Big Data Analytics is a hot topic in the digital world, focusing on handling massive amounts of data from sources like the Internet of things and cloud computing. Researchers are working on ways to extract useful knowledge from this overwhelming data. Big data sets are not just big, but also diverse and fast-moving, making them tricky to manage with traditional tools. The study explores the challenges of big data and the tools used to analyze it, offering new insights for researchers.