Qualitative research plays a crucial role in evaluation by focusing on understanding rather than measuring, employing methods like focus groups and interviews. It enhances randomized controlled trials (RCTs) by addressing feasibility, acceptability, and implementation in the real world, ultimately improving validity and success rates. Despite its benefits, challenges remain in adapting qualitative insights for fast evaluations and complex policy contexts.