Developers may find it hard to debug the reason for nvmlDeviceGetCount returning 0 when GPUs are visible with tools such as nvidia-smi and CUDA kernels function properly. Permission issues, driver incompatibilities, or missing kernel modules are typical causes. Resolving these problems guarantees improved application dependability and more seamless GPU management.