Utilizing Savings Plans, Reserved Instances, and detailed budget planning with granular cost allocation can help you lock in predictable costs and avoid unexpected spikes. You can also start small with the free tier and scale up gradually as your needs grow. Alternatively, you can seek the assistance of a seasoned AWS service provider.