Advanced data cleaning with formulas, Power Query, and repeatable workflows for fast, reliable results.

Pandas, NumPy, Polars, and scikit-learn pipelines for high-volume cleaning, validation, and enrichment.

Powerful faceting, clustering, and transformation to reconcile messy data into consistent, usable datasets.

Reproducible, documented data-prep notebooks that make audits and handoffs effortless.