BDS Integrations

These pages show how to use battery-data-standard (BDS) as the first normalization step before downstream battery, data engineering, or modelling tools.

The common pattern is:

1. Start with raw cycler exports.
2. Convert with BDS to a validated CSV or Parquet table.
3. Load that table into the downstream tool, or reshape it with the small mapping shown in the integration page.

Data Engineering

• BDS+DuckDB
• BDS+Polars

Battery Analysis Tools

• BDS+cellpy
• BDS+BEEP

Modelling And Diagnostic Workflows

• BDS+PyBaMM
• BDS+PyProBE

Repositories

• BDS+Battery Archive

BDS Export Labels

For public handoff, use bds convert or bds.convert(...). The default BDS export uses labels such as Test Time (s), Voltage (V), and Current (A). Integration pages prefer those export labels and target presets over internal adapter labels.