In some countries, restructuring of the healthcare system has contributed to the introduction of a new domain in professional nursing—the Advanced Practice Nurse (APN). In order to provide the highest quality of care to patients, nurses working at the advanced level are expected to develop knowledge and to initiate services and practices carried out in collaboration with other professionals. In 2018, the European League Against Rheumatism (EULAR) updated its recommendations for the role of the nurse in the management and care of patients with rheumatic conditions. The objective of the study was a presentation of the scope of medical services provided by nurses for patients with rheumatic diseases based on current EULAR recommendations. A review of the literature on the participation of nurses, as members of a multidisciplinary team, in the education, management, psychosocial support, and promotion of self-care in patients with rheumatic diseases was presented. The expert group formulated three overarching principles and eight recommendations. The literature review and expert recommendations indicated that nurses’ tasks in relation to patients with rheumatic diseases should include an initial assessment of health needs, routine follow-up care, and counseling for patients on self-care and lifestyle changes. In the EULAR recommendations, nursing care is also defined as a practice model in which nurses, in collaboration with physicians, provide support, education, and disease monitoring to patients with rheumatic conditions. The requirement for extended nursing education at the advanced practice level, aimed at acquiring diagnostic, therapeutic, caring, and educational knowledge and skills was highlighted, particularly with regard to the EULAR recommendations.