Flagship pack
US Retail Sector Monthly Data Pack – Annual 2025
Clean monthly U.S. retail sales data from official Census releases, packaged as a reusable dataset so you can move faster from release files to dashboards, reporting and retail-demand analysis.
Pack facts
- Rows: 192
- Series: 8
- Variants: 16
- Horizon: 2025
- Role: entry offer
Launch pricing
The retail pack files stay materially the same across all three prices. What changes is the license scope, not the delivery assets.
- Basic: USD 39 for 1 named user, solo evaluation, editorial or independent research use.
- Pro: USD 79 for up to 5 named users inside one organization for internal commercial use.
- Commercial: USD 129 for up to 15 named users plus client-facing derived outputs without transferring the raw files.
- Annual 2025 is the entry-horizon offer for this family.
Pack facts
- Rows: 192
- Series: 8
- Variants: 16
- Horizon: 2025
- Best for: first purchase
Pricing by license
The retail pack files stay materially the same across all three licenses. What changes is the allowed use, not the core delivery assets.
- Basic: USD 39 for 1 named user, solo evaluation, editorial or independent research use.
- Pro: USD 79 for up to 5 named users inside one organization for internal commercial use.
- Commercial: USD 129 for up to 15 named users plus client-facing derived outputs without transferring the raw files.
- Annual 2025 is the entry-horizon offer for this family.
What this pack helps you do
- You need a monthly retail demand signal without cleaning each Census release by hand.
- You want to move faster from official data to a dashboard, report or research note.
- You need a reuse-ready retail dataset with clearer structure, naming and coverage checks.
What is included
- Main CSV dataset
- Main Parquet dataset
- Free sample CSV
- Series dictionary
- Reproducible notebook
- Three preview charts
- Coverage report and validation summary
- Technical README
- Source attribution note and official reference routes when they improve evaluation confidence
Who this pack is for
- Analysts and researchers tracking U.S. retail demand with official monthly retail sales data.
- Newsletter, media and strategy teams that need a reusable retail dataset faster than manual Census cleanup.
- Builders who want CSV, Parquet and documentation together instead of a raw-file hunt.
What to verify before you buy
- This route covers the 2025 horizon, not a longer cycle history.
- The sample is for structure and fit validation, not for replacing the full delivery package.
- Methodology explains the normalization and validation logic, while licenses matter for client delivery and redistribution.
Core coverage
- Retail Trade and Food Services
- Total Retail Trade
- Retail ex Auto
- GAFO retail
- Motor Vehicle and Parts Dealers
- Building Material and Garden Equipment Dealers
- Food and Beverage Stores
- General Merchandise Stores
Trust layer
- Built from official U.S. Census Bureau Monthly Retail Trade releases.
- Validated for duplicate rows, null values and monthly coverage before packaging.
- Representative assets already available in repo: README, sample CSV and 3 preview PNGs.
- Source traceability can stay visible as part of the product when it adds buyer confidence without creating noise.
Source traceability stays visible because it helps buyers see what was processed, where it came from and why the packaged version saves work.
If this fits your workflow, the next step is to inspect the sample and confirm the right license tier. This route is also the first public pilot route while the rest of the catalog stays consultative or staged.