PERFECT: Journal of Smart Algorithms
Vol. 3 No. 1 (2026): PERFECT: Journal of Smart Algorithms, Article Research January 2026

A Comprehensive Review on Data Science Frameworks for Big Data Analytics

Raza, Hassan (Unknown)
Erdenetsogt, Tsendayush (Unknown)
Singh, A (Unknown)
Farooq, Mazhar (Unknown)
Kabeer, Muhammad Mohsin (Unknown)
Aslam, Muhammad Shahrukh (Unknown)

Article Info

Publish Date
06 Jan 2026

Abstract

The importance of big data analytics is now essential in deriving insights in large and complex information in various industries. This review discusses major data science frameworks, such as Apache Hadoop, Spark, Flink, and Storm, their architecture, capabilities, and a relative advantage of processing batches and in real-time. It also presents major challenges that can affect the framework efficiency, including scalability, latency, and heterogeneity of data, security, and the complexity of operational, among others. Lastly, the new trends such as the adoption of AI, cloud-native architecture, real-time streaming, and intelligent automation are discussed to demonstrate the changing environment. This review gives an in-depth insight into the concept of big data frameworks and how they facilitate the achievement of effective analytics.

Copyrights © 2026




Citation Download
RIS
EndNote, Reference Manager, ProCite
BibTex
Latex, Jabref
Original Source
Download Original
Google Scholar
Check in Google Scholar
Journal Info
PERFECT: Journal of Smart Algorithms
Website

Abbrev

perfect

Publisher

Politeknik Aceh Selatan

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Library & Information Science

Description

PERFECT: Journal of Smart Algorithms is an international, Computer Technology, peer-reviewed and open-access journal that provides a platform to produce high-quality original research, Reviews, Letters, and case reports in natural, social, applied, formal sciences, arts, and all other related ...