The global Machine Learning Operation Technology market size was valued at US$ million in 2024 and is forecast to a readjusted size of USD million by 2031 with a CAGR of %during review period.
Machine Learning Operations is the process of taking an experimental Machine Learning model into a production system. The word is a compound of 鈥淢achine Learning鈥� 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 is a detailed and comprehensive analysis for global Machine Learning Operation Technology market. Both quantitative and qualitative analyses are presented by company, by region & country, by Type and by Application. As the market is constantly changing, this report explores the competition, supply and demand trends, as well as key factors that contribute to its changing demands across many markets. Company profiles and product examples of selected competitors, along with market share estimates of some of the selected leaders for the year 2025, are provided.
Key Features:
Global Machine Learning Operation Technology market size and forecasts, in consumption value ($ Million), 2020-2031
Global Machine Learning Operation Technology market size and forecasts by region and country, in consumption value ($ Million), 2020-2031
Global Machine Learning Operation Technology market size and forecasts, by Type and by Application, in consumption value ($ Million), 2020-2031
Global Machine Learning Operation Technology market shares of main players, in revenue ($ Million), 2020-2025
The Primary Objectives in This Report Are:
To determine the size of the total market opportunity of global and key countries
To assess the growth potential for Machine Learning Operation Technology
To forecast future growth in each product and end-use market
To assess competitive factors affecting the marketplace
This report profiles key players in the global Machine Learning Operation Technology market based on the following parameters - company overview, revenue, gross margin, product portfolio, geographical presence, and key developments. Key companies covered as a part of this study include Microsoft, Amazon, Google, IBM, Dataiku, Lguazio, Databricks, DataRobot, Inc., Cloudera, Modzy, etc.
This report also provides key insights about market drivers, restraints, opportunities, new product launches or approvals.
Market segmentation
Machine Learning Operation Technology market is split by Type and by Application. For the period 2020-2031, the growth among segments provides accurate calculations and forecasts for Consumption Value by Type and by Application. This analysis can help you expand your business by targeting qualified niche markets.
Market segment by Type
On-premise
Cloud
Market segment by Application
BFSI
Healthcare
Retail
Manufacturing
Public Sector
Others
Market segment by players, this report covers
Microsoft
Amazon
Google
IBM
Dataiku
Lguazio
Databricks
DataRobot, Inc.
Cloudera
Modzy
Algorithmia
HPE
Valohai
Allegro AI
Comet
FloydHub
Paperpace
Cnvrg.io
Market segment by regions, regional analysis covers
North America (United States, Canada and Mexico)
Europe (Germany, France, UK, Russia, Italy and Rest of Europe)
Asia-Pacific (China, Japan, South Korea, India, Southeast Asia and Rest of Asia-Pacific)
South America (Brazil, Rest of South America)
Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of Middle East & Africa)
The content of the study subjects, includes a total of 13 chapters:
Chapter 1, to describe Machine Learning Operation Technology product scope, market overview, market estimation caveats and base year.
Chapter 2, to profile the top players of Machine Learning Operation Technology, with revenue, gross margin, and global market share of Machine Learning Operation Technology from 2020 to 2025.
Chapter 3, the Machine Learning Operation Technology competitive situation, revenue, and global market share of top players are analyzed emphatically by landscape contrast.
Chapter 4 and 5, to segment the market size by Type and by Application, with consumption value and growth rate by Type, by Application, from 2020 to 2031
Chapter 6, 7, 8, 9, and 10, to break the market size data at the country level, with revenue and market share for key countries in the world, from 2020 to 2025.and Machine Learning Operation Technology market forecast, by regions, by Type and by Application, with consumption value, from 2026 to 2031.
Chapter 11, market dynamics, drivers, restraints, trends, Porters Five Forces analysis.
Chapter 12, the key raw materials and key suppliers, and industry chain of Machine Learning Operation Technology.
Chapter 13, to describe Machine Learning Operation Technology research findings and conclusion.
Please Note - This is an on demand report and will be delivered in 2 business days (48 Hours) post payment.
1 Market Overview
1.1 Product Overview and Scope
1.2 Market Estimation Caveats and Base Year
1.3 Classification of Machine Learning Operation Technology by Type
1.3.1 Overview: Global Machine Learning Operation Technology Market Size by Type: 2020 Versus 2024 Versus 2031
1.3.2 Global Machine Learning Operation Technology Consumption Value Market Share by Type in 2024
1.3.3 On-premise
1.3.4 Cloud
1.4 Global Machine Learning Operation Technology Market by Application
1.4.1 Overview: Global Machine Learning Operation Technology Market Size by Application: 2020 Versus 2024 Versus 2031
1.4.2 BFSI
1.4.3 Healthcare
1.4.4 Retail
1.4.5 Manufacturing
1.4.6 Public Sector
1.4.7 Others
1.5 Global Machine Learning Operation Technology Market Size & Forecast
1.6 Global Machine Learning Operation Technology Market Size and Forecast by Region
1.6.1 Global Machine Learning Operation Technology Market Size by Region: 2020 VS 2024 VS 2031
1.6.2 Global Machine Learning Operation Technology Market Size by Region, (2020-2031)
1.6.3 North America Machine Learning Operation Technology Market Size and Prospect (2020-2031)
1.6.4 Europe Machine Learning Operation Technology Market Size and Prospect (2020-2031)
1.6.5 Asia-Pacific Machine Learning Operation Technology Market Size and Prospect (2020-2031)
1.6.6 South America Machine Learning Operation Technology Market Size and Prospect (2020-2031)
1.6.7 Middle East & Africa Machine Learning Operation Technology Market Size and Prospect (2020-2031)
2 Company Profiles
2.1 Microsoft
2.1.1 Microsoft Details
2.1.2 Microsoft Major Business
2.1.3 Microsoft Machine Learning Operation Technology Product and Solutions
2.1.4 Microsoft Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.1.5 Microsoft Recent Developments and Future Plans
2.2 Amazon
2.2.1 Amazon Details
2.2.2 Amazon Major Business
2.2.3 Amazon Machine Learning Operation Technology Product and Solutions
2.2.4 Amazon Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.2.5 Amazon Recent Developments and Future Plans
2.3 Google
2.3.1 Google Details
2.3.2 Google Major Business
2.3.3 Google Machine Learning Operation Technology Product and Solutions
2.3.4 Google Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.3.5 Google Recent Developments and Future Plans
2.4 IBM
2.4.1 IBM Details
2.4.2 IBM Major Business
2.4.3 IBM Machine Learning Operation Technology Product and Solutions
2.4.4 IBM Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.4.5 IBM Recent Developments and Future Plans
2.5 Dataiku
2.5.1 Dataiku Details
2.5.2 Dataiku Major Business
2.5.3 Dataiku Machine Learning Operation Technology Product and Solutions
2.5.4 Dataiku Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.5.5 Dataiku Recent Developments and Future Plans
2.6 Lguazio
2.6.1 Lguazio Details
2.6.2 Lguazio Major Business
2.6.3 Lguazio Machine Learning Operation Technology Product and Solutions
2.6.4 Lguazio Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.6.5 Lguazio Recent Developments and Future Plans
2.7 Databricks
2.7.1 Databricks Details
2.7.2 Databricks Major Business
2.7.3 Databricks Machine Learning Operation Technology Product and Solutions
2.7.4 Databricks Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.7.5 Databricks Recent Developments and Future Plans
2.8 DataRobot, Inc.
2.8.1 DataRobot, Inc. Details
2.8.2 DataRobot, Inc. Major Business
2.8.3 DataRobot, Inc. Machine Learning Operation Technology Product and Solutions
2.8.4 DataRobot, Inc. Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.8.5 DataRobot, Inc. Recent Developments and Future Plans
2.9 Cloudera
2.9.1 Cloudera Details
2.9.2 Cloudera Major Business
2.9.3 Cloudera Machine Learning Operation Technology Product and Solutions
2.9.4 Cloudera Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.9.5 Cloudera Recent Developments and Future Plans
2.10 Modzy
2.10.1 Modzy Details
2.10.2 Modzy Major Business
2.10.3 Modzy Machine Learning Operation Technology Product and Solutions
2.10.4 Modzy Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.10.5 Modzy Recent Developments and Future Plans
2.11 Algorithmia
2.11.1 Algorithmia Details
2.11.2 Algorithmia Major Business
2.11.3 Algorithmia Machine Learning Operation Technology Product and Solutions
2.11.4 Algorithmia Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.11.5 Algorithmia Recent Developments and Future Plans
2.12 HPE
2.12.1 HPE Details
2.12.2 HPE Major Business
2.12.3 HPE Machine Learning Operation Technology Product and Solutions
2.12.4 HPE Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.12.5 HPE Recent Developments and Future Plans
2.13 Valohai
2.13.1 Valohai Details
2.13.2 Valohai Major Business
2.13.3 Valohai Machine Learning Operation Technology Product and Solutions
2.13.4 Valohai Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.13.5 Valohai Recent Developments and Future Plans
2.14 Allegro AI
2.14.1 Allegro AI Details
2.14.2 Allegro AI Major Business
2.14.3 Allegro AI Machine Learning Operation Technology Product and Solutions
2.14.4 Allegro AI Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.14.5 Allegro AI Recent Developments and Future Plans
2.15 Comet
2.15.1 Comet Details
2.15.2 Comet Major Business
2.15.3 Comet Machine Learning Operation Technology Product and Solutions
2.15.4 Comet Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.15.5 Comet Recent Developments and Future Plans
2.16 FloydHub
2.16.1 FloydHub Details
2.16.2 FloydHub Major Business
2.16.3 FloydHub Machine Learning Operation Technology Product and Solutions
2.16.4 FloydHub Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.16.5 FloydHub Recent Developments and Future Plans
2.17 Paperpace
2.17.1 Paperpace Details
2.17.2 Paperpace Major Business
2.17.3 Paperpace Machine Learning Operation Technology Product and Solutions
2.17.4 Paperpace Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.17.5 Paperpace Recent Developments and Future Plans
2.18 Cnvrg.io
2.18.1 Cnvrg.io Details
2.18.2 Cnvrg.io Major Business
2.18.3 Cnvrg.io Machine Learning Operation Technology Product and Solutions
2.18.4 Cnvrg.io Machine Learning Operation Technology Revenue, Gross Margin and Market Share (2020-2025)
2.18.5 Cnvrg.io Recent Developments and Future Plans
3 Market Competition, by Players
3.1 Global Machine Learning Operation Technology Revenue and Share by Players (2020-2025)
3.2 Market Share Analysis (2024)
3.2.1 Market Share of Machine Learning Operation Technology by Company Revenue
3.2.2 Top 3 Machine Learning Operation Technology Players Market Share in 2024
3.2.3 Top 6 Machine Learning Operation Technology Players Market Share in 2024
3.3 Machine Learning Operation Technology Market: Overall Company Footprint Analysis
3.3.1 Machine Learning Operation Technology Market: Region Footprint
3.3.2 Machine Learning Operation Technology Market: Company Product Type Footprint
3.3.3 Machine Learning Operation Technology Market: Company Product Application Footprint
3.4 New Market Entrants and Barriers to Market Entry
3.5 Mergers, Acquisition, Agreements, and Collaborations
4 Market Size Segment by Type
4.1 Global Machine Learning Operation Technology Consumption Value and Market Share by Type (2020-2025)
4.2 Global Machine Learning Operation Technology Market Forecast by Type (2026-2031)
5 Market Size Segment by Application
5.1 Global Machine Learning Operation Technology Consumption Value Market Share by Application (2020-2025)
5.2 Global Machine Learning Operation Technology Market Forecast by Application (2026-2031)
6 North America
6.1 North America Machine Learning Operation Technology Consumption Value by Type (2020-2031)
6.2 North America Machine Learning Operation Technology Market Size by Application (2020-2031)
6.3 North America Machine Learning Operation Technology Market Size by Country
6.3.1 North America Machine Learning Operation Technology Consumption Value by Country (2020-2031)
6.3.2 United States Machine Learning Operation Technology Market Size and Forecast (2020-2031)
6.3.3 Canada Machine Learning Operation Technology Market Size and Forecast (2020-2031)
6.3.4 Mexico Machine Learning Operation Technology Market Size and Forecast (2020-2031)
7 Europe
7.1 Europe Machine Learning Operation Technology Consumption Value by Type (2020-2031)
7.2 Europe Machine Learning Operation Technology Consumption Value by Application (2020-2031)
7.3 Europe Machine Learning Operation Technology Market Size by Country
7.3.1 Europe Machine Learning Operation Technology Consumption Value by Country (2020-2031)
7.3.2 Germany Machine Learning Operation Technology Market Size and Forecast (2020-2031)
7.3.3 France Machine Learning Operation Technology Market Size and Forecast (2020-2031)
7.3.4 United Kingdom Machine Learning Operation Technology Market Size and Forecast (2020-2031)
7.3.5 Russia Machine Learning Operation Technology Market Size and Forecast (2020-2031)
7.3.6 Italy Machine Learning Operation Technology Market Size and Forecast (2020-2031)
8 Asia-Pacific
8.1 Asia-Pacific Machine Learning Operation Technology Consumption Value by Type (2020-2031)
8.2 Asia-Pacific Machine Learning Operation Technology Consumption Value by Application (2020-2031)
8.3 Asia-Pacific Machine Learning Operation Technology Market Size by Region
8.3.1 Asia-Pacific Machine Learning Operation Technology Consumption Value by Region (2020-2031)
8.3.2 China Machine Learning Operation Technology Market Size and Forecast (2020-2031)
8.3.3 Japan Machine Learning Operation Technology Market Size and Forecast (2020-2031)
8.3.4 South Korea Machine Learning Operation Technology Market Size and Forecast (2020-2031)
8.3.5 India Machine Learning Operation Technology Market Size and Forecast (2020-2031)
8.3.6 Southeast Asia Machine Learning Operation Technology Market Size and Forecast (2020-2031)
8.3.7 Australia Machine Learning Operation Technology Market Size and Forecast (2020-2031)
9 South America
9.1 South America Machine Learning Operation Technology Consumption Value by Type (2020-2031)
9.2 South America Machine Learning Operation Technology Consumption Value by Application (2020-2031)
9.3 South America Machine Learning Operation Technology Market Size by Country
9.3.1 South America Machine Learning Operation Technology Consumption Value by Country (2020-2031)
9.3.2 Brazil Machine Learning Operation Technology Market Size and Forecast (2020-2031)
9.3.3 Argentina Machine Learning Operation Technology Market Size and Forecast (2020-2031)
10 Middle East & Africa
10.1 Middle East & Africa Machine Learning Operation Technology Consumption Value by Type (2020-2031)
10.2 Middle East & Africa Machine Learning Operation Technology Consumption Value by Application (2020-2031)
10.3 Middle East & Africa Machine Learning Operation Technology Market Size by Country
10.3.1 Middle East & Africa Machine Learning Operation Technology Consumption Value by Country (2020-2031)
10.3.2 Turkey Machine Learning Operation Technology Market Size and Forecast (2020-2031)
10.3.3 Saudi Arabia Machine Learning Operation Technology Market Size and Forecast (2020-2031)
10.3.4 UAE Machine Learning Operation Technology Market Size and Forecast (2020-2031)
11 Market Dynamics
11.1 Machine Learning Operation Technology Market Drivers
11.2 Machine Learning Operation Technology Market Restraints
11.3 Machine Learning Operation Technology Trends Analysis
11.4 Porters Five Forces Analysis
11.4.1 Threat of New Entrants
11.4.2 Bargaining Power of Suppliers
11.4.3 Bargaining Power of Buyers
11.4.4 Threat of Substitutes
11.4.5 Competitive Rivalry
12 Industry Chain Analysis
12.1 Machine Learning Operation Technology Industry Chain
12.2 Machine Learning Operation Technology Upstream Analysis
12.3 Machine Learning Operation Technology Midstream Analysis
12.4 Machine Learning Operation Technology Downstream Analysis
13 Research Findings and Conclusion
14 Appendix
14.1 Methodology
14.2 Research Process and Data Source
14.3 Disclaimer
Microsoft
Amazon
Google
IBM
Dataiku
Lguazio
Databricks
DataRobot, Inc.
Cloudera
Modzy
Algorithmia
HPE
Valohai
Allegro AI
Comet
FloydHub
Paperpace
Cnvrg.io
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*If Applicable.