6+ years of experience building production software in software engineering, product engineering, ML engineering, or a hands-on technical solutions role.
Experience independently owning scoped technical products from an ambiguous problem through design, implementation, launch, and iteration.
Proficiency in one or more general-purpose programming languages such as Python, JavaScript/TypeScript, Java, PHP/Hack, C++, or similar.
Experience building or integrating APIs, backend services, data workflows, or full-stack products, including debugging complex integration issues.
Experience applying production engineering practices such as automated testing, observability, actionable errors, and safe failure handling.
Experience using data and metrics to evaluate outcomes and communicating technical concepts and trade-offs to technical and non-technical stakeholders.