About Us

Helping Data Teams Succeed One Person at a Time

We believe that tools don't transform organizations. People do. That's why we focus on enablement and not just implementation.

Our Story

As data teams modernize, the biggest challenge isn't choosing the right tools.

It's enabling people to use them well.

Over the past five years, we've seen dbt emerge as the centerpiece of modern analytics workflows, especially in the last two years as adoption has expanded into larger enterprise environments. But across dozens of engagements, whether leading migrations, rebuilding fragile dbt projects, or training teams, we kept running into the same pattern: organizations invest heavily in technology and tools like dbt and Snowflake, but overlook the human side of transformation.

That's why we founded Breakout Labs: to help data teams succeed not just with tooling, but with the mindsets, workflows, and skills that make modern data work sustainable at scale.

We've trained hundreds of professionals, from midsize companies to Fortune 500 enterprises, and seen firsthand how the right enablement strategy, especially when started from day one, can accelerate adoption, reduce rework, and help teams maximize the value of their investment in modern data tools.

Our Mission

To enable data teams to adopt modern tools and mindsets through real, human-centered training.

We See What Works And What Fails

We've supported data teams at every scale, from growing companies to global enterprises, giving us a clear view of what makes technical enablement actually work in practice.

We bring real-world context, hands-on labs, and co-teaching techniques that make learning practical, engaging, and sticky.

Practitioners behind Breakout Labs

Meet the people who build, teach and deliver our work.

Simo

Simo

Co-founder, Business & Growth

Helping data & AI teams change how they work, drawing on years of engineering, consulting and teaching.

Simo

Simo

Co-founder, Business & Growth

Simo is co-founder of Breakout Labs, where he leads business and growth. After starting his career in software engineering and spending years as a data and analytics engineer, his focus today is on helping data & AI teams adopt new ways of working as the field evolves.

His path into enablement started while working as a consultant, helping teams adopt modern data practices and tools like dbt. He increasingly found that introducing new technology was the easy part. Helping people actually change how they work was much harder.

Over the years, Simo has taught hundreds of data professionals across Europe, the U.S. and India. Today, he brings that practitioner and training experience to Breakout Labs, where he works on turning changes in data & AI work into practical enablement programs that help teams build new capabilities and put them into practice.

Marvin

Marvin

Co-founder, Product & Brand

Deep in dbt, Snowflake and Data Vault, Marvin turns hands-on enterprise experience into practical learning.

Marvin

Marvin

Co-founder, Product & Brand

Marvin began his career in e-commerce but found his true path in data. After earning a master’s in Business Intelligence and Analytics, he joined a consultancy focused on building modern, large-scale data platforms for enterprise clients.

He became a core expert in dbt, Snowflake and Data Vault, developing automations, leading implementations and eventually building a dbt plus Data Vault training program. That experience sparked his passion for enablement.

In 2023, Marvin started his freelance journey to gain independence and deepen his impact. His long-term goal was always to build something larger with a like-minded team. When he connected with Simo, their shared vision made the next step clear. Marvin continues to support enterprise clients while co-leading the evolution of Breakout Labs’ training content and delivery.

Timo

Timo

Analytics Engineering Consultant

Nearly a decade in heavy industry shaped Timo's engineering mindset. Today, he applies it to data.

Timo

Timo

Analytics Engineering Consultant

Timo spent nearly a decade as a project manager in the shipbuilding and heavy industries, working with enterprises like KONE, Metso and VR. Throughout those years, his curiosity for IT and data kept growing until he made the leap fully into data engineering.

He has built strong hands-on expertise with dbt and Snowflake, designing production-grade data pipelines and analytics solutions. Soon after meeting Simo and Marvin, he joined Breakout Labs as their first team member. Today, he helps shape the company’s growth through high-impact consulting and training for data teams worldwide.

Ly

Ly

Platform Engineer

Ly makes sure great enablement has great infrastructure behind it, building the learning experience at Breakout Labs.

Ly

Ly

Platform Engineer

Ly’s passion for data was sparked during university and grew into a career spanning data analytics and analytics engineering, across companies of various sizes and industries. This breadth of experience gave her a well-rounded perspective on data problems and deep hands-on experience with dbt.

In 2025, she came across Simo and discovered Breakout Labs. Their mission resonated with her immediately. She reached out, expressed her interest in contributing, and was fortunate enough to join the team in 2026 as a Platform Engineer. Today, she is focused on helping Breakout Labs’ clients access the best possible learning infrastructure as well as experience, and being part of a team that’s genuinely building something meaningful.

Patrícia

Patrícia

Data & Analytics Engineer, Instructor

Equal parts analytics engineer and teacher. Patrícia brings hands-on dbt experience and a genuine love of teaching.

Patrícia

Patrícia

Data & Analytics Engineer, Instructor

Patrícia’s journey into data began during her Master’s in Bioinformatics, where a passion for programming first took root. She started her career in data analytics focused on infrastructure and pipelines, before moving into a role where she built her dbt and Snowflake expertise.

In 2024, a new passion emerged: teaching. She joined a professional training school in Porto as an instructor, where she taught analytics engineering with dbt and BigQuery.

In 2025, she discovered Breakout Labs through Simo in the dbt community, and their mission resonated with her immediately. She joined the team shortly after, pursuing her love for teaching and analytics engineering while embracing the energy of an early-stage startup.

Meet the practitioners behind Breakout Labs

Get to know Patrícia beyond the bio.

Meet Patrícia on LinkedIn →
Gideon

Gideon

Data Architect & Engineer, Instructor

Measure twice, cut once. Gideon brings that philosophy to everything from data architecture to AI-powered analytics.

Gideon

Gideon

Data Architect & Engineer, Instructor

Gideon started as a data consultant at Accenture and founded his own data consultancy, Velocity Sense, in 2017. He is based originally in Washington, DC, focused on helping startups and businesses adopt modern analytics stacks.

Working as both a data architect and hands-on engineer, Gideon has delivered end-to-end data projects, enabled companies to run AI-powered analytics from a single source of truth across diverse industries including e-commerce, solar energy, healthcare, marketing, and logistics.

Guided by the principle of "Measure Twice, Cut Once" — prioritizing careful planning over speed, he believes that understanding each business’s unique core challenges is the foundation of every successful project.

Meet the practitioners behind Breakout Labs

Get to know Gideon beyond the bio.

Meet Gideon on LinkedIn →
Samuele

Samuele

Senior Data Engineer, Instructor

Samuele helped scale analytics engineering at Canva. Now he brings those lessons into the classroom.

Samuele

Samuele

Senior Data Engineer, Instructor

Samuele began his data career in Bologna after studying Computer Science at the University of Bologna, working on early data warehousing and analytics projects. Afterwards, he moved to Sydney where he worked in data consulting, designing and delivering data platforms across industries.

Samuele then joined Canva as a Senior Data Engineer and later Tech Engineering Lead, working on large-scale analytics pipelines powered by dbt and Snowflake. He had helped grow the analytics engineering practice and mentored engineers as the team expanded across Canva.

Samuele returned to Bologna, continued to build modern data platforms as a Data Engineer specialising in dbt and Snowflake. He now teaches dbt to help teams adopt analytics engineering best practices and build reliable, scalable data workflows.

Miguel

Miguel

Data Engineer, Instructor

From small companies to big tech, Miguel has seen very different ways of doing data. He brings those lessons into the classroom.

Miguel

Miguel

Data Engineer, Instructor

Miguel started in software engineering before moving into data engineering, where he focuses on building reliable and well-structured data platforms. He has worked across consulting, small companies, and now at a large tech company, giving him experience working in very different data environments.

Miguel works extensively with Snowflake, dbt, and modern ELT tools to design and maintain production-grade pipelines, with a strong focus on consistent metrics and clean, scalable data models.

Alongside his hands-on work, Miguel delivers training in Foundational and Advanced Analytics Engineering, with an emphasis on practical approaches that teams can adopt straight away. His focus is on helping teams build confidence and autonomy in their data stack.

Bijil

Bijil

Data & Analytics Engineer, Instructor

Bijil works where strategy meets execution, helping teams build platforms they can confidently own long after he leaves.

Bijil

Bijil

Data & Analytics Engineer, Instructor

Bijil started in academia before pivoting to data engineering as a consultant at Mantel Group in Sydney, where he built deep expertise working with leading Australian enterprises across retail, finance, energy and marketing — spanning greenfield builds, brownfield migrations and everything in between.

Drawn to the variety of client work, he founded Nimblestax, a fractional data practice serving teams across the UK, US, Europe and APAC. His work spans analytics uplift, data and experimentation platforms, and laying data foundations for startups and enterprises, working hands-on with dbt, Snowflake, BigQuery, Databricks and Dagster, underpinned by strong software engineering practices.

For Bijil, the most rewarding work sits at the intersection of strategy and execution — helping teams not just ship the platform, but build the confidence and habits to own it long after the engagement ends.

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