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市場調查報告書
商品編碼
1751503

MLOps 市場規模、佔有率、趨勢分析報告：按組件、部署、組織規模、行業垂直、地區和細分市場預測，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個工作天內

價格

MLOps 市場成長與趨勢

根據 Grand View Research, Inc. 的最新報告，預計到 2030 年全球 MLOps 市場規模將達到 166.134 億美元。

預計2025年至2030年，該市場的複合年成長率將達到40.5%。為了從數據中獲取洞察並更好地滿足客戶需求，各組織正在採用基於機器學習/人工智慧的計劃來增加商機。這些計劃將需要在整個企業範圍內採用機器學習和機器學習運作 (MLOps) 來提高生產力和營運效率，從而刺激未來的需求。該基礎設施包括訓練、開發和運行機器學習模型所需的流程、資源和工具，從而緩解日益複雜的IT需求。

此外，這些平台有助於降低整個機器學習生命週期的成本，為市場成長創造了巨大的前景。全球企業正積極增加對人工智慧/機器學習系統的投資，以期透過更深入的客戶洞察和更高的員工生產力來獲得競爭優勢。此類自動化系統能夠準確快速地分析數據，運用複雜的演算法預測未來發展，最終提升企業生產力。例如，2023年1月，認知運算公司Semantics宣布收購提供雲端管理MLOps平台的Elemeno。

Elemeno 的明確目標是透過易於使用的介面實現機器學習軟體部署、開發和管理的自動化。此外，它還致力於加速企業和組織對人工智慧的採用。此外，MLOps 透過整合工作流程管理工具和趨勢預測，徹底改變了企業管理。此外，對機器學習技術的持續投資也顯著促進了日益成長的需求。許多科技公司和小型新興企業正在投資採用非專有的 MLOps 平台，以提高其價值鏈的效率，這正在推動全球市場的成長。此外，高品質且價格合理的自動化技術的日益普及預計將在未來幾年推動這一成長。

MLOps 市場報告重點

  • 該平台部門引領市場，佔據 2024 年全球收入的最高佔有率，這得益於其最佳化 ML 模型的管理和運作的能力。
  • 預計 2024 年內部部署部分將佔據最大的收益佔有率。這是因為內部部署具有許多優勢，例如高資料安全性和保障性。
  • 由於大型企業擴大採用人工智慧技術和資料科學來獲取對其業務的定量洞察，大型企業部門預計將在 2024 年引領市場，佔據全球收入的很大佔有率。
  • 2024 年，BFSI 部門佔據了最大的收益佔有率。金融業對機器學習的採用正在增加，主要是為了解決某些挑戰，例如收益管理、舊有系統的預測性維護、詐騙偵測等。
  • 2024 年，北美佔據市場主導地位，佔全球收益的 40.8% 以上，這得益於該地區新興經濟體、研發機構和各種領先的人工智慧公司的強大研發能力。

目錄

第1章調查方法與範圍

第2章執行摘要

第 3 章 MLOps 市場變數、趨勢與範圍

  • 市場體系展望
  • 市場動態
    • 市場促進因素分析
    • 市場限制因素分析
    • 產業挑戰
  • MLOps市場分析工具
    • 產業分析—波特五力分析
    • PESTEL分析
  • 痛點分析

第 4 章 MLOps 市場：按組件進行的估算和趨勢分析

  • 細分儀表板
  • MLOps 市場：2024 年和 2030 年組件變化分析
  • 平台
  • 服務

第5章 MLOps 市場：按開發進行評估和趨勢分析

  • 細分儀表板
  • MLOps 市場：2024 年和 2030 年部署趨勢分析
  • 雲
  • 本地

第6章 MLOps 市場：依組織規模進行評估與趨勢分析

  • 細分儀表板
  • MLOps 市場：2024 年和 2030 年組織規模變化分析
  • 小型企業
  • 主要企業

第7章 MLOps 市場：按行業進行評估和趨勢分析

  • 細分儀表板
  • MLOps 市場：2024 年和 2030 年產業趨勢分析
  • BFSI
  • 醫療保健和生命科學
  • 零售與電子商務
  • 資訊科技/通訊
  • 能源公共產業
  • 政府和公共部門
  • 媒體與娛樂
  • 其他

第 8 章 MLOps 市場：區域、估計和趨勢分析

  • 2024 年及 2030 年 MLOps市場佔有率（按地區分類）
  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 英國
    • 德國
    • 法國
  • 亞太地區
    • 中國
    • 日本
    • 印度
    • 韓國
    • 澳洲
  • 拉丁美洲
    • 巴西
  • 中東和非洲
    • 南非
    • 阿拉伯聯合大公國
    • 沙烏地阿拉伯

第9章 競爭態勢

  • 公司分類
  • 公司市場定位
  • 參與企業概況
  • 公司熱圖分析
  • 戰略地圖
  • 公司簡介/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