查看购物车
  • Traditional Chinese
  • English
  • Japanese
  • Korean
封面
市场调查报告书
商品编码
1644049

全球 MLOps 市场

MLOps
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 208 Pages | 商品交期: 最快1-2个工作天内

价格

※ 本网页内容可能与最新版本有所差异。详细情况请与我们联繫。

简介目录

到 2030 年，全球 MLOps 市场规模将达到 182 亿美元

2024 年全球 MLOps 市场规模估计为 25 亿美元，预计到 2030 年将达到 182 亿美元，2024 年至 2030 年的复合年增长率为 39.1%。 MLOps 平台是报告中分析的细分市场之一，预计到分析期结束时复合年增长率将达到 37.3%，达到 129 亿美元。预计在分析期间内，MLOps 服务部门的复合年增长率为 44.5%。

美国市场规模估计为 6.592 亿美元，而中国市场预计复合年增长率为 37.2%

预计 2024 年美国MLOps 市场价值将达到 6.592 亿美元。中国是世界第二大经济体，预计到 2030 年市场规模将达到 27 亿美元，2024-2030 年分析期间的复合年增长率为 37.2%。其他值得注意的区域市场包括日本和加拿大，预计在分析期间的复合年增长率分别为 35.5% 和 34.1%。在欧洲，德国的复合年增长率预计约为 27.5%。

全球 MLOps 市场 - 主要趋势和驱动因素摘要

为什么 MLOps 对现代 AI 工作流程很重要？

机器学习操作 (MLOps) 正在成为在实际应用中部署、管理和扩展机器学习 (ML) 模型的重要框架。随着人工智慧解决方案的采用率不断提高，MLOps 提供了有效操作这些模型并确保一致性、可重复性和可扩展性的机制。传统的 ML 开发方法经常面临版本控制、模型漂移和部署复杂性的挑战。 MLOps 透过引入自动化、持续整合/持续配置(CI/CD) 管道和监控工具来解决这些问题，这些都是有效实施 AI 的基石。金融、医疗保健、零售和製造等行业正在利用 MLOps 来简化其 AI倡议。在医疗保健领域，MLOps 对于管理用于诊断和治疗计划的预测模型至关重要，可确保它们长期保持准确性和合规性。金融机构使用 MLOps 来监控和更新诈欺侦测模型，以适应不断变化的威胁环境。透过弥合资料科学家和 IT 营运之间的差距，MLOps 使公司能够从其 AI 投资中获得一致的价值，同时最大限度地降低营运风险和效率低下。

科技进步如何增强 MLOps 能力？

人工智慧和云端技术的快速发展显着增强了 MLOps 能力，并加速了各行业的采用。云端原生平台为 MLOps 提供了可扩展的基础架构，使公司能够管理和部署模型而不受内部资源的限制。混合云端和多重云端策略也变得越来越普遍，使得公司能够在不同的运算环境中利用 MLOps 工具。此外，Docker 和 Kubernetes 等容器化技术使得无论底层基础设施如何，都可以更轻鬆地一致地打包和部署 ML 模型。自动化是另一个关键驱动因素，先进的工具可促进无缝模型训练、测试和部署。 TensorFlow Extended (TFX) 和 MLflow 等框架结合了资料检验、模型版本控制和监控功能，为 MLOps 工作流程提供端对端解决方案。人工智慧主导的自动化工具也增强了机器学习系统的可观察性，从而能够主动解决问题并优化效能。此外，可解释人工智慧 (XAI) 的进步正在融入 MLOps 管道，以确保高度监管行业的透明度和合规性。这些技术进步正在推动 MLOps 从小众框架发展成为企业 AI 策略的关键组成部分。

MLOps 在各行业的主要用途是什么？

MLOps 的采用正在重塑产业部署和维护 AI 模型的方式，从而实现推动效率和创新的改变游戏规则的应用程式。在零售业，MLOps 被用于支援建议引擎、动态定价模型和库存优化系统，以便快速响应市场趋势和客户偏好。在医疗保健产业，MLOps 简化了病患监测、医学影像和个人化治疗计划的预测分析的部署，确保模型在动态临床环境中的准确性和相关性。在製造业中，MLOps 对于预测性维护、品管和流程最佳化、减少停机时间和提高生产力至关重要。金融机构使用 MLOps 来管理信用评分、风险评估和诈欺侦测系统，并即时调整这些模型以适应不断变化的经济和行为模式。运输业正在使用 MLOps 进行路线优化、自动驾驶系统和供应链分析，以提高业务效率并降低成本。透过标准化和自动化 AI 模型的部署和监控，MLOps 使企业能够在广泛的用例中扩展其 AI倡议，从而提供一致的价值和竞争优势。

哪些因素推动了 MLOps 市场的成长？

MLOps 市场的成长受到多种因素的推动，例如人工智慧技术的日益普及、云端运算的进步以及对高效模型管理框架的日益增长的需求。企业正在大力投资人工智慧，以改善决策、业务效率和客户体验，从而对 MLOps 产生了强烈的需求，以确保这些模型在生产中始终如一地运作。跨产业资料驱动应用程式的激增进一步加速了采用 MLOps 作为管理部署和监控模型复杂性的解决方案。混合工作环境的兴起、对资料安全的日益重视以及即时分析的采用等最终用途趋势也在推动对 MLOps 解决方案的需求。金融和医疗保健等受监管的行业越来越依赖 MLOps 来确保合规性并维护其 AI 系统的完整性。此外，MLOps与边缘运算、物联网、区块链等新技术的结合正在扩大其应用范围并推动创新。这些因素共同凸显了 MLOps 在实现可扩展、高效的 AI 营运方面发挥的关键作用，塑造了各行业智慧系统的未来。

部分

按组件（MLOps 平台、MLOps 服务）、部署（本地部署、云端基础的部署）、公司规模（大型企业、中小型企业）、垂直行业（BFSI 垂直行业、医疗保健和生命科学垂直行业、IT 和电信垂直行业、零售和电子商务垂直行业、政府和公共部门垂直行业、能源和公共产业垂直行业、其他）

调查企业范例（共42家企业）

  • Amazon Web Services, Inc.
  • Blaize, Inc.
  • ClearML
  • Comet.ml
  • DataRobot, Inc.
  • Datatron
  • Domino Data Lab, Inc.
  • Fiddler Labs
  • H2O.ai
  • iguazio

目录

第一章调查方法

第 2 章执行摘要

  • 市场概况
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章 市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他地区

第四章 竞赛

简介目录
Product Code: MCP32192

Global MLOps Market to Reach US$18.2 Billion by 2030

The global market for MLOps estimated at US$2.5 Billion in the year 2024, is expected to reach US$18.2 Billion by 2030, growing at a CAGR of 39.1% over the analysis period 2024-2030. MLOps Platforms, one of the segments analyzed in the report, is expected to record a 37.3% CAGR and reach US$12.9 Billion by the end of the analysis period. Growth in the MLOps Services segment is estimated at 44.5% CAGR over the analysis period.

The U.S. Market is Estimated at US$659.2 Million While China is Forecast to Grow at 37.2% CAGR

The MLOps market in the U.S. is estimated at US$659.2 Million in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$2.7 Billion by the year 2030 trailing a CAGR of 37.2% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 35.5% and 34.1% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 27.5% CAGR.

Global MLOps Market - Key Trends & Drivers Summarized

Why Is MLOps Critical in Modern AI Workflows?

MLOps (Machine Learning Operations) is becoming an indispensable framework for deploying, managing, and scaling machine learning (ML) models in real-world applications. As organizations increasingly adopt AI-driven solutions, MLOps provides the structure to operationalize these models efficiently, ensuring consistency, reproducibility, and scalability in production environments. The traditional approach to ML development often faces challenges related to version control, model drift, and deployment complexities. MLOps addresses these issues by introducing automation, continuous integration/continuous deployment (CI/CD) pipelines, and monitoring tools, making it a cornerstone of effective AI implementation. Industries such as finance, healthcare, retail, and manufacturing are leveraging MLOps to streamline their AI initiatives. In healthcare, MLOps is crucial for managing predictive models used in diagnostics and treatment planning, ensuring they remain accurate and compliant over time. Financial institutions use MLOps to monitor and update fraud detection models, adapting them to evolving threat landscapes. By bridging the gap between data scientists and IT operations, MLOps is enabling businesses to derive consistent value from their AI investments while minimizing operational risks and inefficiencies.

How Are Technological Advancements Enhancing MLOps Capabilities?

The rapid evolution of AI and cloud technologies is significantly enhancing MLOps capabilities, driving its adoption across industries. Cloud-native platforms are offering scalable infrastructure for MLOps, enabling organizations to manage and deploy models without the constraints of on-premises resources. Hybrid and multi-cloud strategies are also becoming prevalent, allowing enterprises to leverage MLOps tools across diverse computing environments. Additionally, containerization technologies such as Docker and Kubernetes have made it easier to package and deploy ML models consistently, irrespective of the underlying infrastructure. Automation is another critical driver, with advanced tools facilitating seamless model training, testing, and deployment. Frameworks such as TensorFlow Extended (TFX) and MLflow are providing end-to-end solutions for MLOps workflows, incorporating capabilities for data validation, model versioning, and monitoring. AI-driven automation tools are also enhancing the observability of ML systems, enabling proactive issue resolution and performance optimization. Furthermore, advancements in explainable AI (XAI) are being integrated into MLOps pipelines, ensuring transparency and compliance in highly regulated industries. These technological strides are elevating MLOps from a niche framework to a critical component of enterprise AI strategies.

What Are the Key Applications of MLOps Across Industries?

The adoption of MLOps is reshaping how industries deploy and maintain AI models, enabling transformative applications that drive efficiency and innovation. In the retail sector, MLOps is powering recommendation engines, dynamic pricing models, and inventory optimization systems, helping businesses respond swiftly to market trends and customer preferences. In the healthcare industry, MLOps is streamlining the deployment of predictive analytics for patient monitoring, medical imaging, and personalized treatment plans, ensuring models remain accurate and relevant in dynamic clinical environments. In manufacturing, MLOps is integral to predictive maintenance, quality control, and process optimization, reducing downtime and enhancing productivity. Financial institutions use MLOps to manage credit scoring, risk assessment, and fraud detection systems, adapting these models in real-time to changing economic and behavioral patterns. The transportation sector leverages MLOps for route optimization, autonomous vehicle systems, and supply chain analytics, enhancing operational efficiency and reducing costs. By standardizing and automating the deployment and monitoring of AI models, MLOps is enabling businesses to scale their AI initiatives across a wide range of applications, delivering consistent value and competitive advantages.

What Factors Are Driving Growth in the MLOps Market?

The growth in the MLOps market is driven by several factors, including the increasing adoption of AI technologies, advancements in cloud computing, and the rising need for efficient model management frameworks. Organizations are investing heavily in AI to improve decision-making, operational efficiency, and customer experiences, creating a strong demand for MLOps to ensure these models deliver consistent performance in production. The proliferation of data-driven applications across industries is further accelerating the adoption of MLOps as a solution to manage the complexities of model deployment and monitoring. End-use trends such as the rise of hybrid work environments, the growing emphasis on data security, and the adoption of real-time analytics are also fueling demand for MLOps solutions. Industries with stringent regulatory requirements, such as finance and healthcare, are increasingly relying on MLOps to ensure compliance and maintain the integrity of their AI systems. Additionally, the integration of MLOps with emerging technologies like edge computing, IoT, and blockchain is expanding its application scope and driving innovation. Together, these factors underscore the critical role of MLOps in enabling scalable and efficient AI operations, shaping the future of intelligent systems across industries.

SCOPE OF STUDY:

The report analyzes the MLOps market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Component (MLOps Platforms, MLOps Services); Deployment (On-Premise Deployment, Cloud-based Deployment); Enterprise Size (Large Enterprises, SMEs); Vertical (BFSI Vertical, Healthcare & Life Sciences Vertical, IT & Telecom Vertical, Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 42 Featured) -

  • Amazon Web Services, Inc.
  • Blaize, Inc.
  • ClearML
  • Comet.ml
  • DataRobot, Inc.
  • Datatron
  • Domino Data Lab, Inc.
  • Fiddler Labs
  • H2O.ai
  • iguazio

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Economic Frontiers: Trends, Trials & Transformations
    • MLOps - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Rising Adoption of Machine Learning Across Industries Fuels Demand for MLOps Solutions
    • Focus on Streamlining Model Development and Deployment Drives MLOps Growth
    • Integration with DevOps Practices Strengthens the Case for MLOps Implementation
    • Advancements in AI and Machine Learning Propel Innovation in MLOps Platforms
    • Increased Use of Cloud-Based Infrastructure Expands Opportunities for Scalable MLOps Solutions
    • Focus on Real-Time Monitoring and Model Performance Enhances Demand for MLOps Tools
    • Emergence of Automated Machine Learning (AutoML) Boosts Integration of MLOps Workflows
    • Rising Awareness of Bias Detection and Ethical AI Drives Adoption of MLOps in Governance
    • Growth in Edge Computing Highlights the Need for Efficient MLOps Deployment Strategies
    • Focus on Continuous Integration and Delivery (CI/CD) Fuels Innovations in MLOps Systems
    • Increased Focus on Data Privacy and Security Propels Adoption of MLOps Best Practices
    • Advancements in Explainable AI Enhance the Role of MLOps in Model Transparency
    • Focus on Cost Optimization and Scalability Encourages Adoption of Open-Source MLOps Tools
    • Emergence of Industry-Specific AI Applications Expands Demand for Customized MLOps Solutions
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World MLOps Market Analysis of Annual Sales in US$ Million for Years 2015 through 2030
    • TABLE 2: World Recent Past, Current & Future Analysis for MLOps by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 3: World 6-Year Perspective for MLOps by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2025 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for MLOps Platforms by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 5: World 6-Year Perspective for MLOps Platforms by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 6: World Recent Past, Current & Future Analysis for MLOps Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 7: World 6-Year Perspective for MLOps Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 8: World Recent Past, Current & Future Analysis for Retail & E-Commerce Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 9: World 6-Year Perspective for Retail & E-Commerce Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Government & Public Sectors Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 11: World 6-Year Perspective for Government & Public Sectors Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 12: World Recent Past, Current & Future Analysis for Energy & Utilities Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 13: World 6-Year Perspective for Energy & Utilities Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 14: World Recent Past, Current & Future Analysis for Other Verticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 15: World 6-Year Perspective for Other Verticals by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for BFSI Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 17: World 6-Year Perspective for BFSI Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 18: World Recent Past, Current & Future Analysis for Healthcare & Life Sciences Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 19: World 6-Year Perspective for Healthcare & Life Sciences Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for IT & Telecom Vertical by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 21: World 6-Year Perspective for IT & Telecom Vertical by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 22: World Recent Past, Current & Future Analysis for On-Premise Deployment by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 23: World 6-Year Perspective for On-Premise Deployment by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 24: World Recent Past, Current & Future Analysis for Cloud-based Deployment by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 25: World 6-Year Perspective for Cloud-based Deployment by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 26: World Recent Past, Current & Future Analysis for Large Enterprises by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 27: World 6-Year Perspective for Large Enterprises by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 28: World Recent Past, Current & Future Analysis for SMEs by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 29: World 6-Year Perspective for SMEs by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • MLOps Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 30: USA Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 31: USA 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 32: USA Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 33: USA 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 34: USA Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 35: USA 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 36: USA Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 37: USA 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • CANADA
    • TABLE 38: Canada Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 39: Canada 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 40: Canada Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 41: Canada 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 42: Canada Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 43: Canada 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 44: Canada Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 45: Canada 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • JAPAN
    • MLOps Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 46: Japan Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 47: Japan 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 48: Japan Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 49: Japan 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 50: Japan Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 51: Japan 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 52: Japan Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 53: Japan 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • CHINA
    • MLOps Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
    • TABLE 54: China Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 55: China 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 56: China Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 57: China 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 58: China Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 59: China 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 60: China Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 61: China 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • EUROPE
    • MLOps Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 62: Europe Recent Past, Current & Future Analysis for MLOps by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 63: Europe 6-Year Perspective for MLOps by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2025 & 2030
    • TABLE 64: Europe Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 65: Europe 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 66: Europe Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 67: Europe 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 68: Europe Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 69: Europe 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 70: Europe Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 71: Europe 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • FRANCE
    • MLOps Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
    • TABLE 72: France Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 73: France 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 74: France Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 75: France 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 76: France Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 77: France 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 78: France Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 79: France 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • GERMANY
    • MLOps Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
    • TABLE 80: Germany Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 81: Germany 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 82: Germany Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 83: Germany 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 84: Germany Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 85: Germany 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 86: Germany Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 87: Germany 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • ITALY
    • TABLE 88: Italy Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 89: Italy 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 90: Italy Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 91: Italy 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 92: Italy Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 93: Italy 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 94: Italy Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 95: Italy 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • UNITED KINGDOM
    • MLOps Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
    • TABLE 96: UK Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 97: UK 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 98: UK Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 99: UK 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 100: UK Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 101: UK 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 102: UK Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 103: UK 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • REST OF EUROPE
    • TABLE 104: Rest of Europe Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 105: Rest of Europe 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 106: Rest of Europe Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 107: Rest of Europe 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 108: Rest of Europe Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 109: Rest of Europe 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 110: Rest of Europe Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 111: Rest of Europe 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • ASIA-PACIFIC
    • MLOps Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 112: Asia-Pacific Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 113: Asia-Pacific 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 114: Asia-Pacific Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 115: Asia-Pacific 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 116: Asia-Pacific Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 117: Asia-Pacific 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 118: Asia-Pacific Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 119: Asia-Pacific 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030
  • REST OF WORLD
    • TABLE 120: Rest of World Recent Past, Current & Future Analysis for MLOps by Component - MLOps Platforms and MLOps Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 121: Rest of World 6-Year Perspective for MLOps by Component - Percentage Breakdown of Value Sales for MLOps Platforms and MLOps Services for the Years 2025 & 2030
    • TABLE 122: Rest of World Recent Past, Current & Future Analysis for MLOps by Vertical - Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 123: Rest of World 6-Year Perspective for MLOps by Vertical - Percentage Breakdown of Value Sales for Retail & E-Commerce Vertical, Government & Public Sectors Vertical, Energy & Utilities Vertical, Other Verticals, BFSI Vertical, Healthcare & Life Sciences Vertical and IT & Telecom Vertical for the Years 2025 & 2030
    • TABLE 124: Rest of World Recent Past, Current & Future Analysis for MLOps by Deployment - On-Premise Deployment and Cloud-based Deployment - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 125: Rest of World 6-Year Perspective for MLOps by Deployment - Percentage Breakdown of Value Sales for On-Premise Deployment and Cloud-based Deployment for the Years 2025 & 2030
    • TABLE 126: Rest of World Recent Past, Current & Future Analysis for MLOps by Enterprise Size - Large Enterprises and SMEs - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 127: Rest of World 6-Year Perspective for MLOps by Enterprise Size - Percentage Breakdown of Value Sales for Large Enterprises and SMEs for the Years 2025 & 2030

IV. COMPETITION