Context is everything applied to code - FinOps Toolkit
Data isn’t useful until it becomes *your* data.
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A thought that had a big impact on me
The more I work in FinOps, the clearer it becomes: it’s not just about data. It’s about people, power, and context.
When You Stop Asking Questions
Surrender to AI does not feel like giving up, it feels productive. But the moment you stop asking questions, you stop thinking. Curate, plan, question, and make sure the machine never stops asking back. That is how you stay human in FinOps and beyond.
Forecast any number with eight forecasting algorithms
Forecasting shouldn’t be a black box. forecast_costs.py runs multiple models—SMA, Holt-Winters, ARIMA, NeuralProphet, and more—to show how each interprets your data. Vendor-neutral and simple, it helps you explore any time series with clarity, not just cloud costs.
Only get the AWS cost data you need
The first FinOps Toolkit tool, cost_and_usage.py, was built for simplicity: one command, one CSV, two columns — date and number. It pulls AWS cost data with minimal permissions and zero dashboards, proving that FinOps clarity starts with small, local, human-readable data.