Khotimah, K. et al. 2026. Development of a Hybrid LSTM and Isolation Forest Architecture for Realtime SQLi, Brute-Force, and Data Exfiltration Attack Detection on MariaDB. Sienna. 7, 1 (Jun. 2026), 37–52. DOI:https://doi.org/10.47637/sienna.v7i1.2368.