GLOSSARY
ANALYSIS OF COMPETITORS' PRICES
ANALYSIS OF COMPETITORS' PRICES
Competitive analysis is the systematic study of the prices, product assortments, promotions, and sales strategies of competing retailers. It forms the foundation of an informed pricing policy and enables a company to position its offerings in line with the market. It is an ongoing process that combines data collection (web scraping, field surveys) and analysis (benchmarking, segmentation, scoring).
COMPETITIVE BENCHMARK
COMPETITIVE BENCHMARK
Competitive benchmarking is the systematic comparative analysis of prices, product assortments, and promotional offers between a retailer and its direct competitors. More structured than a simple price monitoring exercise, it incorporates summary metrics (Price Index, promotion rate, assortment depth) that enable the management of competitive positioning over time and by category.
BQP - Quality-Price Shield
BQP - Quality-Price Shield
The BQP, or “Bouclier Qualité Prix” (Quality-Price Shield), is a program launched in France in 2012 in the overseas territories and communities to combat the high cost of living. It takes the form of an annual agreement between government authorities and major retailers, establishing a list of everyday consumer goods for which prices are capped or moderated.
Bullwhip Effect
Bullwhip Effect
The bullwhip effect refers to the amplification of fluctuations in demand as one moves up the supply chain. A small fluctuation in final consumption leads to more pronounced variations at the retailer level, even more pronounced variations at the wholesaler level, and significant fluctuations at the manufacturer level.
Bundling
Bundling
Bundle pricing involves selling multiple products or services as a package at a total price lower than the sum of their individual prices. It is a powerful tool for increasing the average order value, moving slow-moving items, and enhancing perceived value. There are two types of bundles: pure bundles (available only as a package) and mixed bundles (products also sold individually).
INTRA-CATEGORY CANNIBALIZATION
INTRA-CATEGORY CANNIBALIZATION
Intra-category cannibalization is the phenomenon whereby sales of Product A capture a portion of the sales of Product B, which belongs to the same category or is sold under the same brand. It can be intentional (the launch of a new product intended to replace an older one) or involuntary (a promotion that erodes the margin of a competing product). When properly understood and managed, it is a lever; when mismanaged, it destroys value.
Distribution Center
Distribution Center
A distribution center, sometimes called a distribution warehouse or logistics hub, is a physical facility where products are received from suppliers, temporarily stored, and then shipped on to stores or end customers. It plays a key role in the retail supply chain: it consolidates shipments, optimizes transportation, and gives the retailer control over delivery times.
Automatic chaining
Automatic chaining
Automatic price linking involves programmatically linking the price of one SKU to that of another SKU according to a predefined rule, and allowing the system to automatically apply the update when the price of the master SKU changes. For example, the price of a family-size item can be linked to the price of the individual-size item using a fixed ratio.
Horizontal tie
Horizontal tie
Horizontal price linking ties the price of one product to that of other equivalent products within the same category. This is typically the case with substitutable products: two different brands of plain yogurt, two models of hammer drills with similar features, or two color variations of the same garment.
Product Chain
Product Chain
Product chaining involves linking successive SKUs for the same product over time, despite changes in packaging, EAN codes, trade names, or internal SKUs. The goal is to reconstruct a product’s complete history in order to analyze trends in its prices, sales, and performance, even if its technical SKU has changed.
Vertical Chaining
Vertical Chaining
Vertical pricing links the price of one product to that of other products positioned within the same vertical range—entry-level, mid-range, and premium—within the same product family. It ensures that the price difference between these different levels accurately reflects the product’s value proposition (superior quality, enhanced features, premium packaging).
Margin Coefficient
Margin Coefficient
The markup factor, or multiplier, is the number by which the pre-tax purchase cost of a product is multiplied to obtain its selling price: selling price (excluding tax) ÷ purchase cost (excluding tax). A markup factor of 1.6 means that the product is sold for 1.6 times its purchase cost.
Product Line Consistency
Product Line Consistency
Product line consistency refers to the quality of the pricing structure within a product family: price differences between tiers (entry-level, mid-range, premium) are clear, differences between variants (sizes, colors, brands) are justified, and the whole structure makes sense to the customer. A coherent product line makes it easier for customers to choose, encourages them to move up the product line, and protects margins.
Data Collection
Data Collection
Pricing data collection refers to the set of processes that gather the information needed to make pricing decisions: competitor prices, internal sales, inventory, purchase costs, product attributes, customer behavior, and external indicators. Without structured data collection, pricing relies on intuition.
COST-BASED PRICING
COST-BASED PRICING
Cost-Based Pricing is a method that involves setting a product’s selling price based on the total cost of production, to which a target profit margin is added. It is one of the oldest and most widely used approaches in retail, manufacturing, and services, as it mathematically ensures that direct and indirect costs (raw materials, labor, logistics, overhead) are covered before applying a markup.
Price difference
Price difference
The price gap measures the difference between the price of a product at a retail outlet and a reference price: the average market price, the price of a direct competitor, the price of a substitute product, or the price from a previous period. It is expressed as an absolute value (in euros) or as a percentage.
Clipping and Clipping Threshold
Clipping and Clipping Threshold
Pricing capping refers to the mechanism by which price changes automatically calculated by a pricing engine are limited to prevent extreme fluctuations. The capping threshold is the limit beyond which the price change is no longer applied: for example, +/- 10% per cycle.
HALO EFFECT
HALO EFFECT
The halo effect refers to the phenomenon whereby the price of a product (often an iconic or highly visible one) influences the overall perception of a retailer’s price image. If key products are perceived as inexpensive, the entire product line is seen as competitively priced, even if some products are actually more expensive. This is a powerful tool for building a reputation for value without having to lower prices across the entire catalog.
CROSS-ELASTICITY
CROSS-ELASTICITY
Cross-price elasticity measures the sensitivity of the demand for product A to a change in the price of product B. It reflects the economic relationships between products: substitutes (Coca-Cola / Pepsi), complements (printer / ink cartridge), or independent products. It is an essential concept for managing a product assortment consistently and avoiding pricing decisions that negatively offset each other at the category level.
PRICE ELASTICITY
PRICE ELASTICITY
Price elasticity measures how sensitive demand for a product is to a change in its price. Technically, it is calculated as the percentage change in the quantity sold divided by the percentage change in price. A product is said to be "elastic" if a small change in price leads to a large change in quantity.
Geopricing
Geopricing
Geopricing refers to a practice of differentiated pricing based on the geographic location of the point of sale or the customer. In brick-and-mortar stores, it involves applying different prices depending on the area (urban vs. rural, mainland France vs. overseas departments, downtown stores vs. outlying areas).
Price Homogenization
Price Homogenization
Price standardization involves aligning the prices of a given product across all retail locations within a network, or harmonizing the prices of equivalent products within a single catalog. It is a strategy that prioritizes simplicity and clarity at the expense of nuanced local adaptation.
Horizontal integration
Horizontal integration
Horizontal integration is a growth strategy in which a company expands its business by acquiring or forming partnerships with competitors operating at the same stage of the value chain. In the retail sector, this can take the form of a store chain acquisition, a joint purchasing group, or a commercial alliance.
Vertical Integration
Vertical Integration
Vertical integration is a growth strategy in which a company takes control of several successive links in its value chain. Upstream integration occurs when a distributor acquires a supplier (for example, Decathlon, which manufactures its own brands), while downstream integration occurs when a manufacturer opens its own retail locations (Nespresso, Apple Store).
Fair Price
Fair Price
The "fair price" refers to the price that consumers consider equitable—both for the seller (who covers their costs and earns a reasonable profit margin) and for the buyer (who pays an amount consistent with the perceived value). It is not a single price that can be calculated mathematically, but rather a social and cultural construct.
KPI Pricing
KPI Pricing
Pricing KPIs (Key Performance Indicators) are the key metrics used to measure, monitor, and manage the performance of a retailer’s pricing strategy. They help answer essential questions such as: “Am I competitive?”, “Is my margin growing?”, “Are my promotions profitable?”, and “Are my prices optimal?”. Without KPIs, it is impossible to effectively manage pricing.
KVI - Key Value Items
KVI - Key Value Items
KVIs (Key Value Items) are the products that have the greatest impact on customers’ overall perception of a retailer’s pricing. These are the items that consumers easily compare across retailers and that directly influence price perception: milk, baguettes, eggs, smartphones, etc. Being competitive on KVIs is essential to building a reputation for attractive prices.
MACHINE LEARNING
MACHINE LEARNING
Machine learning (ML) is a branch of artificial intelligence in which algorithms learn from data rather than being explicitly programmed. In pricing, ML is used to model complex relationships (elasticity, demand, competition), make predictions, and recommend optimal prices. It transforms a discipline that has historically relied on business expertise into a data-driven and scalable discipline.
Gross Margin
Gross Margin
Gross margin is the difference between a product’s pre-tax selling price and its pre-tax purchase cost. It represents the gross profit generated on each sale before deducting overhead costs (logistics, personnel, rent, marketing, etc.). Gross margin is expressed as an absolute value (in euros) or as a percentage of the selling price (Markup ).
Net Margin
Net Margin
Net margin is the actual profit generated by a retailer after deducting all costs: cost of goods sold, operating expenses (personnel, rent, marketing, logistics, IT), depreciation, financial expenses, and taxes. It represents the final profitability and is measured as a percentage of revenue. It is the ultimate indicator of a company’s financial health.
Product Matching
Product Matching
Product matching is the process of identifying and linking equivalent products betwe your catalog and those of your competitors. The goal is to ensure that when you compare prices, you are indeed comparing the same product (same brand, same model, same packaging, same variant). Effective product matching is essential for reliable price monitoring.
Private Label: Meaning and Definition of a Private Label
Private Label: Meaning and Definition of a Private Label
MDD stands for “private label”: products sold under a brand owned by the retailer (Marque Repère at E.Leclerc, Reflets de France at Carrefour, etc.), as opposed to national brands from manufacturers. Private labels cover budget, mid-range, premium, and specialty lines (organic, gluten-free, regional).
Price Modeling
Price Modeling
Price modeling involves constructing mathematical or statistical models that predict the impact of a price on a product’s sales, margin, or market share. It can rely on traditional econometric models (regressions, elasticities), machine learning models (gradient boosting, random forests), or deep learning models for the most complex cases.
Price Optimization
Price Optimization
Price optimization involves determining the price that maximizes a defined business objective (margin, volume, market share, price image) while adhering to operational constraints (product line consistency, minimum margin, competitive rules, positioning). It is not simply a matter of finding the highest or lowest price; rather, it is about finding the best balance among often conflicting objectives.
MSRP
MSRP
The MSRP (manufacturer's suggested retail price) is the price at which the manufacturer recommends its distributors sell the product to the end consumer. Also known as the recommended retail price (RRP) or MSRP in English, it is merely a guideline: distributors are free to sell the product at a lower or higher price.
Price Matching Policy
Price Matching Policy
The price alignment policy defines the rules by which a retailer adjusts its prices relative to those of its competitors: which products to align (priority KPIs), at what target margin (strict alignment, ±2%, with a positive margin allowed), against which competitors (the top 3, the entire market), and how often (daily, weekly). It is a central component of the overall pricing policy and one of the most influential factors for short-term margins and long-term price image.
DEMAND FORECAST
DEMAND FORECAST
Demand forecasting involves estimating what customers would purchase over a given period if the product were available at the proposed price, and anticipating how that volume responds to price, promotions, and external factors (weather, calendar, competition). It differs from sales forecasting, which projects the actual volumes sold, which are limited by inventory. It serves as the basis for all pricing, promotional, and purchasing decisions.
Sales Forecast
Sales Forecast
Sales forecasting (or demand forecasting) involves predicting future sales volumes for a product or category over a given period (week, month, season). It is based on an analysis of historical sales data, market trends, seasonality, planned promotions, and external events (weather, holidays, social trends). These forecasts inform decisions regarding purchasing, pricing, and logistics.
PRICE MONITORING
PRICE MONITORING
Price monitoring refers to the process of collecting, analyzing, and tracking competitors’ prices. In retail and e-commerce, it relies on automated tools that scrape competitors’ websites, track in-store prices, or aggregate panel data to provide a real-time view of pricing positioning.
Price Waterfall
Price Waterfall
The price waterfall is a graphical representation that breaks down, step by step, the progression from the list price (or marked price) to the net price actually received after all discounts, rebates, promotions, and hidden costs. Each step in the waterfall represents a “margin leak.” The goal is to identify where the loss of value occurs and to optimize each lever.
WEB SCRAPING PRICE
WEB SCRAPING PRICE
Price web scraping is the technique of automatically extracting pricing data from competitors’ websites or marketplaces. Performed by web crawlers, it enables the large-scale collection of prices, descriptions, inventory levels, and promotions. It is the underlying technology behind online price monitoring and competitive benchmarking.
Pricing
Pricing
Pricing is the process by which a company sets, adjusts, and manages its selling prices. It should not be confused with the price itself: the price is the result (a displayed figure), while pricing is the process that leads to it (data, rules, trade-offs).
PREDICTIVE PRICING
PREDICTIVE PRICING
Predictive pricing is a pricing approach that uses machine learning models to anticipate future demand, changes in competitors’ prices, and the impact of a price change even before it is implemented. It transforms pricing from a reactive discipline (adjusting after the fact) into a proactive one (making decisions with visibility into the expected impact).
Strikethrough price
Strikethrough price
A strikethrough price is a previous price that has been crossed out next to the new price to visually highlight the size of a discount. Its use has been regulated since 2022 by the European Omnibus Directive, which requires retailers to list the lowest price charged in the previous 30 days.
Competitive price
Competitive price
Competitive pricing is a strategy that involves setting prices by directly referencing competitors’ prices (matching, marking up, or marking down). It is the dominant approach in mature, highly competitive markets—such as mass retail, e-commerce, and specialty retail—where price differences are immediately visible to consumers.
Introductory Price
Introductory Price
A loss leader is a price that is intentionally set very low—sometimes even below cost—for a visible and desirable product, with the goal of driving traffic to the store or website. The objective is not to make a profit on that product, but to attract customers who will then purchase other, more profitable products. The loss leader is a classic promotional marketing tactic.
Psychological price
Psychological price
Psychological pricing refers to the set of techniques that exploit consumers’ cognitive biases to influence their perception of value and their purchasing decisions. The best-known example is pricing a product at €9.99 instead of €10: even though the difference is minimal, the brain focuses on “€9” and perceives the product as significantly cheaper.
Promotion depth
Promotion depth
Promotion depth refers to the extent of the discount applied to a product during a promotion, typically expressed as a percentage discount relative to the regular price. For example, a 20% discount corresponds to a promotion depth of 20%. The greater the promotion depth, the greater the impact on sales volume, but the lower the unit margin.
Price List
Price List
Price monitoring is the process of collecting competitors’ prices for a sample of products, either in physical stores or online. It can be done manually (on-site data collection by surveyors) or automatically (web scraping, APIs, data panels). Price monitoring is the first step in any price monitoring strategy.
Shrinkflation
Shrinkflation
Shrinkflation, or "reduflation," involves reducing the quantity of a product while maintaining or increasing its price. The listed price remains the same, but the price per kilogram or liter increases. Since July 1, 2024, large grocery stores have been required to display this information on their shelves.
Skimming Strategy
Skimming Strategy
Skimming, or "skimming pricing" in English, is a launch strategy that involves setting a high initial price for a new product and then gradually lowering it over time. The idea is to first attract customer segments willing to pay a premium (early adopters, novelty seekers, professionals) before moving on to segments that are more price-sensitive.
Market Entry Strategy
Market Entry Strategy
Penetration pricing, or a penetration strategy, involves launching a new product or service at a deliberately low price to quickly capture market share. The goal is to attract a large number of customers from the outset, build customer loyalty, and then gradually raise prices once the market position has been consolidated. This approach is typical in competitive markets with high price elasticity.
Promotional Strategy
Promotional Strategy
A promotional strategy consists of all the decisions that define a retailer’s promotional policy: which products to promote, how often, by how much, through which channels, and for what objectives (traffic, clearing inventory, customer acquisition, etc.). A coherent promotional strategy balances price image, profitability, and sales momentum.
TARGET COSTING
TARGET COSTING
Target costing, or the target pricing method, starts with the selling price the market will accept, subtracts the target margin, and derives the maximum allowable cost of the product. In retail, the term “target-based pricing” is also used when a retailer sets margin or price index targets by category and allows prices to be calculated based on those targets.
Promotion Rate
Promotion Rate
The promotional rate measures the share of revenue or sales volume generated by promotional items relative to total sales. It is expressed as a percentage and provides insight into the retailer’s promotional intensity. A promotional rate of 30% means that 30% of sales are generated by promotional items. It is a key indicator for managing the balance between price image and profitability.
NATURAL LANGUAGE PROCESSING (NLP)
NATURAL LANGUAGE PROCESSING (NLP)
Natural Language Processing (NLP) is a branch of artificial intelligence that enables machines to understand, analyze, and generate text. In pricing, NLP is used to match products with different descriptions across catalogs, analyze customer reviews, extract product features, or detect price mentions in unstructured sources.
VALUE-BASED PRICING
VALUE-BASED PRICING
Value-Based Pricing sets the price of a product or service based on the value perceived by the customer, rather than on the cost of goods sold. The central idea is that the price should reflect the benefit a buyer derives from the product (time saved, money saved, prestige, performance), which can generate margins significantly higher than those of a traditional cost-plus-margin approach.
ONLINE (WEB) PRICE MONITORING
ONLINE (WEB) PRICE MONITORING
Web price monitoring, or online price monitoring, is the automated and continuous collection of prices charged by competitors on their e-commerce sites and marketplaces. It relies on web scraping, supplemented where possible by APIs or data feeds. It is the foundation of any modern competitive pricing strategy.
YIELD MANAGEMENT
YIELD MANAGEMENT
Yield management, or revenue management, is a pricing strategy that involves adjusting the price of a product or service in real time based on projected occupancy rates and future demand. Originating in the airline and hotel industries, it has now expanded to many sectors, including ticketing, rentals, restaurants, parking, and even retail for fresh produce.