My strategy involves proactive forecasting based on anticipated user growth, load testing to simulate peak usage, using scalable cloud-based infrastructure to handle traffic spikes, and continuously monitoring server performance for optimization to balance resource allocation efficiently, thereby preventing unnecessary expenditures.