Digital Cloud Environment: Present Challenges and Future Forecast

This article addresses the challenges of a digital cloud environment when it comes to global scalability with a large number of remote servers and an unsecure public cloud, such as Amazon. The goal of the study was to work out an approach for evaluating the reasonable system capacity under heavy wor...

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Main Authors: Serg Mescheryakov, Dmitry Shchemelinin, Konstantin Izrailov, Victor Pokussov
Format: Article
Language:English
Published: MDPI AG 2020-04-01
Series:Future Internet
Subjects:
Online Access:https://www.mdpi.com/1999-5903/12/5/82
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author Serg Mescheryakov
Dmitry Shchemelinin
Konstantin Izrailov
Victor Pokussov
author_facet Serg Mescheryakov
Dmitry Shchemelinin
Konstantin Izrailov
Victor Pokussov
author_sort Serg Mescheryakov
collection DOAJ
description This article addresses the challenges of a digital cloud environment when it comes to global scalability with a large number of remote servers and an unsecure public cloud, such as Amazon. The goal of the study was to work out an approach for evaluating the reasonable system capacity under heavy workload. For that purpose, Zabbix monitoring solution is used and business metrics are applied in relation to existing system ones. A prediction data model is proposed to compute the future forecast of the user activity based on the collected historical statistics and to verify whether capacity adjustment is possible or not. The results of capacity planning are implemented at Genesys International Telecommunications Company. System analysis of the production environment indicates the possibility to downscale the capacity of certain virtual servers, which allowed savings to the annual operational costs of $3500 (50%) for each affected server.
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spelling doaj.art-270830da97624721b2e99f06e761659f2023-11-19T23:00:02ZengMDPI AGFuture Internet1999-59032020-04-011258210.3390/fi12050082Digital Cloud Environment: Present Challenges and Future ForecastSerg Mescheryakov0Dmitry Shchemelinin1Konstantin Izrailov2Victor Pokussov3Department of Computer Science, Peter the Great St. Petersburg Polytechnic University, 195251 St. Petersburg, RussiaDepartment of Computer Science, Peter the Great St. Petersburg Polytechnic University, 195251 St. Petersburg, RussiaDepartment of Secured Communication Systems, The Bonch-Bruevich Saint-Petersburg State University of Telecommunications, 193232 St. Petersburg, RussiaKazakhstan Information Security Association, Almaty 050022, KazakhstanThis article addresses the challenges of a digital cloud environment when it comes to global scalability with a large number of remote servers and an unsecure public cloud, such as Amazon. The goal of the study was to work out an approach for evaluating the reasonable system capacity under heavy workload. For that purpose, Zabbix monitoring solution is used and business metrics are applied in relation to existing system ones. A prediction data model is proposed to compute the future forecast of the user activity based on the collected historical statistics and to verify whether capacity adjustment is possible or not. The results of capacity planning are implemented at Genesys International Telecommunications Company. System analysis of the production environment indicates the possibility to downscale the capacity of certain virtual servers, which allowed savings to the annual operational costs of $3500 (50%) for each affected server.https://www.mdpi.com/1999-5903/12/5/82internet of thingscyber securitypublic clouddigital environmentvirtual machinedigital transformation
spellingShingle Serg Mescheryakov
Dmitry Shchemelinin
Konstantin Izrailov
Victor Pokussov
Digital Cloud Environment: Present Challenges and Future Forecast
Future Internet
internet of things
cyber security
public cloud
digital environment
virtual machine
digital transformation
title Digital Cloud Environment: Present Challenges and Future Forecast
title_full Digital Cloud Environment: Present Challenges and Future Forecast
title_fullStr Digital Cloud Environment: Present Challenges and Future Forecast
title_full_unstemmed Digital Cloud Environment: Present Challenges and Future Forecast
title_short Digital Cloud Environment: Present Challenges and Future Forecast
title_sort digital cloud environment present challenges and future forecast
topic internet of things
cyber security
public cloud
digital environment
virtual machine
digital transformation
url https://www.mdpi.com/1999-5903/12/5/82
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