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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 118
Article Submitted : 21604
Article Published : 8531
Total Authors : 22438
Total Reviewer : 805
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| Paper Title: | Enhancing Data Processing Efficiency Using Apache Spark: Techniques and Optimization Strategies |
| Authors Name: | Srinivasa Rao Nelluri |
| Download E-Certificate: | Download |
| Author Reg. ID: |
IJRTI_207192
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| Published Paper Id: | IJRTI2209130 |
| Published In: | Volume 7 Issue 9, September-2022 |
| DOI: | https://doi.org/10.56975/ijrti.v7i9.207192 |
| Abstract: | The study analyzes the optimization techniques in Apache Spark using a secondary qualitative methodology. The research outlines three main themes: performance bottlenecks, optimization strategies, and practicability. This can help to identify the challenges as well as their strategies for improving the efficiency of Spark. Results indicate the existence of inefficiencies based on poor memory management, skew, as well as poor tuning. Combined optimization techniques Adaptive query execution, Caching, and dynamic resource allocation, make a significant impact on scalability and processing speed. The combination of all these methods allowed the study to fill the gaps in the literature and present a comprehensive outlook on the comprehensive sustainable ability to improve the work of Spark. The results provide useful information to data engineers and analytics students. |
| Keywords: | Apache Spark, Performance Optimization, Big Data Analytics, Distributed Computing, Resource Management, Scalability, Execution Efficiency |
| Cite Article: | "Enhancing Data Processing Efficiency Using Apache Spark: Techniques and Optimization Strategies", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2455-2631, Vol.7, Issue 9, page no.940-944, September-2022, Available :http://www.ijrti.org/papers/IJRTI2209130.pdf |
| Downloads: | 000267 |
| ISSN: |
2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
| Publication Details: |
Published Paper ID: IJRTI2209130
Registration ID:207192
Published In: Volume 7 Issue 9, September-2022
DOI (Digital Object Identifier): https://doi.org/10.56975/ijrti.v7i9.207192
Page No: 940-944 Country: -, -, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2209130 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2209130 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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