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Data Management Best Practices: Cloud Storage and AI for Smarter Insights

Author(s) Vivek Prasanna Prabu
Country United States
Abstract In today’s data-driven landscape, organizations generate, collect, and analyze massive amounts of data across distributed platforms. The convergence of cloud storage and artificial intelligence (AI) offers a powerful framework for managing this data efficiently and deriving meaningful insights. As data volume, variety, and velocity increase, best practices in data management become crucial to ensuring data quality, accessibility, governance, and utility. Cloud storage provides the scalability and availability necessary for modern data architectures, while AI enhances data processing, classification, anomaly detection, and predictive analytics.
The integration of AI with cloud storage platforms such as AWS S3, Google Cloud Storage, and Microsoft Azure Blob enables organizations to automate data tagging, enforce policy-based lifecycle rules, and apply intelligent retrieval techniques. Machine learning (ML) models embedded in data pipelines streamline ETL processes and surface hidden patterns. Furthermore, AI-driven metadata management and data cataloging tools help enterprises improve data discoverability and compliance with regulatory standards. Use cases span multiple sectors, including healthcare, finance, retail, and logistics, where cloud-AI synergy is unlocking operational agility, customer personalization, and risk mitigation.
However, issues related to data privacy, security, model explainability, and infrastructure integration must be carefully addressed. Organizations must also navigate evolving regulations and ensure ethical AI practices in automated data decision-making. This white paper presents a comprehensive guide to data management best practices, focusing on how cloud storage and AI technologies can be combined to create resilient, scalable, and intelligent data ecosystems.
Field Engineering
Published In Volume 6, Issue 1, January 2025
Published On 2025-01-03
Cite This Data Management Best Practices: Cloud Storage and AI for Smarter Insights - Vivek Prasanna Prabu - IJLRP Volume 6, Issue 1, January 2025. DOI 10.5281/zenodo.15154844
DOI https://doi.org/10.5281/zenodo.15154844
Short DOI https://doi.org/g9csrq
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