Training · Sandbox

Turn your real data into safe practice data.

The Parkvara Sandbox makes synthetic data that has the same shape as yours but none of the real records — so you can experiment, learn and vibe-code without a single real value ever leaving your machine. One web page, zero dependencies, nothing to install.

Runs entirely on your device · synthetic data only · no upload, no account.

What it does

Practice on data shaped like yours — never on yours

Same shape

Mirror the structure, drop the records

Drop in a CSV or Excel file and the Sandbox generates a synthetic copy with the same columns and patterns — and entirely made-up values.

On-device

Nothing leaves the browser

Generation happens locally. Your real file is never uploaded, stored or sent anywhere.

Identifier-aware

It warns you about risky columns

Flags identifier fields and shows what's safe to keep — so you learn the data-safety habit while you work.

Honest

Reduces risk — doesn't erase it

Synthetic practice data is low-risk, not legally anonymous. The Sandbox is built to teach that distinction, not paper over it.

Where it fits

The safe ground under the whole curriculum

Every Building-with-AI and Governance exercise runs on Sandbox data. Practise cleaning, analysing and checking figures — break things safely, learn fast, and never risk a real record.

# sandbox guarantees
input your file — read locally, never sent
output same shape · synthetic values
network none
✓ experiment without exposing anything

Make practice data in your browser — free.