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Global MLOps Competitive Landscape Professional Research Report 2024

Publisher DIResearch
Published Jun 10, 2024
Length 170 Pages
SKU # DIR18887627

Description

Global MLOps Competitive Landscape Professional Research Report 2024



Research Summary

MLOps, short for Machine Learning Operations, refers to the practices and processes used to manage and deploy machine learning models in a systematic and efficient manner. It combines elements of software engineering, data science, and DevOps (Development Operations) to ensure the successful implementation and ongoing management of machine learning systems. MLOps involves a set of practices that encompass model development, training, testing, deployment, monitoring, and maintenance. It includes version control for models and data, automation of pipeline and workflow management, reproducibility of experiments, continuous integration and deployment (CI/CD), and monitoring of model performance and data drift. By applying MLOps principles, organizations can streamline the development and deployment of machine learning models, improve collaboration between data scientists and IT teams, ensure the reliability and scalability of models in production, and effectively manage the entire machine learning lifecycle. MLOps has become an essential discipline as organizations increasingly rely on machine learning to drive insights and decision-making processes.

According to DIResearch's in-depth investigation and research, the global MLOps market size will reach XX US$ Million in 2024, and is expected to reach XX US$ Million in 2030, with a CAGR of XX% (2025-2030). Among them, the China market has changed rapidly in the past few years. The market size in 2024 will be XX US$ Million, accounting for approximately XX% of the world. It is expected to reach XX US$ Million in 2030, and the global share will reach XX%.

The major global manufacturers of MLOps include Microsoft, Amazon, Google, IBM, Dataiku, Lguazio, Databricks, DataRobot, Inc., Cloudera, Modzy, Algorithmia, HPE, Valohai, Allegro AI, Comet, FloydHub, Paperpace, Cnvrg.io etc. The global players competition landscape in this report is divided into three tiers. The first tiers is the global leading enterprise, which occupies a major market share, is in a leading position in the industry, has strong competitiveness and influence, and has a large revenue scale; the second tiers has a certain share and popularity in the market, actively follows the industry leaders in product, service or technological innovation, and has a medium revenue scale; the third tiers has a smaller share in the market, has a lower brand awareness, mainly focuses on the local market, and has a relatively small revenue scale.

This report studies the market size, price trends and future development prospects of MLOps. Focus on analysing the market share, product portfolio, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global MLOps market. The report data covers historical data from 2019 to 2023, base year in 2024 and forecast data from 2025 to 2030.

The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the MLOps market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of MLOps industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy.

The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.

Global Key Manufacturers of MLOps Include:

Microsoft

Amazon

Google

IBM

Dataiku

Lguazio

Databricks

DataRobot

Inc.

Cloudera

Modzy

Algorithmia

HPE

Valohai

Allegro AI

Comet

FloydHub

Paperpace

Cnvrg.io

MLOps Product Segment Include:

On-premise

Cloud

MLOps Product Application Include:

BFSI

Healthcare

Retail

Manufacturing

Public Sector

Others

Chapter Scope

Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends

Chapter 2: Global MLOps Industry PESTEL Analysis

Chapter 3: Global MLOps Industry Porter’s Five Forces Analysis

Chapter 4: Global MLOps Major Regional Market Size and Forecast Analysis

Chapter 5: Global MLOps Market Size and Forecast by Type and Application Analysis

Chapter 6: North America MLOps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 7: Europe MLOps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: China MLOps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: APAC (Excl. China) MLOps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: Latin America MLOps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Middle East and Africa MLOps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Global MLOps Competitive Analysis of Key Manufacturers (Revenue, Market Share, Regional Distribution and Industry Concentration)

Chapter 13: Key Company Profiles (Product Portfolio, Revenue and Gross Margin)

Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers

Chapter 15: Research Findings and Conclusion

Chapter 16: Methodology and Data Sources

Table of Contents

170 Pages
1 MLOps Market Overview
1.1 Product Definition and Statistical Scope
1.2 MLOps Product by Type
1.2.1 Global MLOps Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 On-premise
1.2.3 Cloud
1.3 MLOps Product by Application
1.3.1 Global MLOps Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 BFSI
1.3.3 Healthcare
1.3.4 Retail
1.3.5 Manufacturing
1.3.6 Public Sector
1.3.7 Others
1.4 Global MLOps Market Revenue Analysis (2019-2030)
1.5 MLOps Market Development Status and Trends
1.5.1 MLOps Industry Development Status Analysis
1.5.2 MLOps Industry Development Trends Analysis
2 MLOps Market PESTEL Analysis
2.1 Political Factors Analysis
2.2 Economic Factors Analysis
2.3 Social Factors Analysis
2.4 Technological Factors Analysis
2.5 Environmental Factors Analysis
2.6 Legal Factors Analysis
3 MLOps Market Porter's Five Forces Analysis
3.1 Competitive Rivalry
3.2 Threat of New Entrants
3.3 Bargaining Power of Suppliers
3.4 Bargaining Power of Buyers
3.5 Threat of Substitutes
4 Global MLOps Market Analysis by Regions
4.1 MLOps Overall Market: 2023 VS 2024 VS 2030
4.2 Global MLOps Revenue and Forecast Analysis (2019-2030)
4.2.1 Global MLOps Revenue and Market Share by Region (2019-2024)
4.2.2 Global MLOps Revenue Forecast by Region (2025-2030)
5 Global MLOps Market Size by Type and Application
5.1 Global MLOps Market Size by Type
5.2 Global MLOps Market Size by Application
6 North America
6.1 North America MLOps Market Size and Growth Rate Analysis (2019-2030)
6.2 North America Key Manufacturers Analysis
6.3 North America MLOps Market Size by Type
6.4 North America MLOps Market Size by Application
6.5 North America MLOps Market Size by Country
6.5.1 US
6.5.2 Canada
7 Europe
7.1 Europe MLOps Market Size and Growth Rate Analysis (2019-2030)
7.2 Europe Key Manufacturers Analysis
7.3 Europe MLOps Market Size by Type
7.4 Europe MLOps Market Size by Application
7.5 Europe MLOps Market Size by Country
7.5.1 Germany
7.5.2 France
7.5.3 United Kingdom
7.5.4 Italy
7.5.5 Spain
7.5.6 Benelux
8 China
8.1 China MLOps Market Size and Growth Rate Analysis (2019-2030)
8.2 China Key Manufacturers Analysis
8.3 China MLOps Market Size by Type
8.4 China MLOps Market Size by Application
9 APAC (excl. China)
9.1 APAC (excl. China) MLOps Market Size and Growth Rate Analysis (2019-2030)
9.2 APAC (excl. China) Key Manufacturers Analysis
9.3 APAC (excl. China) MLOps Market Size by Type
9.4 APAC (excl. China) MLOps Market Size by Application
9.5 APAC (excl. China) MLOps Market Size by Country
9.5.1 Japan
9.5.2 South Korea
9.5.3 India
9.5.4 Australia
9.5.5 Indonesia
9.5.6 Vietnam
9.5.7 Malaysia
9.5.8 Thailand
10 Latin America
10.1 Latin America MLOps Market Size and Growth Rate Analysis (2019-2030)
10.2 Latin America Key Manufacturers Analysis
10.3 Latin America MLOps Market Size by Type
10.4 Latin America MLOps Market Size by Application
10.5 Latin America MLOps Market Size by Country
10.5.1 Mecixo
10.5.2 Brazil
11 Middle East & Africa
11.1 Middle East & Africa MLOps Market Size and Growth Rate Analysis (2019-2030)
11.2 Middle East & Africa Key Manufacturers Analysis
11.3 Middle East & Africa MLOps Market Size by Type
11.4 Middle East & Africa MLOps Market Size by Application
11.5 Middle East & Africa MLOps Market Size by Country
11.5.1 Saudi Arabia
11.5.2 South Africa
12 Market Competition by Manufacturers
12.1 Global MLOps Market Revenue by Key Manufacturers (2020-2024)
12.2 MLOps Competitive Landscape Analysis and Market Dynamic
12.2.1 MLOps Competitive Landscape Analysis
12.2.2 Global Key Manufacturers Headquarter and Key Area Sales
12.2.3 Market Dynamic
13 Key Companies Analysis
13.1 Microsoft
13.1.1 Microsoft Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.1.2 Microsoft MLOps Product Portfolio
13.1.3 Microsoft MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.2 Amazon
13.2.1 Amazon Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.2.2 Amazon MLOps Product Portfolio
13.2.3 Amazon MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.3 Google
13.3.1 Google Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.3.2 Google MLOps Product Portfolio
13.3.3 Google MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.4 IBM
13.4.1 IBM Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.4.2 IBM MLOps Product Portfolio
13.4.3 IBM MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.5 Dataiku
13.5.1 Dataiku Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.5.2 Dataiku MLOps Product Portfolio
13.5.3 Dataiku MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.6 Lguazio
13.6.1 Lguazio Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.6.2 Lguazio MLOps Product Portfolio
13.6.3 Lguazio MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.7 Databricks
13.7.1 Databricks Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.7.2 Databricks MLOps Product Portfolio
13.7.3 Databricks MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.8 DataRobot
13.8.1 DataRobot Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.8.2 DataRobot MLOps Product Portfolio
13.8.3 DataRobot MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.9 Inc.
13.9.1 Inc. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.9.2 Inc. MLOps Product Portfolio
13.9.3 Inc. MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.10 Cloudera
13.10.1 Cloudera Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.10.2 Cloudera MLOps Product Portfolio
13.10.3 Cloudera MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.11 Modzy
13.11.1 Modzy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.11.2 Modzy MLOps Product Portfolio
13.11.3 Modzy MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.12 Algorithmia
13.12.1 Algorithmia Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.12.2 Algorithmia MLOps Product Portfolio
13.12.3 Algorithmia MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.13 HPE
13.13.1 HPE Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.13.2 HPE MLOps Product Portfolio
13.13.3 HPE MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.14 Valohai
13.14.1 Valohai Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.14.2 Valohai MLOps Product Portfolio
13.14.3 Valohai MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.15 Allegro AI
13.15.1 Allegro AI Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.15.2 Allegro AI MLOps Product Portfolio
13.15.3 Allegro AI MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.16 Comet
13.16.1 Comet Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.16.2 Comet MLOps Product Portfolio
13.16.3 Comet MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.17 FloydHub
13.17.1 FloydHub Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.17.2 FloydHub MLOps Product Portfolio
13.17.3 FloydHub MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.18 Paperpace
13.18.1 Paperpace Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.18.2 Paperpace MLOps Product Portfolio
13.18.3 Paperpace MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
13.19 Cnvrg.io
13.19.1 Cnvrg.io Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.19.2 Cnvrg.io MLOps Product Portfolio
13.19.3 Cnvrg.io MLOps Market Data Analysis (Revenue, Gross Margin and Market Share) (2020-2024)
14 Industry Chain Analysis
14.1 MLOps Industry Chain Analysis
14.2 MLOps Industry Raw Material and Suppliers Analysis
14.2.1 Upstream Key Raw Material Supply Analysis
14.2.2 Raw Material Suppliers and Contact Information
14.3 MLOps Typical Downstream Customers
14.4 MLOps Sales Channel Analysis
15 Research Findings and Conclusion
16 Methodology and Data Source
16.1 Methodology/Research Approach
16.2 Research Scope
16.3 Benchmarks and Assumptions
16.4 Date Source
16.4.1 Primary Sources
16.4.2 Secondary Sources
16.5 Data Cross Validation
16.6 Disclaimer

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