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Research Paper | Information Technology | United States of America | Volume 13 Issue 7, July 2024 | Rating: 5.6 / 10
From Raw Data to Actionable Insights: How Data Pipelines Enable Effective Data Observability for Informed Decision Making
Rekha Sivakolundhu
Abstract: The proliferation of data within modern organizations necessitates robust data pipelines for efficient processing and effective data observability. This paper examines the critical role of data pipelines in providing comprehensive visibility into the flow, quality, and performance of data, thereby enhancing data observability across various organizational levels. We delve into how data pipelines enable granular tracking of data lineage, transformation processes, and potential bottlenecks, empowering both technical users and decision - makers with actionable insights. Through real - world case studies, we demonstrate how data pipelines offer a unified view of critical products, tools, and data assets, ensuring seamless accessibility and fostering collaboration between downstream users. By clearly delineating ownership and responsibilities at each stage of the data pipeline, organizations can proactively address data quality issues, optimize resource allocation, and streamline decision - making processes. Furthermore, we highlight the importance of data pipelines in bridging the gap between technical and business domains. By transforming raw data into meaningful metrics and visualizations, pipelines enable leadership teams to monitor key performance indicators, track progress towards strategic objectives, and make informed decisions based on reliable data. This research paper provides a roadmap for organizations seeking to leverage data pipelines to achieve transparent and accountable data observability. We explore best practices for establishing clear ownership models, implementing effective monitoring mechanisms, and fostering a data - driven culture that permeates all levels of the organization. By harnessing the power of data pipelines, organizations can unlock the full potential of their data assets, drive innovation, and gain a competitive edge in the data - driven era.
Keywords: Data Pipelines, Data Observability, Data Lineage, Performance Monitoring, Data - Driven Decision Making
Edition: Volume 13 Issue 7, July 2024,
Pages: 273 - 276