@inproceedings {Ber2013,
	title = {Exploring the Cloud from Passive Measurements: the Amazon AWS case},
	booktitle = {The 32nd Annual IEEE International Conference on Computer Communications (INFOCOM{\textquoteright}2013)},
	year = {2013},
	address = {Turin, Italy},
	abstract = {<p>Cloud Providers are nowadays the most popular way to quickly deploy new services on the Internet. Understanding mechanisms currently adopted in cloud design is fundamental to identify possible bottlenecks, to optimize performance, and to design more efficient platforms. This paper presents a characterization of Amazon{\textquoteright}s Web Services (AWS), the most prominent cloud provider that offers computing, storage, and content delivery platforms. Leveraging passive measurements collected from several vantage points in Italy for several months, we explore the EC2, S3 and CloudFront AWS services to unveil their infrastructure, the pervasiveness of content they host, and their traffic allocation policies. Measurements reveal that most of the content residing on EC2 and S3 is served by one single Amazon datacenter located in Virginia despite it appears to be the worst performing one for Italian users. This causes traffic to take long and expensive paths in the network. Since no automatic migration and load-balancing policies are offered by AWS among different locations, content is exposed to outages, as we were able to observe in our data. The CloudFront CDN, on the contrary, shows much better performance thanks to the effective cache selection policy that serves 98\% of the traffic from the nearest available cache. CloudFront exhibits also dynamic load-balancing policies, in contrast to the static allocation of instances on EC2 and S3. Information presented in this paper will be useful for developers aiming at entrusting AWS to deploy their contents, and for researchers willing to improve cloud design.</p>},
	doi = {10.1109/INFCOM.2013.6566769},
	author = {Ignacio Nicolas Bermudez and Stefano Traverso and Marco Mellia and Maurizio M Munafo{\textquoteright}}
}
