MLOps市場規模、シェア、成長分析：コンポーネント別、展開モード別、組織規模別、最終用途別、地域別 - 産業予測 2025～2032年

MLOpsの世界市場規模は、2023年に14億米ドルと評価され、2024年の19億7,000万米ドルから2032年には304億5,000万米ドルに成長し、予測期間（2025-2032年）のCAGRは40.8％で成長する見通しです。

世界のMLOps市場は、特にCOVID-19のパンデミックに対応するため、さまざまな分野でAIとMLソリューションに対する需要が増加していることを背景に、大きな成長を遂げています。企業は、顧客満足度、生産性、収益性を向上させるために、これらの技術を活用しようと躍起になっています。デジタル化とインターネット普及の急増はこの動向をさらに加速させ、企業がリアルタイムのデータ分析を活用できるようにします。ヘルスケア部門は、MLOpsソリューションを活用して患者の転帰を改善し、医療プロセスを迅速化し、サービス提供を強化しており、大きな恩恵を受けています。画像分析、パーソナライズされたケア提案、予測モデリングなどのイノベーションは、厳格な個人情報保護法のコンプライアンスを維持しながら、ヘルスケアの実践を変革しています。ヘルスケア業界が先進技術を採用するにつれ、MLOpsの成長は加速し、モデル展開やモニタリングにおける重要な課題に対処することが期待されます。

目次

イントロダクション

• 調査の目的
• 調査範囲
• 定義

調査手法

• 情報調達
• 二次と一次データの方法
• 市場規模予測
• 市場の前提条件と制限

エグゼクティブサマリー

• 世界市場の見通し
• 供給と需要の動向分析
• セグメント別機会分析

市場力学と見通し

• 市場概要
• 市場規模
• 市場力学
  • 促進要因と機会
  • 抑制要因と課題
• ポーターの分析

主な市場の考察

• 重要成功要因
• 競合の程度
• 主な投資機会
• 市場エコシステム
• 市場の魅力指数（2024年）
• PESTEL分析
• マクロ経済指標
• バリューチェーン分析
• 価格分析
• 規制情勢
• ケーススタディ
• 技術の進歩

MLOps市場規模：コンポーネント別& CAGR（2025-2032）

• 市場概要
• プラットフォーム
• サービス

MLOps市場規模：展開モード別& CAGR（2025-2032）

• 市場概要
• オンプレミス
• クラウド

MLOps市場規模：組織規模別& CAGR（2025-2032）

• 市場概要
• 大企業
• 中小企業

MLOps市場規模：最終用途別& CAGR（2025-2032）

• 市場概要
• 銀行金融サービス保険
• 小売業と電子商取引
• 政府と防衛
• ヘルスケアとライフサイエンス
• 製造業
• 通信
• ITとITeS
• エネルギーと公共事業
• 運輸・物流
• その他

MLOps市場規模：地域別& CAGR（2025-2032）

• 北米
  • 米国
  • カナダ
• 欧州
  • ドイツ
  • スペイン
  • フランス
  • 英国
  • イタリア
  • その他欧州地域
• アジア太平洋地域
  • 中国
  • インド
  • 日本
  • 韓国
  • その他アジア太平洋地域
• ラテンアメリカ
  • ブラジル
  • その他ラテンアメリカ地域
• 中東・アフリカ
  • GCC諸国
  • 南アフリカ
  • その他中東・アフリカ

競合情報

• 上位5社の比較
• 主要企業の市場ポジショニング（2024年）
• 主な市場企業が採用した戦略
• 最近の市場動向
• 企業の市場シェア分析（2024年）
• 主要企業の企業プロファイル
  • 企業の詳細
  • 製品ポートフォリオ分析
  • 企業のセグメント別シェア分析
  • 収益の前年比比較（2022-2024）

主要企業プロファイル

• Seldon（United Kingdom）
• Siemens（Germany）
• Hewlett Packard Enterprise（HPE）（United States）
• Key Developments
• ClearML（United States）
• Modzy（United States）
• Comet（United States）
• UbiOps（Netherlands）
• RedBrick AI（India）
• Datrics（United States）
• CapeStart（United States）
• Arrikto（United States）
• Datatron（United States）
• Neuro Inc.（United States）
• AIron（United States）
• Monitor ML（United States）
• H2O.ai（United States）
• Mission Automate（United States）
• Reliam Inc.（United States）
• Amazon Web Services（AWS）（United States）

結論と提言

Global MLOps Market size was valued at USD 1.4 billion in 2023 and is poised to grow from USD 1.97 billion in 2024 to USD 30.45 billion by 2032, growing at a CAGR of 40.8% during the forecast period (2025-2032).

The global MLOps Market has witnessed significant growth, driven by an increasing demand for AI and ML solutions across various sectors, particularly in response to the COVID-19 pandemic. Companies are eager to leverage these technologies to enhance customer satisfaction, productivity, and profitability. The surge in digitization and internet penetration further accelerates this trend, enabling businesses to utilize real-time data analytics. The healthcare sector stands out as a major beneficiary, using MLOps solutions to improve patient outcomes, expedite medical processes, and enhance service delivery. Innovations like image analysis, personalized care recommendations, and predictive modeling are transforming healthcare practices, while compliance with stringent privacy laws is maintained. As the healthcare industry adopts advanced technologies, MLOps growth is expected to accelerate, addressing key challenges in model deployment and monitoring.

Top-down and bottom-up approaches were used to estimate and validate the size of the Global MLOps Market and to estimate the size of various other dependent submarkets. The research methodology used to estimate the market size includes the following details: The key players in the market were identified through secondary research, and their market shares in the respective regions were determined through primary and secondary research. This entire procedure includes the study of the annual and financial reports of the top market players and extensive interviews for key insights from industry leaders such as CEOs, VPs, directors, and marketing executives. All percentage shares split, and breakdowns were determined using secondary sources and verified through Primary sources. All possible parameters that affect the markets covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data.

Global MLOps Market Segments Analysis

Global MLOps Market is segmented by Component, Deployment Mode, Organization Size, End Use and region. Based on Component, the market is segmented into Platform and Services. Based on Deployment Mode, the market is segmented into On-Premises and Cloud. Based on Organization Size, the market is segmented into Large Enterprises and SMEs. Based on End Use, the market is segmented into Banking, Financial Services, and Insurance, Retail and eCommerce, Government and Defense, Healthcare and Life Sciences, Manufacturing, Telecom, IT and ITeS, Energy and Utilities, Transportation and Logistics and Others. Based on region, the market is segmented into North America, Europe, Asia Pacific, Latin America and Middle East & Africa.

Driver of the Global MLOps Market

The Global MLOps Market is experiencing significant growth driven by the rapid adoption of machine learning operations across various industries, aimed at enhancing productivity, fostering innovation, and improving customer satisfaction. Organizations are increasingly leveraging MLOps to facilitate data-driven decision-making, automate processes, and conduct extensive analysis. As the demand for scalable solutions that efficiently manage machine learning best practices rises, the MLOps industry is evolving into a critical domain. This trend is particularly noticeable in sectors like healthcare, finance, and retail, which have long benefited from advancements in artificial intelligence and machine learning technologies.

Restraints in the Global MLOps Market

The MLOps Market faces notable constraints due to the necessity of managing large volumes of sensitive data, which mandates strict adherence to data protection regulations such as GDPR and HIPAA. Organizations are pressured to ensure that their machine learning models comply with these regulatory standards to mitigate potential legal risks. This compliance can create delays in the implementation of MLOps, particularly in highly regulated sectors like banking and healthcare, where the complexity of navigating various rules across different regions can hinder the speed and efficiency of deployment. Consequently, regulatory requirements can serve as a significant barrier to the growth of the MLOps Market.

Market Trends of the Global MLOps Market

The Global MLOps Market is witnessing a significant upward trend, particularly in the healthcare sector, where AI and machine learning are becoming pivotal in improving service delivery. The growing demand for advanced healthcare technologies, coupled with the need for personalized treatment solutions and precise predictive modeling, is catalyzing the adoption of MLOps frameworks. These platforms facilitate the rapid development and deployment of AI models while ensuring compliance with industry regulations. As healthcare providers prioritize enhanced patient outcomes and streamlined operations, the reliance on MLOps solutions is set to expand, making it a key driver of innovation in the healthcare technology landscape.

Table of Contents

Introduction

• Objectives of the Study
• Scope of the Report
• Definitions

Research Methodology

• Information Procurement
• Secondary & Primary Data Methods
• Market Size Estimation
• Market Assumptions & Limitations

Executive Summary

• Global Market Outlook
• Supply & Demand Trend Analysis
• Segmental Opportunity Analysis

Market Dynamics & Outlook

• Market Overview
• Market Size
• Market Dynamics
  • Drivers & Opportunities
  • Restraints & Challenges
• Porters Analysis
  • Competitive rivalry
  • Threat of substitute
  • Bargaining power of buyers
  • Threat of new entrants
  • Bargaining power of suppliers

Key Market Insights

• Key Success Factors
• Degree of Competition
• Top Investment Pockets
• Market Ecosystem
• Market Attractiveness Index, 2024
• PESTEL Analysis
• Macro-Economic Indicators
• Value Chain Analysis
• Pricing Analysis
• Regulatory Landscape
• Case Studies
• Technological Advancement

Global MLOps Market Size by Component & CAGR (2025-2032)

• Market Overview
• Platform
• Services

Global MLOps Market Size by Deployment Mode & CAGR (2025-2032)

• Market Overview
• On-Premises
• Cloud

Global MLOps Market Size by Organization Size & CAGR (2025-2032)

• Market Overview
• Large Enterprises
• SMEs

Global MLOps Market Size by End Use & CAGR (2025-2032)

• Market Overview
• Banking, Financial Services, and Insurance
• Retail and eCommerce
• Government and Defense
• Healthcare and Life Sciences
• Manufacturing
• Telecom
• IT and ITeS
• Energy and Utilities
• Transportation and Logistics
• Others

Global MLOps Market Size & CAGR (2025-2032)

• North America (Component, Deployment Mode, Organization Size, End Use)
  • US
  • Canada
• Europe (Component, Deployment Mode, Organization Size, End Use)
  • Germany
  • Spain
  • France
  • UK
  • Italy
  • Rest of Europe
• Asia Pacific (Component, Deployment Mode, Organization Size, End Use)
  • China
  • India
  • Japan
  • South Korea
  • Rest of Asia-Pacific
• Latin America (Component, Deployment Mode, Organization Size, End Use)
  • Brazil
  • Rest of Latin America
• Middle East & Africa (Component, Deployment Mode, Organization Size, End Use)
  • GCC Countries
  • South Africa
  • Rest of Middle East & Africa

Competitive Intelligence

• Top 5 Player Comparison
• Market Positioning of Key Players, 2024
• Strategies Adopted by Key Market Players
• Recent Developments in the Market
• Company Market Share Analysis, 2024
• Company Profiles of All Key Players
  • Company Details
  • Product Portfolio Analysis
  • Company's Segmental Share Analysis
  • Revenue Y-O-Y Comparison (2022-2024)

Key Company Profiles

• Seldon (United Kingdom)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Siemens (Germany)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Hewlett Packard Enterprise (HPE) (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
• Key Developments
• ClearML (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Modzy (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Comet (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• UbiOps (Netherlands)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• RedBrick AI (India)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Datrics (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• CapeStart (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Arrikto (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Datatron (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Neuro Inc. (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• AIron (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Monitor ML (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• H2O.ai (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Mission Automate (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Reliam Inc. (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Amazon Web Services (AWS) (United States)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments

Conclusion & Recommendations