Machine Learning Model Operationalization Management (MLOps) Market

Global Machine Learning Model Operationalization Management (MLOps) Market Size, Share & Industry Analysis Report By Organization Size (Large Enterprise, and Small & Medium Enterprise (SME)), By Component (Platform, and Service), By Deployment Mode (Cloud, and On-premises), By Vertical, By Regional Outlook and Forecast, 2025 - 2032

Report Id: KBV-28180 Publication Date: June-2025 Number of Pages: 433 Report Format: PDF + Excel
2024
USD 2.08 Billion
2032
USD 29.05 Billion
CAGR
39.3%
Historical Data
2021 to 2023
Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 Global Machine Learning Model Operationalization Management (MLOps) Market, by Organization Size
1.4.2 Global Machine Learning Model Operationalization Management (MLOps) Market, by Component
1.4.3 Global Machine Learning Model Operationalization Management (MLOps) Market, by Deployment Mode
1.4.4 Global Machine Learning Model Operationalization Management (MLOps) Market, by Vertical
1.4.5 Global Machine Learning Model Operationalization Management (MLOps) Market, by Geography
1.5 Methodology for the research

Chapter 2. Market at a Glance
2.1 Key Highlights

Chapter 3. Market Overview
3.1 Introduction
3.1.1 Overview
3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
3.2.1 Market Drivers
3.2.2 Market Restraints
3.2.3 Market Opportunities
3.2.4 Market Challenges

Chapter 4. Competition Analysis - Global
4.1 KBV Cardinal Matrix
4.2 Recent Industry Wide Strategic Developments
4.2.1 Partnerships, Collaborations and Agreements
4.2.2 Product Launches and Product Expansions
4.2.3 Acquisition and Mergers
4.3 Market Share Analysis, 2024
4.4 Top Winning Strategies
4.4.1 Key Leading Strategies: Percentage Distribution (2021-2025)
4.4.2 Key Strategic Move: (Partnerships, Collaborations & Agreements: 2021, Jun – 2025, Mar) Leading Players
4.5 Porter Five Forces Analysis

Chapter 5. Value Chain Analysis of Machine Learning Model Operationalization Management (MLOps) Market
5.1 Data Acquisition and Preparation
5.2 Feature Engineering and Storage
5.3 Model Development and Experimentation
5.4 Model Validation and Governance
5.5 Model Deployment
5.6 Monitoring and Management
5.7 Model Lifecycle Orchestration
5.8 Security, Compliance, and Infrastructure Management
5.9 User Enablement and Integration
5.10. Support, Training, and Ecosystem Services

Chapter 6. Key Customer Criteria of Machine Learning Model Operationalization Management (MLOps) Market
6.1 Model Performance and Accuracy
6.2 Scalability
6.3 Automation and CI/CD Integration
6.4 Monitoring and Observability
6.5 Data and Model Governance
6.6 Ease of Use and User Interface
6.7 Vendor Support and Customization
6.8 Cost Efficiency and ROI
6.9 Security and Compliance
6.10. Integration with Existing Ecosystems

Chapter 7. Global Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
7.1 Global Large Enterprise Market by Region
7.2 Global Small & Medium Enterprise (SME) Market by Region

Chapter 8. Global Machine Learning Model Operationalization Management (MLOps) Market by Component
8.1 Global Platform Market by Region
8.2 Global Service Market by Region

Chapter 9. Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
9.1 Global Cloud Market by Region
9.2 Global On-premises Market by Region

Chapter 10. Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical
10.1 Global BFSI Market by Region
10.2 Global Healthcare & Life Sciences Market by Region
10.3 Global Retail & E-Commerce Market by Region
10.4 Global IT & Telecom Market by Region
10.5 Global Energy & Utilities Market by Region
10.6 Global Government & Public Sector Market by Region
10.7 Global Media & Entertainment Market by Region
10.8 Global Other Vertical Market by Region

Chapter 11. Global Machine Learning Model Operationalization Management (MLOps) Market by Region
11.1 North America Machine Learning Model Operationalization Management (MLOps) Market
11.1.1 North America Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.1.1.1 North America Large Enterprise Market by Region
11.1.1.2 North America Small & Medium Enterprise (SME) Market by Region
11.1.2 North America Machine Learning Model Operationalization Management (MLOps) Market by Component
11.1.2.1 North America Platform Market by Country
11.1.2.2 North America Service Market by Country
11.1.3 North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.1.3.1 North America Cloud Market by Country
11.1.3.2 North America On-premises Market by Country
11.1.4 North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.1.4.1 North America BFSI Market by Country
11.1.4.2 North America Healthcare & Life Sciences Market by Country
11.1.4.3 North America Retail & E-Commerce Market by Country
11.1.4.4 North America IT & Telecom Market by Country
11.1.4.5 North America Energy & Utilities Market by Country
11.1.4.6 North America Government & Public Sector Market by Country
11.1.4.7 North America Media & Entertainment Market by Country
11.1.4.8 North America Other Vertical Market by Country
11.1.5 North America Machine Learning Model Operationalization Management (MLOps) Market by Country
11.1.5.1 US Machine Learning Model Operationalization Management (MLOps) Market
11.1.5.1.1 US Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.1.5.1.2 US Machine Learning Model Operationalization Management (MLOps) Market by Component
11.1.5.1.3 US Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.1.5.1.4 US Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.1.5.2 Canada Machine Learning Model Operationalization Management (MLOps) Market
11.1.5.2.1 Canada Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.1.5.2.2 Canada Machine Learning Model Operationalization Management (MLOps) Market by Component
11.1.5.2.3 Canada Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.1.5.2.4 Canada Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.1.5.3 Mexico Machine Learning Model Operationalization Management (MLOps) Market
11.1.5.3.1 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.1.5.3.2 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Component
11.1.5.3.3 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.1.5.3.4 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.1.5.4 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market
11.1.5.4.1 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.1.5.4.2 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Component
11.1.5.4.3 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.1.5.4.4 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.2 Europe Machine Learning Model Operationalization Management (MLOps) Market
11.2.1 Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.2.1.1 Europe Large Enterprise Market by Country
11.2.1.2 Europe Small & Medium Enterprise (SME) Market by Country
11.2.2 Europe Machine Learning Model Operationalization Management (MLOps) Market by Component
11.2.2.1 Europe Platform Market by Country
11.2.2.2 Europe Service Market by Country
11.2.3 Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.2.3.1 Europe Cloud Market by Country
11.2.3.2 Europe On-premises Market by Country
11.2.4 Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.2.4.1 Europe BFSI Market by Country
11.2.4.2 Europe Healthcare & Life Sciences Market by Country
11.2.4.3 Europe Retail & E-Commerce Market by Country
11.2.4.4 Europe IT & Telecom Market by Country
11.2.4.5 Europe Energy & Utilities Market by Country
11.2.4.6 Europe Government & Public Sector Market by Country
11.2.4.7 Europe Media & Entertainment Market by Country
11.2.4.8 Europe Other Vertical Market by Country
11.2.5 Europe Machine Learning Model Operationalization Management (MLOps) Market by Country
11.2.5.1 Germany Machine Learning Model Operationalization Management (MLOps) Market
11.2.5.1.1 Germany Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.2.5.1.2 Germany Machine Learning Model Operationalization Management (MLOps) Market by Component
11.2.5.1.3 Germany Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.2.5.1.4 Germany Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.2.5.2 UK Machine Learning Model Operationalization Management (MLOps) Market
11.2.5.2.1 UK Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.2.5.2.2 UK Machine Learning Model Operationalization Management (MLOps) Market by Component
11.2.5.2.3 UK Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.2.5.2.4 UK Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.2.5.3 France Machine Learning Model Operationalization Management (MLOps) Market
11.2.5.3.1 France Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.2.5.3.2 France Machine Learning Model Operationalization Management (MLOps) Market by Component
11.2.5.3.3 France Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.2.5.3.4 France Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.2.5.4 Russia Machine Learning Model Operationalization Management (MLOps) Market
11.2.5.4.1 Russia Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.2.5.4.2 Russia Machine Learning Model Operationalization Management (MLOps) Market by Component
11.2.5.4.3 Russia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.2.5.4.4 Russia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.2.5.5 Spain Machine Learning Model Operationalization Management (MLOps) Market
11.2.5.5.1 Spain Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.2.5.5.2 Spain Machine Learning Model Operationalization Management (MLOps) Market by Component
11.2.5.5.3 Spain Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.2.5.5.4 Spain Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.2.5.6 Italy Machine Learning Model Operationalization Management (MLOps) Market
11.2.5.6.1 Italy Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.2.5.6.2 Italy Machine Learning Model Operationalization Management (MLOps) Market by Component
11.2.5.6.3 Italy Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.2.5.6.4 Italy Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.2.5.7 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market
11.2.5.7.1 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.2.5.7.2 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Component
11.2.5.7.3 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.2.5.7.4 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.3 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market
11.3.1 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.3.1.1 Asia Pacific Large Enterprise Market by Country
11.3.1.2 Asia Pacific Small & Medium Enterprise (SME) Market by Country
11.3.2 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component
11.3.2.1 Asia Pacific Platform Market by Country
11.3.2.2 Asia Pacific Service Market by Country
11.3.3 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.3.3.1 Asia Pacific Cloud Market by Country
11.3.3.2 Asia Pacific On-premises Market by Country
11.3.4 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.3.4.1 Asia Pacific BFSI Market by Country
11.3.4.2 Asia Pacific Healthcare & Life Sciences Market by Country
11.3.4.3 Asia Pacific Retail & E-Commerce Market by Country
11.3.4.4 Asia Pacific IT & Telecom Market by Country
11.3.4.5 Asia Pacific Energy & Utilities Market by Country
11.3.4.6 Asia Pacific Government & Public Sector Market by Country
11.3.4.7 Asia Pacific Media & Entertainment Market by Country
11.3.4.8 Asia Pacific Other Vertical Market by Country
11.3.5 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Country
11.3.5.1 China Machine Learning Model Operationalization Management (MLOps) Market
11.3.5.1.1 China Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.3.5.1.2 China Machine Learning Model Operationalization Management (MLOps) Market by Component
11.3.5.1.3 China Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.3.5.1.4 China Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.3.5.2 Japan Machine Learning Model Operationalization Management (MLOps) Market
11.3.5.2.1 Japan Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.3.5.2.2 Japan Machine Learning Model Operationalization Management (MLOps) Market by Component
11.3.5.2.3 Japan Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.3.5.2.4 Japan Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.3.5.3 India Machine Learning Model Operationalization Management (MLOps) Market
11.3.5.3.1 India Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.3.5.3.2 India Machine Learning Model Operationalization Management (MLOps) Market by Component
11.3.5.3.3 India Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.3.5.3.4 India Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.3.5.4 South Korea Machine Learning Model Operationalization Management (MLOps) Market
11.3.5.4.1 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.3.5.4.2 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Component
11.3.5.4.3 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.3.5.4.4 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.3.5.5 Singapore Machine Learning Model Operationalization Management (MLOps) Market
11.3.5.5.1 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.3.5.5.2 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Component
11.3.5.5.3 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.3.5.5.4 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.3.5.6 Malaysia Machine Learning Model Operationalization Management (MLOps) Market
11.3.5.6.1 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.3.5.6.2 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Component
11.3.5.6.3 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.3.5.6.4 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.3.5.7 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market
11.3.5.7.1 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.3.5.7.2 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component
11.3.5.7.3 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.3.5.7.4 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.4 LAMEA Machine Learning Model Operationalization Management (MLOps) Market
11.4.1 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.4.1.1 LAMEA Large Enterprise Market by Country
11.4.1.2 LAMEA Small & Medium Enterprise (SME) Market by Country
11.4.2 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component
11.4.2.1 LAMEA Platform Market by Country
11.4.2.2 LAMEA Service Market by Country
11.4.3 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.4.3.1 LAMEA Cloud Market by Country
11.4.3.2 LAMEA On-premises Market by Country
11.4.4 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.4.4.1 LAMEA BFSI Market by Country
11.4.4.2 LAMEA Healthcare & Life Sciences Market by Country
11.4.4.3 LAMEA Retail & E-Commerce Market by Country
11.4.4.4 LAMEA IT & Telecom Market by Country
11.4.4.5 LAMEA Energy & Utilities Market by Country
11.4.4.6 LAMEA Government & Public Sector Market by Country
11.4.4.7 LAMEA Media & Entertainment Market by Country
11.4.4.8 LAMEA Other Vertical Market by Country
11.4.5 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Country
11.4.5.1 Brazil Machine Learning Model Operationalization Management (MLOps) Market
11.4.5.1.1 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.4.5.1.2 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Component
11.4.5.1.3 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.4.5.1.4 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.4.5.2 Argentina Machine Learning Model Operationalization Management (MLOps) Market
11.4.5.2.1 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.4.5.2.2 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Component
11.4.5.2.3 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.4.5.2.4 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.4.5.3 UAE Machine Learning Model Operationalization Management (MLOps) Market
11.4.5.3.1 UAE Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.4.5.3.2 UAE Machine Learning Model Operationalization Management (MLOps) Market by Component
11.4.5.3.3 UAE Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.4.5.3.4 UAE Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.4.5.4 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market
11.4.5.4.1 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.4.5.4.2 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Component
11.4.5.4.3 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.4.5.4.4 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.4.5.5 South Africa Machine Learning Model Operationalization Management (MLOps) Market
11.4.5.5.1 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.4.5.5.2 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Component
11.4.5.5.3 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.4.5.5.4 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.4.5.6 Nigeria Machine Learning Model Operationalization Management (MLOps) Market
11.4.5.6.1 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.4.5.6.2 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Component
11.4.5.6.3 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.4.5.6.4 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Vertical
11.4.5.7 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market
11.4.5.7.1 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization Size
11.4.5.7.2 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component
11.4.5.7.3 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
11.4.5.7.4 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical

Chapter 12. Company Profiles
12.1 Amazon Web Services, Inc. (Amazon.com, Inc.)
12.1.1 Company Overview
12.1.2 Financial Analysis
12.1.3 Segmental and Regional Analysis
12.1.4 Recent strategies and developments:
12.1.4.1 Partnerships, Collaborations, and Agreements:
12.1.5 SWOT Analysis
12.2 Microsoft Corporation
12.2.1 Company Overview
12.2.2 Financial Analysis
12.2.3 Segmental and Regional Analysis
12.2.4 Research & Development Expenses
12.2.5 Recent strategies and developments:
12.2.5.1 Partnerships, Collaborations, and Agreements:
12.2.5.2 Product Launches and Product Expansions:
12.2.6 SWOT Analysis
12.3 Google LLC (Alphabet Inc.)
12.3.1 Company Overview
12.3.2 Financial Analysis
12.3.3 Segmental and Regional Analysis
12.3.4 Research & Development Expenses
12.3.5 Recent strategies and developments:
12.3.5.1 Partnerships, Collaborations, and Agreements:
12.3.5.2 Product Launches and Product Expansions:
12.3.6 SWOT Analysis
12.4 IBM Corporation
12.4.1 Company Overview
12.4.2 Financial Analysis
12.4.3 Regional & Segmental Analysis
12.4.4 Research & Development Expenses
12.4.5 Recent strategies and developments:
12.4.5.1 Partnerships, Collaborations, and Agreements:
12.4.6 SWOT Analysis
12.5 DataRobot, Inc.
12.5.1 Company Overview
12.5.2 Recent strategies and developments:
12.5.2.1 Partnerships, Collaborations, and Agreements:
12.5.2.2 Product Launches and Product Expansions:
12.5.2.3 Acquisition and Mergers:
12.5.3 SWOT Analysis
12.6 Domino Data Lab, Inc.
12.6.1 Company Overview
12.6.2 Recent strategies and developments:
12.6.2.1 Partnerships, Collaborations, and Agreements:
12.6.2.2 Product Launches and Product Expansions:
12.7 Cloudera, Inc.
12.7.1 Company Overview
12.7.2 Recent strategies and developments:
12.7.2.1 Partnerships, Collaborations, and Agreements:
12.7.2.2 Product Launches and Product Expansions:
12.7.3 SWOT Analysis
12.8 Databricks, Inc.
12.8.1 Company Overview
12.8.2 Recent strategies and developments:
12.8.2.1 Product Launches and Product Expansions:
12.8.2.2 Acquisition and Mergers:
12.9 H2O.ai, Inc.
12.9.1 Company Overview
12.9.2 Recent strategies and developments:
12.9.2.1 Partnerships, Collaborations, and Agreements:
12.9.2.2 Product Launches and Product Expansions:
12.10. Alteryx, Inc. (Clearlake Capital Group, L.P.)
12.10.1 Company Overview
12.10.2 Financial Analysis
12.10.3 Research & Development Expenses
12.10.4 Recent strategies and developments:
12.10.4.1 Product Launches and Product Expansions:
12.10.5 SWOT Analysis

Chapter 13. Winning Imperatives of Machine Learning Model Operationalization Management (MLOps) Market
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