Earning the Databricks Data Engineer Associate certification was a valuable milestone for DataArt's Data Engineer, Milka Kutseva. It strengthened her understanding of how Databricks operates in real production environments and improved her confidence when working with data pipelines and Spark. In this article, Milka breaks down what the exam covers, what changed in the July 2025 update, how she prepared, and the practical tips that proved most useful, along with links to them. What Is the Databricks Data Engineer Associate Certification? The Databricks Data Engineer Associate exam evaluates your ability to work with the Databricks platform in real-world scenarios. It focuses on practical skills such as: Building data pipelines Working with Delta tables Using Spark SQL and PySpark Orchestrating workflows The certification is beginner‑friendly but hands‑on. Instead of testing abstract theory, it emphasizes applied knowledge and everyday operational tasks.…