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The consumer intelligence framework

Source catalog and coverage

See which sources support this edition, what has been verified, and which data connections remain planned.

Source identified does not mean a dataset has been imported. The three Bexar figures are a checked transcription from Census QuickFacts, not a live feed.

U.S. Census Bureau · QuickFacts

Selected figures verified
Scope
Selected county facts in the Bexar example
Measurement period
2020 Census; 2020–2024 ACS
Review and updates
Review each source release; this snapshot is checked October 18, 2026.
Limits
The profile includes different measures and periods. ACS values are estimates. It does not contain family-level finances.
Use and attribution
Keep the original source credit and documentation. Check source-specific terms before a new product or redistribution.
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U.S. Census Bureau · ZIP Code Tabulation Areas

Reference guide
Scope
Geography definitions
Measurement period
Source-defined geographic vintages
Review and updates
Review when geographic definitions or vintages change.
Limits
Postal ZIP Codes and Census ZCTAs are different. Not every valid ZIP Code has a corresponding ZCTA.
Use and attribution
Keep the original source credit and documentation. Check source-specific terms before a new product or redistribution.
Open the original source ↗

Consumer Financial Protection Bureau · Consumer Complaint Database

Source identified
Scope
Reported financial-product complaints
Measurement period
No complaint extract released here
Review and updates
Check current fields, publication rules, and coverage before a release.
Limits
Complaints are not a representative statistical sample of all consumer experiences. Volume needs population or market context.
Use and attribution
Keep the original source credit and documentation. Check source-specific terms before a new product or redistribution.
Open the original source ↗

U.S. Bureau of Labor Statistics · Consumer Expenditure Surveys

Education reference
Scope
Household spending source spotlight
Measurement period
Consult each source release
Review and updates
Review source releases before adding figures.
Limits
A group average is not the budget of every household. Coverage and geography must match the analysis.
Use and attribution
Keep the original source credit and documentation. Check source-specific terms before a new product or redistribution.
Open the original source ↗

U.S. Census Bureau · Retail Trade

Education reference
Scope
Retail and e-commerce source spotlight
Measurement period
Consult each source series
Review and updates
Review series dates and revisions.
Limits
Dollar sales are not counts of items, visitors, or advertising impressions.
Use and attribution
Keep the original source credit and documentation. Check source-specific terms before a new product or redistribution.
Open the original source ↗

Federal Reserve Board · Survey of Consumer Finances

Related national research
Scope
National family-finance context
Measurement period
Survey year and release year must be stated separately
Review and updates
Review official survey releases and revisions.
Limits
National survey findings are not local ZIP or county wealth estimates.
Use and attribution
Keep the original source credit and documentation. Check source-specific terms before a new product or redistribution.
Open the original source ↗

Federal Trade Commission · Consumer Advice

Education reference
Scope
Consumer protection education
Measurement period
Check each dated resource
Review and updates
Review before quoting a specific alert or figure.
Limits
An educational resource is not a verified local incident count.
Use and attribution
Keep the original source credit and documentation. Check source-specific terms before a new product or redistribution.
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