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市场调查报告书
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1889264

面向农村金融的农业金融科技平台市场预测至2032年:按服务类型、部署模式、应用、最终用户和地区分類的全球分析

Agri-Fintech Platforms for Rural Credit Market Forecasts to 2032 - Global Analysis By Service Type, Deployment Mode, Application, End User and By Geography

出版日期: | 出版商: Stratistics Market Research Consulting | 英文 | 商品交期: 2-3个工作天内

价格

根据 Stratistics MRC 的一项研究,全球农村金融科技平台市场预计到 2025 年价值 53 亿美元,预计到 2032 年将达到 106 亿美元,在预测期内复合年增长率为 10.5%。

农村金融科技平台是利用科技连结农民、农业价值链企业和金融机构的数位金融生态系统。这些平台利用作物生长模式、土壤健康状况、卫星影像、作物产量和交易历史等替代数据,为服务不足的农民创建精准的信用檔案,简化信贷取得流程。这使得贷款核准速度更快、放款更透明,并能提供与季节性农业週期相适应的客製化金融产品。透过整合数位支付、风险评估工具、保险和市场联繫,农业金融科技平台降低了借贷成本,最大限度地降低了贷款人风险,并增强了普惠金融,最终提高了农业生产力,改善了农村居民的生活。

智慧型手机在农村地区的普及率不断提高

价格亲民的行动装置和日益普及的网路使农民能够获得数位贷款服务。行动优先的金融科技平台提供即时贷款申请、还款追踪和金融知识普及工具。各国政府和非政府组织正在推广数位普惠项目,以加强农村金融生态系统。智慧型手机普及率的不断提高正在弥合农民与正规信贷机构之间的鸿沟。电子商务和农产品市场进一步推动了行动贷款解决方案的普及。

农村地区的数位素养较低

许多农民难以熟练使用行动应用程式和数位借贷平台。由于缺乏金融产品知识,他们无法参与正规信贷体系。小规模金融科技公司在扩大推广和培训专案方面面临挑战。都市区之间的数位落差阻碍了先进金融科技解决方案的普及。如果没有针对性的教育措施,农村农民将面临被排除在信贷管道之外的风险。因此,数位素养低下限制了市场扩张。

对即时贷款的需求不断增长

在农忙季节,农民越来越需要快速贷款来购买种子、化肥和农机具。数位贷款平台的核准速度比传统银行更快。小额信贷和短期贷款日益增长的需求与金融科技解决方案完美契合。人工智慧驱动的信用评分模型提高了效率并缩短了批准时间。政府和合作社正在支持即时贷款项目,以提高农村生产力。

农民贷款违约风险高

季节性收入波动和作物歉收加剧了还款风险。金融机构对无抵押贷款仍持谨慎态度。小规模金融科技公司由于担心违约,难以赢得投资者的信任。低保险普及率也加剧了农村信贷体系的脆弱性。这些负面看法阻碍了对农村贷款平台的大规模投资。因此,违约风险正在阻碍市场成长。

新冠疫情的影响:

新冠疫情对农村金融科技平台市场产生了复杂的影响。封锁措施扰乱了农村供应链,降低了农民的还款能力。经济的不确定性导致多个地区对金融科技基础设施的投资放缓。然而,对数位贷款日益增长的需求推动了行动优先平台的普及。各国政府加快了普惠金融计划,以在危机期间支持农村社区。线上贷款和行动钱包已成为实体银行交易的安全替代方案。

预计在预测期内,数位借贷平台细分市场将占据最大的市场份额。

在行动优先贷款解决方案的需求推动下,预计数位借贷平台领域将在预测期内占据最大的市场份额。农民越来越倾向于选择能够提供即时贷款核准、还款追踪和金融知识普及工具的平台。智慧型手机普及率的不断提高正在推动数位借贷服务的普及。该领域受益于强而有力的机构支持和政府主导的普惠金融倡议。人工智慧和区块链技术的融合提高了贷款流程的透明度和效率。金融科技公司与合作社的合作正将业务拓展到农村地区。

预计在预测期内,农村中小微型企业板块将呈现最高的复合年增长率。

预计在预测期内,农村微型、小型和中型企业(MSMEs)板块将实现最高成长率,反映出小规模企业对资金筹措的强劲需求。农村企业正越来越多地采用金融科技平台为其营运融资、扩大生产能力并提高生产力。对即时信贷日益增长的需求正在加速该板块的采用。数位评分和微型金融模式的进步正在增强农村MSMEs的竞争力。该板块受益于农产品加工、零售和服务企业的强劲成长。政府促进农村创业的措施也进一步推动了金融科技平台的普及。

占比最大的地区:

由于北美拥有先进的金融科技基础设施和雄厚的机构投资,预计在预测期内将占据最大的市场份额。美国和加拿大全部区域数位借贷平台的接受度正在不断提高。政府促进普惠金融的政策正在推动这一趋势。领先的金融科技公司的存在和持续的创新正在巩固该地区的主导地位。对行动优先信贷解决方案的强劲需求正在推动成长。成熟的保险和信用评分系统进一步扩大了这些平台的使用范围。

年复合成长率最高的地区:

预计亚太地区在预测期内将实现最高的复合年增长率,这主要得益于智慧型手机的快速普及和农村地区信贷需求的激增。印度、中国和印尼等国正大力投资农业技术平台。不断增长的农村人口和日益提高的可支配收入正在推动高端金融服务的普及。政府为提升数位素养和普惠金融所采取的措施也进一步促进了成长。本土Start-Ups和跨国公司正在投资于小规模农户的扩充性信贷解决方案。行动优先生态系统的发展正在推动区域扩张。

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    • 根据主要企业的产品系列、地理覆盖范围和策略联盟基准化分析

目录

第一章执行摘要

第二章 前言

  • 摘要
  • 相关利益者
  • 调查范围
  • 调查方法
  • 研究材料

第三章 市场趋势分析

  • 司机
  • 抑制因素
  • 机会
  • 威胁
  • 应用分析
  • 终端用户分析
  • 新兴市场
  • 新冠疫情的感染疾病

第四章 波特五力分析

  • 供应商的议价能力
  • 买方的议价能力
  • 替代品的威胁
  • 新进入者的威胁
  • 竞争对手之间的竞争

5. 依服务类型分類的农村金融科技平台市场

  • 数位借贷平台
  • 微额保险平台
  • 供应链金融平台
  • 数位支付和清算系统
  • 基于区块链的金融、智慧分析和信用评分平台
  • 分析和信用评分平台
  • 其他服务类型

6. 依部署类型分類的农村金融农业科技平台市场

  • 云端基础的平台
  • 本地部署解决方案

7. 按应用分類的农村金融科技平台市场

  • 农作物贷款
  • 设备和机械融资
  • 畜牧业及酪农养殖贷款
  • 农业投入贷款
  • 气候与风险保险
  • 仓储和低温运输融资
  • 其他用途

8. 依最终用户分類的农村金融农业科技平台市场

  • 小规模农户
  • 生产者合作社
  • 农产品贸易业者及出口商
  • 农村微型、小型和中型企业
  • 政府和非政府组织
  • 农业金融与保险公司
  • 其他最终用户

9. 各区域农村金融市场农业金融科技平台

  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 德国
    • 英国
    • 义大利
    • 法国
    • 西班牙
    • 其他欧洲
  • 亚太地区
    • 日本
    • 中国
    • 印度
    • 澳洲
    • 纽西兰
    • 韩国
    • 亚太其他地区
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地区
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 卡达
    • 南非
    • 其他中东和非洲地区

第十章:重大进展

  • 协议、伙伴关係、合作和合资企业
  • 併购
  • 新产品发布
  • 业务拓展
  • 其他关键策略

第十一章 企业概况

  • Jai Kisan
  • Samunnati
  • Arya.ag
  • Farmart
  • Unnati
  • Whrrl
  • ApnaGodam
  • Agrigator
  • Agdhi
  • Hesa
  • Simplify Agri Private Limited
  • FarmDrive(Kenya)
  • Apollo Agriculture
  • M-Pesa
  • DeHaat
Product Code: SMRC32724

According to Stratistics MRC, the Global Agri-Fintech Platforms for Rural Credit Market is accounted for $5.3 billion in 2025 and is expected to reach $10.6 billion by 2032 growing at a CAGR of 10.5% during the forecast period. Agri-fintech platforms for rural credit are digital financial ecosystems that use technology to bridge farmers, agri-value-chain players, and financial institutions. These platforms streamline access to credit by leveraging alternative data such as crop patterns, soil health, satellite imagery, farm yields, and transaction histories to create accurate credit profiles for underserved farmers. They enable faster loan approvals, transparent disbursements, and customized financial products suited to seasonal farming cycles. By integrating digital payments, risk assessment tools, insurance, and market linkages, agri-fintech platforms reduce borrowing costs, minimize risks for lenders, and enhance financial inclusion, ultimately improving farm productivity and rural livelihoods.

Market Dynamics:

Driver:

Rising smartphone adoption among rural farmers

Affordable mobile devices and expanding internet penetration are enabling farmers to access digital credit services. Mobile-first fintech platforms provide instant loan applications, repayment tracking, and financial literacy tools. Governments and NGOs are promoting digital inclusion programs to strengthen rural financial ecosystems. Rising smartphone penetration bridges the gap between farmers and formal credit institutions. E-commerce and agri marketplaces further reinforce adoption of mobile-based credit solutions.

Restraint:

Low digital literacy in rural regions

Many farmers struggle to navigate mobile apps and digital lending platforms. Limited awareness of financial products reduces participation in formal credit systems. Smaller fintech firms face challenges in scaling outreach and training programs. The digital divide between urban and rural populations slows adoption of advanced fintech solutions. Without targeted education initiatives, rural farmers risk exclusion from credit access. Consequently, low digital literacy is constraining market expansion.

Opportunity:

Growing demand for instant credit access

Farmers increasingly require quick loans to purchase seeds, fertilizers, and equipment during peak seasons. Digital lending platforms provide faster approvals compared to traditional banks. Rising demand for microfinance and short-term loans aligns directly with fintech solutions. AI-driven credit scoring models enhance efficiency and reduce processing times. Governments and cooperatives are supporting instant credit programs to strengthen rural productivity.

Threat:

High perceived risk of farmer defaults

Seasonal income fluctuations and crop failures increase repayment risks. Financial institutions remain cautious about extending credit without collateral. Smaller fintech firms struggle to build trust among investors due to default concerns. Limited insurance penetration exacerbates vulnerability in rural credit systems. Negative perceptions discourage large-scale investment in rural lending platforms. Consequently, default risks are hindering market growth.

Covid-19 Impact:

The COVID-19 pandemic had a mixed impact on the Agri-Fintech Platforms for Rural Credit market. Lockdowns disrupted rural supply chains, reducing farmers' ability to repay loans. Economic uncertainty slowed investment in fintech infrastructure in several regions. However, heightened demand for digital credit access reinforced adoption of mobile-first platforms. Governments accelerated financial inclusion programs to support rural communities during the crisis. Online lending and mobile wallets gained traction as safer alternatives to physical banking.

The digital lending platforms segment is expected to be the largest during the forecast period

The digital lending platforms segment is expected to account for the largest market share during the forecast period, driven by demand for mobile-first credit solutions. Farmers increasingly prefer platforms offering instant loan approvals, repayment tracking, and financial literacy tools. Rising smartphone adoption reinforces adoption of digital lending services. The segment benefits from strong institutional support and government-backed financial inclusion initiatives. Integration of AI and blockchain enhances transparency and efficiency in lending processes. Partnerships between fintech firms and cooperatives expand reach in rural communities.

The rural MSMEs segment is expected to have the highest CAGR during the forecast period

Over the forecast period, the rural MSMEs segment is predicted to witness the highest growth rate, reflecting strong demand for credit access among small enterprises. Rural businesses increasingly adopt fintech platforms to finance operations, expand capacity, and improve productivity. Rising demand for instant credit access accelerates adoption in this segment. Advances in digital scoring and microfinance models strengthen competitiveness of rural MSMEs. The segment benefits from strong growth in agri-processing, retail, and service enterprises. Government initiatives promoting rural entrepreneurship further reinforce adoption.

Region with largest share:

During the forecast period, the North America region is expected to hold the largest market share due to advanced fintech infrastructure and strong institutional investment. The United States and Canada benefit from widespread adoption of digital lending platforms across rural communities. Government mandates promoting financial inclusion reinforce adoption. The presence of leading fintech firms and continuous innovation strengthens regional leadership. Strong demand for mobile-first credit solutions accelerates growth. Established insurance and credit scoring systems further expand platform usage.

Region with highest CAGR:

Over the forecast period, the Asia Pacific region is anticipated to exhibit the highest CAGR owing to rapid smartphone adoption and booming rural credit demand. Countries such as India, China, and Indonesia are witnessing strong investment in agri-fintech platforms. Expanding rural populations and growing disposable incomes support premium financial services adoption. Government initiatives promoting digital literacy and financial inclusion further accelerate growth. Local startups and multinational firms are investing in scalable credit solutions tailored to smallholder farmers. Growth in mobile-first ecosystems adds momentum to regional expansion.

Key players in the market

Some of the key players in Agri-Fintech Platforms for Rural Credit Market include Jai Kisan, Samunnati, Arya.ag, Farmart, Unnati, Whrrl, ApnaGodam, Agrigator, Agdhi, Hesa, Simplify Agri Private Limited, FarmDrive (Kenya), Apollo Agriculture, M-Pesa and DeHaat.

Key Developments:

In May 2024, Samunnati announced a strategic partnership with Jio Payments Bank to bolster financial inclusion for farmers. This collaboration aims to provide seamless, digital credit and banking solutions directly to Jio's extensive rural customer base.

In March 2024, Jai Kisan successfully raised over $50 Million in its Series B funding round led by Norinchukin Bank, with participation from Yara Growth Ventures. This partnership is strategic, as Norinchukin brings deep agricultural cooperative expertise and Yara offers agri-input and digital solutions synergy.

Service Types Covered:

  • Digital Lending Platforms
  • Micro-Insurance Platforms
  • Supply Chain Finance Platforms
  • Digital Payment & Settlement Systems
  • Blockchain-Based Finance & Smart
  • Analytics & Credit Scoring Platforms
  • Other Service Types

Deployment Modes Covered:

  • Cloud-Based Platforms
  • On-Premise Solutions

Applications Covered:

  • Crop Loans
  • Equipment & Machinery Financing
  • Livestock & Dairy Credit
  • Agri-Input Financing
  • Climate & Risk Insurance
  • Warehouse & Cold Chain Financing
  • Other Applications

End Users Covered:

  • Smallholder Farmers
  • Producer Cooperatives
  • Agri-Traders & Exporters
  • Rural MSMEs
  • Government & NGOs
  • Agri-Financiers & Insurance Companies
  • Other End Users

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2024, 2025, 2026, 2028, and 2032
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 Application Analysis
  • 3.7 End User Analysis
  • 3.8 Emerging Markets
  • 3.9 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Agri-Fintech Platforms for Rural Credit Market, By Service Type

  • 5.1 Introduction
  • 5.2 Digital Lending Platforms
  • 5.3 Micro-Insurance Platforms
  • 5.4 Supply Chain Finance Platforms
  • 5.5 Digital Payment & Settlement Systems
  • 5.6 Blockchain-Based Finance & Smart
  • 5.7 Analytics & Credit Scoring Platforms
  • 5.8 Other Service Types

6 Global Agri-Fintech Platforms for Rural Credit Market, By Deployment Mode

  • 6.1 Introduction
  • 6.2 Cloud-Based Platforms
  • 6.3 On-Premise Solutions

7 Global Agri-Fintech Platforms for Rural Credit Market, By Application

  • 7.1 Introduction
  • 7.2 Crop Loans
  • 7.3 Equipment & Machinery Financing
  • 7.4 Livestock & Dairy Credit
  • 7.5 Agri-Input Financing
  • 7.6 Climate & Risk Insurance
  • 7.7 Warehouse & Cold Chain Financing
  • 7.8 Other Applications

8 Global Agri-Fintech Platforms for Rural Credit Market, By End User

  • 8.1 Introduction
  • 8.2 Smallholder Farmers
  • 8.3 Producer Cooperatives
  • 8.4 Agri-Traders & Exporters
  • 8.5 Rural MSMEs
  • 8.6 Government & NGOs
  • 8.7 Agri-Financiers & Insurance Companies
  • 8.8 Other End Users

9 Global Agri-Fintech Platforms for Rural Credit Market, By Geography

  • 9.1 Introduction
  • 9.2 North America
    • 9.2.1 US
    • 9.2.2 Canada
    • 9.2.3 Mexico
  • 9.3 Europe
    • 9.3.1 Germany
    • 9.3.2 UK
    • 9.3.3 Italy
    • 9.3.4 France
    • 9.3.5 Spain
    • 9.3.6 Rest of Europe
  • 9.4 Asia Pacific
    • 9.4.1 Japan
    • 9.4.2 China
    • 9.4.3 India
    • 9.4.4 Australia
    • 9.4.5 New Zealand
    • 9.4.6 South Korea
    • 9.4.7 Rest of Asia Pacific
  • 9.5 South America
    • 9.5.1 Argentina
    • 9.5.2 Brazil
    • 9.5.3 Chile
    • 9.5.4 Rest of South America
  • 9.6 Middle East & Africa
    • 9.6.1 Saudi Arabia
    • 9.6.2 UAE
    • 9.6.3 Qatar
    • 9.6.4 South Africa
    • 9.6.5 Rest of Middle East & Africa

10 Key Developments

  • 10.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 10.2 Acquisitions & Mergers
  • 10.3 New Product Launch
  • 10.4 Expansions
  • 10.5 Other Key Strategies

11 Company Profiling

  • 11.1 Jai Kisan
  • 11.2 Samunnati
  • 11.3 Arya.ag
  • 11.4 Farmart
  • 11.5 Unnati
  • 11.6 Whrrl
  • 11.7 ApnaGodam
  • 11.8 Agrigator
  • 11.9 Agdhi
  • 11.10 Hesa
  • 11.11 Simplify Agri Private Limited
  • 11.12 FarmDrive (Kenya)
  • 11.13 Apollo Agriculture
  • 11.14 M-Pesa
  • 11.15 DeHaat

List of Tables

  • Table 1 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Region (2024-2032) ($MN)
  • Table 2 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Service Type (2024-2032) ($MN)
  • Table 3 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Digital Lending Platforms (2024-2032) ($MN)
  • Table 4 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Micro-Insurance Platforms (2024-2032) ($MN)
  • Table 5 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Supply Chain Finance Platforms (2024-2032) ($MN)
  • Table 6 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Digital Payment & Settlement Systems (2024-2032) ($MN)
  • Table 7 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Blockchain-Based Finance & Smart (2024-2032) ($MN)
  • Table 8 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Analytics & Credit Scoring Platforms (2024-2032) ($MN)
  • Table 9 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Other Service Types (2024-2032) ($MN)
  • Table 10 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Deployment Mode (2024-2032) ($MN)
  • Table 11 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Cloud-Based Platforms (2024-2032) ($MN)
  • Table 12 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By On-Premise Solutions (2024-2032) ($MN)
  • Table 13 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Application (2024-2032) ($MN)
  • Table 14 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Crop Loans (2024-2032) ($MN)
  • Table 15 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Equipment & Machinery Financing (2024-2032) ($MN)
  • Table 16 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Livestock & Dairy Credit (2024-2032) ($MN)
  • Table 17 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Agri-Input Financing (2024-2032) ($MN)
  • Table 18 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Climate & Risk Insurance (2024-2032) ($MN)
  • Table 19 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Warehouse & Cold Chain Financing (2024-2032) ($MN)
  • Table 20 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Other Applications (2024-2032) ($MN)
  • Table 21 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By End User (2024-2032) ($MN)
  • Table 22 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Smallholder Farmers (2024-2032) ($MN)
  • Table 23 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Producer Cooperatives (2024-2032) ($MN)
  • Table 24 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Agri-Traders & Exporters (2024-2032) ($MN)
  • Table 25 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Rural MSMEs (2024-2032) ($MN)
  • Table 26 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Government & NGOs (2024-2032) ($MN)
  • Table 27 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Agri-Financiers & Insurance Companies (2024-2032) ($MN)
  • Table 28 Global Agri-Fintech Platforms for Rural Credit Market Outlook, By Other End Users (2024-2032) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.