Databricks offers a range of certifications focused on key aspects of data engineering, data science, and machine learning. These certifications assess proficiency in working with the Databricks platform and its integration with Apache Spark. Candidates typically need to demonstrate a strong understanding of data processing, analytics, and machine learning workflows, as well as proficiency in using Databricks tools and notebooks for solving complex problems. Common skills evaluated include data manipulation, model training, deployment, and optimization. These certifications are designed to support careers in data engineering, data science, and cloud-based analytics, offering professionals a pathway to validate their expertise and advance in roles involving big data, AI, and cloud technologies.