Sparta is an intelligent data delivery layer that dynamically optimizes large-scale data transfers across clouds, clusters, and distributed systems. Modern AI workloads, streaming platforms, and high-throughput applications lose time and money to inefficient data movement. Static transfer settings fail under fluctuating network conditions, leading to idle GPUs, longer processing times, wasted bandwidth, and rising infrastructure costs. Sparta replaces fixed heuristics with a real-time reinforcement learning engine that continuously adapts based on live network signals. The result is faster transfers, better bandwidth utilization, lower energy consumption, and more predictable performance without requiring infrastructure rewrites. Designed as a drop-in layer that works on top of all existing storage and transfer tools, Sparta helps AI labs, media platforms, gaming companies, and cloud-native enterprises ensure that data delivery never becomes the bottleneck to performance or scale.