Enhancing ETL Performance Using Delta Lake in Data Analytics Solutions
DOI:
https://doi.org/10.36676/urr.v9.i4.1381Keywords:
Delta Lake, ETL performance, data analytics, data management, ACID transactions, metadata handling, batch processingAbstract
In the rapidly evolving field of data analytics, the performance of Extract, Transform, Load (ETL) processes is crucial for effective data management and insight generation. This study explores the integration of Delta Lake within ETL frameworks to enhance performance and reliability. Delta Lake, an open-source storage layer, facilitates ACID transactions, scalable metadata handling, and unifies batch and streaming data processing, addressing common challenges associated with traditional ETL processes. By leveraging Delta Lake’s capabilities, organizations can optimize data ingestion and transformation workflows, resulting in reduced latency and improved data quality.
This research employs a comparative analysis of traditional ETL methods and those enhanced with Delta Lake, measuring key performance indicators such as processing speed, resource utilization, and error rates. Case studies illustrate the practical applications of Delta Lake in diverse industries, demonstrating its potential to streamline ETL operations while ensuring data consistency and reliability. Additionally, the study discusses the implications of adopting Delta Lake for businesses seeking to harness large-scale data for analytics and decision-making.
Ultimately, this investigation highlights the transformative impact of Delta Lake on ETL performance, advocating for its adoption as a standard practice in data analytics solutions. By enhancing ETL processes, organizations can derive actionable insights more efficiently, driving innovation and competitive advantage in the data-driven landscape.
References
Banerjee, S., & Das, A. (2021). Future Directions in ETL Technologies: The Role of Delta Lake. Journal of Data Management and Analytics, 8(1), 22-37.
Choudhary, A., & Roy, K. (2020). Leveraging Delta Lake for Enhanced Data Management in Cloud Environments. Cloud Computing Journal, 5(3), 67-78.
Muralidhar, K., & Rao, N. (2021). Delta Lake: A Comprehensive Review of Its Features and Benefits. International Journal of Big Data and Analytics, 2(1), 10-25.
Gonzalez, J., & Martinez, P. (2020). Evaluating Delta Lake's Performance in Real-Time Analytics. International Journal of Data Science, 4(2), 15-29.
Sharma, T., & Sahu, M. (2021). Data Governance in Delta Lake: Ensuring Compliance and Security. Journal of Information Security and Applications, 57, 102713.
Lee, K., & Park, J. (2020). The Impact of Delta Lake on ETL Performance: An Empirical Study. Journal of Business Intelligence, 12(2), 98-112.
Agarwal, R., & Gupta, S. (2019). Data Integration Challenges: A Study of Delta Lake Adoption. International Journal of Data Engineering, 7(1), 33-47.
Sharma, A., & Nair, V. (2021). Best Practices for Implementing Delta Lake in Organizations. Journal of Data Science and Management, 10(3), 44-59.
Vyas, D., & Joshi, R. (2020). Analyzing the Effectiveness of Delta Lake for ETL Processes. Data Science Review, 8(4), 112-126.
Patel, R., & Sharma, K. (2021). Delta Lake in Healthcare: Enhancing ETL Performance. Health Informatics Journal, 27(3), 102045.
Singh, R., & Kapoor, A. (2020). Future Trends in Data Processing: The Role of Delta Lake. Journal of Emerging Technologies and Innovative Research, 7(9), 123-130.
CHANDRASEKHARA MOKKAPATI, Shalu Jain, & Shubham Jain. "Enhancing Site Reliability Engineering (SRE) Practices in Large-Scale Retail Enterprises". International Journal of Creative Research Thoughts (IJCRT), Volume.9, Issue 11, pp.c870-c886, November 2021. http://www.ijcrt.org/papers/IJCRT2111326.pdf
Arulkumaran, Rahul, Dasaiah Pakanati, Harshita Cherukuri, Shakeb Khan, & Arpit Jain. (2021). "Gamefi Integration Strategies for Omnichain NFT Projects." International Research Journal of Modernization in Engineering, Technology and Science, 3(11). doi: https://www.doi.org/10.56726/IRJMETS16995.
Agarwal, Nishit, Dheerender Thakur, Kodamasimham Krishna, Punit Goel, & S. P. Singh. (2021). "LLMS for Data Analysis and Client Interaction in MedTech." International Journal of Progressive Research in Engineering Management and Science (IJPREMS), 1(2): 33-52. DOI: https://www.doi.org/10.58257/IJPREMS17.
Alahari, Jaswanth, Abhishek Tangudu, Chandrasekhara Mokkapati, Shakeb Khan, & S. P. Singh. (2021). "Enhancing Mobile App Performance with Dependency Management and Swift Package Manager (SPM)." International Journal of Progressive Research in Engineering Management and Science, 1(2), 130-138. https://doi.org/10.58257/IJPREMS10.
Vijayabaskar, Santhosh, Abhishek Tangudu, Chandrasekhara Mokkapati, Shakeb Khan, & S. P. Singh. (2021). "Best Practices for Managing Large-Scale Automation Projects in Financial Services." International Journal of Progressive Research in Engineering Management and Science, 1(2), 107-117. doi: https://doi.org/10.58257/IJPREMS12.
Salunkhe, Vishwasrao, Dasaiah Pakanati, Harshita Cherukuri, Shakeb Khan, & Arpit Jain. (2021). "The Impact of Cloud Native Technologies on Healthcare Application Scalability and Compliance." International Journal of Progressive Research in Engineering Management and Science, 1(2): 82-95. DOI: https://doi.org/10.58257/IJPREMS13.
Voola, Pramod Kumar, Krishna Gangu, Pandi Kirupa Gopalakrishna, Punit Goel, & Arpit Jain. (2021). "AI-Driven Predictive Models in Healthcare: Reducing Time-to-Market for Clinical Applications." International Journal of Progressive Research in Engineering Management and Science, 1(2): 118-129. DOI: 10.58257/IJPREMS11.
Agrawal, Shashwat, Pattabi Rama Rao Thumati, Pavan Kanchi, Shalu Jain, & Raghav Agarwal. (2021). "The Role of Technology in Enhancing Supplier Relationships." International Journal of Progressive Research in Engineering Management and Science, 1(2): 96-106. doi:10.58257/IJPREMS14.
Mahadik, Siddhey, Raja Kumar Kolli, Shanmukha Eeti, Punit Goel, & Arpit Jain. (2021). "Scaling Startups through Effective Product Management." International Journal of Progressive Research in Engineering Management and Science, 1(2): 68-81. doi:10.58257/IJPREMS15.
Arulkumaran, Rahul, Shreyas Mahimkar, Sumit Shekhar, Aayush Jain, & Arpit Jain. (2021). "Analyzing Information Asymmetry in Financial Markets Using Machine Learning." International Journal of Progressive Research in Engineering Management and Science, 1(2): 53-67. doi:10.58257/IJPREMS16.
Agarwal, Nishit, Umababu Chinta, Vijay Bhasker Reddy Bhimanapati, Shubham Jain, & Shalu Jain. (2021). "EEG Based Focus Estimation Model for Wearable Devices." International Research Journal of Modernization in Engineering, Technology and Science, 3(11): 1436. doi: https://doi.org/10.56726/IRJMETS16996.
Kolli, R. K., Goel, E. O., & Kumar, L. (2021). "Enhanced Network Efficiency in Telecoms." International Journal of Computer Science and Programming, 11(3), Article IJCSP21C1004. rjpn ijcspub/papers/IJCSP21C1004.pdf.
Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf
"Effective Strategies for Building Parallel and Distributed Systems". International Journal of Novel Research and Development, Vol.5, Issue 1, page no.23-42, January 2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf
"Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions". International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 9, page no.96-108, September 2020. https://www.jetir.org/papers/JETIR2009478.pdf
Venkata Ramanaiah Chintha, Priyanshi, & Prof.(Dr) Sangeet Vashishtha (2020). "5G Networks: Optimization of Massive MIMO". International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.389-406, February 2020. (http://www.ijrar.org/IJRAR19S1815.pdf)
Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. https://www.ijrar.org/papers/IJRAR19D5684.pdf
Sumit Shekhar, Shalu Jain, & Dr. Poornima Tyagi. "Advanced Strategies for Cloud Security and Compliance: A Comparative Study". International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf)
"Comparative Analysis of GRPC vs. ZeroMQ for Fast Communication". International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February 2020. (http://www.jetir.org/papers/JETIR2002540.pdf)
Singh, S. P. & Goel, P. (2009). Method and Process Labor Resource Management System. International Journal of Information Technology, 2(2), 506-512.
Goel, P., & Singh, S. P. (2010). Method and process to motivate the employee at performance appraisal system. International Journal of Computer Science & Communication, 1(2), 127-130.
Goel, P. (2012). Assessment of HR development framework. International Research Journal of Management Sociology & Humanities, 3(1), Article A1014348. https://doi.org/10.32804/irjmsh
Goel, P. (2016). Corporate world and gender discrimination. International Journal of Trends in Commerce and Economics, 3(6). Adhunik Institute of Productivity Management and Research, Ghaziabad.
Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf
"Effective Strategies for Building Parallel and Distributed Systems", International Journal of Novel Research and Development, ISSN:2456-4184, Vol.5, Issue 1, page no.23-42, January-2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf
"Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.7, Issue 9, page no.96-108, September-2020, https://www.jetir.org/papers/JETIR2009478.pdf
Venkata Ramanaiah Chintha, Priyanshi, Prof.(Dr) Sangeet Vashishtha, "5G Networks: Optimization of Massive MIMO", IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.389-406, February-2020. (http://www.ijrar.org/IJRAR19S1815.pdf )
Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491 https://www.ijrar.org/papers/IJRAR19D5684.pdf
Sumit Shekhar, SHALU JAIN, DR. POORNIMA TYAGI, "Advanced Strategies for Cloud Security and Compliance: A Comparative Study", IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf )
"Comparative Analysis OF GRPC VS. ZeroMQ for Fast Communication", International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February-2020. (http://www.jetir.org/papers/JETIR2002540.pdf )
Alahari, Jaswanth, Dheerender Thakur, Punit Goel, Venkata Ramanaiah Chintha, & Raja Kumar Kolli. (2022). "Enhancing iOS Application Performance through Swift UI: Transitioning from Objective-C to Swift." International Journal for Research Publication & Seminar, 13(5): 312. https://doi.org/10.36676/jrps.v13.i5.1504.
Vijayabaskar, Santhosh, Shreyas Mahimkar, Sumit Shekhar, Shalu Jain, & Raghav Agarwal. (2022). "The Role of Leadership in Driving Technological Innovation in Financial Services." International Journal of Creative Research Thoughts, 10(12). ISSN: 2320-2882. https://ijcrt.org/download.php?file=IJCRT2212662.pdf.
Voola, Pramod Kumar, Umababu Chinta, Vijay Bhasker Reddy Bhimanapati, Om Goel, & Punit Goel. (2022). "AI-Powered Chatbots in Clinical Trials: Enhancing Patient-Clinician Interaction and Decision-Making." International Journal for Research Publication & Seminar, 13(5): 323. https://doi.org/10.36676/jrps.v13.i5.1505.
Agarwal, Nishit, Rikab Gunj, Venkata Ramanaiah Chintha, Raja Kumar Kolli, Om Goel, & Raghav Agarwal. (2022). "Deep Learning for Real Time EEG Artifact Detection in Wearables." International Journal for Research Publication & Seminar, 13(5): 402. https://doi.org/10.36676/jrps.v13.i5.1510.
Voola, Pramod Kumar, Shreyas Mahimkar, Sumit Shekhar, Prof. (Dr.) Punit Goel, & Vikhyat Gupta. (2022). "Machine Learning in ECOA Platforms: Advancing Patient Data Quality and Insights." International Journal of Creative Research Thoughts, 10(12).
Salunkhe, Vishwasrao, Srikanthudu Avancha, Bipin Gajbhiye, Ujjawal Jain, & Punit Goel. (2022). "AI Integration in Clinical Decision Support Systems: Enhancing Patient Outcomes through SMART on FHIR and CDS Hooks." International Journal for Research Publication & Seminar, 13(5): 338. https://doi.org/10.36676/jrps.v13.i5.1506.
Alahari, Jaswanth, Raja Kumar Kolli, Shanmukha Eeti, Shakeb Khan, & Prachi Verma. (2022). "Optimizing iOS User Experience with SwiftUI and UIKit: A Comprehensive Analysis." International Journal of Creative Research Thoughts, 10(12): f699.
Agrawal, Shashwat, Digneshkumar Khatri, Viharika Bhimanapati, Om Goel, & Arpit Jain. (2022). "Optimization Techniques in Supply Chain Planning for Consumer Electronics." International Journal for Research Publication & Seminar, 13(5): 356. doi: https://doi.org/10.36676/jrps.v13.i5.1507.
Mahadik, Siddhey, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, Prof. (Dr.) Arpit Jain, & Om Goel. (2022). "Agile Product Management in Software Development." International Journal for Research Publication & Seminar, 13(5): 453. https://doi.org/10.36676/jrps.v13.i5.1512.
Khair, Md Abul, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, Shalu Jain, & Raghav Agarwal. (2022). "Optimizing Oracle HCM Cloud Implementations for Global Organizations." International Journal for Research Publication & Seminar, 13(5): 372. https://doi.org/10.36676/jrps.v13.i5.1508.
Salunkhe, Vishwasrao, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Arpit Jain, & Om Goel. (2022). "AI-Powered Solutions for Reducing Hospital Readmissions: A Case Study on AI-Driven Patient Engagement." International Journal of Creative Research Thoughts, 10(12): 757-764.
Arulkumaran, Rahul, Aravind Ayyagiri, Aravindsundeep Musunuri, Prof. (Dr.) Punit Goel, & Prof. (Dr.) Arpit Jain. (2022). "Decentralized AI for Financial Predictions." International Journal for Research Publication & Seminar, 13(5): 434. https://doi.org/10.36676/jrps.v13.i5.1511.
Mahadik, Siddhey, Amit Mangal, Swetha Singiri, Akshun Chhapola, & Shalu Jain. (2022). "Risk Mitigation Strategies in Product Management." International Journal of Creative Research Thoughts (IJCRT), 10(12): 665.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2022 Universal Research Reports
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
