timeseries refinery
Build Strategic insights
Integrate seamlessly data from your systems - IOT, metering, SCADA, ETRM - with market data and business assumptions, delivering powerful operational dashboards that give you real-time control over your assets, P&L and risk exposure.
100% traceable
Gain instant transparency into the origins of any version of any indicator — see exactly how it was built, who created it, when it was last updated and correct immediately where necessary. This level of traceability is essential for fast troubleshooting and trading operations in regulated markets.
Build Market Analytics
Seamlessly connect to your market data providers to instantly uncover patterns and correlations, build high-quality operational indicators, and automate key tasks — all in one streamlined workflow.
Build risk scenarios
Effortlessly assess your business across a wide range of cross-risk scenarios to pinpoint your most critical risk factors — and take action to reduce them with confidence.
Data Cleaning
Timeseer automates validation and correction for time series data - perfect for cleaning metering and IoT data before billing, forecasting and other use cases.
Data Connectors
ARK connects to a wide range of market data providers via ready-to-use APIs. Your data is integrated instantly—no development, no maintenance, just results.
Forecasting
Rebase delivers fast, accurate localized renewable production forecasts and consumption forecasts—ideal for industries managing Block + Spot power contracts.
ETRM
The Timeseries Refinery integrates seamlessly with Previse Coral ETRM, enabling real-time position and risk management for market participants.
Pierre Dubois
"Using Pythonian refinery gives several satisfaction points, making our experience more valuable :
- fast response in a web-based UI
- history recording of time-series values combined with tools to exploit it
- creation of formulas with large choice of operators
- even larger possibilities integrating python scripts.
Pythonian team listens to our needs to best meet our challenges in the energy world.
"
Energy Portfolio Management @ TotalEnergies
David Saint-André
"Timeseries Refinery has been a powerful solution for the analysis of our battery storage projects. It helped us assess our scenarios and market exposure."
Director New Markets @ KallistaEnergy
Loic Balland
"Being able to have a formula system on top of your expert data domain is the killer app. Robust pythonian operators and user defined operator gives you an incredibly powerful low code framework in a very compact code base. The open source nature of it makes it much more sustainable for analysts/quant/dev collaborations."
Senior Oil Analyst @ PetroIneos
Guillaume Gazaignes
"Pythonian has demonstrated the ability to aggregate raw data from EV charging points in useful strategic insights as individual dashboards for all our 400 stores in no time."
Electric Mobility Manager @ SIPLEC E.Leclerc.