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市场调查报告书
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1751503

MLOps 市场规模、份额、趋势分析报告：按组件、部署、组织规模、行业垂直、地区和细分市场预测，2025 年至 2030 年

MLOps Market Size, Share & Trends Analysis Report By Component (Platform, Service), By Deployment (Cloud, On-premises), By Organization Size, By Vertical (BFSI, Retail & E-commerce), By Region, And Segment Forecasts, 2025 - 2030
出版日期: | 出版商: Grand View Research | 英文 100 Pages | 商品交期: 2-10个工作天内

价格

MLOps 市场成长与趋势

根据 Grand View Research, Inc. 的最新报告，预计到 2030 年全球 MLOps 市场规模将达到 166.134 亿美元。

预计2025年至2030年，该市场的复合年增长率将达到40.5%。为了从数据中获取洞察并更好地满足客户需求，各组织正在采用基于机器学习/人工智慧的计划来增加商机。这些计划将需要在整个企业范围内采用机器学习和机器学习运作 (MLOps) 来提高生产力和营运效率，从而刺激未来的需求。该基础设施包括训练、开发和运行机器学习模型所需的流程、资源和工具，从而缓解日益复杂的IT需求。

此外，这些平台有助于降低整个机器学习生命週期的成本，为市场成长创造了巨大的前景。全球企业正积极增加对人工智慧/机器学习系统的投资，以期透过更深入的客户洞察和更高的员工生产力来获得竞争优势。此类自动化系统能够准确快速地分析数据，运用复杂的演算法预测未来发展，最终提升企业生产力。例如，2023年1月，认知运算公司Semantics宣布收购提供云端管理MLOps平台的Elemeno。

Elemeno 的明确目标是透过易于使用的介面实现机器学习软体部署、开发和管理的自动化。此外，它还致力于加速企业和组织对人工智慧的采用。此外，MLOps 透过整合工作流程管理工具和趋势预测，彻底改变了企业管理。此外，对机器学习技术的持续投资也显着促进了日益增长的需求。许多科技公司和小型新兴企业正在投资采用非专有的 MLOps 平台，以提高其价值链的效率，这正在推动全球市场的成长。此外，高品质且价格合理的自动化技术的日益普及预计将在未来几年推动这一增长。

MLOps 市场报告重点

  • 该平台部门引领市场，占据 2024 年全球收入的最高份额，这得益于其优化 ML 模型的管理和运作的能力。
  • 预计 2024 年内部部署部分将占据最大的收益占有率。这是因为内部部署具有许多优势，例如高资料安全性和保障性。
  • 由于大型企业越来越多地采用人工智慧技术和资料科学来获取对其业务的定量洞察，大型企业部门预计将在 2024 年引领市场，占据全球收入的很大份额。
  • 2024 年，BFSI 部门占据了最大的收益占有率。金融业对机器学习的采用正在增加，主要是为了解决某些挑战，例如收益管理、旧有系统的预测性维护、诈骗侦测等。
  • 2024 年，北美占据市场主导地位，占全球收益的 40.8% 以上，这得益于该地区新兴经济体、研发机构和各种领先的人工智慧公司的强大研发能力。

目录

第一章调查方法与范围

第二章执行摘要

第 3 章 MLOps 市场变数、趋势与范围

  • 市场体系展望
  • 市场动态
    • 市场驱动因素分析
    • 市场限制因素分析
    • 产业挑战
  • MLOps市场分析工具
    • 产业分析—波特五力分析
    • PESTEL分析
  • 痛点分析

第 4 章 MLOps 市场：按组件进行的估算和趋势分析

  • 细分仪表板
  • MLOps 市场：2024 年和 2030 年组件变化分析
  • 平台
  • 服务

第五章 MLOps 市场：按开发进行评估和趋势分析

  • 细分仪表板
  • MLOps 市场：2024 年和 2030 年部署趋势分析
  • 云
  • 本地

第六章 MLOps 市场：依组织规模进行评估与趋势分析

  • 细分仪表板
  • MLOps 市场：2024 年和 2030 年组织规模变化分析
  • 小型企业
  • 大公司

第七章 MLOps 市场：按行业进行评估和趋势分析

  • 细分仪表板
  • MLOps 市场：2024 年和 2030 年产业趋势分析
  • BFSI
  • 医疗保健和生命科学
  • 零售与电子商务
  • 资讯科技/通讯
  • 能源公共产业
  • 政府和公共部门
  • 媒体与娱乐
  • 其他的

第 8 章 MLOps 市场：区域、估计和趋势分析

  • 2024 年及 2030 年 MLOps市场占有率（按地区划分）
  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 英国
    • 德国
    • 法国
  • 亚太地区
    • 中国
    • 日本
    • 印度
    • 韩国
    • 澳洲
  • 拉丁美洲
    • 巴西
  • 中东和非洲
    • 南非
    • 阿拉伯聯合大公国
    • 沙乌地阿拉伯

第九章 竞争态势

  • 公司分类
  • 公司市场定位
  • 参与企业概况
  • 公司热图分析
  • 战略地图
  • 公司简介/上市公司
    • IBM Corporation
    • Microsoft
    • Google LLC
    • Amazon Web Services, Inc.
    • Hewlett Packard Enterprise Development LP
    • Neptune Labs, Inc.
    • DataRobot, Inc.
    • Dataiku.
    • ALTERYX, INC.
    • GAVS Technologies NA, Inc
Product Code: GVR-4-68040-071-9

MLOps Market Growth & Trends:

The global MLOps market size is expected to reach USD 16,613.4 million by 2030, according to a new report by Grand View Research, Inc. The market is anticipated to grow at a CAGR of 40.5% from 2025 to 2030. To gain insights from the data and best catering the customers' needs, organizations are adopting ML/AI-based projects to increase their revenue opportunities. These projects necessitate the adoption of ML and MLOps across businesses to improve their productivity and operations, which, in turn, strengthens the demand in the future. Enterprises have also invested in MLOps infrastructure, which includes the processes, resources, and tooling needed to train, develop, and operate machine learning models to ease the growing complexity of their IT needs.

Moreover, these platforms assist in reducing costs over the entire ML lifecycle and produce numerous prospects for the growth of the market. Enterprises globally are persuaded to increase their investment in AI/ML systems to achieve a competitive edge through better customer insights and increased employee productivity. Such automation systems can accurately and quickly analyze data and use complex algorithms to forecast future steps, eventually enhancing enterprises' productivity. For instance, in January 2023, Semantix, a cognitive computing company, announced the acquisition of Elemeno Inc., a cloud-managed MLOps platform provider.

Elemeno aims explicitly to automate ML software's deployment, development, and management with an easy-to-use interface. It also intends to accelerate artificial intelligence adoption for enterprises and organizations. Moreover, MLOps have revolutionized enterprise management by consolidating workflow management tools and trend forecasting. Furthermore, a rise in investment in ML technology remarkably contributes to demand expansion. In addition, many tech organizations and small start-ups have invested in adopting non-proprietary MLOps platforms to improve efficiency in their value chains, propelling global growth. Moreover, increasing of high-quality, affordable automated technology availability is expected to drive growth in the coming years.

MLOps Market Report Highlights:

  • The platform segment led the market in 2024, accounting for the highest share of the global revenue owing to its feature of optimizing the management and operation of ML models.
  • The On-premises segment held the largest revenue share in 2024. This is attributed to the numerous benefits offered by the On-premises deployment, such as high data safety and security.
  • The large enterprises segment led the market in 2024, accounting for significant share of the global revenue owing to the growing implementation of AI technology and data science across large enterprises to present quantitative insights into their operations.
  • The BFSI segment held the largest revenue share in 2024. The adoption of machine learning by the financial sector has been on the rise, primarily for solving specific challenges such as yield management, predictive maintenance of legacy systems, and fraud detection.
  • North America dominated the market in 2024, accounting for over 40.8% share of the global revenue owing to Al's intense research and development competencies in the developed economies, research institutes, and various leading AI companies based in this region.

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation and Scope
  • 1.2. Research Methodology
    • 1.2.1. Information Procurement
  • 1.3. Information or Data Analysis
  • 1.4. Methodology
  • 1.5. Research Scope and Assumptions
  • 1.6. Market Formulation & Validation
  • 1.7. Country Based Segment Share Calculation
  • 1.8. List of Data Sources

Chapter 2. Executive Summary

  • 2.1. Market Outlook
  • 2.2. Segment Outlook
  • 2.3. Competitive Insights

Chapter 3. MLOps market Variables, Trends, & Scope

  • 3.1. Market Lineage Outlook
  • 3.2. Market Dynamics
    • 3.2.1. Market Driver Analysis
    • 3.2.2. Market Restraint Analysis
    • 3.2.3. Industry Challenge
  • 3.3. MLOps market Analysis Tools
    • 3.3.1. Industry Analysis - Porter's
      • 3.3.1.1. Bargaining power of the suppliers
      • 3.3.1.2. Bargaining power of the buyers
      • 3.3.1.3. Threats of substitution
      • 3.3.1.4. Threats from new entrants
      • 3.3.1.5. Competitive rivalry
    • 3.3.2. PESTEL Analysis
      • 3.3.2.1. Political landscape
      • 3.3.2.2. Economic and Social landscape
      • 3.3.2.3. Technological landscape
  • 3.4. Pain Point Analysis

Chapter 4. MLOps market: Component Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. MLOps market: Component Movement Analysis, 2024 & 2030 (USD Million)
  • 4.3. Platform
    • 4.3.1. Platform Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 4.4. Services
    • 4.4.1. Services Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)

Chapter 5. MLOps market: Deployment Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. MLOps market: Deployment Movement Analysis, 2024 & 2030 (USD Million)
  • 5.3. Cloud
    • 5.3.1. Cloud MLOps market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 5.4. On-Premises
    • 5.4.1. On-Premises MLOps market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)

Chapter 6. MLOps market: Organization Size Estimates & Trend Analysis

  • 6.1. Segment Dashboard
  • 6.2. MLOps market: Deployment Movement Analysis, 2024 & 2030 (USD Million)
  • 6.3. SMEs
    • 6.3.1. SMEs MLOps market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 6.4. Large Enterprises
    • 6.4.1. Large Enterprises MLOps market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)

Chapter 7. MLOps market: Organization Size Estimates & Trend Analysis

  • 7.1. Segment Dashboard
  • 7.2. MLOps market: Organization Size Movement Analysis, 2024 & 2030 (USD Million)
  • 7.3. BFSI
    • 7.3.1. BFSI Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 7.4. Healthcare & Life Sciences
    • 7.4.1. Healthcare & Life Sciences Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 7.5. Retail & E-Commerce
    • 7.5.1. Retail & E-Commerce Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 7.6. IT & Telecom
    • 7.6.1. IT & Telecom Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 7.7. Energy & Utilities
    • 7.7.1. Energy & Utilities Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 7.8. Government & Public Sector
    • 7.8.1. Government & Public Sector Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 7.9. Media & Entertainment
    • 7.9.1. Media & Entertainment Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 7.10. Others
    • 7.10.1. Others Market Revenue Estimates and Forecasts, 2018 - 2030 (USD Million)

Chapter 8. MLOps market: Regional Estimates & Trend Analysis

  • 8.1. MLOps market Share, By Region, 2024 & 2030 (USD Million)
  • 8.2. North America
    • 8.2.1. North America MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.2.2. U.S.
      • 8.2.2.1. U.S. MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.2.3. Canada
      • 8.2.3.1. Canada MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.2.4. Mexico
      • 8.2.4.1. Mexico MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 8.3. Europe
    • 8.3.1. Europe MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.3.2. UK
      • 8.3.2.1. UK MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.3.3. Germany
      • 8.3.3.1. Germany MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.3.4. France
      • 8.3.4.1. France MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 8.4. Asia Pacific
    • 8.4.1. Asia Pacific MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.2. China
      • 8.4.2.1. China MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.3. Japan
      • 8.4.3.1. Japan MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.4. India
      • 8.4.4.1. India MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.5. South Korea
      • 8.4.5.1. South Korea MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.6. Australia
      • 8.4.6.1. Australia MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 8.5. Latin America
    • 8.5.1. Latin America MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.5.2. Brazil
      • 8.5.2.1. Brazil MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
  • 8.6. Middle East and Africa
    • 8.6.1. Middle East and Africa MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.6.2. South Africa
      • 8.6.2.1. South Africa MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.6.3. UAE
      • 8.6.3.1. UAE MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.6.4. KSA
      • 8.6.4.1. KSA MLOps market Estimates and Forecasts, 2018 - 2030 (USD Million)

Chapter 9. Competitive Landscape

  • 9.1. Company Categorization
  • 9.2. Company Market Positioning
  • 9.3. Participant's Overview
  • 9.4. Financial Performance
  • 9.5. Product Benchmarking
  • 9.6. Company Heat Map Analysis
  • 9.7. Strategy Mapping
  • 9.8. Company Profiles/Listing
    • 9.8.1. IBM Corporation
      • 9.8.1.1. Participant's Overview
      • 9.8.1.2. Financial Performance
      • 9.8.1.3. Product Benchmarking
      • 9.8.1.4. Recent Developments
    • 9.8.2. Microsoft
      • 9.8.2.1. Participant's Overview
      • 9.8.2.2. Financial Performance
      • 9.8.2.3. Product Benchmarking
      • 9.8.2.4. Recent Developments
    • 9.8.3. Google LLC
      • 9.8.3.1. Participant's Overview
      • 9.8.3.2. Financial Performance
      • 9.8.3.3. Product Benchmarking
      • 9.8.3.4. Recent Developments
    • 9.8.4. Amazon Web Services, Inc.
      • 9.8.4.1. Participant's Overview
      • 9.8.4.2. Financial Performance
      • 9.8.4.3. Product Benchmarking
      • 9.8.4.4. Recent Developments
    • 9.8.5. Hewlett Packard Enterprise Development LP
      • 9.8.5.1. Participant's Overview
      • 9.8.5.2. Financial Performance
      • 9.8.5.3. Product Benchmarking
      • 9.8.5.4. Recent Developments
    • 9.8.6. Neptune Labs, Inc.
      • 9.8.6.1. Participant's Overview
      • 9.8.6.2. Financial Performance
      • 9.8.6.3. Product Benchmarking
      • 9.8.6.4. Recent Developments
    • 9.8.7. DataRobot, Inc.
      • 9.8.7.1. Participant's Overview
      • 9.8.7.2. Financial Performance
      • 9.8.7.3. Product Benchmarking
      • 9.8.7.4. Recent Developments
    • 9.8.8. Dataiku.
      • 9.8.8.1. Participant's Overview
      • 9.8.8.2. Financial Performance
      • 9.8.8.3. Product Benchmarking
      • 9.8.8.4. Recent Developments
    • 9.8.9. ALTERYX, INC.
      • 9.8.9.1. Participant's Overview
      • 9.8.9.2. Financial Performance
      • 9.8.9.3. Product Benchmarking
      • 9.8.9.4. Recent Developments
    • 9.8.10. GAVS Technologies N.A., Inc
      • 9.8.10.1. Participant's Overview
      • 9.8.10.2. Financial Performance
      • 9.8.10.3. Product Benchmarking
      • 9.8.10.4. Recent Developments

List of Tables

  • Table 1 Global MLOps market by Component, 2018 - 2030 (USD Million)
  • Table 2 Global MLOps market by Deployment, 2018 - 2030 (USD Million)
  • Table 3 Global MLOps market by Organization Size, 2018 - 2030 (USD Million)
  • Table 4 Global MLOps market by End-Use, 2018 - 2030 (USD Million)
  • Table 5 Global MLOps market by region, 2018 - 2030 (USD Million)
  • Table 6 North America MLOps market by country, 2018 - 2030 (USD Million)
  • Table 7 Europe MLOps market by country, 2018 - 2030 (USD Million)
  • Table 8 Asia Pacific MLOps market by country, 2018 - 2030 (USD Million)
  • Table 9 Latin America MLOps market by country, 2018 - 2030 (USD Million)
  • Table 10 MEA MLOps market by country, 2018 - 2030 (USD Million)
  • Table 11 Key companies launching new products/services.
  • Table 12 Key companies engaged in mergers & acquisition.
  • Table 13 Key companies engaged in Research & development.
  • Table 14 Key Companies engaged in expansion.

List of Figures

  • Fig. 1 MLOps market segmentation
  • Fig. 2 Market research process
  • Fig. 3 Information procurement
  • Fig. 4 Primary research pattern
  • Fig. 5 Market research approaches
  • Fig. 6 Market formulation & validation
  • Fig. 7 MLOps market snapshot
  • Fig. 8 MLOps market segment snapshot
  • Fig. 9 MLOps market competitive landscape snapshot
  • Fig. 10 Market driver impact analysis
  • Fig. 11 Market restraint impact analysis
  • Fig. 12 MLOps market: Component outlook key takeaways (USD Million)
  • Fig. 13 MLOps market: Component movement analysis 2024 & 2030 (USD Million)
  • Fig. 14 Platform MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 15 Services MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 16 MLOps market: Deployment outlook key takeaways (USD Million)
  • Fig. 17 MLOps market: Deployment movement analysis 2024 & 2030 (USD Million)
  • Fig. 18 Cloud MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 19 On-Premises MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 20 MLOps market: Organization Size outlook key takeaways (USD Million)
  • Fig. 21 MLOps market: Organization Size movement analysis 2024 & 2030 (USD Million)
  • Fig. 22 SMEs MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 23 Large Enterprises MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 24 MLOps market: Vertical outlook key takeaways (USD Million)
  • Fig. 25 MLOps market: Vertical movement analysis 2024 & 2030 (USD Million)
  • Fig. 26 BFSI MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 27 Healthcare & Life Sciences MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 28 Retail & E-Commerce MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 29 IT & Telecom MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 30 Energy & Utilities MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 31 Government & Public Sector MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 32 Media & Entertainment MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 33 Others MLOps market revenue estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 34 Regional marketplace: Key takeaways
  • Fig. 35 MLOps market: Regional outlook, 2024 & 2030 (USD Million)
  • Fig. 36 North America MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 37 U.S. MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 38 Canada MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 39 Mexico MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 40 Europe MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 41 UK MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 42 Germany MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 43 France MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 44 Asia Pacific MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 45 China MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 46 Japan MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 47 India MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 48 South Korea MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 49 Australia MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 50 Latin America MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 51 Brazil MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 52 MEA MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 53 KSA MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 54 UAE MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 55 South Africa MLOps market estimates and forecasts, 2018 - 2030 (USD Million)
  • Fig. 56 Company Categorization
  • Fig. 57 Company Market Positioning
  • Fig. 58 Strategy framework