Hybrid classical‑quantum architecture combines CPUs, GPUs, and quantum processors, using DevOps automation to manage data pipelines and orchestration layers. CI/CD for quantum applications automates builds, tests, and deployments of hybrid code, reducing errors and accelerating innovation for complex quantum projects.