Chemistry Research and Practice

Big Data vs. Traditional Data, Data Warehousing, AI, and Beyond

Abstract

Muhammad Rawish Siddiqui

In the age of digital transformation, the rise of Big Data has fundamentally altered how organizations store, process, and
utilize information. This whitepaper provides a comprehensive analysis comparing Big Data with traditional data systems,
data warehousing, business intelligence (BI), artificial intelligence (AI), data science, and NoSQL databases. By exploring key
differentiators such as volume, variety, velocity, and processing capabilities, this paper aims to shed light on how Big Data has
reshaped modern technology infrastructures and its role in advancing analytics, decision-making, and operational efficiency.

PDF