This study identified 14 novel drug-adverse drug reaction (ADR) signals for biologic DMARDs and targeted therapies in rheumatoid arthritis (RA) and ankylosing spondylitis (AS) using the Korean nationwide KOBIO registry, with external validation from FAERS and a single-center CDM. Key novel signals included tofacitinib-thrombocytosis, golimumab-iron deficiency anemia, and adalimumab-white matter lesion. These findings highlight the value of registry data for pharmacovigilance and suggest potential new safety concerns that warrant further evaluation.