TDS and extraction yield
What dissolved solids and extraction yield mean, how they relate, and what the numbers can and cannot tell you about flavor.
Read article →Long-form explanations separated into focused articles, with definitions, practical examples and clear limitations.

What dissolved solids and extraction yield mean, how they relate, and what the numbers can and cannot tell you about flavor.
Read article →A practical guide to hardness, alkalinity, calcium and magnesium — and why water changes what you taste.
Read article →Start with extraction and TDS when your coffee is simultaneously sour, weak, bitter or unpredictably strong. The guide distinguishes beverage concentration from extraction yield and provides a weighed 20 g dose example and a four-brew experiment. You can follow its diagnostic workflow without buying a refractometer.
Start with water chemistry when the same coffee behaves differently after you change tap water, filter cartridges or bottled water. It explains why hardness and alkalinity should not be mixed up, how to read a water label and how to compare two waters safely. Espresso-machine owners should check their manufacturer's water specifications before changing mineral composition.
These are educational explainers, not laboratory reports. We distinguish worked arithmetic examples from measured results and identify outside references where they are helpful.