Frozen Cakes, Pies, and Other Pastries Manufacturing (U.S., NAICS 311813)

An investor's primer — for both public-market and private investors

1. Overview

This industry makes the sweet baked goods you buy from the freezer aisle or that a supermarket "bakes off" behind the counter: frozen layer cakes, sheet cakes and cheesecakes; fruit, cream and pumpkin pies; doughnuts, Danish, croissants, strudel and other pastries. Freezing is the whole point — it lets a factory in one state ship a finished dessert nationwide, hold it for months without spoiling, and let a store or restaurant thaw or finish-bake it on demand. That turns a perishable craft product into a scalable, shippable manufactured good.

Why an investor should care: this is a manufacturing business, not a restaurant or a brand story. Owners make money on the spread between what a finished frozen dessert sells for and what it costs to make — ingredients (flour, sugar, butter and other fats, eggs, cocoa, fruit), labor, freezing energy and packaging — multiplied by the volume they push through expensive, high-fixed-cost plants. It is steady, food-defensive, and cyclical mainly through input-cost swings rather than boom-and-bust demand.

The catch for public-market investors: there is no pure-play, publicly traded U.S. frozen-cake-and-pie company. The specialist producers are privately held or private-equity-owned; the public exposure comes through large diversified food conglomerates where frozen dessert is one slice of a much bigger portfolio. Private investors — private equity, family owners, search funds, strategic buyers — actually own the heart of this industry.

2. What it is and how it's structured

Scope. The U.S. Census Bureau defines NAICS 311813 as establishments primarily engaged in manufacturing frozen bakery products except bread — cakes, pies, doughnuts and other pastries.[1] Think Mrs. Smith's frozen pies, Sara Lee frozen cheesecakes, thaw-and-serve muffins for a grocery bakery, or par-baked croissants for a coffee chain.

What it excludes (and the adjacent codes). The lines matter because they carve real dollars out of the official figure:

• Frozen bread and bread-type rolls → 311812 (Commercial Bakeries).[1]
• Fresh (non-frozen) cakes, pies and pastries made in a wholesale plant → 311812; made and sold on-site → 311811 (Retail Bakeries).[1]
• Cookies and crackers, including frozen → 311821 (Cookie and Cracker Manufacturing).[1]
• Frozen bread dough, pizza and frozen dinners → 311824 (Dough/Mixes) and 311412 (Frozen Specialty Food). This is where savory frozen pot pies (chicken/beef) usually land — so a "Marie Callender's" chicken pot pie is typically 311412, while a Marie Callender's dessert pie is 311813.
• Store-baked-from-frozen sold at the counter is retail (311811 / 445291), even though a 311813 plant made the frozen dough or finished cake it started from.

Operating model. Production generally begins with bulk ingredient storage and automated or batch mixing, followed by depositing, sheeting, laminating, forming, proofing where yeast is involved, and baking or frying. Products are then cooled, rapidly frozen, packaged, stored below freezing, and shipped through a cold chain. Freezing is technically consequential rather than merely preservative: different layers have different moisture, fat, and sugar content, and dense pies take materially longer to freeze than small pastries. Producers may combine cryogenic crust-freezing with mechanical freezing to protect structure and throughput.[2]

Products leave the plant in several formats: finished branded goods for the consumer freezer; private-label goods; foodservice desserts; thaw-and-serve cakes and pies; ready-to-decorate bases; and bake-off or ready-to-finish pastries for in-store bakeries. The value proposition to retailers and restaurants is consistent quality, longer inventory life, reduced waste, less skilled bakery labor, and the ability to offer broad assortments without scratch production.

Ownership mix. A fragmented middle with a few big anchors. The federal count is 214 firms operating 251 establishments (2022 Economic Census); the subsequent County Business Patterns survey counted 237 employer establishments in 2023, reflecting possible closures or methodology differences — so most firms run a single plant.[3][4] Ownership falls into four buckets: (1) private-equity-owned specialists (e.g., Sara Lee Frozen Bakery under Kohlberg & Company; Aspire Bakeries under Lindsay Goldberg; Dessert Holdings under Bain Capital; Rise Baking under Platinum Equity and Butterfly); (2) private family/independent companies (Rich Products, Sweet Street Desserts); (3) frozen-dessert brands sitting inside large public food conglomerates (Conagra, Campbell's, General Mills) or foreign-owned strategics (Schwan's under South Korea's CJ CheilJedang; Give & Go under Mondelez); and (4) private-label / co-manufacturers that make store-brand desserts for retailers.

3. How big it is

Using our ground-truth federal statistics:

A few things fall out of these numbers. Average revenue is roughly $38 million per firm ($8.17B ÷ 214) — mid-sized manufacturing, not corner bakeries. Average pay is about $49,000 per worker ($1.23B ÷ 25,223). And revenue per worker runs around $324,000, reflecting how capital- and ingredient-intensive (rather than labor-intensive) a modern freezing line is.

The undercount caveat — important here. The $8.17 billion figure counts only plants whose primary activity is frozen sweet bakery. It misses a large amount of real economic activity because federal statistics assign each establishment one primary code:

• Diversified giants (Conagra, Campbell's, General Mills, Mondelez, CJ/Schwan's) make enormous volumes of frozen cakes, pies and pastries in plants that may be coded to a different primary line — so their output partly lands outside 311813.
• Grocery in-store bakeries finish and sell billions of dollars of desserts that started as 311813-made frozen product, but the retail sale is counted as retail, not manufacturing.

Conversely, private business databases understate the field the other way — they track only larger, findable companies (one lists ~48 firms and ~$5 billion[7]) versus the Census's 214 firms. Broad "frozen bakery" market-research reports that quote $30-plus billion are measuring a much wider global category (bread, dough, pizza, savory) and are not comparable to the U.S. 311813 figure.[8] Prefer the federal $8.17 billion as the industry's true U.S. size.

Common analytical errors. The most common error is treating "frozen bakery" as synonymous with NAICS 311813 — commercial reports often include bread, rolls, pizza crusts, prepared dough and cookie dough that Census assigns elsewhere. A second error is calling Census shipments a retail market-size figure; it excludes retail markup and measures the primary activity of domestic employer establishments. A third is confusing establishments with companies. Finally, BLS's commonly cited employment series combines commercial bakeries with frozen cakes, pies and pastries, so it cannot be used as a stand-alone 311813 employment measure.

4. The investable universe

There is no pure play. Public-market investors get frozen-dessert exposure only as a minor line inside diversified food companies; the specialists are private.

Public companies with frozen sweet-bakery exposure (frozen cake/pie/pastry is a small slice of each):

Major private and other owners (this is where the specialist capacity actually sits):

Bottom line: a public investor is really buying a diversified packaged-food company (and its dividend, valuation and management) with frozen dessert as a rounding item; a private investor can own the actual production.

5. How the money works

This is a capacity-utilization and input-cost business. The economic levers, in order of importance:

• The ingredient spread. Gross margin is the finished sale price minus the cost of flour, sugar, fats (butter/oils), eggs, cocoa/chocolate and fruit fillings, plus packaging and freezing energy. These commodities move a lot, so the ability to pass cost increases through in price is the single biggest driver of whether a year is good or bad.
• Plant throughput (capacity utilization). Blast-freezers, mixing/depositing lines and cold storage are expensive fixed assets. Profit comes from running them full. Idle capacity — a line running one shift instead of three — destroys margin because the fixed cost is spread over fewer units.
• Channel mix. Three channels, three margin profiles. Branded retail (Mrs. Smith's, Sara Lee) carries the best margins but needs marketing spend and shelf slotting. Private label / store brand is thin-margin, high-volume, and has the least pricing power. B2B foodservice and in-store bakery (selling frozen product to restaurants, chains and grocery bake-off counters) is volume-driven but stickier and contract-based.
• The freezing advantage. Freezing extends shelf life from days to months, which slashes the spoilage and waste that plague fresh bakery — a structural margin and logistics advantage. The offset is the cost of running a cold chain (freezer warehousing and refrigerated trucking).
• Seasonality and working capital. Pie demand is heavily concentrated around Thanksgiving and Christmas — Conagra notes that pie sales are highest in November and December and frozen-food sales tend to be stronger during winter.[11] Producers build inventory and staff up ahead of a Q4 peak, then absorb the working-capital swing.
• Co-manufacturing. Many plants also make private-label and contract product for retailers and brands, filling capacity and smoothing volume.
• Commodity pass-through is usually delayed. Producers hedge with forward purchases generally covering one to twelve months. J&J Snack Foods, for example, had approximately $133 million of purchase commitments at its fiscal 2025 year-end.[9] Forward purchasing reduces near-term volatility but can leave a producer over market when spot prices fall.

Illustrative margins. No authoritative industry EBITDA or operating-margin figure exists, but J&J Snack Foods — a diversified but relevant public reference — offers a rough benchmark. Its fiscal-2025 gross margin fell to 29.7% from 30.9%, and operating margin fell to 5.3% from 7.5%; management attributed gross-margin pressure partly to raw-material inflation exceeding pricing actions during the first half.[9] These are company-wide figures (bakery, churro, pretzel, frozen-novelty and beverage operations mixed together), not pure 311813 margins, but they illustrate the sensitivity to input costs and pricing power.

Customer concentration. Retailers, distributors and large restaurant accounts limit pricing power. J&J's ten largest customers represented 46% of its fiscal-2025 sales, while its largest customer represented 10%; five of the ten were distributors.[9] These are company-wide figures, not 311813 industry statistics, but they illustrate the bargaining structure faced by a relevant manufacturer.

Judgment: the winners are the low-cost, high-throughput operators with enough scale and brand or contract strength to pass through input inflation; the squeeze falls hardest on small, undifferentiated private-label makers with no pricing power.

6. What drives demand

• Convenience and at-home indulgence. A frozen dessert is portioned, long-lived and needs no baking skill — it competes on convenience, not craft.
• The in-store-bakery "thaw-and-sell" shift. Grocers increasingly want the look and smell of fresh-baked goods without running a scratch bakery, so they buy finished cakes and pastries frozen and thaw or finish-bake them in store.[25] This is a genuine structural tailwind for B2B frozen suppliers (Rich's, Dessert Holdings, Aspire, Dawn).
• Foodservice and institutions. Restaurants, quick-service chains, caterers, hospitals and schools buy frozen desserts for portion consistency and to cut on-site labor. Food away from home accounted for 56.3% of total U.S. food expenditures in 2025, and inflation-adjusted foodservice sales grew faster than food-at-home sales over the long term.[26]
• Holidays. Pie is a seasonal event product; the Q4 holidays are the industry's Super Bowl.
• Private-label penetration. Store brands keep gaining share of the freezer aisle, growing volume but pressuring branded margins.[25]
• Trade-down in downturns. When households cut restaurant spending, at-home frozen desserts can pick up occasions — a mild counter-cyclical cushion.

Forward-looking headwinds: consumer sugar-reduction and "better-for-you" trends are real — consumers are actively working to reduce sugar intake, creating demand for clean-label, lower-sugar, allergen-friendly and plant-based formulations while making preservation and texture more difficult.[27] There is also the still-unfolding question of whether GLP-1 appetite-suppressant drugs (e.g., semaglutide) dent demand for indulgent categories; J&J Snack Foods explicitly identifies GLP-1 therapies as a possible demand risk because they may suppress appetite or change food preferences.[9] These are judgments, not settled facts, but they are the demand-side risks investors are watching.

7. Regulation

• FDA is the primary regulator. Most frozen sweet bakery is overseen by the U.S. Food and Drug Administration under the Food Safety Modernization Act (FSMA): plants must register as food facilities, follow current Good Manufacturing Practices, and run a written preventive-controls (hazard analysis) food-safety plan with process, sanitation, supplier and allergen controls.[28] A Sanitary Transportation rule governs the cold chain.
• Labeling. Products carry a Nutrition Facts panel (including the added-sugars line) and mandatory allergen labeling. Bakery is allergen-dense — wheat, egg, milk, soy and tree nuts are common, and sesame became the ninth mandatory-declared major allergen under the FASTER Act, effective 2023.[29] Undeclared-allergen mislabeling is the single most common cause of bakery recalls. FDA has proposed front-of-package disclosure of saturated fat, sodium and added sugar, but this remains a proposal, not a final rule.[30]
• USDA involvement is limited. The U.S. Department of Agriculture's Food Safety and Inspection Service regulates only products containing meat or poultry — relevant to savory meat pies, but those mostly sit in the adjacent frozen-specialty code, so pure dessert makers are FDA-governed.
• Input policy. The federal sugar program (import quotas and price supports) keeps U.S. sugar costlier than the world price — a permanent cost headwind — and trade/tariff policy on imported cocoa, cocoa butter and palm oil feeds directly into ingredient costs.

This is a lightly regulated manufacturing industry by U.S. standards: food-safety and labeling compliance are the burden, not licensing or price regulation.

8. Competitive dynamics and consolidation

The federal concentration data (2022) tell a clear story: the top 4 firms hold 25.6% of revenue, the top 8 hold 39.1%, the top 20 hold 65.3%, and the top 50 hold 89.8%.[3] The Herfindahl-Hirschman Index (HHI, a standard concentration gauge where antitrust regulators treat anything under 1,500 as "unconcentrated") sits at just 301.5.[3]

Read together: no single company dominates (low HHI), but a couple dozen mid-to-large manufacturers make roughly two-thirds of the output, while a long tail of ~160 small firms splits only the last tenth. It is a consolidating industry with a fragmented fringe.

The consolidation is being driven by:

• Private equity. Kohlberg has owned Sara Lee Frozen Bakery since carving it out of Tyson in 2018, adding bolt-ons (Cyrus O'Leary's), and is now running a sale process.[21][22] Lindsay Goldberg built Aspire Bakeries out of ARYZTA's North American operations.[24] Bain Capital assembled Dessert Holdings through acquisitions including The Original Cakerie, Lawler's Desserts, Atlanta Cheesecake, Dianne's Fine Desserts, Kenny's Great Pies and Willamette Valley Pie.[19][20] Platinum Equity and Butterfly jointly own Rise Baking, which has rolled up in-store bakery suppliers including Table Talk Pies.[23]
• Strategic roll-ups. Conagra (Marie Callender's), Campbell's (Pepperidge Farm) and Mondelez (Give & Go) have folded specialist frozen-dessert brands into big platforms.[10][12][13]
• Cross-industry diversification. In a notable 2026 move, egg producer Cal-Maine Foods bought the Van's brand from Sara Lee Frozen Bakery — an egg company pushing downstream into frozen breakfast/bakery.[14]
• Private-label pressure, which rewards scale and low-cost operation and steadily squeezes sub-scale independents into selling.

9. Risks

• Input-cost volatility. The dominant risk. Cocoa prices spiked to records in 2024, and egg prices jumped roughly 150% year-over-year into early 2025 — both core bakery inputs.[31] An earlier avian-influenza outbreak contributed to a 60% increase in egg prices in 2022, while flour and butter prices each rose approximately 20%.[32] The cost of ingredients in a single apple pie rose about $0.65 from 2023 to 2024 on higher sugar, egg, butter and apple prices.[33] Producers who cannot pass this through get margin-compressed.
• Private-label margin erosion. Store brands keep taking freezer-aisle share and hold down branded pricing.[25]
• Health and GLP-1 demand risk. Sugar-reduction trends and appetite-suppressant drugs are a forward-looking overhang on indulgent categories.
• Concentrated seasonality. Heavy reliance on the Q4 holiday pie peak raises forecasting and working-capital risk; a weak holiday hurts the year.
• Food-safety and recall risk. Ready-to-eat frozen product carries Listeria and undeclared-allergen recall exposure — costly and reputationally damaging. A contamination event can require disposal of frozen inventory across multiple warehouses and damage both manufacturer and retailer brands.
• Cold-chain cost and failure risk. Freezing and refrigerated logistics are energy-intensive; power and diesel prices flow straight to the bottom line. Refrigeration breakdowns, power interruption, freezer congestion or temperature excursions can destroy finished goods and interrupt customer supply. J&J warns that fuel surcharges and restrictive freight capacity can materially raise distribution expense.[9]
• Trade/tariff exposure on imported cocoa, cocoa butter and palm oil.
• Customer concentration and volume cliffs. Retailers can reallocate freezer space, distributors can rationalize suppliers, and a seasonal item can disappear after one year. High fixed costs then magnify modest volume losses.
• Ingredient regulation. Restrictions on colors, preservatives or processing aids can require reformulation, reduce shelf life or alter taste and texture.

10. How to invest, and the outlook

Public-market routes. Because no pure play exists, public investors buy diversified packaged-food companies where frozen dessert is a small contributor: J&J Snack Foods (JJSF) is the closest, though still diversified; General Mills (GIS), Conagra (CAG), Campbell's (CPB), Mondelez (MDLZ), Grupo Bimbo (GRBMF/BMBOY) and CJ CheilJedang (097950.KRX) each have exposure. Flowers Foods (FLO), J.M. Smucker (SJM) and the newly diversifying Cal-Maine (CALM) offer lighter touches. None is a bet on frozen bakery — you are buying the parent's overall packaged-food economics, dividend and valuation, with frozen dessert as a minor sweetener. Broad consumer-staples or packaged-food funds give the same diffuse exposure.

Private routes are where you can actually own the industry: buying or backing a regional frozen-dessert manufacturer, an in-store-bakery co-manufacturer, or a private-label producer; co-investing alongside food-focused private-equity sponsors (Kohlberg, Lindsay Goldberg, Bain Capital, Platinum Equity and peers are active here); or acquiring a family-owned specialist in a founder-succession situation. The economics reward operational discipline — throughput, procurement and pass-through pricing — more than brand glamour, which suits hands-on operators. Plant-level diligence should focus on customer and SKU profitability, pass-through provisions, production yield, freezer bottlenecks, sanitation history, recall exposure, maintenance capital expenditure, working capital, seasonal inventory and distribution radius — not simply headline growth in "frozen bakery."

Near-term drivers to watch: whether cocoa, egg and butter costs normalize (the swing factor for 2025–2026 margins); continued growth of grocery thaw-and-sell in-store bakery, the industry's clearest structural tailwind; the outcome and price of the Sara Lee Frozen Bakery sale, which will reset the sector's benchmark valuation; further cross-industry and PE consolidation of the fragmented tail; and the real, still-uncertain demand impact of health trends and GLP-1 drugs on indulgent food.

Overall judgment: a defensive, slow-growing, input-cost-sensitive manufacturing industry — unexciting on the top line, but with a genuine convenience-and-thaw-and-sell tailwind and a steady flow of consolidation that rewards low-cost scale operators and patient private capital more than public-market stock-pickers.

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Sources

1. NAICS Association, "NAICS Code 311813 — Frozen Cakes, Pies, and Other Pastries Manufacturing" (definition, index entries and cross-references; based on U.S. Census Bureau 2022 NAICS), 2024. https://www.naics.com/naics-code-description/?code=311813
2. Baking Business, "Freezing sweet bakery items poses unique challenges" (cryogenic/mechanical freezing, moisture and structure constraints), 2024. https://www.bakingbusiness.com/articles/65312-freezing-sweet-bakery-items-poses-unique-challenges
3. U.S. Census Bureau, 2022 Economic Census — Concentration Ratios and Selected Statistics, NAICS 311813 (receipts $8.165B; 214 firms; 251 establishments; 25,223 employees; $1.232B payroll; CR4 25.6%, CR8 39.1%, CR20 65.3%, CR50 89.8%; HHI 301.5), 2025. https://data.census.gov
4. U.S. Census Bureau, County Business Patterns, NAICS 311813 (237 employer establishments), 2023. https://www.census.gov/programs-surveys/cbp.html
5. U.S. Census Bureau, Annual Integrated Economic Survey, NAICS 311813 (sales/revenue $8.983B; operating expenses $7.328B), 2023. https://data.census.gov/table/AIESBASICTIMESERIES.AIES00BASIC?q=311813
6. U.S. Small Business Administration, "Table of Small Business Size Standards Matched to NAICS Codes" (311813 = 750 employees), 2023. https://www.sba.gov/document/support-table-size-standards
7. Grata, "Frozen Cakes, Pies & Pastry Manufacturing Market (NAICS 311813)," 2024. https://grata.com/market-research/311813-frozen-cakes-pies-other-pastries-manufacturing
8. MarketsandMarkets, "Frozen Bakery Products Market" (broad global frozen-bakery category, not U.S. 311813), 2025. https://www.marketsandmarkets.com/Market-Reports/frozen-bakery-market-789.html
9. J&J Snack Foods Corporation, Form 10-K for fiscal year ended September 27, 2025 (bakery 27% of sales; gross margin 29.7%; operating margin 5.3%; customer concentration; purchase commitments $133M; GLP-1 risk disclosure), 2025. https://www.sec.gov/Archives/edgar/data/785956/000143774925036456/jjsf20250927_10k.htm
10. Conagra Brands, "ConAgra Foods Acquires Brand Trademarks for Marie Callender's," 2011. https://www.conagrabrands.com/news-room/news-conagra-foods-acquires-brand-trademarks-for-marie-callenders-1573749
11. Conagra Brands, Form 10-K for fiscal year ended May 25, 2025 (pie seasonality; frozen-food winter strength), 2025. https://www.sec.gov/Archives/edgar/data/23217/000155837025009180/tmb-20250525x10k.htm
12. Wikipedia, "Pepperidge Farm" (Campbell Soup / The Campbell's Company ownership), 2025. https://en.wikipedia.org/wiki/Pepperidge_Farm
13. BakeryAndSnacks, "Mondelēz expands into new consumer spaces with two-bite brownie owner Give & Go," 2020. https://www.bakeryandsnacks.com/Article/2020/02/26/Mondelez-expands-into-new-on-trend-consumer-spaces-with-indulgent-nibble-of-two-bite-brownie-owner
14. GlobeNewswire, "Cal-Maine Foods and Sara Lee Frozen Bakery Announce Cal-Maine Foods Acquisition of Van's Foods Brand," May 2026. https://www.globenewswire.com/news-release/2026/05/12/3292652/0/en/Cal-Maine-Foods-and-Sara-Lee-Frozen-Bakery-Announce-Cal-Maine-Foods-Acquisition-of-Van-s-Foods-Brand.html
15. CJ America, "Schwan's Company — Affiliates and Brands" (Edwards as leading national frozen-pie brand), 2025. https://www.cj.net/america/affiliates-and-brands/food/schwans-company/
16. Food Manufacturing, "Schwan's Co. Sold to South Korean Company for $1.8 Billion" (CJ CheilJedang acquires Schwan's; Mrs. Smith's / Edwards pies), 2018. https://www.foodmanufacturing.com/home/news/13247646/schwans-co-sold-to-south-korean-company-for-18-billion
17. Wikipedia, "Rich Products" (privately held; ~$5B revenue, 2023), 2025. https://en.wikipedia.org/wiki/Rich_Products
18. Rich Products, "About Us — Our Story" (company profile), 2025. https://richs.com/our-story/about-us/
19. Dessert Holdings, "About Us — Company History" (The Original Cakerie, Lawler's, Atlanta Cheesecake, Dianne's, Kenny's Great Pies, Willamette Valley Pie), 2025. https://dessertholdings.com/pages/about-us
20. Bain Capital, "Dessert Holdings, Leading Premium Dessert Company, Announces Acquisition by Bain Capital Private Equity," 2021. https://www.baincapital.com/news/dessert-holdings-leading-premium-dessert-company-announces-acquisition-bain-capital-private
21. Kohlberg & Company, "Kohlberg & Company completes purchase of Sara Lee Frozen Bakery, Van's, Chef Pierre and Bistro Collection from Tyson Foods," 2018. https://www.kohlberg.com/kohlberg-company-completes-purchase-of-sara-lee-frozen-bakery-vans-chef-pierre-and-bistro-collection-from-tyson-foods/
22. Octus, "Kohlberg's Sara Lee Frozen Bakery Prepping for Sale Process," 2025. https://octus.com/resources/articles/kohlbergs-sara-lee-frozen-bakery-prepping-for-sale-process/
23. Platinum Equity, "Rise Baking Company — Portfolio Company Profile" (equal ownership with Butterfly; Table Talk Pies acquisition), 2025. https://www.platinumequity.com/our-company/rise-baking-company/
24. Lindsay Goldberg, "ARYZTA North America Becomes Aspire Bakeries," 2020. https://www.lindsaygoldbergllc.com/news/aryzta-north-america-becomes-aspire-bakeries
25. Supermarket Perimeter, "Mondelez International focuses on in-store bakery opportunities" (freeze-and-thaw model; private-label frozen bakery growth), 2020. https://www.supermarketperimeter.com/articles/11707-mondelez-international-focuses-on-instore-bakery-opportunities
26. USDA Economic Research Service, "Food Service Industry — Market Segments" (food away from home 56.3% of total food expenditures, 2025), 2025. https://www.ers.usda.gov/topics/food-markets-prices/food-service-industry/market-segments
27. Baking Business, "Consumers work to reduce sugar intake" (sugar-reduction pressure on sweet bakery), 2024. https://www.bakingbusiness.com/articles/64970-consumers-work-to-reduce-sugar-intake
28. U.S. Food and Drug Administration, "FSMA Final Rule for Preventive Controls for Human Food" (hazard analysis, food-safety plan, allergen controls), 2024. https://www.fda.gov/food/food-safety-modernization-act-fsma/fsma-final-rule-preventive-controls-human-food
29. U.S. Food and Drug Administration, "Food Allergies" (sesame as ninth major allergen under the FASTER Act, effective 2023), 2024. https://www.fda.gov/food/food-labeling-nutrition/food-allergies
30. U.S. Food and Drug Administration, "FDA Issues Proposed Rule on Front-of-Package Nutrition Labeling" (saturated fat, sodium, added sugar disclosure proposal), 2024. https://www.fda.gov/food/hfp-constituent-updates/fda-issues-proposed-rule-front-package-nutrition-labeling
31. Food Business News, "Cocoa, egg prices soar; grains, sugar down in 2024" (cocoa record highs; egg prices +150% YoY into early 2025), 2025. https://www.foodbusinessnews.net/articles/27512-cocoa-egg-prices-soar-grains-sugar-down-in-2024
32. USDA Economic Research Service, "Baking Ingredient Prices" (2022 avian-influenza egg price spike +60%; flour and butter +20%), 2023. https://ers.usda.gov/data-products/charts-of-note/105405
33. USDA Economic Research Service, "Slicing into the cost of an apple pie this Thanksgiving" (ingredient cost +$0.65 from 2023 to 2024), 2024. https://ers.usda.gov/data-products/charts-of-note/110444