Career path · Data analyst
Analytics Pathway: SQL to analytics engineering
Six courses from your first SQL query to the transformation layer an analytics team runs on: SQL, Python for analysis, Power BI reporting, dimensional modeling, dbt pipelines, and data engineering foundations. Three of the six include a hosted lab on a real virtual machine.
- Starting level
- No experience needed
- Content time
- 82 h 55 min
- lesson time, from the published courses
- Suggested pace
- About 13 weeks
- planning estimate, at your own pace
- Weekly commitment
- 5–8 hours
- suggested study time
- Courses
- 6
- Lessons
- 60
- Labs
- 3
- on real virtual machines
- Certificate
- On completion
- Ultiblob-issued, verifiable by serial

Before you start
Is this path for you?
Analytics work is mostly the part nobody shows you: getting the data into a shape that can be trusted. This path starts with SQL and Python against real data, adds reporting in Power BI, and then spends its second half on the modeling and pipeline work that makes a report reproducible — dimensional design, dbt, and the warehouse underneath. 60 lessons, about 83 hours of lesson content, with graded checks throughout.
Who it is for
- Career changers starting with no analytics background
- Spreadsheet-heavy analysts moving to SQL and a modeling layer
- Report builders who want to own the pipeline, not only the dashboard
- Developers moving toward analytics engineering
What you should know
- Comfortable using a computer and a web browser
- No prior SQL, Python or BI experience is assumed
What you will need
- A computer with a current web browser
- A stable internet connection
- Lab machines are hosted by Ultiblob; the Power BI course has no hosted lab, and Power BI Desktop is a free Windows download you install yourself if you want to follow along
Curriculum
6 stages, in the order the work happens
Stage 1
SQL
SQL
Stage 2
Python analysis
Python analysis
Stage 3
Power BI
Power BI
Stage 4
Dimensional modeling
Dimensional modeling
Stage 5
dbt and pipelines
dbt and pipelines
Stage 6
Analytics / data engineering
Analytics / data engineering
Hands-on
Labs on this path
Each of these courses provisions virtual machines for you on the Ultiblob cluster and opens a console in your browser. The topology below is the published blueprint — roles and operating systems only.
- SQL for Beginners and Data Analysis
Beginner · 13 h
- db01· linux
- Data Modeling and Dimensional Design
Intermediate · 12 h 30 min
- db01· linux
- Data Engineering Foundations
Intermediate · 18 h 15 min
- db01· linux
Price and enrollment
$199.00
Introductory pricing. Review the current price before checkout.
- labs included
- certificate on completion
Before you decide
What we will not promise
- A job, a salary, or an employer introduction. We teach and we let you practise; we do not place people.
- Accreditation. An Ultiblob certificate records what you completed here. It is not an industry certification.
- Statistics we have not measured. You will not find completion rates, placement rates or student counts on this site until they exist and are audited.
We would rather lose you here than mislead you.
$199.00
introductory price