Shambhavi contributed to the statsig-io/docs repository by focusing on documentation quality and user metrics clarity. Over two months, she enhanced the readability of technical documentation, notably refining test-gate.md to streamline onboarding for new contributors. Her work included precise technical writing in Markdown, ensuring documentation integrity without altering code. In a later update, she clarified the DAU metric definition, restricting counts to custom events logged by the Statsig SDK and removing outdated exposure event references to improve metric governance. Shambhavi’s disciplined approach emphasized traceable, well-scoped documentation changes, demonstrating depth in technical writing and a strong understanding of user metrics.