2024. Beyond Reactive Scaling: A Review of AI-Driven Proactive and Context-Aware Auto-Scaling in Cloud-Edge Environments. International Journal of Engineering & Extended Technologies Research (IJEETR). 6, 3 (May 2024), 8175–8183. DOI:https://doi.org/10.15662/IJEETR.2024.0603009.