Role-Driven Mastery System

Master the skills the job market is actually hiring for.

Follow a job-market-audited Role Path, move through a discipline end-to-end with a Career Pathway, or pursue a university-benchmarked Academic Certificate — each with a Basic → Intermediate → Advanced ladder, direct video learning bridges and a capstone proof-of-work project.

Analytics Engineering & dbt

Not Started0 / 7 complete

Open a video or resource link, watch it, then check its box to track your progress and unlock what comes next.

7 lessons1 capstone project

Search Live Openings

We don’t have a direct job-board feed matched to this one yet, so here are real, live US job searches for “Analytics Engineering & dbt” instead.

Search on LinkedIn →Search on Indeed →
Remote only:LinkedIn →Indeed →

Curated Certification CDA05

Bridge analytics and engineering through modular models, tests, documentation, lineage and governed metrics.

Benchmark: Curated source set: dbt Labs + Snowflake University + Databricks Academy + Microsoft Learn + Kaggle Learn + Salesforce Trailhead -- Credential note: this is a Zuyini mastery certificate built from the cited public courses. It is not issued, sponsored or endorsed by the source institutions, providers or companies.

Core Course Stack

1. dbt Fundamentals

2. Hands-On Essentials: Data Warehousing

3. Databricks Fundamentals Accreditation

4. Design & Transform Analytics Data in Fabric

5. Advanced SQL

6. Data Cleaning

7. Metadata Management in Tableau

Hands-On Mastery Capstone

Create an analytics engineering project with staging, intermediate and mart layers; tests, documentation and lineage; reusable metrics; CI checks; and a stakeholder-facing semantic model.

Proof Rubric

  • dbt-style project
  • DAG/lineage
  • tests
  • docs
  • metric definitions
  • CI evidence
  • change-impact review