Peritoneal cancer characterized by localized dissemination can be hard to treat due to a poor understanding of cellular properties driving metastasis. Using natural fibrillar environments, we present high throughput and high content quantitative strategy to measure biophysical properties of cells in ovarian cancer models on the timescale of hours.