{"id":48111,"date":"2025-07-03T11:46:58","date_gmt":"2025-07-03T09:46:58","guid":{"rendered":"https:\/\/webteknei-wbyith26fq.live-website.com\/case-studies\/transforming-financial-reporting-with-spark-sql\/"},"modified":"2025-11-19T10:14:52","modified_gmt":"2025-11-19T09:14:52","slug":"transforming-financial-reporting-with-spark-sql","status":"publish","type":"neuros_case_study","link":"https:\/\/teknei.com\/en\/case-studies\/transforming-financial-reporting-with-spark-sql\/","title":{"rendered":"Transforming financial reporting with Spark SQL"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"48111\" class=\"elementor elementor-48111 elementor-40306\" data-elementor-post-type=\"neuros_case_study\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2938de7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2938de7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1cf48dd\" data-id=\"1cf48dd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7ca8c9a elementor-widget elementor-widget-neuros_heading\" data-id=\"7ca8c9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h2 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Intelligent processing of financial reports in retail<\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d556a7c elementor-widget elementor-widget-neuros_heading\" data-id=\"d556a7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h2 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Challenge<\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85eaeb2 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"85eaeb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The retail distribution cooperative <strong>needed to improve its data processing and usage procedures, <\/strong>as they were complex, laborious and slow. The previous system prevented the generation of reports in real time, forcing weekly or monthly reports. The entity was looking for a solution that would allow it to process large volumes of information from more than 40 operational tables in reduced times, and thus achieve more agile and efficient decision making.  <\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e69e557 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e69e557\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f28d37c\" data-id=\"f28d37c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a26f423 elementor-widget elementor-widget-neuros_heading\" data-id=\"a26f423\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h2 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Solution<\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c4c5da elementor-widget elementor-widget-text-editor\" data-id=\"8c4c5da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>A <strong>data processing system based on Spark SQL technology was designed and implemented,<\/strong> replacing the previous PL\/SQL approach. This solution allowed replicating all the functionality required for financial reporting, optimizing data loading from multiple sources and drastically speeding up processing time. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77d540b elementor-blockquote--skin-clean elementor-widget elementor-widget-blockquote\" data-id=\"77d540b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\tWe optimize retail data processing with Spark SQL, reducing report generation from 7 hours to 30 minutes and enabling more agile and real-time decisions.\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1588260 elementor-widget elementor-widget-neuros_heading\" data-id=\"1588260\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h2 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Keys to success<\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89673c9 elementor-widget elementor-widget-text-editor\" data-id=\"89673c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>Process acceleration<\/strong>: Reduction of processing time from 7 hours to only 30 minutes.<\/li><li><strong>Real-time reporting<\/strong>: Possibility of generating daily reports, improving control and decision making.<\/li><li><strong>Cost reduction<\/strong>: Reduced need for technical and human resources to execute the processes.<\/li><li><strong>Scalability<\/strong>: A flexible and robust architecture capable of adapting to the future growth of the organization.<\/li><\/ul>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-bc38287 e-con-full e-flex e-con e-child\" data-id=\"bc38287\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7612740 e-con-full e-flex e-con e-child\" data-id=\"7612740\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61db095 elementor-widget elementor-widget-neuros_heading\" data-id=\"61db095\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"neuros_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"neuros-heading-widget\"><h3 class=\"neuros-heading\"><span class=\"neuros-heading-content has_gradient_color_text\">Related success stories<\/span><\/h3><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0dcf58 elementor-pagination-type-bullets elementor-arrows-position-inside elementor-pagination-position-outside elementor-widget elementor-widget-loop-carousel\" data-id=\"d0dcf58\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:45675,&quot;_skin&quot;:&quot;post&quot;,&quot;slides_to_show&quot;:&quot;3&quot;,&quot;slides_to_show_tablet&quot;:&quot;2&quot;,&quot;slides_to_show_mobile&quot;:&quot;1&quot;,&quot;slides_to_scroll&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;.elementor-loop-container&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;speed&quot;:500,&quot;arrows&quot;:&quot;yes&quot;,&quot;pagination&quot;:&quot;bullets&quot;,&quot;image_spacing_custom&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;image_spacing_custom_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;image_spacing_custom_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" 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.elementor-heading-title{font-size:18px;}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"45675\" class=\"elementor elementor-45675 swiper-slide e-loop-item e-loop-item-48120 post-48120 neuros_case_study type-neuros_case_study status-publish has-post-thumbnail hentry neuros_case_study_category-retail-en neuros_case_study_category-rpa-en neuros_case_study_category-strategic-business-consulting neuros_case_study_tag-corporate-development\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" 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href=\"https:\/\/teknei.com\/en\/case-studies\/automation-analytics-and-control-on-a-single-platform\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2000\" height=\"1126\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-1.jpg\" class=\"attachment-full size-full wp-image-44656\" alt=\"IoT para el control inteligente de plantas fotovoltaicas\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-1.jpg 2000w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-1-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-1-1024x577.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/3-1-768x432.jpg 768w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7917f591 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"7917f591\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/teknei.com\/en\/case-studies\/automation-analytics-and-control-on-a-single-platform\/\">Automation, analytics and control on a single platform<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"45675\" class=\"elementor elementor-45675 swiper-slide e-loop-item e-loop-item-48111 post-48111 neuros_case_study type-neuros_case_study status-publish has-post-thumbnail hentry neuros_case_study_category-data-strategy neuros_case_study_category-retail-en neuros_case_study_tag-data-analytics-en\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d211de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/teknei.com\/en\/case-studies\/transforming-financial-reporting-with-spark-sql\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2000\" height=\"1126\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/5-1.jpg\" class=\"attachment-full size-full wp-image-44668\" alt=\"Procesamiento inteligente de informes financieros en retail\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/5-1.jpg 2000w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/5-1-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/5-1-1024x577.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2025\/07\/5-1-768x432.jpg 768w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7917f591 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"7917f591\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/teknei.com\/en\/case-studies\/transforming-financial-reporting-with-spark-sql\/\">Transforming financial reporting with Spark SQL<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"45675\" class=\"elementor elementor-45675 swiper-slide e-loop-item e-loop-item-50971 post-50971 neuros_case_study type-neuros_case_study status-publish has-post-thumbnail hentry neuros_case_study_category-crm-erp neuros_case_study_category-retail-en neuros_case_study_tag-microsoft-business-central neuros_case_study_tag-salesforce\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-13214511 e-con-full e-flex e-con e-parent\" data-id=\"13214511\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d211de5 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d211de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/teknei.com\/en\/case-studies\/modernization-of-sports-and-social-club-management-through-a-unified-and-scalable-platform\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2000\" height=\"1126\" src=\"https:\/\/teknei.com\/wp-content\/uploads\/2026\/02\/casestudy.jpg\" class=\"attachment-full size-full wp-image-51308\" alt=\"\" srcset=\"https:\/\/teknei.com\/wp-content\/uploads\/2026\/02\/casestudy.jpg 2000w, https:\/\/teknei.com\/wp-content\/uploads\/2026\/02\/casestudy-300x169.jpg 300w, https:\/\/teknei.com\/wp-content\/uploads\/2026\/02\/casestudy-1024x577.jpg 1024w, https:\/\/teknei.com\/wp-content\/uploads\/2026\/02\/casestudy-768x432.jpg 768w\" 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