- Migrated data architecture to Snowflake; 40% reduction in cloud service costs with stronger security and performance.
- Led analytics engineering: data modeling, dbt development, CI/CD PR reviews, and data governance standards.
- Owned Airflow orchestration and Python-backed pipeline work with dbt, Fivetran, and Azure DevOps.
- Led cross-functional migration from SQL Server to Snowflake and Databricks.
- Designed security frameworks and data layer policies for Snowflake and Azure SQL DWH.
- Automated user provisioning via Azure Entra security groups.
- Led technical hiring and mentored data engineers.
About
Data architect and engineer with over 10 years in data management, BI, and software development — in Berlin since 2020, previously in Canada. Core practice areas: data modeling, dbt transformations and CI/CD, data governance, pipeline orchestration with Airflow, and Python for engineering and analytics workloads.
I design scalable warehouse layers, lead cloud migrations, and run analytics engineering teams — standards for models, tests, PR review, and access policies. Invited by Snowflake to present on warehouse migration and by dbt on CI/CD for dbt projects; mentor to junior and experienced engineers. Most recently Data Architect at Enpal; before that Senior Data Engineer at BASF.
How I work
Ingest from ERPs, CRMs, and APIs → orchestrate with Airflow (and Fivetran or Azure Data Factory) → warehouse on Snowflake, Databricks, or Azure Synapse → data modeling and transforms in dbt with tested CI/CD → govern access and quality through data governance policies → serve Power BI, Tableau, and downstream analytics. Python for pipeline code, tooling, and ad hoc analysis alongside SQL.
- Modeling & transform — dimensional models, dbt marts, tests, documentation, PR review
- Governance — lineage expectations, ownership, Entra/AD access, RLS and layer policies
- Orchestration — Airflow DAGs, dbt runs in Azure DevOps / GitHub Actions
- Platforms — Snowflake, Databricks, Azure Synapse, Azure SQL, Postgres
- Sources — Dynamics, SAP, Salesforce, APIs
Experience
- Migrated global data objects from SQL Server to Azure Synapse with Azure Data Factory.
- Designed secure data models and schemas; ETL with Azure Data Factory and Python where needed.
- Improved access control and governance via Active Directory groups and security policies.
- Contributed to Tableau → Power BI transition for reporting.
- Outstanding performance score for on-time, on-budget delivery of business-critical objectives.
- Data warehouse architecture; NAV to SQL migrations and ETL performance work.
- C# web applications for pricing and purchase-order automation; SSIS/SSRS reporting.
- SQL Server administration, ETL, ERP and BI projects, and large-scale document management.
- Snowflake — asked to present at their event on migrating to Snowflake (legacy warehouse and pipeline migration).
- dbt — asked to present on CI/CD processes for dbt (testing gates, PR workflows, and reliable deploys).
- Mentoring — coaches junior and experienced engineers on dbt, Python, SQL, and cloud analytics platforms (modeling, pipelines, and warehouse practice).
Technologies
Data modeling & governance
Dimensional modeling, warehouse layer design, dbt project structure, tests and documentation, data governance policies, ownership and access standards
dbt & orchestration
dbt (models, macros, CI/CD), Apache Airflow, Fivetran, dlt, Azure Data Factory, SSIS
Languages
Python, SQL, C#, JavaScript
Platforms & reporting
Snowflake, Databricks, Azure Synapse, Azure SQL, SQL Server, Postgres · Power BI, Tableau · Azure DevOps, Entra/AD, Terraform
Education & certifications
York University — BBA with Honours (Business Administrative Studies)
Ryerson University — Computer Application Programming certificate (partial, 4.0 GPA)
Azure Data Engineer, Azure Fundamentals, Databricks Fundamentals, Airflow Fundamentals, CompTIA A+