What data actually exists about this industry, who typically holds it, at what granularity, and how obtainable it is. Public means openly published; purchasable is sold by a vendor; partnership needs a bilateral deal; exclusive is effectively locked up by one party.
| Data category | Who holds it | Granularity | Access |
|---|---|---|---|
| pricing | Retailers' shelf prices scraped by price-comparison vendors; national statistics offices (CPI bread indices); Eurostat/USDA; flour and… | Per SKU per store per day; monthly national index | public |
| registry/licensing/permits | National/local food safety authorities (food establishment registration), environmental permit registries, business registries | Per establishment/site | public |
| employment & workforce | National statistics offices (SBS/labour force by NACE), payroll providers, trade unions and bakers' associations | Monthly/annual by NACE class and region; per-site headcount internally | public |
| financial filings | Company registries (Companies House, Handelsregister), listed bakery groups (Grupo Bimbo, Aryzta, Lantmännen Unibake), credit bureaus… | Annual/quarterly per legal entity | public |
| incident/safety/claims | Occupational safety regulators (HSE/OSHA equivalents), workers' comp insurers, RASFF/product recall databases | Per incident, per recall, per site annual rates | public |
| waste & emissions | Operators' sustainability reports, food-waste reduction schemes (WRAP Courtauld), environmental regulators (E-PRTR for large plants)… | Per site annual; per store daily unsold-product waste internally | public |
| production output | Bakery plant MES systems; national statistical offices (PRODCOM/industrial production statistics); trade associations (e.g. Federation of… | Per line per shift internally; monthly/annual tonnage aggregate publicly | public |
| quality & compliance testing | Food safety regulators (inspection results, RASFF recalls), third-party certifiers (BRCGS, IFS, organic bodies), in-house QA labs… | Per inspection, per batch, per recall notice | public |
| transactional/sales | Industrial bakeries' ERP/order systems, retail bakery chain POS providers, supermarket in-store bakery scan data resold via… | Per transaction / per SKU per store per week | purchasable |
| geospatial/movement | POI datasets (SafeGraph, Overture, OSM) for bakery outlets; footfall vendors for high-street bakery chains | Per outlet location; daily visit counts | purchasable |
| reviews & sentiment | Google Maps, Yelp, TripAdvisor, Trustpilot for retail bakeries; retailer product review pages; social listening vendors | Per review per outlet/product | purchasable |
| communications/marketing performance | Bakery brands' media agencies, retail media networks, ad-intelligence vendors (Nielsen Ad Intel, Pathmatics) | Per campaign per channel per week | purchasable |
| inventory & supply chain | Bakery ERP systems (SAP, plant-specific), flour millers and yeast/ingredient suppliers, distribution/DSD systems, retailer vendor-managed… | Per SKU per depot per day; per delivery route | partnership |
| energy consumption | Plant energy management systems, utility suppliers, national energy-use-by-sector surveys, EU ETS for large installations | Per site per half-hour internally; annual sectoral aggregates publicly | partnership |
| logistics & freight movement | Direct-store-delivery fleets, telematics vendors, 3PL cold/ambient chain providers | Per route per day; per delivery drop | partnership |
| weather-dependent metrics | Bakery demand-planning teams combining POS with national met service data; forecasting SaaS vendors | Daily per store/region | partnership |
| customer demographics | Retail bakery chain loyalty programmes (e.g. Greggs, Panera-type), supermarket loyalty data resold via dunnhumby/84.51 | Per loyalty member per basket; postcode-level aggregates | partnership |
| sensor/IoT | Oven and proofer OEMs (Mecatherm, Rondo, Koenig), plant SCADA/MES, cold-chain telemetry vendors | Per oven/zone per second-to-minute; per proofing chamber | exclusive |
| maintenance & asset condition | Bakery plant CMMS systems, oven/mixer OEM service organisations | Per asset per work order | exclusive |
Compiled by the TriData research system from public registers, industry structure and regulatory reporting obligations; refreshed as the underlying catalogue grows. Look up the code itself in the NACE code finder.