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1

Store your API key

Sandmark sends your key when your subscription is activated. Keep it out of source control and load it from the environment:
2

Check what you can query

List the assets available to you. Every timeseries request takes one of these values as asset.
3

Fetch 1-month at-the-money implied vol

Ask for hourly BTC implied vol at the 50-delta call, 1-month tenor:
You get the last 24 hourly bars, newest first:
4

Add realised vol

Fetch 30-day realised vol over the same hours. It’s the natural counterpart to 1-month implied vol:

Next steps

Implied vs realised

Join the two series and chart the variance premium with pandas.

Paging through history

Pull your full history window in pages of up to 5,000 rows.