International Journal of Web Applications Monika Simjanoska, Goran Velkoski, Sasko Ristov, Marjan Gusev 14 3 2022 https://doi.org/10.6025/ijwa/2022/14/3/55-60 https://www.dline.info/ijwa/fulltext/v14n3/ijwav14n3_1.pdf The services including both hardware and software are available in cloud environment which is scalable. The sharing of hardware services in cloud computing is quite challenging and they need to be addressed. In the cloud multiple tenants use same hardware resources, and use database sources the challenges in cloud have to be solved. In this work, we use web service, hosted two difference multitenant cloud structure. We applied the experimental data to develop machine learning based classifier which can be able to differentiate the two multi-tenant configurations. The importance of this approach is to learn the use new workloads and to prevent the new virtual machine instances.