Master Data & Analytics Engineering

Learn dbt, Python, SQL, and modern data tools through hands-on practice. Build real-world skills with interactive lessons, live coding environments, and AI-powered guidance.

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📊 SQL
100% Hands-On Practice
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Real Database Practice
-- dbt Model
{{ config(materialized='table') }}
SELECT
customer_id,
COUNT(*) as orders
FROM {{ ref('orders') }}
# Python ETL
import pandas as pd
df = pd.read_csv('data.csv')
Interactive Learning Environment

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Master the essential skills for modern data & analytics engineering. Start with dbt today, with Python and more tools coming soon.

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dbt

Master data transformation and analytics engineering with dbt. Learn to build reliable, tested data pipelines with SQL and Jinja.

  • 3 hands-on lessons with real databases
  • Interactive SQL model builder
  • MotherDuck (DuckDB) integration
  • AI assistant for instant help
  • Progress tracking & achievements
Start Learning dbt
Coming Soon
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Python for Data Engineering

Build ETL pipelines, work with APIs, process data at scale, and automate workflows with Python.

  • Python fundamentals for data engineering
  • Pandas, NumPy, and data manipulation
  • ETL pipeline development
  • API integration and web scraping
  • Testing and best practices
Coming Soon
📊

Advanced SQL & Analytics

Master SQL from basics to advanced analytics. Learn window functions, CTEs, query optimization, and analytical SQL techniques.

  • SQL fundamentals to advanced
  • Window functions and analytics
  • Query optimization techniques
  • Complex joins and subqueries
  • Real-world business problems

Platform Features

Everything you need to master data & analytics engineering in one place

Interactive Code Editor

Write and execute code directly in your browser. No setup required, just start coding and see results instantly.

AI-Powered Assistant

Get instant help with an AI assistant that understands your code, explains concepts, and guides you through challenges.

Real Database Practice

Work with actual databases, not simulations. Practice on real data infrastructure to build practical skills.

Progress Tracking

Monitor your learning journey with detailed metrics, completed lessons, and skill assessments.

Isolated Sandboxes

Each learner gets their own isolated environment. Practice safely without affecting others or worrying about mistakes.

Instant Feedback

Execute code and queries with immediate results. Learn from mistakes and iterate quickly with real-time feedback.

How It Works

Start your data engineering journey in just 4 simple steps

1

Create Your Free Account

Sign up in seconds - no credit card required. Get instant access to all available lessons and platform features.

2

Choose Your Learning Path

Select from our curated learning paths. Start with dbt today, with Python and more tools coming soon.

3

Learn by Doing

Write code, execute models, and work with real databases. 100% hands-on practice with immediate feedback.

4

Get AI Guidance Anytime

Stuck on something? Ask our AI assistant for help. Get explanations, code reviews, and debugging assistance 24/7.

Ready to Level Up Your Skills?

Join the next generation of data and analytics engineers. Start with dbt today, completely free!

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