2025-2029年全球云端机器学习市场

全球云端机器学习市场预计将在2024年至2029年的预测期内成长至514.446亿美元，复合年增长率为36.7%。本报告对全球云端机器学习市场进行了全面分析，包括市场规模和预测、趋势、成长要素和挑战，以及对约25家公司的供应商分析。

本报告对当前市场状况、最新趋势和驱动因素以及整体市场环境进行了最新分析。市场成长的驱动因素包括资料量和复杂性的增加、对人工智慧驱动的应用和自动化日益增长的需求，以及云端平台的成本效益和扩充性。

本研究采用客观的方法，结合一手和二手讯息，包括来自主要行业相关人员的意见。报告包含全面的市场规模数据、区域細項分析、供应商格局以及对主要企业的分析。报告提供历史数据和预测数据。

研究指出，生成式人工智慧的广泛应用是未来几年推动全球云端机器学习市场成长的主要因素之一。此外，机器学习业务的兴起以及云端运算和边缘运算在人工智慧应用中的整合预计也将为市场带来巨大的需求。

目录

第一章执行摘要

第二章 Technavio 分析

• 价格、生命週期、顾客购买篮、采用率和购买标准分析
• 投入与差异化因素的重要性
• 混淆来源
• 驱动因素和挑战的影响

第三章 市场情势

• 市场生态系统
• 市场特征
• 价值链分析

第四章 市场规模

• 市场定义
• 市场区隔分析
• 2024年市场规模
• 2024-2029年市场展望

第五章 市场规模表现

• 2019-2023年全球云端机器学习市场
• 零件细分市场分析 2019-2023
• 2019-2023年部署细分市场分析
• 应用细分市场分析 2019-2023
• 2019-2023年区域细分市场分析
• 2019-2023年国家细分市场分析

第六章五力分析

• 五力分析概述
• 买方的议价能力
• 供应商的议价能力
• 新进入者的威胁
• 替代品的威胁
• 竞争威胁
• 市场状况

7. 按组件进行市场细分

• 比较：按组件
• 解决方案
• 服务
• 按组件分類的市场机会

8. 依部署方式进行市场区隔

• 比较：依部署方式
• 公共云端
• 混合云端
• 私有云端
• 按部署方式分類的市场机会

第九章 按应用进行市场细分

• 比较：透过应用
• 行销与广告分析
• 诈欺侦测和风险管理
• 预测性维护和需求预测
• 其他的
• 按应用分類的市场机会

第十章 客户情况

第十一章 区域情势

• 区域细分
• 区域比较
• 北美洲
  • 美国
  • 加拿大
  • 墨西哥
• 亚太地区
  • 中国
  • 日本
  • 印度
  • 韩国
  • 澳洲
  • 印尼
• 欧洲
  • 德国
  • 英国
  • 法国
  • 义大利
  • 西班牙
  • 荷兰
• 南美洲
  • 巴西
  • 阿根廷
  • 哥伦比亚
• 中东和非洲
  • 阿拉伯聯合大公国
  • 沙乌地阿拉伯
  • 南非
  • 以色列
  • 土耳其
• 各区域的市场机会

第十二章：驱动因素、挑战与机会

• 市场驱动因素
• 市场挑战
• 驱动因素和挑战的影响
• 市场机会

第十三章 竞争格局

• 概述
• 竞争格局
• 令人困惑的局面
• 产业风险

第十四章 竞争分析

• 公司简介
• 企业排名指数
• 公司市场定位
• Alibaba Group Holding Ltd.
• Amazon Web Services Inc.
• Baidu Inc.
• Cisco Systems Inc.
• Dell Technologies Inc.
• Google LLC
• Hewlett Packard
• IBM Corp.
• Microsoft Corp.
• NVIDIA Corp.
• Oracle Corp.
• Salesforce Inc.
• SAP SE
• Snowflake Inc.
• Tencent Holdings Ltd.

第十五章附录

The global cloud machine learning market is forecasted to grow by USD 51444.6 mn during 2024-2029, accelerating at a CAGR of 36.7% during the forecast period. The report on the global cloud machine learning market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by escalating volume and complexity of data, increasing demand for ai-powered applications and automation, compelling cost-effectiveness and scalability of cloud platforms.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.

Technavio's global cloud machine learning market is segmented as below:

By Component

• Solutions
• Services

By Deployment

• Public cloud
• Hybrid cloud
• Private cloud

By Application

• Marketing and advertising analytics
• Fraud detection and risk management
• Predictive maintenance and demand forecasting
• Others

Geography

• North America
  • US
  • Canada
  • Mexico
• APAC
  • China
  • Japan
  • India
  • South Korea
  • Australia
  • Indonesia
• Europe
  • Germany
  • UK
  • France
  • Italy
  • Spain
  • The Netherlands
• South America
  • Brazil
  • Argentina
  • Colombia
• Middle East and Africa
  • UAE
  • South Africa
  • Turkey
• Rest of World (ROW)

This study identifies the pervasive integration of generative artificial intelligence as one of the prime reasons driving the global cloud machine learning market growth during the next few years. Also, ascendancy of machine learning operations and convergence of cloud and edge computing for AI applications will lead to sizable demand in the market.

The report on the global cloud machine learning market covers the following areas:

• Global cloud machine learning market sizing
• Global cloud machine learning market forecast
• Global cloud machine learning market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading global cloud machine learning market vendors that include Alibaba Group Holding Ltd., Amazon Web Services Inc., Anaconda Inc., Baidu Inc., Cisco Systems Inc., Cloudera Inc., DataRobot Inc., Dell Technologies Inc., Google LLC, Hewlett Packard, IBM Corp., Microsoft Corp., NVIDIA Corp., Open Text Corp., Oracle Corp., Salesforce Inc., SAP SE, Snowflake Inc., Tencent Holdings Ltd., Teradata Corp.. Also, the global cloud machine learning market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.

Table of Contents

1 Executive Summary

• 1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market by Geography
  • Executive Summary - Chart on Market Segmentation by Component
  • Executive Summary - Chart on Market Segmentation by Deployment
  • Executive Summary - Chart on Market Segmentation by Application
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning

2 Technavio Analysis

• 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• 2.2 Criticality of inputs and Factors of differentiation
• 2.3 Factors of disruption
• 2.4 Impact of drivers and challenges

3 Market Landscape

• 3.1 Market ecosystem
• 3.2 Market characteristics
• 3.3 Value chain analysis

4 Market Sizing

• 4.1 Market definition
• 4.2 Market segment analysis
  • Market segments
• 4.3 Market size 2024
• 4.4 Market outlook: Forecast for 2024-2029

5 Historic Market Size

• 5.1 Global Cloud Machine Learning Market 2019 - 2023
  • Historic Market Size - Data Table on Global Cloud Machine Learning Market 2019 - 2023 ($ million)
• 5.2 Component segment analysis 2019 - 2023
  • Historic Market Size - Component Segment 2019 - 2023 ($ million)
• 5.3 Deployment segment analysis 2019 - 2023
  • Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
• 5.4 Application segment analysis 2019 - 2023
  • Historic Market Size - Application Segment 2019 - 2023 ($ million)
• 5.5 Geography segment analysis 2019 - 2023
  • Historic Market Size - Geography Segment 2019 - 2023 ($ million)
• 5.6 Country segment analysis 2019 - 2023
  • Historic Market Size - Country Segment 2019 - 2023 ($ million)

6 Five Forces Analysis

• 6.1 Five forces summary
  • Five forces analysis - Comparison between 2024 and 2029
• 6.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2024 and 2029
• 6.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2024 and 2029
• 6.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2024 and 2029
• 6.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2024 and 2029
• 6.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2024 and 2029
• 6.7 Market condition

7 Market Segmentation by Component

• 7.1 Market segments
• 7.2 Comparison by Component
• 7.3 Solutions - Market size and forecast 2024-2029
• 7.4 Services - Market size and forecast 2024-2029
• 7.5 Market opportunity by Component
  • Market opportunity by Component ($ million)

8 Market Segmentation by Deployment

• 8.1 Market segments
• 8.2 Comparison by Deployment
• 8.3 Public cloud - Market size and forecast 2024-2029
• 8.4 Hybrid cloud - Market size and forecast 2024-2029
• 8.5 Private cloud - Market size and forecast 2024-2029
• 8.6 Market opportunity by Deployment
  • Market opportunity by Deployment ($ million)

9 Market Segmentation by Application

• 9.1 Market segments
• 9.2 Comparison by Application
• 9.3 Marketing and advertising analytics - Market size and forecast 2024-2029
• 9.4 Fraud detection and risk management - Market size and forecast 2024-2029
• 9.5 Predictive maintenance and demand forecasting - Market size and forecast 2024-2029
• 9.6 Others - Market size and forecast 2024-2029
• 9.7 Market opportunity by Application
  • Market opportunity by Application ($ million)

10 Customer Landscape

• 10.1 Customer landscape overview
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

11 Geographic Landscape

• 11.1 Geographic segmentation
• 11.2 Geographic comparison
• 11.3 North America - Market size and forecast 2024-2029
  • 11.3.1 US - Market size and forecast 2024-2029
  • 11.3.2 Canada - Market size and forecast 2024-2029
  • 11.3.3 Mexico - Market size and forecast 2024-2029
• 11.4 APAC - Market size and forecast 2024-2029
  • 11.4.1 China - Market size and forecast 2024-2029
  • 11.4.2 Japan - Market size and forecast 2024-2029
  • 11.4.3 India - Market size and forecast 2024-2029
  • 11.4.4 South Korea - Market size and forecast 2024-2029
  • 11.4.5 Australia - Market size and forecast 2024-2029
  • 11.4.6 Indonesia - Market size and forecast 2024-2029
• 11.5 Europe - Market size and forecast 2024-2029
  • 11.5.1 Germany - Market size and forecast 2024-2029
  • 11.5.2 UK - Market size and forecast 2024-2029
  • 11.5.3 France - Market size and forecast 2024-2029
  • 11.5.4 Italy - Market size and forecast 2024-2029
  • 11.5.5 Spain - Market size and forecast 2024-2029
  • 11.5.6 The Netherlands - Market size and forecast 2024-2029
• 11.6 South America - Market size and forecast 2024-2029
  • 11.6.1 Brazil - Market size and forecast 2024-2029
  • 11.6.2 Argentina - Market size and forecast 2024-2029
  • 11.6.3 Colombia - Market size and forecast 2024-2029
• 11.7 Middle East and Africa - Market size and forecast 2024-2029
  • 11.7.1 UAE - Market size and forecast 2024-2029
  • 11.7.2 Saudi Arabia - Market size and forecast 2024-2029
  • 11.7.3 South Africa - Market size and forecast 2024-2029
  • 11.7.4 Israel - Market size and forecast 2024-2029
  • 11.7.5 Turkey - Market size and forecast 2024-2029
• 11.8 Market opportunity by geography
  • Market opportunity by geography ($ million)
  • Data Tables on Market opportunity by geography ($ million)

12 Drivers, Challenges, and Opportunity

• 12.1 Market drivers
  • Escalating volume and complexity of data
  • Increasing demand for AI-powered applications and automation
  • Compelling cost-effectiveness and scalability of cloud platforms
• 12.2 Market challenges
  • Data privacy, security, and governance complexities
  • Persistent shortage of skilled professionals
  • Managing escalating costs and demonstrating return on investment
• 12.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2024 and 2029
• 12.4 Market opportunities
  • Pervasive integration of generative artificial intelligence
  • Ascendancy of machine learning operations
  • Convergence of cloud and edge computing for AI applications

13 Competitive Landscape

• 13.1 Overview
• 13.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
• 13.3 Landscape disruption
  • Overview on factors of disruption
• 13.4 Industry risks
  • Impact of key risks on business

14 Competitive Analysis

• 14.1 Companies profiled
  • Companies covered
• 14.2 Company ranking index
  • Company ranking index
• 14.3 Market positioning of companies
  • Matrix on companies position and classification
• 14.4 Alibaba Group Holding Ltd.
  • Alibaba Group Holding Ltd. - Overview
  • Alibaba Group Holding Ltd. - Business segments
  • Alibaba Group Holding Ltd. - Key news
  • Alibaba Group Holding Ltd. - Key offerings
  • Alibaba Group Holding Ltd. - Segment focus
  • SWOT
• 14.5 Amazon Web Services Inc.
  • Amazon Web Services Inc. - Overview
  • Amazon Web Services Inc. - Product / Service
  • Amazon Web Services Inc. - Key news
  • Amazon Web Services Inc. - Key offerings
  • SWOT
• 14.6 Baidu Inc.
  • Baidu Inc. - Overview
  • Baidu Inc. - Business segments
  • Baidu Inc. - Key offerings
  • Baidu Inc. - Segment focus
  • SWOT
• 14.7 Cisco Systems Inc.
  • Cisco Systems Inc. - Overview
  • Cisco Systems Inc. - Business segments
  • Cisco Systems Inc. - Key news
  • Cisco Systems Inc. - Key offerings
  • Cisco Systems Inc. - Segment focus
  • SWOT
• 14.8 Dell Technologies Inc.
  • Dell Technologies Inc. - Overview
  • Dell Technologies Inc. - Business segments
  • Dell Technologies Inc. - Key news
  • Dell Technologies Inc. - Key offerings
  • Dell Technologies Inc. - Segment focus
  • SWOT
• 14.9 Google LLC
  • Google LLC - Overview
  • Google LLC - Product / Service
  • Google LLC - Key offerings
  • SWOT
• 14.10 Hewlett Packard
  • Hewlett Packard - Overview
  • Hewlett Packard - Business segments
  • Hewlett Packard - Key news
  • Hewlett Packard - Key offerings
  • Hewlett Packard - Segment focus
  • SWOT
• 14.11 IBM Corp.
  • IBM Corp. - Overview
  • IBM Corp. - Business segments
  • IBM Corp. - Key news
  • IBM Corp. - Key offerings
  • IBM Corp. - Segment focus
  • SWOT
• 14.12 Microsoft Corp.
  • Microsoft Corp. - Overview
  • Microsoft Corp. - Business segments
  • Microsoft Corp. - Key news
  • Microsoft Corp. - Key offerings
  • Microsoft Corp. - Segment focus
  • SWOT
• 14.13 NVIDIA Corp.
  • NVIDIA Corp. - Overview
  • NVIDIA Corp. - Business segments
  • NVIDIA Corp. - Key news
  • NVIDIA Corp. - Key offerings
  • NVIDIA Corp. - Segment focus
  • SWOT
• 14.14 Oracle Corp.
  • Oracle Corp. - Overview
  • Oracle Corp. - Business segments
  • Oracle Corp. - Key news
  • Oracle Corp. - Key offerings
  • Oracle Corp. - Segment focus
  • SWOT
• 14.15 Salesforce Inc.
  • Salesforce Inc. - Overview
  • Salesforce Inc. - Product / Service
  • Salesforce Inc. - Key news
  • Salesforce Inc. - Key offerings
  • SWOT
• 14.16 SAP SE
  • SAP SE - Overview
  • SAP SE - Business segments
  • SAP SE - Key news
  • SAP SE - Key offerings
  • SAP SE - Segment focus
  • SWOT
• 14.17 Snowflake Inc.
  • Snowflake Inc. - Overview
  • Snowflake Inc. - Product / Service
  • Snowflake Inc. - Key offerings
  • SWOT
• 14.18 Tencent Holdings Ltd.
  • Tencent Holdings Ltd. - Overview
  • Tencent Holdings Ltd. - Business segments
  • Tencent Holdings Ltd. - Key news
  • Tencent Holdings Ltd. - Key offerings
  • Tencent Holdings Ltd. - Segment focus
  • SWOT

15 Appendix

• 15.1 Scope of the report
  • Market definition
  • Objectives
  • Notes and caveats
• 15.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
• 15.3 Currency conversion rates for US$
  • Currency conversion rates for US$
• 15.4 Research methodology
  • Research methodology
• 15.5 Data procurement
  • Information sources
• 15.6 Data validation
  • Data validation
• 15.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
• 15.8 Data synthesis
  • Data synthesis
• 15.9 360 degree market analysis
  • 360 degree market analysis
• 15.10 List of abbreviations
  • List of abbreviations