FoodBud
RankingsInsightsMixue SeriesArchiveMethodologyDataSearch中文
RankingsInsightsMixue SeriesArchiveMethodologyDataSearch中文
FoodBud

Global foodservice chain intelligence. Every figure should link back to a source.

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Data quality

How source-backed the dataset is, in numbers.

Every figure on FoodBud carries a source tier, period, quality label, and scale basis. This page rolls those signals up across the whole locked export — so the coverage and the gaps are both visible. Each count is derived from the same export and shown with its denominator.

Locked export 8814cab · as of 2026-07-23

207
Operators
99
Ranked
1,186
Metrics
1,303
Source records

Source tier distribution

Across 1,303 source records
S1 official primary · 423S2 official secondary · 358S3 supplementary · 518S0 not usable · 4

S1 = exchange filings / annual reports / prospectuses; S2 = official secondary; S3 = supplementary; S0 = not usable.

Metric quality

Across 1,186 metrics
Source-backed1,048Directional proxy133Source Backed Preliminary2Confirmed Gap No System Sales Scale2Source Backed Basis Warning1

Source-backed metrics carry a primary source; proxies stay directional; gaps are declared, not filled.

Scale precision basis

Across 207 operators
Source-backed
4120%
Estimatedest.
16379%
Unspecified
31%

Whether an operator's headline scale is source-backed or an estimate. Estimated figures are marked everywhere they appear.

Entity level

Across 207 operators
Brand
15575%
Group
5225%

Brand = scale is one dominant consumer brand; group = aggregates two or more brands.

Scale basis

Across 202 operators with a scale figure
Company-operated revenue (proxy)
10853%
GMV / system sales
5326%
Revenue proxy
4120%

GMV / system sales, company-operated revenue, and listed-company revenue are different measures and never mixed.

Market-cap guardrail

174 of 174 market-cap figures carry a do-not-use flag — market valuation is shown for context but is never operational scale and never used to rank.