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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?
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