Choose Your Learning Path

Start for free. Pro-grade courses; unlock the rest with Pro when you're ready. Pick one and start building—no gatekeeping, we promise.

This is a text-based course: one book for many technologies. Read the lesson and you have caught up, instead of scrolling past it.

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Free + Pro

Python for Data Science

Python, NumPy, Pandas, Matplotlib. Real projects from day one—no "hello world" for 10 lessons.

12 Weeks 25+ Lessons
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Free + Pro

Data Science Fundamentals

Probability, vectors, matrices, derivatives—the math behind ML, explained like you're five. Seriously.

Self-Paced 8 Topics
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Pro

Apache Airflow

Build production DAGs, master operators and sensors, deploy enterprise-grade pipelines.

15 Weeks 30+ Lessons
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Pro

ClickHouse

Query billions of rows in milliseconds. Install with Docker, learn columnar OLAP from scratch.

10 Weeks 18+ Lessons
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Free + Pro

Snowflake

Storage, warehouses, and cloud services. Loading, streams, Iceberg, Horizon, Cortex, and a dbt plus Airflow capstone.

Self-paced 13 lessons
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Pro

AWS Redshift

Petabyte-scale data warehousing. Distribution keys, sort keys, COPY, Spectrum and more.

16 Weeks 35+ Lessons
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Pro

Microsoft SQL Server

T-SQL mastery, stored procedures, index tuning, backup/recovery — full enterprise DBA path.

18 Weeks 40+ Lessons
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Pro

DBT Transformation

Modern analytics engineering with SQL. Models, tests, docs, Jinja macros and dbt Cloud.

12 Weeks 28+ Lessons
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Pro

Metabase BI

Drag-and-drop dashboards, scheduled reports, embedded analytics. No SQL required to start.

10 Weeks 22+ Lessons
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PostgreSQL + DBeaver

The world's best open-source database. SQL from SELECT to JOINs—with a visual explorer so you don't get lost.

14 Weeks 35+ Lessons
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Free + Pro

Kubernetes

Local clusters, workloads, Gateway API, security, Helm, and EKS, GKE, and AKS without a frozen version number.

Self-paced 12 lessons
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Free + Pro

Terraform and OpenTofu

HCL, state, modules, workspaces, tests, and HCP Terraform. OpenTofu is compared without calling the tools the same product.

Self-paced 12 lessons
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Free + Pro

AWS DMS

Endpoints, full load, CDC, task mappings, and the difference between a task assessment and schema conversion.

Self-paced 11 lessons
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Pro

Large Language Models

Build a working LLM from scratch. Tokenization, attention, transformers, fine-tuning and deployment.

Self-Paced 15+ Chapters
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Recommended Path (the scenic route that actually gets you there)

1

Foundation

Python, SQL, PostgreSQL

→
2

Infrastructure

Redshift, ClickHouse, Snowflake, Kubernetes, Terraform, DMS

→
3

Engineering

Airflow, DBT

→
4

Analytics & AI

Metabase, Data Science, LLMs