Certification track · 1 of 3 lectures published

Databricks Certified Data Engineer Associate

Lecture-by-lecture notes for the Data Engineer Associate exam: ingestion, transformation, Lakeflow Jobs and governance, each mapped to the official exam outline.

Lectures

  1. 01Data Ingestion with Lakeflow ConnectHow Lakeflow Connect ingests data into Databricks, covering connector types, batch vs incremental vs streaming, COPY INTO, Auto Loader, MERGE INTO, JSON handling and managed connectors.Read notes → · Exam sections 2, 1
  2. 02Deploy Workloads with Lakeflow JobsOrchestrating notebooks, SQL and pipelines with Lakeflow Jobs, including task types, control flow, retries and scheduling.Coming soon · Exam section 4
  3. 03Build Data Pipelines with Lakeflow Spark Declarative PipelinesBuilding bronze, silver and gold pipelines declaratively with streaming tables, materialized views and data quality expectations.Coming soon · Exam section 3

Exam outline coverage

Sections and weights from the official exam guide (version May 4, 2026). The exam has 45 scored multiple-choice questions in 90 minutes.

SectionWeightCovered in
1. Databricks Intelligence Platform6%Lecture 1
2. Data Ingestion and Loading21%Lecture 1
3. Data Transformation and Modeling22%Lecture 3 (soon)
4. Working with Lakeflow Jobs16%Lecture 2 (soon)
5. Implementing CI/CD10%Not yet
6. Troubleshooting, Monitoring, and Optimization10%Not yet
7. Governance and Security15%Not yet

Independent study notes, not affiliated with or endorsed by Databricks. Check anything important against the official documentation.