A rapid growth in the use of cloud computing in education is developing. A need for cost optimization approaches that exploit specific aspects of interactive educational activities, since companies participating in the field usually receive extreme budget constraints. In this work, also implement a Maximum Probability Estimate approach to determine IT network variability in formulating resource scheduling strategies to improve the usage of platforms for education systems. In today’s generation, "cloud computing" is becoming more popular, but many organizations interpret cloud computing in multiple aspects. It considers the computing approach to cloud computing and identifies their existing and achieved educational and research initiatives concerning the topic mentioned and our knowledge in the architecture of educational technology. Then also analyze the effective adoption in educational institutions of the cloud computing system and the multiple approaches to support cloud computing. As a result, this paper shows our prototype for school infrastructure testing and a school that is prepared for exploration. In conclusion, it reviews the conclusions and includes a summary for bringing the deployment and creation of cloud computing technology to the next level.