Cost Comparison of Lambda Architecture Implementations for Transportation Analytics using Public Cloud Software as a Service
| Autor: | Dario Correal, Pedro Fabián Pérez-Arteaga, Camilo Castellanos, Luis A. Guzman, Harold Castro, Yves Denneulin |
|---|---|
| Přispěvatelé: | Grupo de Sostenibilidad Urbana y Regional [UNIANDES] (SUR), Departamento de Ingeniería Civil y Ambiental [Univ de los Andes Colombia] (UNIANDES), Universidad de los Andes [Bogota] (UNIANDES)-Universidad de los Andes [Bogota] (UNIANDES), Departamento de Ingeniería de Sistemas y Computación [Univ de los Andes Colombia] (UNIANDES), Facultad de Ingeniería [Univ de los Andes Colombia] (UNIANDES), Data Aware Large Scale Computing (DATAMOVE ), Inria Grenoble - Rhône-Alpes, Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Laboratoire d'Informatique de Grenoble (LIG ), Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes [2016-2019] (UGA [2016-2019])-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes [2016-2019] (UGA [2016-2019]) |
| Jazyk: | angličtina |
| Rok vydání: | 2018 |
| Předmět: |
Bus Delay Prediction
Performance Evaluation Cost comparison Transport Analytics Computer science business.industry Software as a service Cost Comparison Cloud computing computer.software_genre Analytics Operating system [INFO]Computer Science [cs] Software as a Service business computer Implementation Lambda Architecture |
| Zdroj: | Special Session on Software Engineering for Service and Cloud Computing Special Session on Software Engineering for Service and Cloud Computing, Jul 2018, Porto, Portugal. pp.855-862, ⟨10.5220/0006869308550862⟩ ICSOFT |
| DOI: | 10.5220/0006869308550862⟩ |
| Popis: | International audience; Lambda architecture has gained high relevance for big data analytics by offering mixed and coordinated data processing: real time processing for fast data streams and batch processing for large workloads with high latency. However, concrete implementations over cloud infrastructures and cost comparisons are still not being sufficiently analyzed. This paper presents a cost comparison of Lambda architecture implementations using Software as a Service (SaaS) to support IT decision makers when streaming-analytics solutions must be implemented. To do that, a case study of transportation analytics is developed on three public cloud providers: Google Cloud Platform, Microsoft Azure, and Amazon Web Services Cloud. The evaluation is carried out by comparing deployment, configuration, development, and performance costs in a public-transportation delay-monitoring case study assessing various concurrency scenarios. |
| Databáze: | OpenAIRE |
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