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This paper describes a four-year research practice partnership (RPP) dedicated to building capacity to scale and sustain equitable computer science education across the state of California, USA. The acronym of the RPP–SCALE: Supporting Computing Access and Leadership Equity in California–is also the same acronym that describes the five elements of our healthy research practice partnership: Shared Leadership, Collaboration, Application to Practice, Learning is Ongoing, and Equity-Focused. In response to the lack of supports for school leaders to implement equity-centered computer science education, this partnership brings together 17 local education agencies (including public school districts and county offices of education) and educational researchers to understand how to increase leadership capacity that supports meaningful computing learning opportunities for individuals most underrepresented in the field (e.g., Black, Brown, Indigenous, low-income, and female students). Through mixed methods research methodologies, this paper surfaces details about best practices for creating and sustaining RPPs, as well as the positive impacts of the SCALE RPP’s activities on partners (e.g., the “CS Equity Guide” and associated professional development workshop for school leaders, Summer of CS initiative, etc.) that were created in response to the partnership’s shared goals and interests.