{"id":33382,"date":"2026-03-25T05:00:00","date_gmt":"2026-03-25T04:00:00","guid":{"rendered":"https:\/\/sii.pl\/blog\/?p=33382"},"modified":"2026-05-07T12:29:54","modified_gmt":"2026-05-07T10:29:54","slug":"a-new-dimension-of-data-analytics-with-sap-business-data-cloud","status":"publish","type":"post","link":"https:\/\/sii.pl\/blog\/en\/a-new-dimension-of-data-analytics-with-sap-business-data-cloud\/","title":{"rendered":"A new dimension of Data Analytics with SAP Business Data Cloud"},"content":{"rendered":"\n<p>Dynamic organizational changes, combined with the now-widespread cloud architecture and the growing need to leverage AI in analytical processes, are setting a new, breakthrough direction for analytics, giving it a strategic role in building competitive advantage.<\/p>\n\n\n\n<p>In the era of digitalization,<strong> data has become the most valuable asset of organizations<\/strong>. However, merely possessing data is not enough. The key to competitive advantage lies in data <strong>consistency<\/strong>, <strong>shared semantics<\/strong>, and the effective use of <strong>artificial intelligence <\/strong>capabilities.<\/p>\n\n\n\n<p>To meet market expectations, SAP has introduced a fully managed SaaS platform that <strong>connects, unifies, and makes available data<\/strong> from SAP systems and external sources within a single semantic layer. SAP Business Data Cloud (BDC), as it is called, provides a suite of modern solutions that are transforming reporting, analytics, and planning.<\/p>\n\n\n\n<p>What exactly is BDC? What capabilities does it offer? What benefits can it deliver to organizations in the era of digital transformation? You&#8217;ll find the answers to these questions in the article.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>What is SAP BDC?<\/strong><\/strong><\/h2>\n\n\n\n<p><strong>SAP Business Data Cloud<\/strong> is a platform that delivers a comprehensive set of tools and applications enabling data flow, integration, transformation, and augmented analytics with planning \u2013 from the moment data is created to the final output.<\/p>\n\n\n\n<p>BDC provides an SAP-managed set of <strong>predefined Data Products<\/strong> for key business processes, preserving full business context and semantics while ensuring comprehensive data governance. This accelerates time-to-business-value by providing access to high-quality, ready-to-use data. The platform also delivers a set of SAP-managed <strong>Intelligent Applications<\/strong> that offer advanced analytics and planning capabilities for specific Lines of Business (LoB).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>SAP Analytics Cloud<\/strong> <strong>and SAP Datasphere<\/strong><\/h3>\n\n\n\n<p>The core tools within BDC include <strong>SAP Analytics Cloud<\/strong>, the front-end for analytics, planning, and predictive capabilities, and SAP Datasphere, a modern data warehouse solution. Through integration with <strong>SAP Databricks<\/strong>, BDC enables the development of AI, machine learning, and data engineering solutions using a &#8220;zero-copy data&#8221; approach, creating opportunities for advanced organizational analytics.<\/p>\n\n\n\n<p>The entire solution operates within a unified environment. The platform stores data in SAP HANA Data Lake Files (HDLF) using Delta Tables within the Delta Lake architecture, enabling efficient management and processing of large data volumes while ensuring high performance and scalability as data grows.<\/p>\n\n\n\n<p>The BDC environment consists of the following layers and components, working together within a coherent data architecture:<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"385\" src=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/1.-Infrastrukuta-SAP-Business-Data-Cloud-1024x385.png\" alt=\"SAP Business Data Cloud Infrastructure\" class=\"wp-image-33365\" srcset=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/1.-Infrastrukuta-SAP-Business-Data-Cloud-1024x385.png 1024w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/1.-Infrastrukuta-SAP-Business-Data-Cloud-300x113.png 300w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/1.-Infrastrukuta-SAP-Business-Data-Cloud-768x289.png 768w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/1.-Infrastrukuta-SAP-Business-Data-Cloud.png 1517w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Fig. 1 SAP Business Data Cloud Infrastructure<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>Source systems<\/strong><\/strong><\/h2>\n\n\n\n<p>BDC enables the integration of business data from various source systems \u2013 both SAP systems (e.g., S\/4HANA Cloud, SuccessFactors, SAP ECC) and non-SAP systems (e.g., relational databases from other vendors, flat files, external APIs).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Foundation Services<\/strong><\/h2>\n\n\n\n<p>This BDC layer provides access to ready-to-use Data Products \u2013 datasets enriched with the appropriate business context and semantic consistency. Foundation Services are responsible for the data flows required to create Data Products, storing Data Product Definition files that define how raw data is extracted and transformed from source systems into Delta Lake Tables.<\/p>\n\n\n\n<p>The process is based on the Open Resource Discovery (ORD) protocol, and the result is fully prepared Data Products available for use within the BDC platform \u2013 for analytics in Datasphere data warehouses, further reporting in SAP Analytics Cloud, or to power ML algorithms in Databricks.<\/p>\n\n\n\n<p><strong>Data Products<\/strong> can be divided into three categories based on their origin and management responsibility:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SAP-managed \u2013 predefined products delivered as part of SAP&#8217;s standard solutions for specific Lines of Business (LoB).<\/li>\n\n\n\n<li>Customer-managed \u2013 created to address specific business requirements, based on various data sources.<\/li>\n\n\n\n<li>Partner-managed \u2013 ready-made solutions developed by SAP partners for specific business scenarios.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>Data &amp; Administration Layer<\/strong><\/strong><\/h2>\n\n\n\n<p>This is the layer responsible for environment management and data processing. The key components of this layer are listed below.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>SAP Business Data Cloud Cockpit<\/strong><\/h3>\n\n\n\n<p>It serves as the central control point for managing BDC. It enables, among other things, the creation and management of users, as well as the installation of Data Products and Intelligent Applications.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"466\" src=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/2.-SAP-Business-Data-Cloud-Cockpit-1024x466.png\" alt=\"SAP Business Data Cloud Cockpit\" class=\"wp-image-33367\" srcset=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/2.-SAP-Business-Data-Cloud-Cockpit-1024x466.png 1024w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/2.-SAP-Business-Data-Cloud-Cockpit-300x137.png 300w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/2.-SAP-Business-Data-Cloud-Cockpit-768x350.png 768w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/2.-SAP-Business-Data-Cloud-Cockpit-1536x699.png 1536w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/2.-SAP-Business-Data-Cloud-Cockpit.png 1838w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Fig. 2 SAP Business Data Cloud Cockpit<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>SAP Datasphere<\/strong><\/h3>\n\n\n\n<p>SAP Datasphere is the central element of the SAP Business Data Cloud architecture and serves as the semantic core of the entire environment. It is here that data from various systems \u2013 both SAP and external sources \u2013 is integrated, modeled, and harmonized to ensure business consistency. The solution supports both traditional data warehouse scenarios and modern near-real-time data processing.<\/p>\n\n\n\n<p>SAP Datasphere can consume Data Products prepared within the BDC infrastructure, as well as data originating directly from source systems, creating a consistent and flexible analytical environment. By integrating with SAP Analytics Cloud, it provides a full range of capabilities for building advanced reports, enabling organizations to make decisions based on reliable, integrated, and up-to-date data within a single environment.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"214\" src=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/3.-SAP-Datasphere-Graphical-View-1024x214.png\" alt=\"SAP Datasphere Graphical View\" class=\"wp-image-33369\" srcset=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/3.-SAP-Datasphere-Graphical-View-1024x214.png 1024w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/3.-SAP-Datasphere-Graphical-View-300x63.png 300w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/3.-SAP-Datasphere-Graphical-View-768x161.png 768w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/3.-SAP-Datasphere-Graphical-View-1536x322.png 1536w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/3.-SAP-Datasphere-Graphical-View.png 1610w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Fig. 3 SAP Datasphere Graphical View<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"349\" src=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/4.-SAP-Datasphere-Analytic-Model-1024x349.png\" alt=\"SAP Datasphere Analytic Model\" class=\"wp-image-33371\" srcset=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/4.-SAP-Datasphere-Analytic-Model-1024x349.png 1024w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/4.-SAP-Datasphere-Analytic-Model-300x102.png 300w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/4.-SAP-Datasphere-Analytic-Model-768x262.png 768w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/4.-SAP-Datasphere-Analytic-Model-1536x524.png 1536w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/4.-SAP-Datasphere-Analytic-Model.png 1607w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Fig. 4 SAP Datasphere Analytic Model<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>SAP BW, BW\/4HANA Private Cloud Edition (PCE)<\/strong><\/h3>\n\n\n\n<p>SAP BW has for years served as the foundation of analytics within the SAP ecosystem. It is a traditional data warehouse that structures, models, and delivers data from transactional systems for reporting and analysis. With technological evolution, SAP BW\/4HANA was introduced \u2013 a modern version running natively on the in-memory SAP HANA engine, designed for real-time processing and advanced analytics.<\/p>\n\n\n\n<p>The strategic direction for SAP&#8217;s data warehousing infrastructure and tools is clearly focused on SAP Business Data Cloud and the cloud-based SAP Datasphere. Nevertheless, SAP continues to support customers using traditional BW on HANA or BW\/4HANA solutions by offering a migration path to the SAP-managed Private Cloud Edition (PCE), embedded within the BDC framework.<\/p>\n\n\n\n<p>This approach safeguards existing data and prior investments while opening access to extended capabilities such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>transforming BW data into BDC Data Products,<\/li>\n\n\n\n<li>enabling seamless data sharing with other systems,<\/li>\n\n\n\n<li>and leveraging advanced analytics powered by AI and ML through integration with Databricks.<\/li>\n<\/ul>\n\n\n\n<p>As a result, organizations can build a unified, harmonized environment that integrates both legacy and new data models. In addition, all BDC components are fully scalable, enabling flexible expansion or reallocation of Capacity Units across individual platform elements to meet current business needs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>SAP Databricks<\/strong><\/h2>\n\n\n\n<p>An extension of traditional analytics within SAP Business Data Cloud is the integration with SAP Databricks. This environment, powered by Apache Spark, brings capabilities for processing large data volumes, advanced data transformation, and full support for data science and artificial intelligence initiatives into the architecture.<\/p>\n\n\n\n<p>Databricks is based on the lakehouse concept, which combines the features of a data warehouse and a data lake. This enables the storage and processing of both structured and unstructured data. In practice, this means the ability to analyze transactional data alongside text data, system logs, or IoT-generated data.<\/p>\n\n\n\n<p>One key component of Databricks within the BDC infrastructure is the zero-copy data-sharing mechanism. This allows machine learning models to be trained on data from the semantic layer while maintaining access controls and governance policies. It minimizes storage costs and reduces the risk of data inconsistencies.<\/p>\n\n\n\n<p>Within the Databricks environment, organizations can build predictive models, anomaly detection systems, and optimization algorithms. The results of these analyses can then be used in analytical processes, making SAP <strong>Databricks the technological backbone for AI initiatives, while SAP Datasphere and SAP Analytics Cloud ensure their embedding within a real business context.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"554\" src=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/5.-SAP-Databricks-1024x554.png\" alt=\"SAP Databricks\" class=\"wp-image-33373\" srcset=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/5.-SAP-Databricks-1024x554.png 1024w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/5.-SAP-Databricks-300x162.png 300w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/5.-SAP-Databricks-768x416.png 768w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/5.-SAP-Databricks-1536x831.png 1536w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/5.-SAP-Databricks.png 1617w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Fig. 5 SAP Databricks<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>Intelligent Applications &amp; Analytics<\/strong><\/strong><\/h2>\n\n\n\n<p>As the final layer of the BDC infrastructure, it is responsible for visualization and the presentation of results based on data prepared within BDC. The main components of this layer are described below.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>SAP Analytics Cloud<\/strong><\/h3>\n\n\n\n<p>SAP Analytics Cloud is the application in which data is transformed into insights and business decisions. SAC combines reporting, planning, and predictive analytics within a single environment, creating a cohesive tool for business users.<\/p>\n\n\n\n<p>In the Business Intelligence area, the platform enables the creation of interactive dashboards and management reports that support real-time data analysis. Thanks to live connectivity, data can be accessed directly from models created in SAP Datasphere without the need for replication. This ensures not only consistency but also security and data currency.<\/p>\n\n\n\n<p>A key differentiator of SAP Analytics Cloud is the integration of planning and analytics. In practice, this means the same foundational and transactional data can be used for both historical reporting and budgeting, forecasting, and scenario simulations through data versioning. This approach eliminates the common issue of discrepancies between reporting systems and planning tools. The organization operates on a shared data model, which increases transparency and strengthens the reliability of decision-making processes.<\/p>\n\n\n\n<p>SAC also offers built-in predictive capabilities, enabling trend forecasting and the identification of factors influencing performance. Combined with SAP Databricks&#8217; capabilities, the platform can consume more advanced machine learning models, which are then presented in a user-friendly way to business users. Within the SAP Business Data Cloud architecture, SAP Analytics Cloud thus becomes the decision interface &#8211; the place where data is interpreted and operationalized.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"625\" src=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/6.-SAP-Analytic-Cloud-Dashboard-1024x625.png\" alt=\"SAP Analytic Cloud Dashboard\" class=\"wp-image-33375\" srcset=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/6.-SAP-Analytic-Cloud-Dashboard-1024x625.png 1024w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/6.-SAP-Analytic-Cloud-Dashboard-300x183.png 300w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/6.-SAP-Analytic-Cloud-Dashboard-768x469.png 768w, https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/03\/6.-SAP-Analytic-Cloud-Dashboard.png 1038w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Fig. 6 SAP Analytic Cloud Dashboard<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Intelligent Applications<\/strong><\/h2>\n\n\n\n<p>SAP Business Data Cloud provides ready-to-use, SAP-managed applications designed to accelerate and simplify access to data, as well as its modeling and interpretation. In practice, these are preconfigured dashboards and reports based on Data Products and analytical models, available almost immediately after installation.<\/p>\n\n\n\n<p>A key role in visualization is played by SAP Analytics Cloud, which delivers interactive charts, graphs, and tables, while data preparation and provisioning are handled in SAP Datasphere. This approach provides business users with a consistent analytical environment without the need to build everything from scratch.<\/p>\n\n\n\n<p>Intelligent Applications use SAP-managed live connections, enabling real-time data processing without additional replication. Although SAP manages the application components and therefore cannot be edited by users, organizations retain significant flexibility by copying SAC reports as a foundation for their own analyses, extending analytical models, or connecting additional data sources. This allows the solution to be adapted to specific organizational requirements.<\/p>\n\n\n\n<p>From a business perspective, the greatest added value lies in the rapid transition from data to decision. End users can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>leverage built-in KPIs,<\/li>\n\n\n\n<li>monitor solution adoption,<\/li>\n\n\n\n<li>identify areas for optimization,<\/li>\n\n\n\n<li>and easily share insights across teams.<\/li>\n<\/ul>\n\n\n\n<p>Intelligent Applications simplify and accelerate analytics within the SAP Business Data Cloud environment while maintaining scalability and the potential for further growth in line with evolving organizational needs.<\/p>\n\n\n<div class=\"nsw-o-blogersii-banner\">\n            <picture>\n            <source srcset=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/04\/Blog-SAP-Desktop_.jpg\" media=\"(min-width: 992px)\" >\n            <source srcset=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/04\/Blog-SAP-Mob_.jpg\" media=\"(min-width: 300px)\" >            <img decoding=\"async\" src=\"https:\/\/sii.pl\/blog\/wp-content\/uploads\/2026\/04\/Blog-SAP-Desktop_.jpg\" alt=\"\"  class=\"\"  >\n        <\/picture>\n        <div class=\"cnt\">\n                    <div class=\"nsw-m-title-block -h3 -invert  -has-title-margin-bottom-0 -has-title-font-weight-bold\">\n                                <h2 class=\"nsw-m-title-block__title\">Sii x SAP<\/h2>\n                <\/div>\n                            <p class=\"has-nsw-p-4-font-size has-invert-color\">\n                As an SAP Silver Partner, we have many years of experience in implementing ERP solutions in companies of various scales and process complexities.\n            <\/p>\n                            <a  href=\"https:\/\/sii.pl\/en\/what-we-offer\/enterprise-platforms\/sap\/\" class=\"nsw-a-button -ghost -banner-button\"   >\n        <span>SAP offering<\/span>\n    <\/a>\n            <\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>Summary<\/strong><\/strong><\/h2>\n\n\n\n<p><strong>The strength of SAP Business Data Cloud does not lie in any single component, but in how all its elements work together<\/strong>. SAP Datasphere ensures data consistency and semantic integrity, and SAP Databricks enables advanced data processing and the development of AI models. At the same time, SAP Analytics Cloud provides tools for reporting, planning, and decision-making.<\/p>\n\n\n\n<p>This architecture enables organizations to move from fragmented, silo-based data management to an integrated ecosystem in which data, analytics, and artificial intelligence operate as a single, <strong>cohesive system supporting the business<\/strong>.<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;33382&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;1&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;5&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;2&quot;,&quot;greet&quot;:&quot;&quot;,&quot;legend&quot;:&quot;5\\\/5&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;A new dimension of Data Analytics with SAP Business Data Cloud&quot;,&quot;width&quot;:&quot;159&quot;,&quot;_legend&quot;:&quot;{score}\\\/5&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 159px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 2px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            5\/5    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Dynamic organizational changes, combined with the now-widespread cloud architecture and the growing need to leverage AI in analytical processes, are &hellip; 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