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Supply chain maps | Pork

Pork supply chain

Farm Animal Transparency (FAT) maps the first links of the U.S. pork supply chain: where the hogs are, which permit covers them, who owns the packers, and the public enforcement record where one exists. The three maps below share one sourced dataset, last updated October 7, 2026. Every figure carries its source and as-of date; a figure FAT has not yet sourced is labeled as such rather than shown as fact.

Hover or tap any state on a map for its figures. Each map has an “About this map” panel.

One caution applies to all three maps: permit counts are not comparable across states. A large hog operation is a concentrated animal feeding operation (CAFO). A federal Clean Water Act permit under the National Pollutant Discharge Elimination System (NPDES) creates a record in the Environmental Protection Agency’s Enforcement and Compliance History Online (ECHO) database; a state-only permit does not. Iowa, North Carolina, Indiana and Nebraska regulate most large hog operations under state-only permits that produce no NPDES record and therefore no ECHO entry, while Illinois and Oklahoma route most of them through NPDES permits. A low ECHO count is a gap in federal records, not evidence of compliance. Where a state publishes the permit instrument per operation, the gap is counted rather than estimated: 99.6% of Iowa’s 8,816 swine facilities and 88.9% of Minnesota’s 5,555 swine operations hold no NPDES permit.

The three maps

Supply

Pork Supply Map

Hog inventory for the 14 states the USDA National Agricultural Statistics Service (NASS) publishes individually (73.66 million head nationally, June 1, 2026), labeled on the map and split into breeding and market hogs, with a second layer showing the kind of permit the state requires of large swine operations.

Open Pork Supply Map →

Enforcement

Pork Enforcement Map

North Carolina’s permitted swine operations, 14 inspection staff, 568 complaints investigated and the verified violations among them, from North Carolina Department of Environmental Quality (DEQ) records, with the legal authority behind each figure and the six published counts of the state’s swine operations that do not reconcile.

Open Pork Enforcement Map →

Integrated model

Pork Integrated Model Map

What the other two maps do not carry: how much of the national herd sits in states whose default permit creates no federal record, computed from inventory and permit regime; the North Carolina legal and statutory record on hog waste; who owns the packers (WH Group’s Smithfield, JBS N.V.) and how far Smithfield’s integration has loosened; the Align RNG (renewable natural gas) biogas projects; and which FAT label categories would be the only route for any of it to reach a package.

Open Pork Integrated Model Map →

Data sources and methodology

How these maps are different

Most maps of hog production show either where hogs are raised or where a federal permit exists. These maps combine hog inventory with the permit architecture that decides what federal records can see, the state enforcement record where one exists, and the ownership behind the packers, in a format designed for shoppers as well as regulators and researchers.

Sourced

Regulatory data, not marketing claims

Every figure is drawn from USDA, state regulators, court records and company filings, and carries its source and as-of date on the map.

Counted

Counted, not estimated

Where a state publishes the permit instrument per operation, FAT counts how many hold no federal permit rather than inferring it. Ratios are computed from the published counts, never typed.

Integrated

Integrated, not siloed

Permit regime, enforcement, ownership and the legal record are placed within the pork supply chain, not separated from it.

Gaps shown

Honest about the gaps

States NASS does not publish are shown as such, never as zero. Counts that do not reconcile are listed side by side. A figure without a citation is labeled, not shown as fact.

Labels

Part of a larger system

These maps connect to FAT’s 16-category framework for reading meat labels: what a pork label discloses, and what it leaves out.

Why it matters

Pork labels do not disclose where hogs were raised, how waste was managed, or who controls the operation. A cut from a lagoon-and-sprayfield operation and one from a pasture-based farm carry identical mandatory label information.

The goal is not to tell consumers what to buy. It is to ensure they can see the full picture before they decide.

Related reading

These maps are reviewed each quarter. Corrections welcome: dirkadams@farmanimaltransparency.com.

Last reviewed: October 2026