Blog

Insights on time series data, energy analytics and the Timeseries Refinery platform.


EU coal generation fell 42% in three years. But the aggregate number hides two completely different stories — and one of them is barely visible in western European policy discussions.

April 17, 2026 · Marc Schicks

France recorded more negative-price hours in Q1 2026 alone than during the entire COVID lockdown year. Spain logged 490 hours below 1 €/MWh — up from 129 in Q1 2025. We look at what the data actually shows across France, Germany and Spain.

April 13, 2026 · Marc Schicks

I ran two live experiments connecting an AI agent to our data platform. In both sessions, the AI surprised me — not because of the model, but because of what the data layer gave it to work with.

April 9, 2026 · Marc Schicks

Summer 2026 gas is more expensive than winter 2026 gas. That's not a typo. The seasonal spread has inverted — and Europe must fill storage anyway, or face a crisis in December.

April 7, 2026 · Marc Schicks

"Marc, I feel like I'm running two companies at once. One that sells groceries. And one that runs an energy utility." This is what the energy manager of a large retail chain told me last week. He's right — and he's not alone.

November 25, 2025 · Marc Schicks

I used to think of myself as a copy-paste engineer. Maintaining Excel workbooks, saving copies with the date, praying nothing broke before market closing. That was years ago. Most energy teams are still doing the same thing today.

November 10, 2025 · Marc Schicks

The case for investing in battery storage seems obvious. Until you start building the business case. Revenue comes from stacking multiple markets simultaneously — and a small wrong assumption can move your IRR from attractive to marginal.

October 28, 2025 · Marc Schicks

A market abuse investigation. Two years of work to reconstruct Excel files. A €1M fine. This is what happens when energy companies can't trace their data — and why traceability is now a strategic necessity.

October 15, 2025 · Marc Schicks

A renewable developer asked me: should I invest in a data platform now, or wait? On paper, waiting seems cheaper. In practice, the blind spots it creates cost far more than the platform itself.

September 15, 2025 · Marc Schicks

Your team has the data. But it's scattered across systems, inconsistent, and nobody has time to clean it. Sound familiar? Here's why this is costing you more than you think.

September 1, 2025 · Marc Schicks

The Timeseries Refinery is an open-source platform for storing, computing and visualising time series data — built for data-driven teams in energy, trading and industry. It provides a traceable formula engine, real-time dashboarding, an Excel client, and full Python and REST APIs. Learn more