The 2024 International Conference on Intelligent Computing and Data Analysis (ICDA 2024) was successfully held online on September 7, 2024, centered on the theme "Intelligent Computing and Data Analysis: Advancing Frontiers and Enabling Applications." The conference provided a platform for academics, engineers, and industry professionals to explore cutting‑edge innovations in machine learning, computational intelligence, and data‑driven methodologies. Looking forward to next year’s edition to further propel the boundaries of intelligent computing and data science.