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Perspectives & engineering notes on commerce intelligence
Deep dives into machine-verified reporting, profit attribution models, AI automation, and multi-channel commerce systems for modern operators.
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28 Articles
Operating System Thesis•8 min read
The Seven-Tool Problem: Why Multi-Channel Sellers Are Drowning in Software
The average multi-channel Amazon seller uses 5-7 disconnected tools. Here’s what that fragmentation actually costs, in money, time, and decisions that never get made.
Realify TeamJuly 22, 2026
Operating System Thesis•6 min read
Dashboards Are Not Decisions: The Case for Operational AI in Commerce
Most seller tools surface data and leave you to decide. Here’s why the next generation of commerce infrastructure must act, not just inform.
Realify TeamJuly 20, 2026
Operating System Thesis7 min read
From Point Solutions to Operating Systems: How B2B SaaS Evolved in Every Industry Except Commerce
Finance got Stripe. HR got Rippling. DevOps got Datadog. Commerce is the last major industry still running on disconnected point solutions.
Realify TeamJuly 18, 2026
Operating System Thesis6 min read
What “Working Back from Your Goals” Actually Means in Multi-Channel Commerce
Most commerce tools optimize for platform metrics. Here’s why your system should optimize for your business goals instead, and what changes when it does.
Realify TeamJuly 15, 2026
Amazon Operations Intelligence6 min read
The True Cost of a Pricing Error on Amazon: A 72-Hour Case Study
A 3% pricing error across 200 SKUs, running undetected for 72 hours. Here’s the math on what it actually costs, and why most sellers never see the full picture.
Realify TeamJuly 12, 2026
Amazon Operations Intelligence9 min read
The Marketplace Fee Stack: A 2026 Breakdown Every Seller Should Model
The marketplace fee structure now includes over a dozen distinct charges. Here’s the complete 2026 breakdown, with a model showing total fee load at every price point
Realify TeamJuly 10, 2026
Amazon Operations Intelligence7 min read
Buy Box Economics in 2026: What Actually Determines Who Wins
The Buy Box drives 82%+ of Amazon sales. Here’s what the algorithm actually weighs, and why it’s an operations problem, not just a pricing problem.
Realify TeamJuly 08, 2026
Amazon Operations Intelligence6 min read
Inventory Velocity: The Metric Most Amazon Sellers Ignore (and Shouldn’t)
Most sellers track inventory levels. The ones who track inventory velocity make fundamentally better decisions about reordering, pricing, and working capital.
Realify TeamJuly 05, 2026
Amazon Operations Intelligence7 min read
How Marketplace Automation Is Making Decisions About Your Account
Marketplace automated systems enforce title compliance, suppress listings, and flag accounts. Here’s how to stay ahead of them.
Realify TeamJune 30, 2026
Amazon Operations Intelligence6 min read
The Rufus Effect: How Amazon’s AI Shopping Assistant Changes Listing Strategy
Amazon’s Rufus AI is changing how shoppers discover products. Your listings now need to satisfy both the search algorithm and Rufus, here’s what to do.
Realify TeamJune 28, 2026
Amazon Operations Intelligence7 min read
The Q4 Preparation Playbook: What to Do in July, September, and November
Q4 success is determined by decisions made months earlier. Here’s the complete operational timeline from July through January, with the actions that compound.
Realify TeamJune 25, 2026
Multi-Channel Strategy7 min read
The Multi-Channel Tax: Quantifying What Fragmentation Actually Costs Your Business
Every new channel should multiply revenue. Instead, it multiplies operational complexity. Here’s the math on what multi-channel fragmentation actually costs.
Realify TeamJune 22, 2026
Multi-Channel Strategy6 min read
Amazon to Walmart to TikTok Shop: A Decision Framework for Channel Expansion
Not every channel is right for every seller. Here’s a structured framework for evaluating when, and whether, to expand beyond Amazon.
Realify TeamJune 18, 2026
Multi-Channel Strategy6 min read
Inventory Allocation Across Channels: The Decisions That Make or Break Multi-Channel Sellers
When you sell the same product on Amazon, Shopify, and Walmart, how you split inventory determines your margin, stockout risk, and customer experience.
Realify TeamJune 15, 2026
Multi-Channel Strategy6 min read
Cross-Channel Pricing: Why Your Amazon Price and Shopify Price Shouldn’t Always Match
Uniform pricing across channels ignores the fact that every channel has different economics. Here’s when price differentiation is strategic and when parity is necessary.
Realify TeamJune 12, 2026
AI Commerce7 min read
Agentic Commerce: What It Means When AI Doesn’t Just Recommend, It Acts
The next generation of commerce software doesn’t just show you dashboards. It takes action within boundaries you define. Here’s what “agentic commerce” means, and why it matters.
Realify TeamJune 10, 2026
AI Commerce6 min read
The Guardrails Problem: How to Trust AI with Your Business Without Losing Control
The biggest barrier to AI adoption in commerce isn’t capability. It’s trust. Here’s a framework for building trust through guardrails, transparency, and progressive autonomy.
Realify TeamJune 05, 2026
AI Commerce6 min read
AI Pricing vs. Rule-Based Repricing: Why the Distinction Matters
Most Amazon repricing tools use rules, not AI. Here’s the difference, and when each approach delivers the best results.
Realify TeamJune 01, 2026
AI Commerce6 min read
Demand Forecasting for Amazon Sellers: From Spreadsheets to Signals
Most sellers forecast demand with trailing averages in Excel. Here’s why that fails, and what signal-based forecasting makes possible.
Realify TeamMay 28, 2026
AI Commerce5 min read
The Anomaly Detection Gap: Why Sellers Discover Problems Days After They Start
Pricing errors, listing suppressions, inventory desyncs, these problems compound hourly. Here’s why most sellers find them days too late, and what proactive detection changes.
Realify TeamMay 25, 2026
Data & Margins7 min read
CM1, CM2, CM3: The Margin Framework Every Amazon Seller Should Use
Most Amazon sellers know their revenue but can’t decompose margin at the SKU level. Here’s the contribution margin framework that changes how you make every business decision.
Realify TeamMay 20, 2026
Data & Margins6 min read
Marketplace Fee Reconciliation: The Unaudited Cost Categories Most Sellers Overlook
Marketplace fee systems involve multiple automated processes. Here’s how to audit for discrepancies, and how much you might recover.
Realify TeamMay 18, 2026
Data & Margins7 min read
The True Unit Economics of an Amazon FBA Product in 2026
A complete financial model for an Amazon FBA product at $29.99. Every fee, every cost, every margin layer, with the numbers most sellers don’t track.
Realify TeamMay 15, 2026
Data & Margins6 min read
Tariff Exposure in 2026: What Amazon Sellers Importing from China Need to Know
Tariffs on Chinese imports fluctuated between 30-145% in 2025. Here’s how to build tariff resilience into your pricing, sourcing, and margin strategy.
Realify TeamMay 12, 2026
Compliance & Trust5 min read
How Realify Handles Your Amazon Data: A Transparency Report
What we access, how we process it, how we protect it, and what we never do with your marketplace data. A plain-language disclosure.
Realify TeamMay 10, 2026
Compliance & Trust6 min read
Amazon SP-API in 2026: What Changed, What It Costs, and What It Means for Sellers
Amazon introduced SP-API fees in 2026, a $1,400 annual subscription plus usage-based charges. Here’s what sellers and their tool providers need to know.
Realify TeamMay 05, 2026
Compliance & Trust5 min read
Choosing a Solution Provider: What Amazon’s SPP Vetting Process Actually Checks
Amazon’s Solution Provider Portal requires identity verification and compliance. Here’s what sellers should look for when choosing technology partners.
Realify TeamMay 02, 2026
Compliance & Trust6 min read
GDPR, CCPA, DPDPA: What Amazon Sellers Need to Know About Data Privacy in 2026
Amazon sellers handle customer PII through order data and communications. Here’s which data privacy regulations apply and what your obligations are.
Realify TeamApril 28, 2026