This article shares our experience using a job-embedded active learning approach to support candidates' growth as systems-focused equity leaders in the University of Washington's Leadership for Learning program. We describe how socio-cultural learning theory helped us shift from field-based application projects to job-embedded learning. Our approach involved clarifying systems-focused leadership practices as primary learning targets, centering candidates' workplaces as the main learning setting, and providing high-quality support consistent with apprenticeships and communities of practice. We conclude with opportunities, challenges, and ways forward for educational leadership programs seeking to design such approaches and develop systems-focused equity leaders.