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Executive Summary Data Orchestration While data-driven enterprises stand to gain a competitive advantage by responding faster to worker and customer demands for more innovative, data-rich applications and personalized experiences, this increasingly relies on a complex array of data pipelines to support agile, continuous data processing. Given the increasing complexity of evolving data sources and... Read More

Topics: Data Orchestration, IT and Technology-focused Software and Services, Analytics and Data, DataOps


Executive Summary DataOps As enterprises embracing artificial intelligence move from initial pilots and trial projects through deployment and into production at scale, many are realizing the critical importance of agile and responsive data processes. These processes are often combined with tools and platforms that facilitate data management to improve trust in the data used for AI and analytics.... Read More

Topics: IT and Technology-focused Software and Services, Analytics and Data, DataOps


Executive Summary Data Observability Maintaining data quality and trust is a perennial data management challenge, often preventing enterprises from operating at the speed of business. In addition to automating and coordinating the creation, scheduling and monitoring of data pipelines via data orchestration, it is also critical to monitor the quality and reliability of the data flowing through... Read More

Topics: Data Observability, IT and Technology-focused Software and Services, Analytics and Data, DataOps


Executive Summary Data Intelligence Today’s enterprises seek to increase data-driven decision-making to gain competitive advantage and improve efficiency. It is ironic, however, that many organizations lack information about when and how data is used in decision-making processes. The capabilities that provide enterprises with information about how data is generated and consumed across the... Read More

Topics: Data Intelligence, IT and Technology-focused Software and Services, Analytics and Data


Executive Summary Application Integration Data-driven enterprises rely on a complex web of applications to operate efficiently. Individually these applications serve a specific purpose—such as human capital management, supply chain management and enterprise resource planning—but these functions do not operate independently. In order to function, enterprise need to be able to ensure that their... Read More

Topics: Data Intelligence, IT and Technology-focused Software and Services, Analytics and Data, Application Integration


Executive Summary Master Data Management Despite efforts made by enterprises to be more data-driven, some of the most fundamental questions about an enterprise—such as how many customers it has—remain difficult to answer. Trust in data is foundational for an enterprise to make data-driven business decisions. The problem lies not just in being able to accurately count how many customers the... Read More

Topics: Master Data Management, Data Intelligence, IT and Technology-focused Software and Services, Analytics and Data


Executive Summary Data Quality Maintaining data quality and trust is a perennial data-management challenge, often preventing enterprises from operating at the speed of business. As organizations aspire to be more data-driven, trust in the data used to make decisions becomes more critical. Without data quality processes and tools, enterprises may make decisions based on old, incomplete, incorrect... Read More

Topics: Data Quality, Data Intelligence, IT and Technology-focused Software and Services, Analytics and Data


Executive Summary Data Integration Data integration is a fundamental enabler of a data intelligence strategy. Analysis of individual data sources—customer or product data, for example—can provide insights to improve operational efficiency. However, the combination of data from multiple sources enables enterprises to innovate, improving customer experience and revenue generation, for example, by... Read More

Topics: Data Integration, Data Intelligence, IT and Technology-focused Software and Services, Analytics and Data


Executive Summary Data Governance Data governance is integral to an overall data intelligence strategy. Good data governance provides guardrails that enable organizations to act quickly while protecting the business from risks related to regulatory requirements, data-quality issues and data-reliability concerns. It accelerates the delivery of analytics projects, providing the confidence required... Read More

Topics: Data Governance, Data Intelligence, IT and Technology-focused Software and Services, Analytics and Data


Executive Summary Data Orchestration Data orchestration is a concept that has been growing in popularity in the past five years amid the rise of DataOps, which describes more agile approaches to data integration and data management. Data orchestration provides the capabilities to automate and accelerate the flow of data from multiple sources to support operational and analytics initiatives and... Read More

Topics: IT and Technology-focused Software and Services, Analytics and Data


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