Impact of Data Lakes on Modernizing Business Intelligence in Large Enterprises
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Abstract
Data lakes have transformed the way large enterprises manage, store, and analyze data, directly impacting business intelligence (BI) processes. This manuscript explores how data lakes contribute to the modernization of BI in large enterprises by enabling the integration of diverse, high-volume data sources into a single storage solution. This study reviews key benefits and challenges of data lake adoption, focusing on scalability, real-time analytics, and improved decision-making capabilities. Our findings suggest that data lakes offer significant advantages for enterprises, particularly in enhancing data accessibility and analytic agility. However, they also introduce complexities in data governance and quality control. This paper provides insights into the optimal design and deployment of data lakes to maximize their BI potential.
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• Salunkhe, Vishwasrao, Srikanthudu Avancha, Bipin Gajbhiye, Ujjawal Jain, and 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.
• Agrawal, Shashwat, Digneshkumar Khatri, Viharika Bhimanapati, Om Goel, and 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.
• Agrawal, Shashwat, Fnu Antara, Pronoy Chopra, A Renuka, and Punit Goel. 2022. "Risk Management in Global Supply Chains." International Journal of Creative Research Thoughts (IJCRT) 10(12):2212668.
• Agrawal, Shashwat, Srikanthudu Avancha, Bipin Gajbhiye, Om Goel, and Ujjawal Jain. 2022. "The Future of Supply Chain Automation." International Journal of Computer Science and Engineering 11(2):9–22.
• Mahadik, Siddhey, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, Prof. (Dr.) Arpit Jain, and 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, and 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.
• Mahadik, Siddhey, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. "Risk Mitigation Strategies in Product Management." International Journal of Creative Research Thoughts (IJCRT) 10(12):665.
• 3. Khair, Md Abul, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. "Improving HR Efficiency Through Oracle HCM Cloud Optimization." International Journal of Creative Research Thoughts (IJCRT) 10(12). Retrieved from https://ijcrt.org.
• Khair, Md Abul, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, S. P. Singh, and Om Goel. 2022. "Future Trends in Oracle HCM Cloud." International Journal of Computer Science and Engineering 11(2):9–22.
• Arulkumaran, Rahul, Aravind Ayyagari, Aravindsundeep Musunuri, Prof. (Dr.) Punit Goel, and 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.
• Arulkumaran, Rahul, Sowmith Daram, Aditya Mehra, Shalu Jain, and Raghav Agarwal. 2022. "Intelligent Capital Allocation Frameworks in Decentralized Finance." International Journal of Creative Research Thoughts (IJCRT) 10(12):669. ISSN: 2320-2882.
• Agarwal, Nishit, Rikab Gunj, Venkata Ramanaiah Chintha, Raja Kumar Kolli, Om Goel, and 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.
• Agarwal, Nishit, Rikab Gunj, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. “Self-Supervised Learning for EEG Artifact Detection.” International Journal of Creative Research Thoughts 10(12).
• Arulkumaran, Rahul, Aravind Ayyagari, Aravindsundeep Musunuri, Arpit Jain, and Punit Goel. 2022. "Real-Time Classification of High Variance Events in Blockchain Mining Pools." International Journal of Computer Science and Engineering 11(2):9–22.
• Agarwal, N., Daram, S., Mehra, A., Goel, O., & Jain, S. (2022). "Machine learning for muscle dynamics in spinal cord rehab." International Journal of Computer Science and Engineering (IJCSE), 11(2), 147–178. © IASET. https://www.iaset.us/archives?jname=14_2&year=2022&submit=Search.
• Dandu, Murali Mohana Krishna, Vanitha Sivasankaran Balasubramaniam, A. Renuka, Om Goel, Punit Goel, and Alok Gupta. (2022). "BERT Models for Biomedical Relation Extraction." International Journal of General Engineering and Technology 11(1): 9-48. ISSN (P): 2278–9928; ISSN (E): 2278–9936.
• Dandu, Murali Mohana Krishna, Archit Joshi, Krishna Kishor Tirupati, Akshun Chhapola, Shalu Jain, and Er. Aman Shrivastav. (2022). “Quantile Regression for Delivery Promise Optimization.” International Journal of Computer Science and Engineering (IJCSE) 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979.
• Vanitha Sivasankaran Balasubramaniam, Santhosh Vijayabaskar, Pramod Kumar Voola, Raghav Agarwal, & Om Goel. (2022). "Improving Digital Transformation in Enterprises Through Agile Methodologies." International Journal for Research Publication and Seminar, 13(5), 507–537. https://doi.org/10.36676/jrps.v13.i5.1527.
• Balasubramaniam, Vanitha Sivasankaran, Archit Joshi, Krishna Kishor Tirupati, Akshun Chhapola, and Shalu Jain. (2022). "The Role of SAP in Streamlining Enterprise Processes: A Case Study." International Journal of General Engineering and Technology (IJGET) 11(1):9–48.
• Creating Efficient ETL Processes: A Study Using Azure Data Factory and Databricks. The International Journal of Engineering Research, Vol.10, Issue 6, pp.816-829, 2023. [Link](http://tijer tijer/viewpaperforall.php?paper=TIJER2306330)
• Analyzing Data and Creating Reports with Power BI: Methods and Case Studies. International Journal of New Technology and Innovation, Vol.1, Issue 9, pp.a1-a15, 2023. [Link](http://rjpn ijnti/viewpaperforall.php?paper=IJNTI2309001)
• Leveraging SAP Commercial Project Management (CPM) in Construction Projects: Benefits and Case Studies. Journal of Emerging Trends in Networking and Robotics, Vol.1, Issue 5, pp.a1-a20, 2023. [Link](http://rjpn jetnr/viewpaperforall.php?paper=JETNR2305001)
• Enhancing Business Processes with SAP S/4 HANA: A Review of Case Studies. International Journal of New Technologies and Innovations, Vol.1, Issue 6, pp.a1-a12, 2023. [Insert DOI here]
• Dasaiah Pakanati, Prof.(Dr.) Punit Goel, Prof.(Dr.) Arpit Jain (2023). Optimizing Procurement Processes: A Study on Oracle Fusion SCM. IJRAR - International Journal of Research and Analytical Reviews (IJRAR), 10(1), 35-47. [Link](http://www.ijrar IJRAR23A3238.pdf)
• Pakanati, D., Goel, E. L., & Kushwaha, D. G. S. (2023). Implementing cloud-based data migration: Solutions with Oracle Fusion. Journal of Emerging Trends in Network and Research, 1(3), a1-a11. [Link](rjpn jetnr/viewpaperforall.php?paper=JETNR2303001)
• "Strategies for Product Roadmap Execution in Financial Services Data Analytics." (2023). International Journal of Novel Research and Development (IJNRD), 8(1), d750-d758. [Link](http://www.ijnrd papers/IJNRD2301389.pdf)
• "Advanced API Integration Techniques Using Oracle Integration Cloud (OIC)." (2023). International Journal of Emerging Technologies and Innovative Research (JETIR), 10(4), n143-n152. [Link](http://www.jetir papers/JETIR2304F21.pdf)
• Kolli, R. K., Goel, P., & Jain, A. (2023). MPLS Layer 3 VPNs in Enterprise Networks. Journal of Emerging Technologies and Network Research, 1(10), Article JETNR2310002. Link
• SHANMUKHA EETI, PRIYANSHI, PROF.(DR) SANGEET VASHISHTHA. (2023). Optimizing Data Pipelines in AWS: Best Practices and Techniques. International Journal of Creative Research Thoughts, 11(3), i351-i365. [Link](ijcrt papers/IJCRT2303992.pdf)
• Eeti, E. S., Jain, P. A., & Goel, E. O. (2023). "Creating robust data pipelines: Kafka vs. Spark," Journal of Emerging Technologies in Networking and Research, 1(3), a12-a22. [JETNR](rjpn jetnr/viewpaperforall.php?paper=JETNR2303002)
• Eeti, S., Jain, A., & Goel, P. (2023). "A comparative study of NoSQL databases: MongoDB, HBase, and Phoenix," International Journal of New Trends in Information Technology, 1(12), a91-a108. [IJNTI](rjpn ijnti/papers/IJNTI2312013.pdf)
• Mahimkar, E. S., Chhapola, E. A., & Goyal, M. (2023). "Enhancing TV audience rating predictions through linear regression models," Journal of New Research in Data Science, 1(3). doi:10.XXXX/JNRID2303002
• Shekhar, E. S., Jain, E. S., & Khan, D. S. (2023). "Effective product management for SaaS growth: Strategies and outcomes," Journal of New Research in Innovation and Development, 1(4), a1-a14. [JNRID](tijer jnrid/viewpaperforall.php?paper=JNRID2304001)
• Shekhar, E. S., Agrawal, D. K. K., & Jain, E. S. (2023). Integrating conversational AI into cloud platforms: Methods and impact. Journal of Emerging Trends in Networking Research, 1(5), a21-a36. JETNR2305002.pdf
• Chintha, E. V. R., Jain, P. K., & Jain, U. (2023). Call drops and accessibility issues: Multi-RAT networks analysis. Journal of Emerging Technologies and Network Research, 1(6), a12-a25. JETNR2306002.pdf
• Pamadi, V. N., Chhapola, A., & Agarwal, N. (2023). Performance analysis techniques for big data systems. International Journal of Computer Science and Publications, 13(2), 217-236. doi: 10.XXXX/IJCSP23B1501
• Pamadi, E. V. N., Goel, S., & Pandian, P. K. G. (2023). Effective resource management in virtualized environments. Journal of Emerging Technologies and Network Research, 1(7), a1-a10. [View Paper](rjpn jetnr/viewpaperforall.php?paper=JETNR2307001)
• FNU ANTARA, DR. SARITA GUPTA, PROF.(DR) SANGEET VASHISHTHA, "A Comparative Analysis of Innovative Cloud Data Pipeline Architectures: Snowflake vs. Azure Data Factory", International Journal of Creative Research Thoughts (IJCRT), 11(4), pp.j380-j391, April 2023. [View Paper](http://www.ijcrt papers/IJCRT23A4210.pdf)
• "Optimizing Modern Cloud Data Warehousing Solutions: Techniques and Strategies", International Journal of Novel Research and Development, 8(3), e772-e783, March 2023. [View Paper](http://www.ijnrd papers/IJNRD2303501.pdf)
• Chopra, E. P., Goel, E. O., & Jain, R. (2023). Generative AI vs. Machine Learning in cloud environments: An analytical comparison. Journal of New Research in Development, 1(3), a1-a17. [View Paper](tijer jnrid/viewpaperforall.php?paper=JNRID2303001)
• Antara, E. F. N., Khan, S., & Goel, O. (2023). Workflow management automation: Ansible vs. Terraform. Journal of Emerging Technologies and Network Research, 1(8), a1-a11. [View Paper](rjpn jetnr/viewpaperforall.php?paper=JETNR2308001)
• Antara, E. F., Jain, E. A., & Goel, P. (2023). Cost-efficiency and performance in cloud migration strategies: An analytical study. Journal of Network and Research in Distributed Systems, 1(6), a1-a13. [View Paper](tijer jnrid/viewpaperforall.php?paper=JNRID2306001)
• PRONOY CHOPRA, OM GOEL, DR. TIKAM SINGH, "Managing AWS IoT Authorization: A Study of Amazon Verified Permissions", IJRAR, 10(3), pp.6-23, August 2023. [View Paper](http://www.ijrar IJRAR23C3642.pdf)
• The Role of RPA and AI in Automating Business Processes in Large Corporations." (March 2023). International Journal of Novel Research and Development, 8(3), e784-e799. IJNRD
• AMIT MANGAL, DR. PRERNA GUPTA. "Comparative Analysis of Optimizing SAP S/4HANA in Large Enterprises." (April 2023). International Journal of Creative Research Thoughts, 11(4), j367-j379. IJCRT
• Chopra, E., Verma, P., & Garg, M. (2023). Accelerating Monte Carlo simulations: A comparison of Celery and Docker. Journal of Emerging Technologies and Network Research, 1(9), a1-a14. JETNR
• Daram, S., Renuka, A., & Pandian, P. K. G. (2023). Adding chatbots to web applications: Using ASP.NET Core and Angular. Universal Research Reports, 10(1). DOI
• Singiri, S., Gupta, E. V., & Khan, S. (2023). Comparing AWS Redshift and Snowflake for data analytics: Performance and usability. International Journal of New Technologies and Innovations, 1(4), a1-a14. IJNTI
• Swetha, S., Goel, O., & Khan, S. (2023). Integrating data for strategic business intelligence to enhance data analytics. Journal of Emerging Trends and Novel Research, 1(3), a23-a34. JETNR
• Singiri, S., Goel, P., & Jain, A. (2023). Building distributed tools for multi-parametric data analysis in health. Journal of Emerging Trends in Networking and Research, 1(4), a1-a15. JETNR
• "Automated Network Configuration Management." (March 2023). International Journal of Emerging Technologies and Innovative Research, 10(3), i571-i587. JETIR
• "A Comparative Study of Agile, Iterative, and Waterfall SDLC Methodologies in Salesforce Implementations", International Journal of Novel Research and Development, Vol.8, Issue 1, page no.d759-d771, January 2023. http://www.ijnrd papers/IJNRD2301390.pdf
• "Applying Principal Component Analysis to Large Pharmaceutical Datasets", International Journal of Emerging Technologies and Innovative Research (JETIR), ISSN:2349-5162, Vol.10, Issue 4, page no.n168-n179, April 2023. http://www.jetir papers/JETIR2304F24.pdf
• Daram, S., Renuka, A., & Kirupa, P. G. (2023). Best practices for configuring CI/CD pipelines in open-source projects. Journal of Emerging Trends in Networking and Robotics, 1(10), a13-a21. rjpn jetnr/papers/JETNR2310003.pdf
• Chinta, U., Goel, P. (Prof. Dr.), & Renuka, A. (2023). Leveraging AI and machine learning in Salesforce for predictive analytics and customer insights. Universal Research Reports, 10(1). https://doi.org/10.36676/urr.v10.i1.1328
• Bhimanapati, S. V., Chhapola, A., & Jain, S. (2023). Optimizing performance in mobile applications with edge computing. Universal Research Reports, 10(2), 258. https://urr.shodhsagar.com
• Chinta, U., Goel, O., & Jain, S. (2023). Enhancing platform health: Techniques for maintaining optimizer, event, security, and system stability in Salesforce. International Journal for Research Publication & Seminar, 14(4). https://doi.org/10.36676/jrps.v14.i4.1477
• "Implementing CI/CD for Mobile Application Development in Highly Regulated Industries", International Journal of Novel Research and Development, Vol.8, Issue 2, page no.d18-d31, February 2023. http://www.ijnrd papers/IJNRD2302303.pdf
• Avancha, S., Jain, S., & Pandian, P. K. G. (2023). Risk management in IT service delivery using big data analytics. Universal Research Reports, 10(2), 272.
• "Advanced SLA Management: Machine Learning Approaches in IT Projects". (2023). International Journal of Novel Research and Development, 8(3), e805–e821. http://www.ijnrd papers/IJNRD2303504.pdf
• "Advanced Threat Modeling Techniques for Microservices Architectures". (2023). IJNRD, 8(4), h288–h304. http://www.ijnrd papers/IJNRD2304737.pdf
• Gajbhiye, B., Aggarwal, A., & Goel, P. (Prof. Dr.). (2023). Security automation in application development using robotic process automation (RPA). Universal Research Reports, 10(3), 167. https://doi.org/10.36676/urr.v10.i3.1331
• Khatri, D. K., Goel, O., & Garg, M. "Data Migration Strategies in SAP S4 HANA: Key Insights." International Journal of Novel Research and Development, 8(5), k97-k113. Link
• Khatri, Dignesh Kumar, Shakeb Khan, and Om Goel. "SAP FICO Across Industries: Telecom, Manufacturing, and Semiconductor." International Journal of Computer Science and Engineering, 12(2), 21–36. Link
• Bhimanapati, V., Gupta, V., & Goel, P. "Best Practices for Testing Video on Demand (VOD) Systems." International Journal of Novel Research and Development (IJNRD), 8(6), g813-g830. Link
• Bhimanapati, V., Chhapola, A., & Jain, S. "Automation Strategies for Web and Mobile Applications in Media Domains." International Journal for Research Publication & Seminar, 14(5), 225. Link
• Bhimanapati, V., Jain, S., & Goel, O. "Cloud-Based Solutions for Video Streaming and Big Data Testing." Universal Research Reports, 10(4), 329.
• Murthy, K. K. K., Renuka, A., & Pandian, P. K. G. (2023). "Harnessing Artificial Intelligence for Business Transformation in Traditional Industries." International Journal of Novel Research and Development (IJNRD), 8(7), e746-e761. IJNRD
• Cheruku, S. R., Goel, P. (Prof. Dr.), & Jain, U. (2023). "Leveraging Salesforce Analytics for Enhanced Business Intelligence." Innovative Research Thoughts, 9(5). DOI:10.36676/irt.v9.15.1462
• Murthy, K. K. K., Goel, O., & Jain, S. (2023). "Advancements in Digital Initiatives for Enhancing Passenger Experience in Railways." Darpan International Research Analysis, 11(1), 40. DOI:10.36676/dira.v11.i1.71
• Cheruku, Saketh Reddy, Arpit Jain, and Om Goel. (2023). "Data Visualization Strategies with Tableau and Power BI." International Journal of Computer Science and Engineering (IJCSE), 12(2), 55-72. View Paper
• Ayyagiri, A., Goel, O., & Agarwal, N. (2023). Optimizing Large-Scale Data Processing with Asynchronous Techniques. International Journal of Novel Research and Development, 8(9), e277–e294. Available at.
• Ayyagiri, A., Jain, S., & Aggarwal, A. (2023). Innovations in Multi-Factor Authentication: Exploring OAuth for Enhanced Security. Innovative Research Thoughts, 9(4). Available at.
• Musunuri, A., Jain, S., & Aggarwal, A. (2023). Characterization and Validation of PAM4 Signaling in Modern Hardware Designs. Darpan International Research Analysis, 11(1), 60. Available at.
• Musunuri, A. S., Goel, P., & Renuka, A. (2023). Evaluating Power Delivery and Thermal Management in High-Density PCB Designs. International Journal for Research Publication & Seminar, 14(5), 240. Available at.
• Musunuri, A., Agarwal, Y. K., & Goel, P. (2023). Advanced Techniques for Signal Integrity Analysis in High-Bandwidth Hardware Systems. International Journal of Novel Research and Development, 8(10), e136–e153. Available at.
• Musunuri, A., Goel, P., & Renuka, A. (2023). Innovations in Multicore Network Processor Design for Enhanced Performance. Innovative Research Thoughts, 9(3), Article 1460. Available at.
• Mokkapati, Chandrasekhara, Punit Goel, and Ujjawal Jain. (2023). Optimizing Multi-Cloud Deployments: Lessons from Large-Scale Retail Implementation. International Journal of Novel Research and Development, 8(12). Retrieved from https://ijnrd.org/viewpaperforall.php?paper=IJNRD2312447