Record network, real data
Graph "fda": the CDC outbreak, the firm it was linked to, that firm's openFDA recalls, their hazards, and the states they named. A state with a dashed ring had sick people and no recall. Click a record to keep what connects to it.

OutbreakLinked firmRecall, and a state it named where people got sickHazardState with cases and no recallDownstream firm

The same question on real data
A CDC outbreak joined to its firm's openFDA recalls in the graph. Public records, no synthetic data.

Listeria monocytogenes in requesón / soft ricotta cheese · 15 sick, 14 hospitalized, 1 death · onsets Mar 6, 2023 to Jul 8, 2026 · over

Linked to Clover Hill Dairy, LLC, Mechanicsville, MD: 18 openFDA recalls, Class I, from Jun 1, 2026.

Where it shipped
MDNYVA
Where people got sick
IL · 1MD · 4NY · 6VA · 4

Gap: someone got sick in IL and no recall from this firm named that state. The records do not say how the product got there.

Downstream: Nelson & Isa Lacteos LLC (recall H-1189-2026) · La Ceiba Foods Latin Market Inc. (no openFDA recall yet). Link inferred from CDC and FDA notices.

Sources: CDC investigation · openFDA food enforcement reports.

Questions asked of the real graph
Run now, on this page load. 6 queries, 7.85 ms in FalkorDB in total.

Outbreak to firm to recalls: where it shipped vs where people got sickFalkorDB 0.86 ms · 1 row

pathogenfirmrecallsshippedcases
Listeria monocytogenesClover Hill Dairy, LLC18MD, NY, VAIL:1, MD:4, NY:6, VA:4
Cypher
MATCH (o:Outbreak)-[:LINKED_TO]->(f:Firm)-[:RECALLED]->(r:Recall)
OPTIONAL MATCH (r)-[:DISTRIBUTED_TO]->(s:State)
WITH o, f, count(DISTINCT r) AS recalls, collect(DISTINCT s.code) AS shipped
MATCH (o)-[c:CASES_IN]->(cs:State)
RETURN o.pathogen AS pathogen, f.name AS firm, recalls, shipped, collect(cs.code + ':' + toString(c.count)) AS cases

Sick in a state no recall named (a traceability gap)FalkorDB 0.69 ms · 1 row

outbreakstate
CDC-LISTERIA-SOFT-CHEESE-2026-06IL
Cypher
MATCH (o:Outbreak)-[:CASES_IN]->(s:State), (o)-[:LINKED_TO]->(f:Firm)
WHERE NOT (f)-[:RECALLED]->(:Recall)-[:DISTRIBUTED_TO]->(s)
RETURN o.id AS outbreak, s.code AS state

Downstream: who got product from the linked firmFalkorDB 1.44 ms · 2 rows

fromtobasistheir_recalls
Clover Hill Dairy, LLCLa Ceiba Foods Latin Market Inc.inferred
Clover Hill Dairy, LLCNelson & Isa Lacteos LLCinferredH-1189-2026
Cypher
MATCH (a:Firm)-[e:SUPPLIED]->(b:Firm) OPTIONAL MATCH (b)-[:RECALLED]->(r:Recall)
RETURN a.name AS from, b.name AS to, e.basis AS basis, collect(r.id) AS their_recalls

Hazards in real food recalls since 2025-01-01FalkorDB 2.08 ms · 7 rows

hazardrecallsclass_I
Undeclared allergen699263
Other64059
Salmonella491478
Listeria monocytogenes442312
Foreign material2690
Clostridium botulinum7613
E. coli (STEC)4136
Cypher
MATCH (r:Recall)-[:HAZARD]->(h:Hazard) RETURN h.name AS hazard, count(r) AS recalls,
sum(CASE WHEN r.classification = 'Class I' THEN 1 ELSE 0 END) AS class_I ORDER BY recalls DESC

Firms with repeat Listeria recall eventsFalkorDB 2.19 ms · 5 rows

firmstateeventsproducts
New Age International, Inc.NY33
Albertsons Companies LLCID225
Made Fresh Salads IncNY216
Middlefield Original Cheese CooperativeOH213
Nate's Fine Foods, LLCCA210
Cypher
MATCH (f:Firm)-[:RECALLED]->(r:Recall)-[:HAZARD]->(:Hazard {name: 'Listeria monocytogenes'})
WITH f, count(DISTINCT r.event_id) AS events, count(r) AS products WHERE events > 1
RETURN f.name AS firm, f.state AS state, events, products ORDER BY events DESC, products DESC LIMIT 5

Recalls caused by a supplier (from the reason text)FalkorDB 0.59 ms · 1 row

downstream_recallsevents
359
Cypher
MATCH (r:Recall {downstream: true}) RETURN count(r) AS downstream_recalls, count(DISTINCT r.event_id) AS events
openFDA recalls by Clover Hill Dairy, LLC
18 enforcement reports. Distribution is the free text the firm filed; the state codes are parsed from it.
RecallClassInitiatedProductStates
H-1199-2026Class IJun 1, 2026Clover Hill Dairy LLP, Soft Ricotta (Requeson), and Soft Ricotta with Jalapenos (Requeson Con Chile). Sold in 2- and 5-gallon buckets, and 10oz, 12oz, and 14oz individually packaged food grade clamshell containers. The 5- and 2-gallon buckets are shrink wrapped. Keep refrigerated.MD, NY, VA
H-1200-2026Class IJun 1, 2026Clover Hill Dairy LLP, Smoked Pepper Cheese Varieties (Jalapeno Cheddar), sold in 1/2-lb and 1-lb units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1201-2026Class IJun 1, 2026Clover Hill Dairy LLP, Soft Cuajada in Brine, sold in five (5) gallon and two (2) gallon buckets. Unknown information: labeling. Keep refrigerated.MD, NY, VA
H-1202-2026Class IJun 1, 2026Clover Hill Dairy LLP, Soft Cuajada (vacuum sealed), sold in 14oz- and 2.5 lb clam shells, and 5-lb bags. Unknown information: labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1203-2026Class IJun 1, 2026Clover Hill Dairy LLP, Cuajada (vacuum sealed), sold in 30-lb boxes. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1204-2026Class IJun 1, 2026Clover Hill Dairy LLP, Soft Cuajada crumbs. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1205-2026Class IJun 1, 2026Clover Hill Dairy LLP, Mild Cheese Variety (Yummy Cheddar, White Cheddar, White Colby, Monterey Jack, Marble Jack). Sold in 1/2-lb, 1-lb, 2.5-lb, 5-lb, and 40-lb units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1206-2026Class IJun 1, 2026Clover Hill Dairy LLP, mild cheese variety (Snack Pack Assorted Regular Mild Stix White Colby, Marble Jack, Yummy Cheddar). Sold in approximate 0.40-lb (6.4oz) units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1207-2026Class IJun 1, 2026Clover Hill Dairy LLP, Mild Cheese Variety (3-in-a-pack assorted White Colby, Marble Jack, Yummy Cheddar). Sold in approximate 0.20-lb (3.2oz) units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1208-2026Class IJun 1, 2026Clover Hill Dairy LLP, mild cheese variety (Fresh Cheddar Curd). Sold in approximate 0.75-lb and 1.5-lb box units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1209-2026Class IJun 1, 2026Clover Hill Dairy LLP, sharp cheese variety (Cheddar, Yummy Cheddar, White Cheddar, Monterey Jack). Sold in approximate 1/2-lb, 1-lb, 2.5-lb, and 5-lb units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1210-2026Class IJun 1, 2026Clover Hill Dairy LLP, Sharp Cheese Snack Pack Sharp Stix White or Yellow. Sold in approximate 0.40-lb (6.4oz) units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1211-2026Class IJun 1, 2026Clover Hill Dairy LLP, Flavored Cheese (horseradish). Sold in approximate 1/2-lb, 1-lb, 2.5-lb, 5-lb, and 40-lb units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1212-2026Class IJun 1, 2026Clover Hill Dairy LLP, Flavored Cheese (Old Bay Cheddar). Sold in approximate 1/2-lb, 1-lb, 2.5-lb, 5-lb, and 40-lb units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1213-2026Class IJun 1, 2026Clover Hill Dairy LLP, Pepper Jack Cheese Varieties (Jalapeno Cheddar, Pepper Jack, Sizzlin Colby with Habanero Peppers). Sold in approximate 1/2-lb, 1-lb, 2.5-lb, 5-lb, and 40-lb units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1214-2026Class IJun 1, 2026Clover Hill Dairy LLP, Pepper Jack Cheese Varieties (Snack Pack Assorted Pepperjack Stix (Jalapeno Cheddar, Pepper Jack)). Sold in approximate 0.40-lb (6.4oz) units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1215-2026Class IJun 1, 2026Clover Hill Dairy LLP, Pepper Jack Cheese Varieties (3-in-a-Pack Assorted Jalapeno Cheddar, Pepper Jack, Sizzling Colby). Sold in approximate 0.20-lb (3.2oz) units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA
H-1216-2026Class IJun 1, 2026Clover Hill Dairy LLP, Smoked Cheddar Cheese Varieties (Cheddar, White Cheddar). Sold in 1/2-lb and 1-lb units. Unknown information: packaging, labeling, or total quantity of product distributed. Keep refrigerated.MD, NY, VA

How a targeted recall works

A supplier flags a contaminated lot. The trace follows it through the plant's batches to the distribution centre, which holds stock that hasn't shipped. Only the stores the lot reached are pulled; the rest are proven clear.

Recall Tracer

Follows a contaminated lot from supplier to shelf, pulls only the stores it reached, and proves the rest are clear.

Graph

Connected to FalkorDB · 170 recordsLast recall (L-204): 25 graph queries, 12 ms in FalkorDB
Every number comes from the graph. Nothing is ever sent.Northfield Foods is a demo company · Built on FalkorDB