시장보고서
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1673755

MLOps 시장 규모, 점유율, 성장 분석 : 컴포넌트별, 배포 모드별, 조직 규모별, 최종 용도별, 지역별 - 산업 예측(2025-2032년)

MLOps Market Size, Share, and Growth Analysis, By Component (Platform, Services), By Deployment Mode (On-Premises, Cloud), By Organization Size, By End Use, By Region - Industry Forecast 2025-2032

발행일: | 리서치사: SkyQuest | 페이지 정보: 영문 197 Pages | 배송안내 : 3-5일 (영업일 기준)

    
    
    



※ 본 상품은 영문 자료로 한글과 영문 목차에 불일치하는 내용이 있을 경우 영문을 우선합니다. 정확한 검토를 위해 영문 목차를 참고해주시기 바랍니다.

세계의 MLOps 시장 규모는 2023년에 14억 달러로 평가되며, 2024년 19억 7,000만 달러에서 2032년에는 304억 5,000만 달러로 성장하며, 예측 기간(2025-2032년)의 CAGR은 40.8%로 성장할 전망입니다.

세계 MLOps 시장은 특히 COVID-19 팬데믹에 대응하기 위해 다양한 분야에서 AI 및 ML 솔루션에 대한 수요가 증가함에 따라 큰 폭으로 성장하고 있습니다. 기업은 고객 만족도, 생산성, 수익성을 향상시키기 위해 이러한 기술을 활용하기 위해 분주히 움직이고 있습니다. 디지털화와 인터넷 보급의 급격한 증가는 이러한 추세를 더욱 가속화하여 기업이 실시간 데이터 분석을 활용할 수 있도록 돕고 있습니다. 헬스케어 부문은 MLOps 솔루션을 활용하여 환자 결과를 개선하고, 의료 프로세스를 가속화하며, 서비스 제공을 강화하는 등 큰 혜택을 누리고 있습니다. 이미지 분석, 개인화된 치료 제안, 예측 모델링과 같은 혁신은 엄격한 개인정보 보호법을 준수하면서 의료 관행을 변화시키고 있습니다. 헬스케어 산업이 첨단 기술을 채택함에 따라 MLOps의 성장은 가속화될 것으로 예상되며, 모델 배포 및 모니터링의 주요 과제를 해결할 수 있을 것으로 기대됩니다.

목차

서론

  • 조사의 목적
  • 조사 범위
  • 정의

조사 방법

  • 정보 조달
  • 2차와 1차 데이터 방법
  • 시장 규모 예측
  • 시장의 전제조건과 제한

개요

  • 세계 시장 전망
  • 공급과 수요 동향 분석
  • 부문별 기회 분석

시장 역학과 전망

  • 시장 개요
  • 시장 규모
  • 시장 역학
    • 촉진요인과 기회
    • 억제요인과 과제
  • Porter의 산업 분석

주요 시장 인사이트

  • 주요 성공 요인
  • 경쟁의 정도
  • 주요 투자 기회
  • 시장 에코시스템
  • 시장의 매력 지수(2024년)
  • PESTEL 분석
  • 거시경제 지표
  • 밸류체인 분석
  • 가격 분석
  • 규제 상황
  • 사례 연구
  • 기술의 진보

MLOps 시장 규모 : 컴포넌트별 & CAGR(2025-2032)

  • 시장 개요
  • 플랫폼
  • 서비스

MLOps 시장 규모 : 배포 모드별 & CAGR(2025-2032)

  • 시장 개요
  • 온프레미스
  • 클라우드

MLOps 시장 규모 : 조직 규모별 & CAGR(2025-2032)

  • 시장 개요
  • 대기업
  • 중소기업

MLOps 시장 규모 : 최종 용도별 & CAGR(2025-2032)

  • 시장 개요
  • 은행 금융 서비스 보험
  • 소매업과 E-Commerce
  • 정부와 방위
  • 헬스케어와 생명과학
  • 제조업
  • 통신
  • IT와 ITeS
  • 에너지와 유틸리티
  • 운송·물류
  • 기타

MLOps 시장 규모 : 지역별 & CAGR(2025-2032)

  • 북미
    • 미국
    • 캐나다
  • 유럽
    • 독일
    • 스페인
    • 프랑스
    • 영국
    • 이탈리아
    • 기타 유럽 지역
  • 아시아태평양
    • 중국
    • 인도
    • 일본
    • 한국
    • 기타 아시아태평양
  • 라틴아메리카
    • 브라질
    • 기타 라틴아메리카 지역
  • 중동 및 아프리카
    • GCC 국가
    • 남아프리카공화국
    • 기타 중동 및 아프리카

경쟁 정보

  • 상위 5사의 비교
  • 주요 기업의 시장 포지셔닝(2024년)
  • 주요 시장 기업이 채택한 전략
  • 최근 시장 동향
  • 기업의 시장 점유율 분석(2024년)
  • 주요 기업의 기업 개요
    • 기업의 상세
    • 제품 포트폴리오 분석
    • 기업의 부문별 점유율 분석
    • 매출의 전년대비 비교(2022-2024)

주요 기업 개요

  • 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)

결론과 제안

KSA 25.04.16

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

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