 0C44.4995 0 46.0574 0.652728 47.206 1.81459C48.3547 2.97645 49 4.55228 49 6.1954V15.4885C49 17.1316 48.3547 18.7075 47.206 19.8693C46.0574 21.0312 44.4995 21.6839 42.875 21.6839H33.6875C33.6875 24.1486 34.6555 26.5123 36.3785 28.2551C38.1014 29.9979 40.4383 30.977 42.875 30.977H45.9375C46.7497 30.977 47.5287 31.3034 48.103 31.8843C48.6773 32.4652 49 33.2532 49 34.0747C49 34.8963 48.6773 35.6842 48.103 36.2651C47.5287 36.8461 46.7497 37.1724 45.9375 37.1724H42.875C38.8139 37.1724 34.9191 35.5406 32.0474 32.6359C29.1758 29.7313 27.5625 25.7917 27.5625 21.6839V6.1954C27.5625 4.55228 28.2078 2.97645 29.3565 1.81459C30.5051 0.652728 32.063 0 33.6875 0H42.875ZM15.3125 0C16.937 0 18.4949 0.652728 19.6435 1.81459C20.7922 2.97645 21.4375 4.55228 21.4375 6.1954V15.4885C21.4375 17.1316 20.7922 18.7075 19.6435 19.8693C18.4949 21.0312 16.937 21.6839 15.3125 21.6839H6.125C6.125 24.1486 7.09296 26.5123 8.81596 28.2551C10.5389 29.9979 12.8758 30.977 15.3125 30.977H18.375C19.1872 30.977 19.9662 31.3034 20.5405 31.8843C21.1148 32.4652 21.4375 33.2532 21.4375 34.0747C21.4375 34.8963 21.1148 35.6842 20.5405 36.2651C19.9662 36.8461 19.1872 37.1724 18.375 37.1724H15.3125C11.2514 37.1724 7.35658 35.5406 4.48493 32.6359C1.61328 29.7313 0 25.7917 0 21.6839V6.1954C0 4.55228 0.645313 2.97645 1.79397 1.81459C2.94263 0.652728 4.50055 0 6.125 0H15.3125Z\" fill=\"#3C3C3A\"\/>\n<\/svg><p>Devoteam G Cloud was a reliable partner in areas such as training, knowledge transfer and DevOps for our team responsible for migrating a large-scale data warehouse from an on-prem solution to the cloud. It was a pleasure to work with Devoteam engineers.<\/p><\/blockquote><figcaption class=\"blockquote-footer\">\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<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-6fa7971b wp-block-group-is-layout-flex\">\n\t<p class=\"has-medium-font-size wp-block-paragraph\" style=\"font-style:normal;font-weight:500\">Andrzej Purchla<\/p>\n\t\n\t<p class=\"wp-block-paragraph\">Director of the Analytics Platform and Identity Area at Agora S.A.<\/p>\n\t<\/div>\n<\/div>\n<\/figcaption><\/figure>\n\t\n\t<\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Solution<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The Devoteam team prepared a concept using Managed and Serverless solutions that would guarantee that Agora S.A.&#8217;s analytics teams would retain their existing style of working.<br>Following client approval, a project was implemented to migrate the analytics platform to the Google cloud, using components such as BigQuery, Google Cloud Storage, Cloud Composer (Airflow), Cloud Functions or Dataflow.<\/p>\n\n\n\n\t<div class=\"align wp-block-acf-quote\">\n\n\t\n\t<figure class=\"text-center\"><blockquote class=\"blockquote\"><svg width=\"49\" height=\"38\" viewBox=\"0 0 49 38\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M42.875 0C44.4995 0 46.0574 0.652728 47.206 1.81459C48.3547 2.97645 49 4.55228 49 6.1954V15.4885C49 17.1316 48.3547 18.7075 47.206 19.8693C46.0574 21.0312 44.4995 21.6839 42.875 21.6839H33.6875C33.6875 24.1486 34.6555 26.5123 36.3785 28.2551C38.1014 29.9979 40.4383 30.977 42.875 30.977H45.9375C46.7497 30.977 47.5287 31.3034 48.103 31.8843C48.6773 32.4652 49 33.2532 49 34.0747C49 34.8963 48.6773 35.6842 48.103 36.2651C47.5287 36.8461 46.7497 37.1724 45.9375 37.1724H42.875C38.8139 37.1724 34.9191 35.5406 32.0474 32.6359C29.1758 29.7313 27.5625 25.7917 27.5625 21.6839V6.1954C27.5625 4.55228 28.2078 2.97645 29.3565 1.81459C30.5051 0.652728 32.063 0 33.6875 0H42.875ZM15.3125 0C16.937 0 18.4949 0.652728 19.6435 1.81459C20.7922 2.97645 21.4375 4.55228 21.4375 6.1954V15.4885C21.4375 17.1316 20.7922 18.7075 19.6435 19.8693C18.4949 21.0312 16.937 21.6839 15.3125 21.6839H6.125C6.125 24.1486 7.09296 26.5123 8.81596 28.2551C10.5389 29.9979 12.8758 30.977 15.3125 30.977H18.375C19.1872 30.977 19.9662 31.3034 20.5405 31.8843C21.1148 32.4652 21.4375 33.2532 21.4375 34.0747C21.4375 34.8963 21.1148 35.6842 20.5405 36.2651C19.9662 36.8461 19.1872 37.1724 18.375 37.1724H15.3125C11.2514 37.1724 7.35658 35.5406 4.48493 32.6359C1.61328 29.7313 0 25.7917 0 21.6839V6.1954C0 4.55228 0.645313 2.97645 1.79397 1.81459C2.94263 0.652728 4.50055 0 6.125 0H15.3125Z\" fill=\"#3C3C3A\"\/>\n<\/svg><p>The cooperation between Devoteam and the Agora S.A. team in the project has allowed for a smooth transfer of knowledge, enabling Agora S.A. employees to successfully carry out further development work, as well as to maintain the Big Data environment created together with us. The partnership approach and very good preparation of the Agora S.A. team allowed all the necessary work to be carried out as planned.<\/p><\/blockquote><figcaption class=\"blockquote-footer\">\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<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-6fa7971b wp-block-group-is-layout-flex\">\n\t<p class=\"has-medium-font-size wp-block-paragraph\" style=\"font-style:normal;font-weight:500\">Emil D\u0105browski<\/p>\n\t\n\t<p class=\"wp-block-paragraph\">Senior Cloud Architect at Devoteam<\/p>\n\t<\/div>\n<\/div>\n<\/figcaption><\/figure>\n\t\n\t<\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Result<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The results we achieved:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>All historical traffic data was transferred to the cloud<\/li>\n\n\n\n<li>A framework \/ system of procedures related to data management and access to data was created<\/li>\n\n\n\n<li>Unified feed processes for Data Lake and Data Warehouse were introduced<\/li>\n\n\n\n<li>Data from several key sources is now available in one place<\/li>\n\n\n\n<li>The working environment for analysts has been unified<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Key benefits for the organisation:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No infrastructure-related maintenance work<\/li>\n\n\n\n<li>Higher computing performance \/ faster operation<\/li>\n\n\n\n<li>Greater stability<\/li>\n\n\n\n<li>On-demand scalability<\/li>\n\n\n\n<li>Democratisation of data access<\/li>\n\n\n\n<li>Cost optimisation<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Currently, the Agora S.A. team is supported by Devoteam in supporting the continuity of Google Cloud services.<\/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>Need help from an expert Google Cloud partner?<\/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=\"\" 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>Learn how Devoteam&#8217;s experts helped migrate the analytics platform from a Hadoop cluster to Google Cloud  to optimise infrastructure, increase analyst efficiency and reduce costs.<\/p>\n","protected":false},"featured_media":709600,"template":"","categories":[6153,6154],"tags":[6155,6156,6157],"industry":[],"class_list":["post-709599","success-story","type-success-story","status-publish","has-post-thumbnail","hentry","category-ai","category-google-cloud","tag-data-driven","tag-g-cloud","tag-genai"],"acf":[],"cards":"\n\t<div 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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\">Success story<\/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-dk\/success-story\/an-enterprise-analytical-platform-agora-sa-from-hadoop-to-bigquery\/\" target=\"_self\" >An Enterprise Analytical Platform for Agora S.A.: from Hadoop to BigQuery<\/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>An Enterprise Analytical Platform for Agora S.A.: from Hadoop to BigQuery | Devoteam<\/title>\n<meta name=\"description\" content=\"Devoteam helps Agora S.A. modernise analytics with BigQuery, optimising infrastructure, boosting analyst efficiency, and cutting costs.\" 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