At Two Sigma, we find meaning in petabyte-scale data, and do so with efficiency. We leverage the breadth and flexibility of R data analytic environment on top of scalable data ingestion and distributed computing platforms. This approach enables us to conduct rapid prototyping and data exploration, as well as reproducible research. We will also discuss Beaker, a polyglot open source notebook that integrates easily with R and other data-oriented languages.