We’re pleased to share that Point-in-Time (PiT) data is now available for Kpler Refineries on Snowflake.
PiT data provides a historical “as-of” view of the information available in our database at any specific point in time. Unlike standard datasets that reflect the most up-to-date view of refinery operations, PiT data allows you to:
Recreate past views of the market: See exactly what was known at a given date, supporting accurate backtesting and performance measurement.
Improve trading strategies: Validate models and decisions against what the market data looked like in real time, not with hindsight.
Ensure auditability and compliance: Maintain a verifiable record of data availability for internal and external reporting.
With PiT data now accessible directly via Snowflake, you can seamlessly integrate historical market states into your workflows, backtesting environments, and compliance processes.