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Uncle Data

Data Engineering Solutions

Talks

I speak at conferences when I have something worth saying. Mostly data engineering: pipelines, technical debt, tools that worked and some that didn't. Slides are included for everything.

Technical Debt: When to Pay It Down vs. When to Just Live With It

PyCon Lithuania 2026, Data Day track · April 9, 2026 · Vilnius, Lithuania

Not all debt needs to be paid down. Here's how to decide.

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Beyond dbt: Modern SQL Transformation and Lineage

Big Data Europe 2025 · November 21, 2025 · Vilnius, Lithuania

SQLGlot, SQLMesh, and DIY data lineage. What sits beyond dbt in the transformation space.

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Data Engineer vs Software Engineer: Same Same But Different

Dev Tech 2025 · November 18, 2025 · Lithuania

Both roles write code. Both deploy to production. The day-to-day reality is surprisingly different.

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Data Lineage: Where "It Depends" Finally Gets an Answer

PyData Meetup Vilnius · November 28, 2024 · Vilnius, Lithuania

dbt, Airflow OpenLineage, Dagster, and the DIY path with SQLGlot. Each has tradeoffs.

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Write-Audit-Publish Pattern in Modern Data Pipelines

PyCon Lithuania 2024 · April 5, 2024 · Vilnius, Lithuania

Stage data, check it, promote it. A simple pattern that saves you from bad data in production.

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Why Not Dagster

PyData Meetup Vilnius · November 21, 2023 · Vilnius, Lithuania

An honest look at Dagster from an Airflow user's perspective. What it does well and why I still didn't switch.

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Is It the End for Apache Airflow?

PyCon Lithuania 2023 · May 2023 · Vilnius, Lithuania

Airflow vs Dagster vs Mage: real benchmarks, honest opinions, and a spoiler: it's not dead.

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