This article explores the challenges of performing exact queries on large datasets and introduces data sketches as a solution. Sketches provide approximate answers quickly and efficiently, allowing for scalable data analysis without the need for massive storage. The piece outlines how these probabilistic structures work and their advantages in handling big data.