Series
Lessons from a Pricing Platform
Thirteen reflections on building, evolving, and operating a revenue-critical pricing platform — from the Strangler Fig migration through experimentation, segmentation, models, simulation, and the lifecycle that holds the work together. The product-and-strategy companion to the Pricing Engineering series.
13 posts in total
Posts in this series, in order
Before Building a Pricing Platform, We Had to Stop Replacing and Start Growing
Why our first move toward a new pricing platform was understanding the present, not replacing it.
Fees, Markups, and the Illusion of Simple Pricing
Why changing a price is rarely just changing a number.
Pricing Is a Team Sport
Pricing lives in the intersection of product, analytics, engineering, and business.
The Hidden Cost of Hardcoded Pricing Rules
Hardcoded rules were never the real problem. They were a symptom.
Building Rule Engines for Business Agility
Technologies change. Business capabilities survive much longer.
Every Pricing Rule Is a Hypothesis
A pricing rule isn't a decision. It's a prediction. And predictions can be wrong.
The Average Customer Does Not Exist
The average customer doesn't exist. Optimising for one is optimising for nobody.
Understanding Price Sensitivity
Price sensitivity isn't a label. It's a relationship.
Pricing Is a Tradeoff
Pricing isn't the art of finding the highest price. It's the discipline of choosing which tradeoffs matter.
From Price Sensitivity to Pricing Models
A model isn't smarter than the learning process that produced it. It just makes that learning easier to apply repeatedly.
Every Model Is a Product Decision
A pricing model is never neutral. Whatever it optimises for is a product decision dressed up as mathematics.
Simulating the Future
Simulation doesn't reduce uncertainty. It moves uncertainty somewhere the team can argue about it before customers do.
The Lifecycle of a Pricing Rule
A pricing platform isn't a collection of rules. It's the institutional memory of every decision the business has ever doubled down on or backed away from.