Dlt

If you’ve been writing Delta Live Tables (DLT) pipelines, you’ve been building with Lakeflow without knowing the new name. In 2026, the rebranding matters because it signals how Databricks now wants you to think about declarative pipeline design. This isn’t just a rename. The mental model has shifted from “tables and dependencies” to “data flows and transformations.” Let me show you what changed and why it matters. What Lakeflow Actually Is Lakeflow Declarative Pipelines is the modern Databricks way to say: “I describe what data I want, and Databricks manages how to get it.” ...

Overview Databricks offers certification tracks aligned to common roles: Data Engineer, Data Analyst, Apache Spark Developer, Machine Learning Engineer, and Generative AI Engineer. All certifications: Validity: 2 years from pass date Cost: $200 per exam attempt Format: Multiple choice, proctored online Recent Updates (2025): Emphasis on DLT (Delta Live Tables), Unity Catalog, Lakehouse Federation, and Auto Loader Choose a certification based on your: Current Role: Align with job responsibilities Experience Level: Associate = entry-level (or 6-12 months experience), Professional = production experience Platform Focus: Lakehouse architecture or specific tools (Delta Lake, MLflow) Official Databricks Resources Start here for authoritative training materials and exam information: ...