The dedicated tool for Time Series based analysis.
Designed for data-driven teams in industry, energy and trading. It enables seamless data integration, high-performance analytics, automated workflows, and full traceability.
Discover insights faster, manage risk smarter, and drive confident decision-making.
Built to handle complexity and data at scale.
API doc
The power of The Timeseries Refinery
Where performance meets simplicity
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.
No matter who you are
It's made for how you work
On the fly formula calculation
The Timeseries Refinery includes a rich set of built-in operators to create advanced, real-time calculations with ease. Designed to be intuitive and user-friendly, it ensures full traceability and auditability accross your system, from the dashboards down to the primary sources.
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Dashboarding
Build dashboards in just a few clicks — customize menu sizes, choose from multiple graph types, and quickly find the right data with a powerful, real-time search through the series catalog.
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Excel Client
Easily upload and download data with our Excel client. Design agile operational interfaces in Excel while working with a stable, shareable data catalog from the Refinery.
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Combine Scenarios
Exploring what-if scenarios requires flexible manipulation of series groups — combining demand forecasts, generation capacity plans, and fuel price scenarios is essential to evaluate long-term risks with confidence.
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Python API
The powerful Python API lets you interact directly with the Time Series Refinery — no SQL needed. Every operation available in the UI is fully accessible via code, unlocking limitless possibilities for automation, data science and AI.
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Monitor Series
Easily navigate forecast versions, detect data gaps, and monitor insertion lags — ensuring your models stay reliable and production-ready.
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Task Scheduler
The Timeseries Refinery includes a built-in task scheduler that lets you integrate your own Python scripts with ease. Configure parameters directly through the user interface and schedule tasks using predefined settings — streamlining automation across your workflows.
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Rest API
The Timeseries Refinery offers a robust REST API, making it easy to integrate with your existing application ecosystem and build new solutions on top — regardless of the technology stack.
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Data Mesh
Instances of Timeseries Refinery can be federated per instance with dedicated access rights. Such architecture empowers domain teams to own and manage their time series data, enabling faster insights and better scalability. It ensures high data quality and governance across the organization.
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Our offers
More than a tool - A trusted partner
- Timeseries Refinery in SAAS
- Access to the latest version with all pro features. (Dashboarding, series monitoring, access rights, …)
- Training and continuous chat-based support interaction with our team of experts in the software and in your field of activity.
- Priority bug fixes and security patches.
- Features development according to your needs.
- Pythonian manages production and pre-production environments, along with daily backups, on EU-based cloud services.
- Price cap per storage size.
- Flexible pricing model that can be per user, per supported production instance, per storage size or any combination of these.
- Timeseries Refinery on PREM
- Access to the latest version with all pro features. (Dashboarding, series monitoring, access rights, …)
- Technical and functional training with continuous chat-based interaction with our team of experts in the software and in your field of activity.
- Priority bug fixes and security patches.
- Features development according to your needs.
- Infrastructure is at the hand of the client. Compatible, among others, with MS Azure, AWS, Google Cloud Platform, … Best fit for Linux servers.
- Storage size is at the hand of the client.
- Flexible pricing model that can be per user, per instance or any combination of these.
- Data As a Service
- Day Ahead power price forecasts in EU for 6 days ahead
- Long term day ahead power price scenarios in EU, correlated with renewable load factors on hourly basis. (15 years)
- Marginal CO2 emissions from the power system to stimulate and valorise demand response and power storage solutions based on environmental indicators.
- Subscription per API to maintain connections with external data providers.
- Open Source Data catalog ready to use : ENTSOE, ENTSOG, RTE, 50Hz, ELEXON, ECMWF, GFS, ERA5, YAHOOFINANCE,....
Open source
The Timeseries Refinery is an Open Source software
- Highly flexible
- Hackable
- Scalable
- The tool is entirely yours (not a long-term lease)
- No license constraints
- Full auditability through the source code
Behind The Timeseries Refinery
Meet the Pythonian team
Pythonian is a cross disciplinary team with various area of expertise : Software engineering, Data Management, Modelisation, Energy markets, Meteo/Hydro
References
Designed and used by experts from:
