Virtualization is an important technology in data center environment due to its useful features such as server consolidation, power saving, live migration and faster server provisioning. However, virtualization sometimes incurs some performance loss. Operating system-level virtualization could be an alternative to classical virtualization as it potentially reduces overhead and thus improves the utilization of data centers. Different virtualization platforms differ in terms of features, performance and virtualization overhead. Web conferencing systems become popular as the clients' bandwidth has increased in last years, in educational, researching and business fields. The BigBlueButton is a web conferencing system that allows multiple users join a conference room, having classes and share their microphone, webcam, desktop and files. In this paper, we use KVM, OpenVZ and Linux Containers as virtualization platforms to deploy conference systems using BigBlueButton. We explore its virtual performance under a real-world workload and a set of benchmarks that stress different aspects such as computing power, latency and memory, I/O and network bandwidth. These results can be a valuable information to be taken in account by systems administrators, for capacity planning and systems designing. Which, in turn, lead to cost savings for companies.