Developed and integrated a Docker-based pre-commit hook installation for the ConsultingMD/dbt-core repository, enabling automated code quality checks to run inside the container before commits. This approach leveraged Docker and YAML to ensure that linting, formatting, and compatibility checks were consistently executed both locally and within containerized development environments. By aligning pre-commit enforcement with CI/CD standards, the work improved early detection of potential issues and reduced the risk of post-merge defects. The implementation was thoroughly documented and referenced in the codebase, demonstrating a focus on maintainability and process alignment within continuous integration and DevOps workflows. No bugs were reported.