查看購物車
  • Simplified Chinese
  • English
  • Japanese
  • Korean
封面
市場調查報告書
商品編碼
1644049

全球 MLOps 市場

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

價格

※ 本網頁內容可能與最新版本有所差異。詳細情況請與我們聯繫。

簡介目錄

到 2030 年，全球 MLOps 市場規模將達到 182 億美元

2024 年全球 MLOps 市場規模估計為 25 億美元，預計到 2030 年將達到 182 億美元，2024 年至 2030 年的複合年成長率為 39.1%。 MLOps 平台是報告中分析的細分市場之一，預計到分析期結束時複合年成長率將達到 37.3%，達到 129 億美元。預計在分析期間內，MLOps 服務部門的複合年成長率為 44.5%。

美國市場規模估計為 6.592 億美元，而中國市場預計複合年成長率為 37.2%

預計 2024 年美國MLOps 市場價值將達到 6.592 億美元。中國是世界第二大經濟體，預計到 2030 年市場規模將達到 27 億美元，2024-2030 年分析期間的複合年成長率為 37.2%。其他值得注意的區域市場包括日本和加拿大，預計在分析期間的複合年成長率分別為 35.5% 和 34.1%。在歐洲，德國的複合年成長率預計約為 27.5%。

全球 MLOps 市場 - 主要趨勢和促進因素摘要

為什麼 MLOps 對現代 AI 工作流程很重要？

機器學習操作 (MLOps) 正在成為在實際應用中部署、管理和擴展機器學習 (ML) 模型的重要框架。隨著人工智慧解決方案的採用率不斷提高，MLOps 提供了有效操作這些模型並確保一致性、可重複性和可擴展性的機制。傳統的 ML 開發方法經常面臨版本控制、模型漂移和部署複雜性的挑戰。 MLOps 透過引入自動化、持續整合/持續配置(CI/CD) 管道和監控工具來解決這些問題，這些都是有效實施 AI 的基石。金融、醫療保健、零售和製造等行業正在利用 MLOps 來簡化其 AI舉措。在醫療保健領域，MLOps 對於管理用於診斷和治療計劃的預測模型至關重要，可確保它們長期保持準確性和合規性。金融機構使用 MLOps 來監控和更新詐欺偵測模型，以適應不斷變化的威脅環境。透過彌合資料科學家和 IT 營運之間的差距，MLOps 使公司能夠從其 AI 投資中獲得一致的價值，同時最大限度地降低營運風險和效率低下。

科技進步如何增強 MLOps 能力？

人工智慧和雲端技術的快速發展顯著增強了 MLOps 能力，並加速了各行業的採用。雲端原生平台為 MLOps 提供了可擴展的基礎架構，使公司能夠管理和部署模型而不受內部資源的限制。混合雲端和多重雲端策略也變得越來越普遍，使得公司能夠在不同的運算環境中利用 MLOps 工具。此外，Docker 和 Kubernetes 等容器化技術使得無論底層基礎設施如何，都可以更輕鬆地一致地打包和部署 ML 模型。自動化是另一個關鍵促進因素，先進的工具可促進無縫模型訓練、測試和部署。 TensorFlow Extended (TFX) 和 MLflow 等框架結合了資料檢驗、模型版本控制和監控功能，為 MLOps 工作流程提供端對端解決方案。人工智慧主導的自動化工具也增強了機器學習系統的可觀察性，從而能夠主動解決問題並最佳化效能。此外，可解釋人工智慧 (XAI) 的進步正在融入 MLOps 管道，以確保高度監管行業的透明度和合規性。這些技術進步正在推動 MLOps 從小眾框架發展成為企業 AI 策略的關鍵組成部分。

MLOps 在各行業的主要用途是什麼？

MLOps 的採用正在重塑產業部署和維護 AI 模型的方式，從而實現推動效率和創新的改變遊戲規則的應用程式。在零售業，MLOps 被用於支援建議引擎、動態定價模型和庫存最佳化系統，以便快速響應市場趨勢和客戶偏好。在醫療保健產業，MLOps 簡化了病患監測、醫學影像和個人化治療計劃的預測分析的部署，確保模型在動態臨床環境中的準確性和相關性。在製造業中，MLOps 對於預測性維護、品管和流程最佳化、減少停機時間和提高生產力至關重要。金融機構使用 MLOps 來管理信用評分、風險評估和詐欺偵測系統，並即時調整這些模型以適應不斷變化的經濟和行為模式。運輸業正在使用 MLOps 進行路線最佳化、自動駕駛系統和供應鏈分析，以提高業務效率並降低成本。透過標準化和自動化 AI 模型的部署和監控，MLOps 使企業能夠在廣泛的用例中擴展其 AI舉措，從而提供一致的價值和競爭優勢。

哪些因素推動了 MLOps 市場的成長？

MLOps 市場的成長受到多種因素的推動，例如人工智慧技術的日益普及、雲端運算的進步以及對高效模型管理框架的日益成長的需求。企業正在大力投資人工智慧，以改善決策、業務效率和客戶體驗，從而對 MLOps 產生了強烈的需求，以確保這些模型在生產中始終如一地運作。跨產業資料驅動應用程式的激增進一步加速了採用 MLOps 作為管理部署和監控模型複雜性的解決方案。混合工作環境的興起、對資料安全的日益重視以及即時分析的採用等最終用途趨勢也在推動對 MLOps 解決方案的需求。金融和醫療保健等受監管的行業越來越依賴 MLOps 來確保合規性並維護其 AI 系統的完整性。此外，MLOps與邊緣運算、物聯網、區塊鏈等新技術的結合正在擴大其應用範圍並推動創新。這些因素共同凸顯了 MLOps 在實現可擴展、高效的 AI 營運方面發揮的關鍵作用，塑造了各行業智慧系統的未來。

部分

按組件（MLOps 平台、MLOps 服務）、部署（本地部署、雲端基礎的部署）、公司規模（大型企業、中小型企業）、垂直行業（BFSI 垂直行業、醫療保健和生命科學垂直行業、IT 和電信垂直行業、零售和電子商務垂直行業、政府和公共部門垂直行業、能源和公共產業垂直行業、其他）

調查企業範例（共42家企業）

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

目錄

第1章調查方法

第 2 章執行摘要

  • 市場概況
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章 市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他地區

第4章 競賽

簡介目錄
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