See where shoppers are actually spending

The Retail Sales dataset gives you aggregated purchase trends across brands and categories, broken down by geography. Use it to see where spend is growing, which categories are winning, and how your key markets are really behaving—beyond what you can see in your own tills.

Trusted by

Trusted by

Physical world commerce in motion

Spend by category and brand

How much consumers are spending in a category, and how that spend is distributed across brands.

Ticket and visit patterns

Average basket size and frequency trends to understand how shoppers are behaving, not just how much they spend.

Trends by market

Where spend is rising, flat, or falling—by country, region, city, or neighborhood.

Share and momentum

Simple indicators of who is gaining or losing share in each market over time.

Why teams use in-store sales data

See beyond your own four walls

Understand total category behavior, not just your own sales, so you can size the true opportunity.

Spot market shifts early

Identify where categories are heating up or cooling down before it shows up in lagging internal reports.

Benchmark performance

Compare your trends against the broader market to see if a problem is local, category‑wide, or competitor‑specific.

Support better planning

Give demand planning, marketing, and finance a shared view of what’s happening in the real market.

Make data-backed physical world decisions

Demand Forecasting

Use market‑level category and brand trends as an extra signal to refine demand plans and explain shifts.

Category & assortment planning

Allocate space and emphasis to categories and brands that are gaining momentum in each market.

Pricing & promo strategy

See how competitors are performing and where promos are actually moving the needle.

Market selection & expansion

Pick markets for new stores, campaigns, or investments based on proven spend, not guesswork.

Retail media & measurement

Use purchase‑based outcomes to evaluate campaigns and inform next‑cycle planning.

Made for data teams that don’t run blind

Data & analytics teams

Looking for clean, external sales signals to add into models and dashboards.

 Making decisions on space, mix, and featured brands.

 Planning where to focus budgets and how to tailor messaging by market.

Assessing market health, competitive dynamics, and investment opportunities.

How Retail Sales works with other datasets

Retail Sales + Mobility

Retail Sales + Places

Retail Sales + People

Retail Sales + Market

Retail Sales + Economic

Choose your markets and categories

Tell us which regions, categories, and brands you care about.

Review a sample

Explore how spend, share, and momentum look across a few key markets.

Roll out to more teams

Connect Retail Sales to your planning, analytics, and marketing workflows.

Frequently Asked Questions

What is Factori Retail Data?

Factori Retail Data shows where shoppers are spending across brands, categories, and markets.

What retail signals does Factori include?

Factori includes spend trends, category performance, brand share, ticket patterns, visit frequency, and market momentum

How is Retail Data different from our internal sales data?

Internal sales show your performance. Factori Retail shows broader market behavior, so you can benchmark against category and competitor trends.

How does Retail Data improve demand forecasting?

It adds external spend and category signals to help forecasts explain market shifts before they show up fully in internal sales.

How can Retail Data support category and assortment planning?

Teams can see which categories and brands are gaining momentum in each market, then adjust space, mix, and emphasis accordingly.

Can Retail Data help with pricing and promotions?

Yes. It helps teams understand where promotions are moving demand and where competitor or category performance is changing.

Which teams use Factori Retail Data?

Retail Sales supports data, analytics, merchandising, category, marketing, growth, strategy, and finance teams.

How do we get started with Retail Data?

Choose the markets, categories, and brands you care about, then review a sample of spend, share, and momentum trends.