This article discusses how simple analyses of large datasets can provide powerful insights for businesses. It describes an example where a company analyzed its entire customer base and found that 73% were from one geography and 27% from another. Analyzing just the top 10% of high-value customers, the ratio changed drastically to 94-6, and for the top 5% of customers it was 98-2. These simple summaries and visualizations from big data provided important strategic insights for how to focus marketing efforts. The article advocates exploring simple analyses before complex modeling so as not to miss opportunities for intuition from basic statistics.