Arizona cities

Major Census place indicators used as lightweight metro previews.

Data integrity snapshotOfficial sources

Source

FRED

Live series

Labor and GDP

Source

Census

ACS data

Income and housing

Source

BEA

Regional data

State accounts

Source

USAspending

FY awards

Federal flows

Validation statusMetadata verified

Source URLsDataset namesFetch timestampsNull handlingStatic exportIntegrity checks

Validation status details
Check	Status	Detail
Source URLs	Pass	Every metric links to its public source.
Dataset names	Pass	Displayed metrics include dataset labels.
Fetch timestamps	Pass	Pipeline timestamps are included.
Null handling	Pass	Unavailable values are explicit.
Static export	Pass	Data is bundled at build time.
Integrity checks	Pass	Validation runs before build.