Pricing intelligence, in writing
SKU-level pricing mechanics, demand velocity signals, and competitive monitoring tactics — written for pricing analysts and e-commerce directors managing real catalogs, not theoretical ones.
Competitor Price Scraping: What It Actually Tells You (And What It Doesn't)
Raw price data without context is noise. Here's how to distinguish a permanent reprice from a promotional event from a clearance.
Demand Velocity: The Inventory Signal Pricing Analysts Overlook
Inventory depletion rate tells you which SKUs have pricing headroom right now. Most teams never look at it alongside price.
How to Build a Competitive Set for SKU-Level Monitoring
Most brands monitor 1–2 big competitors. High-margin DTC brands watch 8–12 at the category level. Here's the methodology.
Gross Margin vs. Revenue: Which Metric Should Actually Drive Your Repricing Decisions?
Revenue-first repricing is how brands race to the bottom. Margin-first repricing is how they stay competitive without eroding unit economics.
Shopify Dynamic Pricing: What the Native Tools Miss
Shopify's built-in pricing features are great for promotions. They're not designed for competitive intelligence or SKU-level margin optimization.
How Promotion Detection Prevents Unnecessary Markdowns
Brands lose margin matching competitor 'sales' that are actually temporary clearance events. Here's how to tell the difference in real time.
WooCommerce Pricing Strategy: Why Cost-Plus Is Leaving Money on the Table
Cost-plus pricing is simple to calculate but ignores competitive position and demand signals entirely. Here's a better framework for WooCommerce merchants.
SKU Rationalization: Using Price-Performance Data to Cut the Tail
Long-tail SKUs drain pricing analyst bandwidth. Price-performance data makes it obvious which 20% of SKUs deserve active management.
Seasonal Repricing: How to Time Markdown Windows Without Leaving Money Behind
Q4 markdown pressure is predictable. Most brands wait too long. Here's how demand velocity data tells you when to move first.
Multi-Channel Pricing: When Consistency Hurts More Than It Helps
Channel-consistent pricing feels safe but ignores competitive dynamics on Amazon vs. your DTC store. The case for channel-specific pricing floors.
Building a Pricing Review Cadence That Actually Scales Past 1,000 SKUs
At 500 SKUs you can review everything weekly. At 2,500 you can't. Here's how to structure a tiered review cadence that keeps margin without burning your team.
Amazon Buy Box Signals: Reading Competitive Pressure Beyond the Winning Price
Buy box rotation, seller count shifts, and reprice velocity are competitive signals — not just inventory mechanics. What they actually tell DTC brands watching their Amazon channel.
Price Elasticity Testing Without Tanking Your Margin
How to run controlled price elasticity tests on a live catalog — which SKUs are actually testable, how to design clean test windows, and when observational data beats active testing.