Resources
Scout Blog
Expert insights on CPG analytics, syndicated data, promotions, pricing, and distribution. Learn how top brands answer retailer questions faster.
- Hiring
Store Manager Job Description
A store manager job description built around what the role genuinely controls, plus the interview questions that separate operators from administrators.
- Hiring
Retail Operations Manager Job Description
A retail operations manager job description covering the multi-store span, the execution-versus-decision split, and the interview questions that test judgment under competing priorities.
- Hiring
Retail Category Manager Job Description
A retail category manager job description covering the full span from assortment and space to supplier negotiation, and the interview questions that test commercial judgment.
- Hiring
Retail Inventory Analyst Job Description
A retail inventory analyst job description built around the work that actually moves inventory: exception lists, record-drift detection, and the minimum-bound items nobody can order correctly.
- Retailer Data
Retail Void Analysis: Find the Stores Not Selling
A void is a store authorized to carry your item that is not selling it. Here is how to separate real voids from slow sellers, size what they cost, and work the list in priority order.
- Retailer Data
Who Does UNFI Distribute To?
UNFI's customer base spans natural retailers, conventional supermarkets, independents, and a very large contract with Whole Foods. What that means for a brand deciding how to reach shelf.
- Hiring
Retail Data Analyst Job Description
A retail data analyst job description that describes the actual job: reconciling POS, receiving, and syndicated feeds that disagree, then turning them into decisions buyers act on.
- Pro Tips
10 Slotting-Fee Horror Stories in CPG
Ten slotting-fee horror stories every brand founder will recognize, plus the one break-even calculation that turns a scary retailer ask into a clear go or no-go decision.
- Basics
What Is a Category Captain? Role, Examples & Risks
A category captain is the lead supplier a retailer designates to advise on managing an entire product category, from shelf layout to assortment decisions. The role carries real influence and real conflicts of interest. This guide explains how captaincies work, what responsibilities they carry, and what brands should watch for.
- Basics
Nielsen Scantrack & Scan/POS Data 101
Scantrack is NielsenIQ's retail measurement service that turns checkout scanner data into category, brand, and item sales metrics across thousands of U.S. stores. This guide explains how scan data works, what Scantrack measures, where it falls short, and how it differs from household panel research.
- Pro Tips
10 Better-For-You Flops Big Food Buried
Ten better-for-you product failures from the biggest food companies, from WOW! chips to Coca-Cola Life, and why they all share the same death certificate: collapsing repeat.
- Basics
On-Shelf Availability & Out-of-Stocks
On-shelf availability measures the percentage of time a product is actually present and purchasable on the shelf. When it drops, you lose sales you will never recover. This guide explains why out-of-stocks are harder to spot than they look, how to estimate lost revenue, and what detection methods actually work.
- Pro Tips
11 Limited-Edition Flavors That Flopped
Eleven of the worst limited-edition flavors ever shipped, from Lay's Cappuccino to purple-adjacent chaos, and why huge trial keeps fooling good teams into ignoring repeat.
- Basics
What Is a Planogram? A Retail Merchandising Guide
A planogram is a diagram that specifies exactly where each product sits on a retail shelf or fixture, how many facings it gets, and how it is arranged relative to every other item in the set. Brand managers and category analysts use planograms to win shelf space, measure compliance, and model the revenue impact of position changes.
- Pro Tips
12 CPG Rebrands So Bad They Tanked Sales
Twelve CPG rebrand failures, from Tropicana to New Coke, that companies reversed in weeks, and the shelf-data signal that flagged each one before the boardroom noticed.
- Pro Tips
Inventory Alerts for CPG Brands, in Plain English
Stockouts do not announce themselves. Name the floor once and Scout watches your on-hand per SKU and DC, then emails you the week it breaks.
- Pro Tips
Trade Merchandising: Feature, Display & TPR
Trade merchandising covers three distinct promotional vehicles: Feature (retailer ad/circular), Display (secondary shelf placement), and TPR (temporary price reduction). Understanding how each one drives volume, and how syndicated data reports them, is the foundation of any credible trade promotion evaluation.
- Pro Tips
The 15 Worst CPG Product Fails of All Time
A ranking of the 15 worst CPG product fails of all time, from New Coke to purple ketchup, with what each one cost and the single data signal every doomed launch ignored before it hit the discount bin.
- Basics
EQ (Equivalized) Volume & Units Explained
EQ sales, short for equivalized sales, convert different pack sizes into a common base unit so a 6-pack and a 12-pack show up on the same scale. This post explains how EQ factors work, why category managers insist on them, and how to calculate EQ units from a mixed assortment.
- Basics
How Scout Protects Your CPG Data
Before you upload sales, distribution, and promotion data to any analytics vendor, four things are worth checking: encryption, isolation, internal access, and whether you can get your data back. Here is what each one means and how Scout answers it.
- Basics
Who Owns Your Data in Scout?
When you upload sales and distribution data to an analytics tool, who owns it afterward, you or the vendor? Here is Scout's answer, what data ownership means in practice, and how it differs from the anonymous usage data a product collects to improve itself.
- Basics
Repeat Purchase Rate: Measuring CPG Loyalty
Repeat purchase rate measures how often customers come back to buy the same product again. In CPG, it is calculated from household panel data and tells you whether your trial buyers are converting to loyal users. This post covers the formula, category benchmarks, and practical ways to move the number.
- Pro Tips
How to Measure Trade Promotion Effectiveness
Trade promotion effectiveness tells you whether a promotion generated enough incremental margin to justify its cost. This guide walks through baseline isolation, lift calculation, ROI and ROMI formulas, and a worked dollar example so brand managers can stop guessing and start grading promos objectively.
- Basics
xAOC, MULO & FDMx: CPG Market Definitions
xAOC and MULO are the two dominant "total US" market views in CPG syndicated data, one from NielsenIQ and one from Circana. They cover similar ground but use different channel logic and terminology. This post maps the key terms, explains what FDMx was and why it faded, and helps you pick the right market view for your reporting.
- Basics
CPG M&A: What's Driving the Deals
A plain-English guide to CPG M&A: what it means, why brands keep merging, the lifecycle from founder exit to roll-up to carve-out, and where data decides the outcome of a deal.
- Measurement
Retail Demand Forecasting: A CPG Guide
What retail demand forecasting is, the inputs that drive it, the methods from moving average to ML, how to measure accuracy with MAPE and bias, and the failure modes that quietly wreck a forecast.
- Basics
Category Management in Retail, Explained
What category management in retail actually is: how retailers and suppliers run a category together, the classic eight-step process, the category captain role, the data behind it, and where AI is starting to help.
- Basics
CPG vs FMCG: Same Thing or Not?
CPG and FMCG describe almost the same set of products. The difference is where you sit, what you emphasize, and how it shows up in your data and job title.
- AI
AI Analytics Tools for CPG Companies
A buyer's guide to AI analytics tools for CPG companies: the real categories of tooling, the buying criteria that matter for retail data, build versus buy, and how to pilot one workflow and measure it.
- Measurement
Product Cannibalization in CPG, Explained
A launch sells 30,000 units and the buyer is thrilled. Then the category review shows the line is flat. This is product cannibalization, and here is how to measure it before it eats your next planogram.
- Retailer Data
Distributor Portals: UNFI, C&S & KeHE Guide
A guide to the big distributor portals a CPG brand will deal with: myUNFI, the C&S supplier portal, and KeHE CONNECT. Who each is for, what data you can pull, and how to get it into analytics.
- AI
AI Analytics for CPG Executives
AI analytics for CPG executives is a different purchase than the BI tools that came before it. The five questions that separate a useful system from an expensive demo, and the metrics to judge it by once it is live.
- Retailer Data
Do You Need a Retail Data Lake?
A retail data lake promises one home for UNFI, KeHE, Circana, SPINS, and Retail Link. Here is what a data lake actually is, what it really costs a CPG brand to build and staff, and the managed alternative most teams should consider first.
- AI
What Is MCP? Model Context Protocol for CPG
The Model Context Protocol (MCP) is becoming the standard way AI agents connect to live data. Here is what MCP is in plain English, why it matters for retail and CPG analytics, and what it does and does not change for a brand data team.
- Basics
Household Penetration: Formula & Benchmarks
Household penetration measures what share of households in a population actually bought your product during a defined period. This guide covers the formula, a worked example, how penetration differs from buy rate and market share, realistic benchmarks by category, and the practical levers brands use to grow it.
- Pro Tips
Incremental vs. Base Volume in CPG Promos
Incremental volume is the sales lift a promotion actually generates above what you would have sold anyway. Understanding the split between base and incremental volume is the foundation of every sound promo ROI calculation, and getting it wrong is how brands overpay for trade spend that mostly shifts timing rather than growing the category.
- Basics
Numeric vs. Weighted Distribution
Numeric distribution tells you how many stores carry your product. Weighted distribution tells you how much of total retail sales those stores represent. The two numbers can diverge sharply, and knowing which one to act on is a core CPG analytics skill.
- Basics
Household Panel vs. Consumer Panel Data
Household panel data tracks what real shoppers actually buy over time, projecting a recruited sample of tens of thousands of households up to the full U.S. population. This post explains how panels work, what metrics they deliver that POS data cannot, and where they fall short.
- Pro Tips
TPO vs. TPM: Trade Promotion Optimization
Trade promotion optimization (TPO) and trade promotion management (TPM) are related but distinct disciplines. TPM handles the operational mechanics of planning, funding, and tracking promotions. TPO uses historical performance data to forecast lift and allocate future spend where it will generate the best return. This post explains both, maps the key differences, and shows how a brand can evolve from one to the other.
- Basics
All Commodity Volume (ACV): What It Means in Retail
All commodity volume (ACV) is a retailer's total annual sales revenue across every product category it sells. It is the foundational market-size metric in syndicated data, used to weight distribution figures and define how large a retail account or market really is.
- Basics
Circana Data Explained (Formerly IRI)
A plain-language guide to Circana data for CPG brands: what Circana is and why it used to be called IRI, what its POS and panel data cover, how it compares to NielsenIQ and SPINS, the Liquid Data and Unify platforms, how brands get access, and where it falls short.
- Basics
Share of Shelf: Formula & How to Calculate
A plain-language guide to share of shelf for CPG brands: the formula, how to calculate it in facings or linear inches, the difference between physical and digital share of shelf, how it compares to market share, how brands measure it with audits and image recognition, and why it moves sales at the moment of purchase.
- Basics
WTD, CWW & Other CPG Data Acronyms
WTD does not mean week-to-date in syndicated CPG data, it means Weighted. A plain-language guide to the retail-measurement acronyms brands routinely confuse, WTD, CWW, BWW, YTD, MTD, L52W, L13, L4, and YA, with worked examples, a quick-reference table, and the traps that make the same metric disagree across two reports.
- Basics
Total Distribution Points (TDP), Explained
Total Distribution Points sums the %ACV of every SKU a brand sells, folding distribution breadth and assortment depth into one number. Here's the formula, a worked example on harmonized data, how TDP differs from %ACV and a raw count of items carried, and the discipline that keeps a TDP trend honest.
- Basics
What Is Syndicated Data? A Guide for CPG Brands
A plain-language guide to syndicated data for CPG brands: what it is, how it differs from first-party and panel data, who provides it (Circana, NielsenIQ, SPINS), the POS and panel types you will meet, how brand teams use it for distribution and velocity, and where its coverage gaps and reporting lag bite.
- Basics
What Is Trade Promotion? Definition, Types, Examples
Trade promotion is the money a brand pays its retailers to discount, feature, and display its products — the largest line on most CPG P&Ls. A plain-language guide to the types, how they are funded, and how to measure whether they actually paid back.
- Basics
% ACV Distribution Explained
% ACV distribution is how syndicated data weights your distribution by store size: the share of a market's all-commodity volume rung up by the stores that carry your product. This primer covers what it means, why ACV stands for All-Commodity Volume, how it differs from numeric and weighted distribution, why it's one of the two most important numbers on the page, and how to read it with a worked example.
- Measurement
Sales Velocity in CPG: How Well a Product Sells
Total sales tell you how big a product is, not how well it sells. Sales velocity is the rate of sale buyers actually judge a SKU on: units or dollars per store, per week, normalized for distribution. The two velocity measures, when to use each, and how velocity exposes the hidden winners and losers total sales bury.
- AI
AI in CPG: What It Actually Changes for Brand Teams
A practical map of AI in CPG: where it shows up across the value chain, what it actually changes in the analyst's weekly workflow, where the hype outruns what ships, and how a brand team should decide where to start.
- AI
How CPG Executives Can Drive AI Adoption That Sticks
AI adoption in CPG fails in the rollout far more often than in the technology. A leadership playbook: name a workflow, assign an operational owner, measure the baseline, set a trust threshold with a sunset date, and frame the analyst as the interpreter.
- Deductions
Must-Have Deduction Management Software Capabilities
Every vendor promises capture, matching, and dispute workflow. Here are the deduction management software capabilities that actually move recovery rate, and the ones that just demo well.
- Deductions
Retail Deduction Management: One Size Never Fits
A brand selling into ten retailers is running ten deduction processes. Why retail deduction management is retailer-specific, and how to build a process that scales across accounts.
- Deductions
Deduction Management Best Practices for CPG Brands
Brands that recover well do not research faster, they run a better process. Five deduction management best practices that move recovery rate, and the common practices that quietly fail.
- Deductions
Deduction Management Challenges That Cost the Most
The expensive deduction management challenges are quiet and structural, not the big disputed deduction that gets attention. The four that drain the most cash, and how to fix each.
- Deductions
Accounts Receivable Deduction Management Explained
Accounts receivable deduction management is where short-paid invoices become a finance problem. How the AR process works, and why AR owns deductions it did not cause.
- Deductions
How to Automate Deduction Management
The case to automate deduction management is specific: manual work fails in predictable places. Which steps to automate, which to leave human, and the ROI math.
- Basics
What Is Trade Spend? A Complete Guide for CPG Brands
Trade spend is the largest discretionary line on a CPG P&L, 15-25% of gross sales. What it is, every type, how the money flows, and how to calculate it.
- Retailer Data
Retail Link Data: What Walmart's Portal Shows
Retail Link is Walmart's supplier portal, the most detailed view of one retailer a brand will ever get. What Retail Link data shows, what it leaves out, and how to use it without drowning in it.
- Retailer Data
KeHE Connect: The Specialty Distributor Portal
KeHE Connect is how brands that sell through KeHE read their distributor data. What KeHE Connect shows, how distributor data differs from retailer data, and where it falls short.
- Retailer Data
POS Data: What Point-of-Sale Data Tells a CPG Brand
POS data is the record of what scanned at the register. What point-of-sale data measures, what it cannot see, and how brands turn raw scans into velocity and distribution.
- Retailer Data
EDI Transactions in Retail, Explained
EDI transactions are the standardized documents that run a retail trading relationship: purchase orders, ship notices, invoices. What the common EDI transactions are, and why they are a data source, not just plumbing.
- Retailer Data
Supply Chain Analytics for Retail: The Signal
Supply chain analytics turns retailer data into decisions about inventory, availability, and demand. What it covers in a retail supply chain, and where the demand signal comes from.
- Retailer Data
Sales and Operations Planning (S&OP) for CPG Brands
Sales and operations planning aligns the demand plan with the supply plan on one cadence. What S&OP is, why retail sell-through belongs in the demand plan, and how brands close the gap.
- Pro Tips
Trade Promotion Management and Optimization
Trade promotion management makes promotions run and get paid for; trade promotion optimization decides which to repeat. Why a brand needs the first working before the second pays off, and how to tell which one is actually broken.
- Pro Tips
Trade Promotion Analysis: Did the Promo Pay Back?
Trade promotion analysis is the post-event work of separating real incremental lift from baseline volume and forward-buy, then turning it into an ROI a brand can act on. The method, the math, and the three errors that make a losing promotion look like a win.
- Basics
The Parts of Trade Promotion Management, Explained
Trade promotion management has five moving parts: planning, funding, execution, settlement, and measurement. A breakdown of what each part does, who owns it, and the handoff failures that leak the most money.
- Basics
Trade Promotion Management in CPG: Why It Is So Hard
Trade promotion management in CPG is uniquely difficult: the spend is huge, the money leaves as deductions months later, and the retailer holds the scan data. What makes CPG trade different and what a brand can actually control.
- Basics
Managing Trade Promotions: A Practical Starter Guide
A practical guide to managing trade promotions for CPG brands without a dedicated trade team: the baseline, the calendar, the agreement, and the post-event read, and the order to build them in.
- Basics
Managed Trade Promotions Services: When to Outsource
Managed trade promotions services run a brand's trade management for it: settlement, deductions, sometimes planning. When outsourcing makes sense, what to keep in-house, and the one capability you should never hand away.
- Pro Tips
Build vs Buy for CPG Sales Analytics
When to build your CPG sales analytics infrastructure in-house and when to buy it: the true cost of building, the four costs nobody budgets for, and a component-by-component decision framework you can run with your own numbers.
- Pro Tips
Trade Spend Management: A Practical Guide
A practical guide to trade spend management for CPG brands: the plan-to-settle lifecycle, where cross-functional handoffs break, and a maturity model.
- Pro Tips
Trade Spend Management Software: How to Choose
A buyer's guide to trade spend management software: what TPM tools do, when to leave spreadsheets behind, the capability checklist, and what to budget.
- Pro Tips
Trade Spend Optimization: More From Every Dollar
Trade spend optimization isn't cutting the budget. It's moving the same dollars where they return more. The loop, the levers, and a worked reallocation.
- Basics
Trade Spend Analysis: A Step-by-Step Method
A step-by-step method for trade spend analysis: set the baseline, isolate incremental units, net out cannibalization, and read the result honestly.
- Pro Tips
Trade Spend Analytics: Metrics and Systems
A practitioner's guide to trade spend analytics: the six metrics worth tracking, the data sources that never reconcile, and the accrual-vs-actual gap.
- Pro Tips
Trade Spend ROI: How to Calculate It, and Pitfalls
Trade spend ROI looks simple, but the headline number routinely overstates returns by 30% or more. How to calculate it honestly, with a worked example.
- Pro Tips
Trade Spend Effectiveness: Measuring What Works
How to grade a whole portfolio for trade spend effectiveness: effectiveness vs. efficiency, the signals of wasted dollars, and repeat/adjust/kill calls.
- Pro Tips
Trade Spend Strategy: Building an Annual CPG Plan
How to build a trade spend strategy that holds: setting the budget, allocating across retailers and quarters, and the guardrails that protect your brand.
- Basics
CPG Trade Spend: Benchmarks and How It Works
How CPG trade spend works: why it runs 15-25% of gross sales, how it flows through gross-to-net, and where category and channel benchmarks land.
- Basics
What Is Trade Promotions Analysis? A CPG Primer
An introductory primer on trade promotions analysis: what it is, the three signals that matter, the data you need, how it differs from a sales recap, and the most common pitfalls. Built for CPG sales teams new to the discipline.
- Pro Tips
A Guide to Trade Promotions Effectiveness Analysis
The five-signal framework Scout uses to evaluate trade promotion effectiveness (incremental lift, profit, mix, retailer, and the sustain-lift ratio) with worked examples, the failure modes that distort the numbers, and how to decide whether to repeat, adjust, or kill a promotion.
- Pro Tips
How to Forecast Trade Spend ROI for Promotions
A minimum-viable model for forecasting promotion ROI: define the event, build a baseline, compare against history, and forecast a range instead of a single number.
- Basics
Why Spreadsheets Don't Scale for CPG Sales Teams
The five breaking points spreadsheets hit as CPG sales teams grow past one or two analysts, and what scalable analytics looks like instead.
- Basics
How to Tell If a CPG Promotion Actually Worked
Lift alone doesn't prove a promotion worked. Three checks every CPG promo analysis should include (incrementality, post-promo behavior, and retailer/SKU-level differences) before you decide to repeat.
- Pro Tips
Trade Spend: From Cost Center to Profit Driver
Reframing trade spend as capital allocation: incrementality-first evaluation, ROI as the guiding metric, and portfolio optimization across retailers.