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Food Logistics Market Size & Share 2026-2035

Report ID: GMI10762
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Published Date: August 2026
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Food Logistics Market Size

The global food logistics market was valued at USD 145.8 billion in 2025. It is projected to reach USD 211.6 billion by 2030 and USD 312.2 billion by 2035, expanding at a CAGR of approximately 7.9% during 2026–2035.

Food Logistics Market Key Takeaways

2025 Market Size
$ 145.8 Billion
2026 Market Size
$ 156.8 Billion
2035 Forecast Market Size
$ 312.2 Billion
CAGR (2026–2035)
7.9%
Regional Dominance
Largest Market
Asia Pacific
Fastest Growing Region
Asia Pacific
Key Players
  • Market Leader: DHL led with over 7.8% market share in 2025.

  • Leading Players: Top 5 players in this market include C.H. Robinson, CEVA Logistics, DHL, DSV, Kuehne + Nagel, which collectively held a market share of 20.4% in 2025.

Food logistics covers transportation, warehousing, distribution, temperature-controlled handling, freight forwarding, brokerage, and related services that move food from production sites to consumers. Its economic importance is rising with the scale and complexity of traded food. Global food and agricultural trade reached USD 1.9 trillion in 2023, while the share of agricultural production entering international trade rose from 16% in 2000 to 23% in 2022–2024 . More cross-border food flows increase the value of reliable reefer capacity, border documentation, storage near ports, and coordinated multimodal distribution. [1]

The investment case is also shaped by avoidable product loss. FAO estimates that 13.3% of food is lost after harvest and before retail, with fruit and vegetable losses reaching 25.4% in the measured supply chain . That loss burden makes cold storage, handling discipline, and faster handoffs commercially consequential rather than optional operating upgrades. Refrigerated seaborne trade illustrates the same shift: reefer cargo reached approximately 139 million tonnes in 2024, and reefer containers are expected to account for 91% of seaborne perishable trade by 2028 . [2]

GMI Analyst View

Market expansion is not being driven by freight volume alone. The fastest-growing revenue pools sit where food requires continuous temperature control, product-level records, and time-sensitive fulfillment. These requirements raise asset intensity and operating complexity, but they also make service quality more defensible than in ambient distribution. The difference is material: a disrupted shipment of packaged food may create a service failure, whereas a disrupted protein, dairy, or fresh-produce shipment can create a disposal, compliance, and customer-retention issue.

The market therefore rewards network design over isolated capacity. Providers that connect cold storage, reefer transport, customs support, inventory visibility, and value-added handling can capture more of the customer workflow and reduce handoff risk. This favors scaled specialists and integrated logistics groups, particularly as fresh-food e-commerce and international perishable trade increase the need for multi-temperature operations.

Key Drivers

Driver (~) % Impact on CAGR Forecast Geographic Relevance Impact Timeline
E-commerce and online grocery are raising the required service level +1.6% Asia Pacific, North America Short term (≤ 2 years) / Medium term (2–4 years)
Food safety and traceability requirements are making data infrastructure part of logistics capacity +0.9% North America, Europe Medium term (2–4 years)
Cold-chain investment in emerging markets is broadening the addressable network +1.2% Asia Pacific, Middle East & Africa Medium term (2–4 years) / Long term (> 4 years)
Fresh and perishable consumption is shifting the service mix toward higher-specification handling +1.3% Global Short term (≤ 2 years)

E-commerce and online grocery are raising the required service level

Grocery delivery and quick-commerce models compress the period available for picking, staging, temperature validation, and delivery. A conventional regional distribution center can support ambient replenishment over predictable cycles; rapid grocery fulfillment requires dense locations with chilled, frozen, and ambient zones operating in parallel. In India, FSSAI's December 2024 advisory required e-commerce food operators to ensure prescribed residual shelf life, use licensed sellers, and maintain trained food-safety personnel in delivery operations . Such requirements convert last-mile grocery fulfillment into a compliance-sensitive logistics activity, strengthening demand for providers that can document custody and handling conditions. [3]

Food safety and traceability requirements are making data infrastructure part of logistics capacity

The U.S. Food Traceability Rule requires covered entities to maintain key data elements tied to critical tracking events for foods on the Food Traceability List . Although Congress deferred enforcement before July 20, 2028, the extended implementation period does not remove the underlying need for traceability investments; it gives supply-chain participants time to align warehouse systems, transport records, supplier data, and recall procedures . In the European Union, increased official controls on specified imported food and feed products reinforce the value of accurate shipment documentation and border-ready compliance processes . [4]

Traceability changes procurement criteria. A carrier or warehouse operator no longer competes solely on lane pricing or pallet capacity when a retailer requires retrievable lot data, validated temperature records, and an auditable response to an exception. This supports demand for integrated warehouse-management, transport-management, and sensor systems, especially in chilled protein, fresh produce, and imported foods.

Cold-chain investment in emerging markets is broadening the addressable network

China's cold-chain policy has moved from corridor planning to physical network formation. In June 2025, the National Development and Reform Commission confirmed that 105 national backbone cold-chain logistics bases across 31 provincial-level areas had entered the construction list, establishing the country's "four-horizontal, four-vertical" backbone . The effect extends beyond storage capacity: more connected hubs allow producers in inland agricultural regions to access national consumption centers and export gateways with fewer uncontrolled handoffs.

India is building a comparable, though earlier-stage, platform. Its cold-chain scheme had approved 408 projects, including 474 cold-storage facilities and 1,477 refrigerated vehicles, as of March 2026 . The commercial opportunity is not simply the construction of facilities. As capacity becomes geographically available, food processors, retailers, and exporters can redesign sourcing and inventory practices around longer distribution radii and more reliable product quality.

Fresh and perishable consumption is shifting the service mix toward higher-specification handling

Fresh food demand raises the logistics content embedded in each unit sold. U.S. organic food sales reached USD 71.6 billion in 2024, with sales rising 5.2%, while organic fresh-produce sales reached USD 9.5 billion . Perishable product growth does not automatically translate into logistics revenue, but it increases the need for validated temperature control, careful loading, faster replenishment, and inventory rotation. These requirements are particularly consequential for fruit, vegetables, seafood, meat, and dairy, where a lapse in handling can quickly erode saleable life.

Key Restraints

Restraint (~) % Impact on CAGR Forecast Geographic Relevance Impact Timeline
Regulatory fragmentation complicates cross-border operating models -0.7% Europe, North America, Asia Pacific Medium term (2–4 years)
Energy and refrigerant-transition costs pressure cold-chain economics -0.5% Europe, North America Short term (≤ 2 years) / Medium term (2–4 years)

Regulatory fragmentation complicates cross-border operating models

Food logistics providers must reconcile different food-control, import, refrigeration, customs, and record-retention requirements across markets. The EU's food-import control regime is layered on top of national operating practices, while the U.S. traceability rule and India's food-business-operator requirements create separate process and documentation expectations , , . For cross-border operators, this makes a standardized global service promise difficult to deliver without local compliance expertise.

The burden falls disproportionately on smaller providers. They can acquire refrigerated equipment, but replicating country-specific standard operating procedures, supplier controls, certification records, and exception-management processes across multiple jurisdictions requires management scale. Regulatory complexity therefore acts as a barrier to network expansion and can lead shippers to favor providers with established compliance teams and local operating footprints.

Energy and refrigerant-transition costs pressure cold-chain economics

Cold storage relies on uninterrupted refrigeration, making energy consumption a structural rather than discretionary operating expense. UK cold-chain operators reported a 46% increase in energy costs in 2023, compared with 2022 . The challenge is amplified by the transition away from high-global-warming-potential refrigerants. EU Regulation 2024/573 advances the phase-down of fluorinated greenhouse gases and creates an equipment-transition requirement for operators using affected refrigeration systems .

This cost profile separates revenue growth from margin growth. Expanding chilled and frozen demand can fill facilities, but operators still need to recover higher electricity, maintenance, and replacement-capex costs through contracts or productivity gains. Operators with dense networks can balance loads, employ automation, and negotiate energy procurement more effectively; smaller sites may face a less favorable cost base even when local demand is strong.

GMI Analyst View

The drivers and restraints point toward a more segmented market, not a uniformly attractive one. E-grocery, traceability, and cold-chain investment expand demand, but they also raise the minimum capability required to serve large retailers, processors, and food-service accounts. The resulting growth is most valuable where providers can turn compliance and temperature assurance into contracted service differentiation rather than absorb them as unrecovered cost.

Cost and regulatory pressure are likely to favor operators that can standardize processes across networks while retaining local regulatory execution. The competitive advantage lies in combining physical cold-chain assets with records, monitoring, and exception response. That is why value-added services and e-commerce end use outpace the overall market: both monetize the coordination work surrounding the movement of food, rather than movement alone.

Food Logistics Market Segment Analysis

By Service

Transportation services represented USD 77.3 billion in 2022 and USD 95.4 billion in 2025 and are projected to reach USD 199.8 billion by 2035, at a 7.71% CAGR. Road transport, including full truckload and less-than-truckload services, remains central to domestic food distribution because food flows are geographically dispersed and frequently time-sensitive. Seaway logistics, spanning full-container-load and less-than-container-load services, is indispensable to international perishables trade; railways offer a growing alternative on corridors where trucking capacity is constrained, while airways serve high-value or exceptionally time-sensitive cargo.

Food Logistics Market Size, By Service, 2022 – 2035 (USD Billion)

Warehousing and storage services are projected to grow from USD 26.1 billion in 2025 to USD 59.3 billion by 2035, at an 8.6% CAGR. Storage is becoming more valuable when it provides multi-temperature capacity, throughput discipline, order fulfillment, or proximity to consumption centers rather than static pallet space. Lineage's April 2025 arrangement with Tyson Foods, which combined the purchase of four existing facilities with development of two automated cold-storage warehouses, demonstrates the willingness of large food companies to commit to dedicated, automation-enabled capacity . [5]

Value-added services will expand at the highest service CAGR, 9.4%, from USD 9.1 billion in 2025 to USD 22.2 billion in 2035. Packing, labeling, quality grading, blast freezing, cross-docking, inventory management, and compliance documentation tie operators more closely to customers' operating workflows. They also reduce the customer's need to coordinate multiple vendors at a sensitive point in the supply chain.

Freight forwarding and brokerage are forecast to increase from USD 15.2 billion in 2025 to USD 30.9 billion by 2035, at a 7.4% CAGR. Third-party logistics providers remain important for shippers seeking managed capacity and carrier access, while fourth-party logistics models become more relevant when food manufacturers require network-wide visibility across several providers. In-house and direct distribution remain viable for high-volume retailers and manufacturers, but they require the scale to maintain specialized fleets, facilities, and compliance systems.

By Temperature Requirement

Ambient/dry logistics is the largest temperature segment, increasing from USD 80.5 billion in 2025 to USD 162 billion by 2035, at a 7.3% CAGR. It benefits from the scale of packaged food, beverages, grains, and shelf-stable goods, but usually faces a lower technical barrier to entry than temperature-controlled logistics.

Food Logistics Market Revenue Share, By Temperature Requirement, (2025)

Chilled/refrigerated logistics is forecast to rise from USD 36 billion in 2025 to USD 86.5 billion by 2035, at a 9.19% CAGR, the fastest rate among temperature segments. Chilled networks serve fresh produce, dairy, fresh meat, and deli products, where temperature deviations reduce shelf life and can create compliance exposure. ISO 31512:2024 established B2B requirements and guidelines for refrigerated storage and transport services, reinforcing the need for documented, dependable operating conditions . [6]

Frozen/cold-chain logistics is expected to increase from USD 29.3 billion in 2025 to USD 63.7 billion by 2035, at an 8.1% CAGR. Frozen food distribution depends on reliable deep-freeze storage, loading practices, and transport continuity. Its operating economics are more energy intensive than ambient distribution, but the product cannot readily absorb temperature variation, which sustains demand for specialist facilities and carriers.

By Food Category

Meat, Poultry & Seafood is projected to be the largest category by 2035, growing from USD 37.9 billion in 2025 to USD 93.65 billion, at a 9.5% CAGR. Protein categories require controlled handling from processing or harvest through distribution and, in many cross-border flows, additional sanitary documentation. Their growth supports refrigerated transport, frozen storage, inspection services, and reefer container demand.

Fruits & vegetables are forecast to expand from USD 31.5 billion in 2025 to USD 73.4 billion by 2035, at an 8.9% CAGR. The category has a particularly direct connection to logistics performance because of its high pre-retail loss rate . Better pre-cooling, handling, storage, and routing can preserve commercial value that would otherwise be lost before the product reaches a buyer.

Dairy Products will rise from USD 23.6 billion in 2025 to USD 51.2 billion by 2035, at an 8.10% CAGR. Bakery & Confectionery is projected to reach USD 17.48 billion, growing at 5.64%, while Frozen Foods will reach USD 14.67 billion, at a 7.21% CAGR. Dry/Packaged Foods is forecast to grow to USD 35.90 billion, at 5.20%, and Beverages to USD 25.91 billion, at 6.59%. The slower growth of dry and packaged foods reflects their lower handling complexity and the larger proportion of market value moving toward fresh and temperature-sensitive categories.

By End Use

Food manufacturers account for the largest end-use segment, projected to increase from USD 61.9 billion in 2025 to USD 118.6 billion by 2035, at a 6.75% CAGR. Their procurement priorities center on plant-to-warehouse reliability, outbound distribution capacity, traceability, and the ability to manage product-specific handling requirements.

Food retailers will grow from USD 45.7 billion in 2025 to USD 103.1 billion by 2035, at an 8.5% CAGR. Supermarkets and hypermarkets, convenience stores, and specialty food stores require frequent replenishment, but their service needs diverge by format. Convenience and specialty stores often require smaller, more frequent deliveries, whereas larger retail networks prioritize distribution-center throughput and store-level availability.

Food-service operators are projected to expand from USD 16.8 billion in 2025 to USD 36.2 billion by 2035, at an 8.05% CAGR. Restaurant, institutional, and hospitality distribution values route density, delivery windows, and mixed-temperature order capability. E-commerce and direct-to-consumer is the fastest-growing end use, rising from USD 21.45 billion in 2025 to USD 54.32 billion by 2035, at a 9.74% CAGR, because fulfillment must integrate inventory visibility, multi-temperature picking, and final-mile execution.

GMI Analyst View

The segment outlook shows a clear shift from volume-centric logistics toward handling-intensive logistics. Ambient distribution remains the largest pool because it serves the broadest set of food products, yet chilled logistics, value-added services, protein categories, and e-commerce capture faster growth because they demand more operational control per shipment.

This pattern matters for capital allocation. A provider that adds generic warehouse capacity may participate in market expansion, but a provider that combines multi-temperature storage with labeling, fulfillment, traceability, and transport management can capture several high-growth revenue streams from the same customer relationship. The corollary is that infrastructure must be designed around food-category and temperature needs, not only around total pallet volume.

Food Logistics Market Regional Analysis

North America

North America is projected to increase from USD 46.1 billion in 2025 to USD 94.3 billion by 2035, at a 7.4% CAGR. The U.S. market is forecast to rise from USD 33.5 billion in 2022 to USD 84.5 billion in 2035, while Canada will grow from USD 4.5 billion to USD 9.8 billion. Food traceability obligations, sophisticated retail networks, and a mature refrigerated-transport base make service reliability and integration particularly important in the region.

U.S. Food Logistics Market Size, 2022 – 2035, (USD Billion)

Rail-linked cold storage is adding an alternative to highway-only refrigerated flows. Americold and CPKC opened a 335,000-square-foot import-export cold-storage hub in Kansas City in August 2025 to support the Mexico Midwest Express service, with on-site USDA inspection . The facility is strategically relevant because it connects storage, rail transport, inspection, and cross-border trade in one operating node. [7]

Europe

Europe is forecast to grow from USD 32.79 billion in 2025 to USD 61.50 billion by 2035, at a 6.52% CAGR. Germany will increase from USD 6.44 billion in 2022 to USD 17.16 billion in 2035, at a 7.93% CAGR. The region's lower aggregate growth rate reflects a mature logistics base, but regulatory complexity and refrigerant-transition requirements continue to support investment in upgraded cold-chain assets.

European operators are using acquisitions to broaden temperature-controlled coverage. DACHSER completed its acquisition of Brummer Logistik in July 2024, extending its food-logistics network across Germany, Austria, and adjacent Central European markets . This network logic is important in Europe, where food manufacturers and retailers often need cross-border service consistency but operate within differing national practices and cost structures. [8]

Asia Pacific

Asia Pacific is the largest and fastest-growing regional market, rising from USD 55.98 billion in 2025 to USD 132.76 billion by 2035, at a 9.05% CAGR. China is projected to grow from USD 19.03 billion in 2022 to USD 59.08 billion in 2035, at a 9.22% CAGR. China's nationwide cold-chain-base program gives the region a distinctive infrastructure catalyst, while online and instant retail add demand for local, multi-temperature fulfillment.

India and Southeast Asia add a different growth profile: organized cold storage and reefer distribution are expanding from a lower base, often alongside formalization of food retail and food-service supply chains. Global operators are also positioning assets around the channel. Nippon Express opened a Bengaluru warehouse in January 2025 to support Zepto's quick-commerce distribution . Such projects signal that e-grocery is beginning to influence location strategy, rather than merely adding last-mile demand.

Latin America

Latin America is expected to increase from USD 6.72 billion in 2025 to USD 14.17 billion in 2035, at a 7.79% CAGR. Mexico is projected to advance from USD 1.51 billion in 2022 to USD 4.22 billion in 2035, at an 8.37% CAGR. The region's logistics opportunity is closely tied to agricultural exports, long road corridors, port connectivity, and the need to preserve quality between inland production zones and export terminals.

Mexico has a distinctive position because its food supply chains are integrated with the U.S. and Canada. Cross-border rail and cold-storage developments can reduce friction in protein, produce, and processed-food flows, but operators still need to manage customs, inspections, and variable border processes. Latin American network investments therefore need to be evaluated against both export volumes and the reliability of the connecting transport corridor.

MEA

MEA is forecast to grow from USD 4.17 billion in 2025 to USD 9.46 billion by 2035, at an 8.48% CAGR. The UAE will increase from USD 0.69 billion in 2022 to USD 2.11 billion by 2035, at an 8.75% CAGR. The region combines food-import dependence in Gulf markets with export-oriented horticulture and protein supply chains in selected African markets.

The commercial model is therefore heterogeneous. Gulf logistics hubs require bonded cold storage, re-export capability, and reliable port-to-city distribution, while African agricultural-export corridors require handling and pre-cooling near production and dependable links to ports. Providers that treat MEA as a single operating environment may underperform those that tailor infrastructure to each trade pattern.

GMI Analyst View

Asia Pacific's leadership reflects more than its market size. China's state-backed cold-chain backbone, India's facility buildout, and the spread of digitally enabled grocery fulfillment create overlapping demand for organized temperature-controlled logistics. This combination supports the region's 9.05% CAGR and makes network reach, urban location strategy, and local compliance capability critical competitive variables.

North America and Europe remain attractive because they reward high-specification execution. In North America, traceability and cross-border cold-chain infrastructure increase the value of integrated providers; in Europe, regulatory density and refrigerant transition create recurring upgrade requirements. Latin America and MEA offer faster-than-mature-market growth from smaller bases, but returns depend more heavily on port connectivity, trade corridors, and local operating risk. Geographic expansion should therefore be evaluated by route and food category, not by regional CAGR alone.

Competitive Landscape, Food Logistics Market

Competition is fragmented because no single operator has equivalent strength across refrigerated warehousing, freight forwarding, road distribution, last-mile delivery, customs support, and every food geography. Scale still matters: it enables providers to balance capacity, invest in automation, maintain compliance systems, and offer integrated contracts. DHL's Supply Chain division reported EUR 17.78 billion in 2025 revenue, underscoring the scale at which global contract-logistics providers can deploy network and technology investments .

DHL, Kuehne + Nagel, DSV, C.H. Robinson, XPO Logistics, Nippon Express, CEVA Logistics, Kerry Logistics, Lineage Logistics, Maersk, FedEx, UPS, and GEODIS form the global-player group. Kuehne + Nagel's reefer capabilities sit within its specialized sea-logistics offering , while DSV's April 2025 completion of the DB Schenker acquisition expanded its global logistics scale . C.H. Robinson's Robinson Fresh business provides a focused North American produce supply-chain position, linking sourcing and managed transportation for food retail and food-service customers .

Lineage Logistics competes through temperature-controlled warehousing, automation, and food-specific infrastructure. Maersk is extending integrated reefer logistics beyond ocean transport into cold-storage and origin-handling nodes; its Rotterdam cold store began serving customers in February 2025 and provides a 34,000-pallet-position facility supporting Northwest European food flows . CEVA Logistics has expanded regional operating scale through its acquisition of Borusan Lojistik in Turkey , while GEODIS strengthened its French road-freight position through the acquisition of Malherbe .

DACHSER, Gist, Nichirei Logistics, and Snowman Logistics are regional players with specialist positions. DACHSER's food-network acquisitions broaden European temperature-controlled road coverage . Gist operates chilled, frozen, and ambient food logistics for Marks & Spencer's food business and has invested in bio-CNG fleet deployment . Nichirei Logistics is embedded in Japan's frozen-food distribution ecosystem, while Snowman Logistics operates multi-temperature warehousing and transport across India .

Zipline, ColdStar Logistics, and STEF represent emerging or specialist competitive models. Zipline brings autonomous, small-payload delivery capability that can support selected rapid food-delivery use cases; the company partnered with Chipotle for aerial delivery in August 2025 . ColdStar Logistics is building temperature-controlled distribution density in India, where organized cold-chain networks remain uneven. STEF focuses exclusively on temperature-controlled food logistics across a range from frozen through thermosensitive products, giving it a more specialized European proposition than diversified general logistics groups .

Recent Industry Developments, Food Logistics Market

  • April 2025 - Lineage Logistics and Tyson Foods announced a nearly USD 1 billion cold-chain arrangement. The transaction included the acquisition of four existing warehouses and development of two automated cold-storage facilities, with Tyson Foods as the anchor customer .
  • June 2025 - China confirmed 105 national backbone cold-chain logistics bases. The National Development and Reform Commission stated that the construction list covered 31 provincial-level areas and formed the country's national cold-chain backbone .
  • August 2025 - Americold and CPKC opened a Kansas City import-export cold-storage hub. The 335,000-square-foot facility supports refrigerated cross-border flows on the Mexico Midwest Express and includes on-site USDA inspection .
  • February 2025 - Maersk began operations at its Rotterdam cold store. The 34,000-pallet-position facility added customs, inspection, and value-added handling capacity for food products in Northwest Europe .
  • April 2025 - DSV completed its acquisition of DB Schenker. The transaction materially increased DSV's scale in freight forwarding and contract logistics .
  • August 2025 - Chipotle announced an aerial-delivery partnership with Zipline. The initiative expanded the application of autonomous delivery in prepared-food fulfillment .

Food Logistics Market Research Report

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Authors:  Preeti Wadhwani, Manish Verma

Frequently Asked Question(FAQ) :

What was the market size of the food logistics in 2025?
The market size was USD 145.8 billion in 2025, with a CAGR of 7.9% expected through 2035. Increasing global food demand, urbanization, and changing consumer preferences are driving market growth.
What is the projected value of the food logistics market by 2035?
The market is poised to reach USD 312.2 billion by 2035, driven by advancements in technology, strategic alliances, and growing e-commerce demand.
What is the expected size of the food logistics industry in 2026?
The market size is projected to reach USD 156.8 billion in 2026.
How much revenue did the transportation services segment generate in 2025?
The transportation services segment generated approximately USD 95.4 billion, dominating the market with a 65.4% share in 2025.
What was the valuation of the ambient/dry logistics segment in 2025?
The ambient/dry logistics segment was valued at around USD 80.5 billion in 2025, accounting for 55.2% of the market. Its dominance is attributed to cost efficiency and the ability to handle non-perishable food products.
What is the growth outlook for the e-commerce & direct-to-consumer segment from 2026 to 2035?
The e-commerce & direct-to-consumer segment is projected to grow at a CAGR of around 9.7% till 2035, fueled by increasing consumer preference for online grocery shopping and home delivery services.
What was the size of the U.S. food logistics sector in 2025?
The U.S. market was valued at USD 40.8 billion in 2025, with a CAGR of 7.6% projected from 2026 to 2035. Federal food safety and traceability regulations significantly influence the market.
What are the upcoming trends in the food logistics market?
Trends include strategic alliances between food producers and logistics companies, digital transformation through AI and digital twins, adoption of blockchain and IoT for traceability, and compliance with stringent food safety regulations.
Who are the key players in the food logistics industry?
Key players include C.H. Robinson, CEVA Logistics, DHL, DSV, GEODIS, Kuehne + Nagel, Lineage Logistics, Maersk, and Nippon Express.

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This report draws on a structured research process built around direct industry conversations, proprietary modelling, and rigorous cross-validation and not just desk research.

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Authors:  Preeti Wadhwani, Manish Verma

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