Instead of AWS, the system utilized Microsoft Azure as its cloud infrastructure, with services like Azure Functions, Azure Service Bus, and Azure Storage enabling scalable serverless computing and reliable messaging systems. SonarQube was used for static code analysis to ensure high code quality, while tools like Husky and ESLint streamlined development workflows. GitHub facilitated collaborative development and version control.