International Journal on Science and Technology

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Unified Data Ecosystems: A Framework for Enterprise-Wide Integration and Analytics Transformation

Author(s) Naveen Reddy Singi Reddy
Country United States
Abstract This article presents a comprehensive examination of unified data ecosystems as a strategic approach to overcoming the challenges of fragmented data environments in modern enterprises. It explores the evolution of data architecture paradigms and outlines the core components necessary for successful integration, including ingestion frameworks, storage paradigms, and processing engines. The article investigates methodologies for seamless data integration, with particular emphasis on ETL/ELT pipelines, real-time API integrations, and master data management approaches. Additionally, the article addresses the organizational considerations essential for fostering data-driven transformation, including team structures, change management strategies, and data literacy initiatives. Through analysis of integration techniques and governance frameworks, this article provides a systematic framework for enterprises seeking to establish a single source of truth, thereby enhancing decision-making capabilities, improving operational efficiency, and enabling analytics-led business transformation in increasingly complex digital environments.
Keywords Data integration, enterprise architecture, ETL pipelines, data governance, real-time analytics
Field Computer Applications
Published In Volume 16, Issue 2, April-June 2025
Published On 2025-04-09
Cite This Unified Data Ecosystems: A Framework for Enterprise-Wide Integration and Analytics Transformation - Naveen Reddy Singi Reddy - IJSAT Volume 16, Issue 2, April-June 2025. DOI 10.71097/IJSAT.v16.i2.3348
DOI https://doi.org/10.71097/IJSAT.v16.i2.3348
Short DOI https://doi.org/g9fcgv
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