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Becoming a Data Engineer in the UK — the modern stack you need

dbt, Airflow, Snowflake, BigQuery. The portfolio that turns analysts into data engineers at UK scale-ups.

1 October 202610 min read
Draft. This article was carried over from the old hard-coded Insights page, which never had article bodies — every card linked to a page that did not exist. The outline below is a starting point.
Before publishing: The original excerpt promised £75k+ outcomes. Restore the figure only with a source.

The stack that comes up in interviews

What is genuinely common in UK job specs, versus what is fashionable online.

The portfolio project

One pipeline, built properly, beats five half-finished ones.

Moving across from analytics

What transfers, and what has to be learned from scratch.

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