MLOps is the process of taking an experimental Machine Learning model into a production system. The word is a compound of ?Machine Learning? and the continuous development practice of DevOps in the software field. Machine Learning models are tested and developed in isolated experimental systems. When an algorithm is ready to be launched, MLOps is practiced between Data Scientists, DevOps, and Machine Learning engineers to transition the algorithm to production systems. Similar to DevOps or DataOps approaches, MLOps seeks to increase automation and improve the quality of production models, while also focusing on business and regulatory requirements. While MLOps started as a set of best practices, it is slowly evolving into an independent approach to ML lifecycle management. MLOps applies to the entire lifecycle - from integrating with model generation (software development lifecycle, continuous integration/continuous delivery), orchestration, and deployment, to health, diagnostics, governance, and business metrics.
This report contains market size and forecasts of MLOps Technology in Global, including the following market information:
Global MLOps Technology Market Size 2024-2032, ($ millions)
The global MLOps Technology market is projected to reach US$ million by 2029.
We surveyed the MLOps Technology companies, and industry experts on this industry, involving the revenue, demand, product type, recent developments and plans, industry trends, drivers, challenges, obstacles, and potential risks.
Total Market by Segment:
Global MLOps Technology Market, by Type, 2024-2032 ($ millions)
Global MLOps Technology Market Segment Percentages, by Type
On-premise
Cloud
Hybrid
Global MLOps Technology Market, by Application, 2024-2032 ($ millions)
Global MLOps Technology Market Segment Percentages, by Application
BFSI
Healthcare
Retail
Manufacturing
Public Sector
Others
Global MLOps Technology Market, By Region and Country, 2024-2032 ($ Millions)
Global MLOps Technology Market Segment Percentages, by region and country
United States
Europe
Asia
China
Rest of World
Competitor Analysis
The report also provides analysis of leading market participants including:
Further, the report presents profiles of competitors in the market, key players include:
Microsoft
Amazon
Google
IBM
Dataiku
Lguazio
Databricks
DataRobot, Inc.
Cloudera
Modzy
Algorithmia
HPE
Valohai
Allegro AI
Comet
FloydHub
Paperpace
Cnvrg.io
TABLE OF CONTENTS
1 Introduction to Research & Analysis Reports
1.1 MLOps Technology Market Definition
1.2 Market Segments
1.2.1 Market by Type
1.2.2 Market by Application
1.3 Global MLOps Technology Market Overview
1.4 Features & Benefits of This Report
1.5 Methodology & Sources of Information
1.5.1 Research Methodology
1.5.2 Research Process
1.5.3 Base Year
1.5.4 Report Assumptions & Caveats
2 Global MLOps Technology Overall Market Size
2.1 Global MLOps Technology Market Size: 2023 VS 2032
2.2 Global MLOps Technology Market Size, Prospects & Forecasts: 2023-2032
2.3 Key Market Trends, Opportunity, Drivers and Restraints
2.3.1 Market Opportunities & Trends
2.3.2 Market Drivers
2.3.3 Market Restraints
3 Company Landscape
3.1 Key MLOps Technology Players in Global Market
3.2 Global Companies MLOps Technology Product & Technology
4 MLOps Technology Companies Profiles
4.1 Microsoft
4.1.1 Microsoft Company Summary
4.1.2 Microsoft Business Overview
4.1.3 Microsoft MLOps Technology Product Offerings & Technology
4.1.4 Microsoft MLOps Technology R&D, and Plans
4.2 Amazon
4.2.1 Amazon Company Summary
4.2.2 Amazon Business Overview
4.2.3 Amazon MLOps Technology Product Offerings & Technology
4.2.4 Amazon MLOps Technology R&D, and Plans
4.3 Google
4.3.1 Google Company Summary
4.3.2 Google Business Overview
4.3.3 Google MLOps Technology Product Offerings & Technology
4.3.4 Google MLOps Technology R&D, and Plans
4.4 IBM
4.4.1 IBM Company Summary
4.4.2 IBM Business Overview
4.4.3 IBM MLOps Technology Product Offerings & Technology
4.4.4 IBM MLOps Technology R&D, and Plans
4.5 Dataiku
4.5.1 Dataiku Company Summary
4.5.2 Dataiku Business Overview
4.5.3 Dataiku MLOps Technology Product Offerings & Technology
4.5.4 Dataiku MLOps Technology R&D, and Plans
4.6 Lguazio
4.6.1 Lguazio Company Summary
4.6.2 Lguazio Business Overview
4.6.3 Lguazio MLOps Technology Product Offerings & Technology
4.6.4 Lguazio MLOps Technology R&D, and Plans
4.7 Databricks
4.7.1 Databricks Company Summary
4.7.2 Databricks Business Overview
4.7.3 Databricks MLOps Technology Product Offerings & Technology
4.7.4 Databricks MLOps Technology R&D, and Plans
4.8 DataRobot, Inc.
4.8.1 DataRobot, Inc. Company Summary
4.8.2 DataRobot, Inc. Business Overview
4.8.3 DataRobot, Inc. MLOps Technology Product Offerings & Technology
4.8.4 DataRobot, Inc. MLOps Technology R&D, and Plans
4.9 Cloudera
4.9.1 Cloudera Company Summary
4.9.2 Cloudera Business Overview
4.9.3 Cloudera MLOps Technology Product Offerings & Technology
4.9.4 Cloudera MLOps Technology R&D, and Plans
4.10 Modzy
4.10.1 Modzy Company Summary
4.10.2 Modzy Business Overview
4.10.3 Modzy MLOps Technology Product Offerings & Technology
4.10.4 Modzy MLOps Technology R&D, and Plans
4.11 Algorithmia
4.11.1 Algorithmia Company Summary
4.11.2 Algorithmia Business Overview
4.11.3 Algorithmia MLOps Technology Product Offerings & Technology
4.11.4 Algorithmia MLOps Technology R&D, and Plans
4.12 HPE
4.12.1 HPE Company Summary
4.12.2 HPE Business Overview
4.12.3 HPE MLOps Technology Product Offerings & Technology
4.12.4 HPE MLOps Technology R&D, and Plans
4.13 Valohai
4.13.1 Valohai Company Summary
4.13.2 Valohai Business Overview
4.13.3 Valohai MLOps Technology Product Offerings & Technology
4.13.4 Valohai MLOps Technology R&D, and Plans
4.14 Allegro AI
4.14.1 Allegro AI Company Summary
4.14.2 Allegro AI Business Overview
4.14.3 Allegro AI MLOps Technology Product Offerings & Technology
4.14.4 Allegro AI MLOps Technology R&D, and Plans
4.15 Comet
4.15.1 Comet Company Summary
4.15.2 Comet Business Overview
4.15.3 Comet MLOps Technology Product Offerings & Technology
4.15.4 Comet MLOps Technology R&D, and Plans
4.16 FloydHub
4.16.1 FloydHub Company Summary
4.16.2 FloydHub Business Overview
4.16.3 FloydHub MLOps Technology Product Offerings & Technology
4.16.4 FloydHub MLOps Technology R&D, and Plans
4.17 Paperpace
4.17.1 Paperpace Company Summary
4.17.2 Paperpace Business Overview
4.17.3 Paperpace MLOps Technology Product Offerings & Technology
4.17.4 Paperpace MLOps Technology R&D, and Plans
4.18 Cnvrg.io
4.18.1 Cnvrg.io Company Summary
4.18.2 Cnvrg.io Business Overview
4.18.3 Cnvrg.io MLOps Technology Product Offerings & Technology
4.18.4 Cnvrg.io MLOps Technology R&D, and Plans
5 Sights by Region
5.1 By Region - Global MLOps Technology Market Size, 2024 & 2032
5.2 By Region - Global MLOps Technology Revenue, (2024-2032)
5.3 United States
5.3.1 Key Players of MLOps Technology in United States
5.3.2 United States MLOps Technology Development Current Situation and Forecast
5.4 Europe
5.4.1 Key Players of MLOps Technology in Europe
5.4.2 Europe MLOps Technology Development Current Situation and Forecast
5.5 China
5.5.1 Key Players of MLOps Technology in China
5.5.2 China MLOps Technology Development Current Situation and Forecast
5.6 Rest of World
6 Sights by Product
6.1 By Type - Global MLOps Technology Market Size Markets, 2024 & 2032
6.2 On-premise
6.3 Cloud
6.4 Hybrid
7 Sights by Application
7.1 By Application - Global MLOps Technology Market Size, 2024 & 2032
7.2 BFSI
7.3 Healthcare
7.4 Retail
7.5 Manufacturing
7.6 Public Sector
7.7 Others
8 Conclusion
9 Appendix
9.1 Note
9.2 Examples of Clients
9.3 Disclaimer
LIST OF TABLES & FIGURES
List of Tables
Table 1. MLOps Technology Market Opportunities & Trends in Global Market
Table 2. MLOps Technology Market Drivers in Global Market
Table 3. MLOps Technology Market Restraints in Global Market
Table 4. Key Players of MLOps Technology in Global Market
Table 5. Global Companies MLOps Technology Product & Technology
Table 6. Microsoft Company Summary
Table 7. Microsoft MLOps Technology Product Offerings
Table 8. Amazon Company Summary
Table 9. Amazon MLOps Technology Product Offerings
Table 10. Google Company Summary
Table 11. Google MLOps Technology Product Offerings
Table 12. IBM Company Summary
Table 13. IBM MLOps Technology Product Offerings
Table 14. Dataiku Company Summary
Table 15. Dataiku MLOps Technology Product Offerings
Table 16. Lguazio Company Summary
Table 17. Lguazio MLOps Technology Product Offerings
Table 18. Databricks Company Summary
Table 19. Databricks MLOps Technology Product Offerings
Table 20. DataRobot, Inc. Company Summary
Table 21. DataRobot, Inc. MLOps Technology Product Offerings
Table 22. Cloudera Company Summary
Table 23. Cloudera MLOps Technology Product Offerings
Table 24. Modzy Company Summary
Table 25. Modzy MLOps Technology Product Offerings
Table 26. Algorithmia Company Summary
Table 27. Algorithmia MLOps Technology Product Offerings
Table 28. HPE Company Summary
Table 29. HPE MLOps Technology Product Offerings
Table 30. Valohai Company Summary
Table 31. Valohai MLOps Technology Product Offerings
Table 32. Allegro AI Company Summary
Table 33. Allegro AI MLOps Technology Product Offerings
Table 34. Comet Company Summary
Table 35. Comet MLOps Technology Product Offerings
Table 36. FloydHub Company Summary
Table 37. FloydHub MLOps Technology Product Offerings
Table 38. Paperpace Company Summary
Table 39. Paperpace MLOps Technology Product Offerings
Table 40. Cnvrg.io Company Summary
Table 41. Cnvrg.io MLOps Technology Product Offerings
Table 42. By Region? Global MLOps Technology Revenue, (US$, Mn), 2024 & 2032
Table 43. By Region - Global MLOps Technology Revenue, (US$, Mn), 2024-2032
Table 44. By Type ? Global MLOps Technology Market Size, (US$, Mn), 2024 & 2032
Table 45. By Application? Global MLOps Technology Market Size, (US$, Mn), 2024 & 2032
List of Figures
Figure 1. MLOps Technology Segment by Type in 2032
Figure 2. MLOps Technology Segment by Application in 2032
Figure 3. Global MLOps Technology Market Overview: 2022
Figure 4. Key Caveats
Figure 5. Global MLOps Technology Market Size: 2023 VS 2032 (US$, Mn)
Figure 6. Global MLOps Technology Revenue, 2017-2028 (US$, Mn)
Figure 7. By Region - Global MLOps Technology Revenue Market Share, 2024-2032
Figure 8. By Type - Global MLOps Technology Revenue Market Share, 2024-2032
Figure 9. By Application - Global MLOps Technology Revenue Market Share, 2024-2032
