How to run pandas on GPUs with Coiled

Sept. 5, 2025 6 min read Sarah Johnson Pandas is the go-to library for data manipulation and analysis in Python, but it struggles with large datasets due to its single-threaded, CPU-bound design. As data grows in size and complexity, analysts and data scientists often face slow processing times and memory bottlenecks that interrupt analytical flow and limit business responsiveness.