MLOps Industry Research Report 2023

Report ID
35160
Publisher
APO Research
Published Date
11-Aug
Delivery Format
PDF
No of Report Page
103
Editor's Rating
US $2,950.00
US $4,425.00
US $5,900.00
  • Report Details
    MLOps is the process of taking an experimental Machine Learning model into a production system. The word is a compound of “Machine Learning” and the continuous development practice of DevOps in the software field. Machine Learning models are tested and developed in isolated experimental systems. When an algorithm is ready to be launched, MLOps is practiced between Data Scientists, DevOps, and Machine Learning engineers to transition the algorithm to production systems. Similar to DevOps or DataOps approaches, MLOps seeks to increase automation and improve the quality of production models, while also focusing on business and regulatory requirements. While MLOps started as a set of best practices, it is slowly evolving into an independent approach to ML lifecycle management. MLOps applies to the entire lifecycle - from integrating with model generation (software development lifecycle, continuous integration/continuous delivery), orchestration, and deployment, to health, diagnostics, governance, and business metrics.
    The MLOps market covers On-premise, Cloud, etc. The typical players include Cloudera, Dataiku, Datarobot, HPE, etc.
    Highlights
    The global MLOps market is projected to reach US$ million by 2029 from an estimated US$ million in 2023, at a CAGR of % during 2024 and 2029.
    North America  held a key market revenue share of the MLOps market, which account for 61%. Microsoft, Amazon and Google ranked top 3 of the revenue share in global market.
    Report Scope
    This report aims to provide a comprehensive presentation of the global market for MLOps, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding MLOps.
    The MLOps market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2022 as the base year, with history and forecast data for the period from 2018 to 2029. This report segments the global MLOps market comprehensively. Regional market sizes, concerning products by types, by application, and by players, are also provided. The influence of COVID-19 and the Russia-Ukraine War were considered while estimating market sizes.
    For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.
    The report will help the MLOps companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, product type, application, and regions.
    Key Companies & Market Share Insights
    In this section, the readers will gain an understanding of the key players competing. This report has studied the key growth strategies, such as innovative trends and developments, intensification of product portfolio, mergers and acquisitions, collaborations, new product innovation, and geographical expansion, undertaken by these participants to maintain their presence. Apart from business strategies, the study includes current developments and key financials. The readers will also get access to the data related to global revenue by companies for the period 2017-2022. This all-inclusive report will certainly serve the clients to stay updated and make effective decisions in their businesses. Some of the prominent players reviewed in the research report include:
        Microsoft
        Amazon
        Google
        IBM
        Dataiku
        Lguazio
        Databricks
        DataRobot, Inc.
        Cloudera
        Modzy
        Algorithmia
        HPE
        Valohai
        Allegro AI
        Comet
        FloydHub
        Paperpace
        Cnvrg.io
    Product Type Insights
    Global markets are presented by MLOps type, along with growth forecasts through 2029. Estimates on revenue are based on the price in the supply chain at which the MLOps are procured by the companies.
    This report has studied every segment and provided the market size using historical data. They have also talked about the growth opportunities that the segment may pose in the future. This study bestows revenue data by type, and during the historical period (2018-2023) and forecast period (2024-2029).
    MLOps segment by Type
        On-premise
        Cloud
        Hybrid
    Application Insights
    This report has provided the market size (revenue data) by application, during the historical period (2018-2023) and forecast period (2024-2029).
    This report also outlines the market trends of each segment and consumer behaviors impacting the MLOps market and what implications these may have on the industry's future. This report can help to understand the relevant market and consumer trends that are driving the MLOps market.
    MLOps Segment by Application
        BFSI
        Healthcare
        Retail
        Manufacturing
        Public Sector
        Others
    Regional Outlook
    This section of the report provides key insights regarding various regions and the key players operating in each region. Economic, social, environmental, technological, and political factors have been taken into consideration while assessing the growth of the particular region/country. The readers will also get their hands on the revenue data of each region and country for the period 2018-2029.
    The market has been segmented into various major geographies, including North America, Europe, Asia-Pacific, South America, Middle East & Africa. Detailed analysis of major countries such as the USA, Germany, the U.K., Italy, France, China, Japan, South Korea, Southeast Asia, and India will be covered within the regional segment. For market estimates, data are going to be provided for 2022 because of the base year, with estimates for 2023 and forecast revenue for 2029.
        North America
            United States
            Canada
        Europe
            Germany
            France
            UK
            Italy
            Russia
            Nordic Countries
            Rest of Europe
        Asia-Pacific
            China
            Japan
            South Korea
            Southeast Asia
            India
            Australia
            Rest of Asia
        Latin America
            Mexico
            Brazil
            Rest of Latin America
        Middle East & Africa
            Turkey
            Saudi Arabia
            UAE
            Rest of MEA
    Key Drivers & Barriers
    High-impact rendering factors and drivers have been studied in this report to aid the readers to understand the general development. Moreover, the report includes restraints and challenges that may act as stumbling blocks on the way of the players. This will assist the users to be attentive and make informed decisions related to business. Specialists have also laid their focus on the upcoming business prospects.
    COVID-19 and Russia-Ukraine War Influence Analysis
    The readers in the section will understand how the MLOps market scenario changed across the globe during the pandemic, post-pandemic and Russia-Ukraine War. The study is done keeping in view the changes in aspects such as demand, consumption, transportation, consumer behavior, supply chain management. The industry experts have also highlighted the key factors that will help create opportunities for players and stabilize the overall industry in the years to come.
    Reasons to Buy This Report
    This report will help the readers to understand the competition within the industries and strategies for the competitive environment to enhance the potential profit. The report also focuses on the competitive landscape of the global MLOps market, and introduces in detail the market share, industry ranking, competitor ecosystem, market performance, new product development, operation situation, expansion, and acquisition. etc. of the main players, which helps the readers to identify the main competitors and deeply understand the competition pattern of the market.
    This report will help stakeholders to understand the global industry status and trends of MLOps and provides them with information on key market drivers, restraints, challenges, and opportunities.
    This report will help stakeholders to understand competitors better and gain more insights to strengthen their position in their businesses. The competitive landscape section includes the market share and rank (in volume and value), competitor ecosystem, new product development, expansion, and acquisition.
    This report stays updated with novel technology integration, features, and the latest developments in the market
    This report helps stakeholders to understand the COVID-19 and Russia-Ukraine War Influence on the MLOps industry.
    This report helps stakeholders to gain insights into which regions to target globally
    This report helps stakeholders to gain insights into the end-user perception concerning the adoption of MLOps.
    This report helps stakeholders to identify some of the key players in the market and understand their valuable contribution.
    Core Chapters
    Chapter 1: Research objectives, research methods, data sources, data cross-validation;
    Chapter 2: Introduces the report scope of the report, executive summary of different market segments (product type, application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
    Chapter 3: Provides the analysis of various market segments product types, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
    Chapter 4: Provides the analysis of various market segments application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
    Chapter 5: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
    Chapter 6: Detailed analysis of MLOps companies’ competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
    Chapter 7, 8, 9, 10, 11: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
    Chapter 12: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
    Chapter 13: The main points and conclusions of the report.
    Frequently Asked Questions
        What factors will challenge the Product Name market growth?
        Which end-use segment will expand at the fastest CAGR in the Product Name market?
        Which are the emerging players in the Product Name market?
        How concentrated is the Product Name market?
        Which factors are positively contributing to the Product Name market growth?
        Which are the novel product innovations in the Product Name market?
        Which product segment will emerge as the most lucrative in the Product Name market?
        Which factors are increasing the competition in the Product Name market?
        Which are the strategic measures taken by the Product Name industry players?
        Which region will witness inactive growth during the forecast period?
        What key trends are likely to emerge in the Product Name market in the coming years?
    
  • Table Of Content
    1 Preface
        1.1 Scope of Report
        1.2 Reasons for Doing This Study
        1.3 Research Methodology
        1.4 Research Process
        1.5 Data Source
            1.5.1 Secondary Sources
            1.5.2 Primary Sources
    2 Market Overview
        2.1 Product Definition
        2.2 MLOps by Type
            2.2.1 Market Value Comparison by Type (2018 VS 2022 VS 2029)
            1.2.2 On-premise
            1.2.3 Cloud
            1.2.4 Hybrid
        2.3 MLOps by Application
            2.3.1 Market Value Comparison by Application (2018 VS 2022 VS 2029)
            2.3.2 BFSI
            2.3.3 Healthcare
            2.3.4 Retail
            2.3.5 Manufacturing
            2.3.6 Public Sector
            2.3.7 Others
        2.4 Assumptions and Limitations
    3 MLOps Breakdown Data by Type
        3.1 Global MLOps Historic Market Size by Type (2018-2023)
        3.2 Global MLOps Forecasted Market Size by Type (2023-2028)
    4 MLOps Breakdown Data by Application
        4.1 Global MLOps Historic Market Size by Application (2018-2023)
        4.2 Global MLOps Forecasted Market Size by Application (2018-2023)
    5 Global Growth Trends
        5.1 Global MLOps Market Perspective (2018-2029)
        5.2 Global MLOps Growth Trends by Region
            5.2.1 Global MLOps Market Size by Region: 2018 VS 2022 VS 2029
            5.2.2 MLOps Historic Market Size by Region (2018-2023)
            5.2.3 MLOps Forecasted Market Size by Region (2024-2029)
        5.3 MLOps Market Dynamics
            5.3.1 MLOps Industry Trends
            5.3.2 MLOps Market Drivers
            5.3.3 MLOps Market Challenges
            5.3.4 MLOps Market Restraints
    6 Market Competitive Landscape by Players
        6.1 Global Top MLOps Players by Revenue
            6.1.1 Global Top MLOps Players by Revenue (2018-2023)
            6.1.2 Global MLOps Revenue Market Share by Players (2018-2023)
        6.2 Global MLOps Industry Players Ranking, 2021 VS 2022 VS 2023
        6.3 Global Key Players of MLOps Head office and Area Served
        6.4 Global MLOps Players, Product Type & Application
        6.5 Global MLOps Players, Date of Enter into This Industry
        6.6 Global MLOps Market CR5 and HHI
        6.7 Global Players Mergers & Acquisition
    7 North America
        7.1 North America MLOps Market Size (2018-2029)
        7.2 North America MLOps Market Growth Rate by Country: 2018 VS 2022 VS 2029
        7.3 North America MLOps Market Size by Country (2018-2023)
        7.4 North America MLOps Market Size by Country (2024-2029)
        7.5 United States
        7.6 Canada
    8 Europe
        8.1 Europe MLOps Market Size (2018-2029)
        8.2 Europe MLOps Market Growth Rate by Country: 2018 VS 2022 VS 2029
        8.3 Europe MLOps Market Size by Country (2018-2023)
        8.4 Europe MLOps Market Size by Country (2024-2029)
        7.4 Germany
        7.5 France
        7.6 U.K.
        7.7 Italy
        7.8 Russia
        7.9 Nordic Countries
    9 Asia-Pacific
        9.1 Asia-Pacific MLOps Market Size (2018-2029)
        9.2 Asia-Pacific MLOps Market Growth Rate by Country: 2018 VS 2022 VS 2029
        9.3 Asia-Pacific MLOps Market Size by Country (2018-2023)
        9.4 Asia-Pacific MLOps Market Size by Country (2024-2029)
        8.4 China
        8.5 Japan
        8.6 South Korea
        8.7 Southeast Asia
        8.8 India
        8.9 Australia
    10 Latin America
        10.1 Latin America MLOps Market Size (2018-2029)
        10.2 Latin America MLOps Market Growth Rate by Country: 2018 VS 2022 VS 2029
        10.3 Latin America MLOps Market Size by Country (2018-2023)
        10.4 Latin America MLOps Market Size by Country (2024-2029)
        9.4 Mexico
        9.5 Brazil
    11 Middle East & Africa
        11.1 Middle East & Africa MLOps Market Size (2018-2029)
        11.2 Middle East & Africa MLOps Market Growth Rate by Country: 2018 VS 2022 VS 2029
        11.3 Middle East & Africa MLOps Market Size by Country (2018-2023)
        11.4 Middle East & Africa MLOps Market Size by Country (2024-2029)
        10.4 Turkey
        10.5 Saudi Arabia
        10.6 UAE
    12 Players Profiled
        11.1 Microsoft
            11.1.1 Microsoft Company Detail
            11.1.2 Microsoft Business Overview
            11.1.3 Microsoft MLOps Introduction
            11.1.4 Microsoft Revenue in MLOps Business (2017-2022)
            11.1.5 Microsoft Recent Development
        11.2 Amazon
            11.2.1 Amazon Company Detail
            11.2.2 Amazon Business Overview
            11.2.3 Amazon MLOps Introduction
            11.2.4 Amazon Revenue in MLOps Business (2017-2022)
            11.2.5 Amazon Recent Development
        11.3 Google
            11.3.1 Google Company Detail
            11.3.2 Google Business Overview
            11.3.3 Google MLOps Introduction
            11.3.4 Google Revenue in MLOps Business (2017-2022)
            11.3.5 Google Recent Development
        11.4 IBM
            11.4.1 IBM Company Detail
            11.4.2 IBM Business Overview
            11.4.3 IBM MLOps Introduction
            11.4.4 IBM Revenue in MLOps Business (2017-2022)
            11.4.5 IBM Recent Development
        11.5 Dataiku
            11.5.1 Dataiku Company Detail
            11.5.2 Dataiku Business Overview
            11.5.3 Dataiku MLOps Introduction
            11.5.4 Dataiku Revenue in MLOps Business (2017-2022)
            11.5.5 Dataiku Recent Development
        11.6 Lguazio
            11.6.1 Lguazio Company Detail
            11.6.2 Lguazio Business Overview
            11.6.3 Lguazio MLOps Introduction
            11.6.4 Lguazio Revenue in MLOps Business (2017-2022)
            11.6.5 Lguazio Recent Development
        11.7 Databricks
            11.7.1 Databricks Company Detail
            11.7.2 Databricks Business Overview
            11.7.3 Databricks MLOps Introduction
            11.7.4 Databricks Revenue in MLOps Business (2017-2022)
            11.7.5 Databricks Recent Development
        11.8 DataRobot, Inc.
            11.8.1 DataRobot, Inc. Company Detail
            11.8.2 DataRobot, Inc. Business Overview
            11.8.3 DataRobot, Inc. MLOps Introduction
            11.8.4 DataRobot, Inc. Revenue in MLOps Business (2017-2022)
            11.8.5 DataRobot, Inc. Recent Development
        11.9 Cloudera
            11.9.1 Cloudera Company Detail
            11.9.2 Cloudera Business Overview
            11.9.3 Cloudera MLOps Introduction
            11.9.4 Cloudera Revenue in MLOps Business (2017-2022)
            11.9.5 Cloudera Recent Development
        11.10 Modzy
            11.10.1 Modzy Company Detail
            11.10.2 Modzy Business Overview
            11.10.3 Modzy MLOps Introduction
            11.10.4 Modzy Revenue in MLOps Business (2017-2022)
            11.10.5 Modzy Recent Development
        11.11 Algorithmia
            11.11.1 Algorithmia Company Detail
            11.11.2 Algorithmia Business Overview
            11.11.3 Algorithmia MLOps Introduction
            11.11.4 Algorithmia Revenue in MLOps Business (2017-2022)
            11.11.5 Algorithmia Recent Development
        11.12 HPE
            11.12.1 HPE Company Detail
            11.12.2 HPE Business Overview
            11.12.3 HPE MLOps Introduction
            11.12.4 HPE Revenue in MLOps Business (2017-2022)
            11.12.5 HPE Recent Development
        11.13 Valohai
            11.13.1 Valohai Company Detail
            11.13.2 Valohai Business Overview
            11.13.3 Valohai MLOps Introduction
            11.13.4 Valohai Revenue in MLOps Business (2017-2022)
            11.13.5 Valohai Recent Development
        11.14 Allegro AI
            11.14.1 Allegro AI Company Detail
            11.14.2 Allegro AI Business Overview
            11.14.3 Allegro AI MLOps Introduction
            11.14.4 Allegro AI Revenue in MLOps Business (2017-2022)
            11.14.5 Allegro AI Recent Development
        11.15 Comet
            11.15.1 Comet Company Detail
            11.15.2 Comet Business Overview
            11.15.3 Comet MLOps Introduction
            11.15.4 Comet Revenue in MLOps Business (2017-2022)
            11.15.5 Comet Recent Development
        11.16 FloydHub
            11.16.1 FloydHub Company Detail
            11.16.2 FloydHub Business Overview
            11.16.3 FloydHub MLOps Introduction
            11.16.4 FloydHub Revenue in MLOps Business (2017-2022)
            11.16.5 FloydHub Recent Development
        11.17 Paperpace
            11.17.1 Paperpace Company Detail
            11.17.2 Paperpace Business Overview
            11.17.3 Paperpace MLOps Introduction
            11.17.4 Paperpace Revenue in MLOps Business (2017-2022)
            11.17.5 Paperpace Recent Development
        11.18 Cnvrg.io
            11.18.1 Cnvrg.io Company Detail
            11.18.2 Cnvrg.io Business Overview
            11.18.3 Cnvrg.io MLOps Introduction
            11.18.4 Cnvrg.io Revenue in MLOps Business (2017-2022)
            11.18.5 Cnvrg.io Recent Development
    13 Report Conclusion
    14 Disclaimer
    
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