Articles

Ideas for better data work.

Practical perspectives on engineering, AI, enablement and the people behind the work.

PRACTITIONER STORY
Timo Särkkä

Meet the Practitioners Behind Breakout Labs: Timo

A chance encounter in a Slack community turned into Breakout Labs' first consultant hire. Timo on his first year, and why patterns matter more than tools.

  • team
  • analytics engineering
PRACTITIONER STORY
Bijil Subhash

Meet the Practitioners Behind Breakout Labs: Bijil

Teaching across the world. A story about Bijil, his presence in the classroom, the preparation behind good teaching, and why he keeps coming back to it.

  • team
  • teaching
  • remote work
PRACTITIONER STORY
Gideon Fernandez

Meet the Practitioners Behind Breakout Labs: Gideon

Our first instructor, on being the person you call when the deadline is close and bandwidth is gone, and why we got lucky with him.

  • team
  • teaching
  • reliability
PRACTITIONER STORY
Ana Patrícia Oliveira

Meet the Practitioners Behind Breakout Labs: Patrícia

Patrícia joined Breakout Labs in May 2026 and taught for four weeks straight. A story about wanting to "feel like a teacher again," and what it took to get there.

  • team
  • teaching
  • enablement
ENGINEERING & AI
Timo Särkkä

Building a dbt project with AI: A Practical Walkthrough (Part 2)

In Part 2 of the series, we'll build metrics and a semantic layer on top of our models, connect to it via MCP (Model Context Protocol), and explore how AI agents can interact with our data and project natively.

  • dbt
  • ai
  • analytics-engineering
ENGINEERING & AI
Timo Särkkä

Building a dbt project with AI: A Practical Walkthrough (Part 1)

AI-driven analytics engineering is here to stay, and the results are impressive. This blog post explores how tools like Claude Code can transform your dbt workflow, cutting hours of repetitive work and allowing you to focus on the big picture and architectural decisions.

  • dbt
  • ai
  • analytics-engineering
ENGINEERING & AI
Simo

DIRECTED JOINS in SQL

Today I learned about a SQL feature I hadn't seen before: DIRECTED JOINS. Snowflake quietly added it last month as a preview feature.

  • snowflake
  • sql
  • analytics-engineering
Marvin

Kicking off Breakout Labs

Kicking off Breakout Labs at the #DISummit in Stockholm

  • breakout-labs
  • events