Writing on data engineering, the outdoors, and technology.

Long-form thoughts on data engineering and software development, alongside walk reports, climbing days, and time spent in the hills.

Postgres to DataFrame, Ten Years Later

Ten years after my pandas and Postgres post, the same job with Polars 2.0: reading, batching and querying Bluesky data with SQL

Yr Wyddfa via the Watkin Path

A long day up Yr Wyddfa by the Watkin Path - the first officially designated footpath in Great Britain.

East Ridge, Beinn a' Chaorainn

A winter traverse of Beinn a Chaorainn via the east ridge - a classic Grade I/II route in good snow conditions.

Fitbit Data Analysis

Analyse your heart rate with Fitbit, Python and Pandas.