Efficient Serverless Architectures: Leveraging AWS Lambda and SageMaker for Scalable Workflow Solutions

Authors

  • Ravi Chandra Thota Independent Researcher, Sterling, Viginia, USA Author

PlumX DOI based Article Level Metrics

DOI:

https://doi.org/10.55662/JST.2024.5302

Keywords:

AWS Lambda, SageMaker, Serverless Architecture, Scalable Workflow

Abstract

Efficient serverless architectures has turned out to be a life changing solution for building scalable and cost-effective workflow solutions. The objective of this research paper is to explore the integration of AWS Lambda and SageMaker which are the core components of serverless framework and focusing on dynamic, on-demand computational tasks capabilities.

Readership Data

🌐

Refreshing Cached Analytics Data

The cached analytics data has become stale and www.thesciencebrigade.com is making a fresh request to fetch the latest data from Google Analytics. This may take 20-30 seconds depending on the server response time from Google Analytics. Please do not close the browser during this time. We appreciate your patience.

Downloads

Download data is not yet available.

References

M. M. Rahman and M. Hasibul Hasan, "Serverless Architecture for Big Data Analytics," 2019 Global Conference for Advancement in Technology (GCAT), Bangalore, India, 2019, pp. 1-5, https://doi.org/10.1109/GCAT47503.2019.8978443

N. Saravana Kumar and S. Selvakumara Samy, "A Survey and Implementation on Using A Runtime Overhead To Enable Serverless Deployment," 2023 9th International Conference on Advanced Computing and Communication Systems (ICACCS), Coimbatore, India, 2023, pp. 497-501, https://doi.org/10.1109/ICACCS57279.2023.10113032

A. Sharma, "Performance Optimization Techniques for Serverless Computing Platforms," International Journal of Computer Engineering and Technology, vol. 15, no. 4, pp. 802-813, Apr. 2024.

J. Wen, Z. Chen, X. Jin, and X. Liu, "Rise of the Planet of Serverless Computing: A Systematic Review," arXiv preprint arXiv:2206.12275, Jun. 2022.

H. Puripunpinyo and M. H. Samadzadeh, "Effect of optimizing Java deployment artifacts on AWS Lambda," 2017 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Atlanta, GA, USA, 2017, pp. 438-443, https://doi.org/10.1109/INFCOMW.2017.8116416

R. A. P. Rajan, "Serverless Architecture - A Revolution in Cloud Computing," 2018 Tenth International Conference on Advanced Computing (ICoAC), Chennai, India, 2018, pp. 88-93, https://doi.org/10.1109/ICoAC44903.2018.8939081

S. Fox, J. Wang, and R. Lee, "Exploring the Challenges of Serverless Computing in Training Large Language Models," International Journal of Computer Trends and Technology, vol. 72, no. 4, pp. 109-120, Apr. 2024.

M. Richards, Fundamentals of Software Architecture: An Engineering Approach, 1st ed., Sebastopol, CA, USA: O'Reilly Media, 2020.

M. Richards and N. Ford, Software Architecture: The Hard Parts: Modern Trade-Off Analyses for Distributed Architectures, 1st ed., Sebastopol, CA, USA: O'Reilly Media, 2021.

D. Kelly, F. G. Glavin, and E. Barrett, "Denial of Wallet—Defining a Looming Threat to Serverless Computing," Journal of Information Security and Applications, vol. 58, pp. 102-113, Aug. 2021.

A. Parres-Peredo, I. Piza-Davila and F. Cervantes, "Building and Evaluating User Network Profiles for Cybersecurity Using Serverless Architecture," 2019 42nd International Conference on Telecommunications and Signal Processing (TSP), Budapest, Hungary, 2019, pp. 164-167, https://doi.org/10.1109/TSP.2019.8768825

A. Bashir, "What is Serverless Architecture? What are its Pros and Cons?," Journal of Cloud Computing, vol. 9, no. 1, pp. 1-10, Jan. 2024.

A. Sharma, "Serverless Computing: One Step Forward, Two Steps Back," Communications of the ACM, vol. 63, no. 12, pp. 44-49, Dec. 2020.

J. Wen, Z. Chen, X. Jin, and X. Liu, "Rise of the Planet of Serverless Computing: A Systematic Review," arXiv preprint arXiv:2206.12275, Jun. 2022.

S. Gandhi, A. Gore, S. Nimbarte and J. Abraham, "Implementation and Analysis of a Serverless Shared Drive with AWS Lambda," 2018 4th International Conference for Convergence in Technology (I2CT), Mangalore, India, 2018, pp. 1-6, https://doi.org/10.1109/I2CT42659.2018.9058237

S. Fox, J. Wang, and R. Lee, "Exploring the Challenges of Serverless Computing in Training Large Language Models," International Journal of Computer Trends and Technology, vol. 72, no. 4, pp. 109-120, Apr. 2024.

Citation Metrics

Downloads

Published

18-06-2024

How to Cite

“Efficient Serverless Architectures: Leveraging AWS Lambda and SageMaker for Scalable Workflow Solutions”. Journal of Science & Technology, vol. 5, no. 3, June 2024, pp. 133-52, https://doi.org/10.55662/JST.2024.5302.

Plaudit