MLOps市場規模、シェア、動向分析レポート：コンポーネント別、展開別、組織規模別、業界別、地域別、セグメント別予測、2025年～2030年

MLOps市場の成長と動向

Grand View Research, Inc.の最新レポートによると、世界のMLOps市場規模は2030年までに166億1,340万米ドルに達すると予測されています。同市場は2025～2030年にかけてCAGR 40.5％で成長すると予測されています。データから洞察を得て顧客のニーズに最適に応えるために、組織は収益機会を増やすためにML/AIベースのプロジェクトを採用しています。これらのプロジェクトは、生産性とオペレーションを改善するために、企業全体でMLとMLOpsを採用する必要があり、それが将来の需要を強化します。このインフラには、機械学習モデルのトレーニング、開発、運用に必要なプロセス、リソース、ツールが含まれ、複雑化するITニーズを緩和します。

さらに、これらのプラットフォームは、MLライフサイクル全体のコスト削減を支援し、市場成長のための多くの展望を生み出しています。世界の企業は、より優れた顧客考察と従業員の生産性向上を通じて競合優位性を獲得するため、AI/MLシステムへの投資を増やすよう説得されています。このような自動化システムは、データを正確かつ迅速に分析し、複雑なアルゴリズムを使用して将来のステップを予測し、最終的に企業の生産性を向上させることができます。例えば、2023年1月、コグニティブコンピューティング企業のセマンティクスは、クラウド管理型のMLOpsプラットフォームを提供するエレメノ社の買収を発表しました。

エレメノは、MLソフトウェアのデプロイ、開発、管理を使いやすいインターフェースで自動化することを明確な目的としています。また、企業や組織の人工知能導入を加速させることも意図しています。さらに、MLOpsはワークフロー管理ツールと動向予測を統合することで、企業管理に革命をもたらしました。さらに、ML技術への投資の増加が需要拡大に大きく寄与しています。さらに、多くのハイテク企業や小規模な新興企業が、バリューチェーンの効率性を高めるために、非独占的なMLOpsプラットフォームの導入に投資しており、これが世界の成長を後押ししています。さらに、高品質で手頃な価格の自動化技術の利用可能性の増加が、今後数年間の成長を促進すると予想されます。

MLOps市場レポートハイライト

• プラットフォームセグメントは、MLモデルの管理と運用を最適化する機能により、2024年の世界売上高で最も高いシェアを占め、市場をリードしました。
• オンプレミスセグメントは、2024年に最大の収益シェアを占めました。これは、高いデータ安全性とセキュリティなど、オンプレミス展開が提供する数多くの利点に起因します。
• 大企業セグメントは、2024年に市場をリードし、世界売上高の大きなシェアを占めました。これは、大企業全体でAI技術とデータサイエンスの導入が拡大し、業務に関する定量的な洞察が得られるようになったためです。
• BFSIセグメントは2024年に最大の収益シェアを占めました。金融部門による機械学習の採用は、主に利回り管理、レガシーシステムの予測保守、不正検出などの特定の課題を解決するために増加しています。
• 北米は2024年に市場を独占し、世界収益の40.8%以上のシェアを占めました。これは、新興経済諸国、研究開発機関、この地域に拠点を置く様々な主要AI企業の強力な研究開発能力によるものです。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 MLOps市場の変数、動向、範囲

• 市場系統の展望
• 市場力学
  • 市場促進要因分析
  • 市場抑制要因分析
  • 産業の課題
• MLOps市場分析ツール
  • 産業分析-ポーターのファイブフォース分析
  • PESTEL分析
• ペインポイント分析

第4章 MLOps市場：コンポーネント別、推定・動向分析

• セグメントダッシュボード
• MLOps市場：コンポーネント変動分析、2024年と2030年
• プラットフォーム
• サービス

第5章 MLOps市場：展開別、推定・動向分析

• セグメントダッシュボード
• MLOps市場：展開変動分析、2024年と2030年
• クラウド
• オンプレミス

第6章 MLOps市場：組織規模別、推定・動向分析

• セグメントダッシュボード
• MLOps市場：組織規模変動分析、2024年と2030年
• 中小企業
• 大企業

第7章 MLOps市場：業界別、推定・動向分析

• セグメントダッシュボード
• MLOps市場：業界変動分析、2024年と2030年
• BFSI
• ヘルスケアとライフサイエンス
• 小売・eコマース
• IT・通信
• エネルギー公益事業
• 政府と公共部門
• メディア＆エンターテインメント
• その他

第8章 MLOps市場：地域別、推定・動向分析

• MLOps市場シェア（地域別、2024年と2030年）
• 北米
  • 米国
  • カナダ
  • メキシコ
• 欧州
  • 英国
  • ドイツ
  • フランス
• アジア太平洋
  • 中国
  • 日本
  • インド
  • 韓国
  • オーストラリア
• ラテンアメリカ
  • ブラジル
• 中東・アフリカ
  • 南アフリカ
  • アラブ首長国連邦
  • サウジアラビア

第9章 競合情勢

• 企業分類
• 企業の市場ポジショニング
• 参入企業概要
• 企業ヒートマップ分析
• 戦略マッピング
• 企業プロファイル/上場企業
  • 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

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

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