MLOps Market by Component (Platform and Services), Deployment Mode (Cloud and On-premises), Organization Size (Large Enterprises and SMEs), Vertical (BFSI, Healthcare and Life Sciences, Retail and eCommerce, Telecom) and Region - Global Forecast to 2027

MLOps Market by Component (Platform and Services), Deployment Mode (Cloud and On-premises), Organization Size (Large Enterprises and SMEs), Vertical (BFSI, Healthcare and Life Sciences, Retail and eCommerce, Telecom) and Region - Global Forecast to 2027

The MLOps market size is projected to grow from USD 1.1 billion in 2022 to USD 5.9 billion by 2027, at a CAGR of 41.0% during the forecast period. Various key players in the ecosystem have led to a competitive and diverse market. Standardizing ML processes for effective teamwork, monitorability, and scalability are expected to drive the adoption of the MLOps market in the future. However, organizations are unable to embrace MLOps models due to the lack of expertise of employees. Surveys have frequently demonstrated the inadequate knowledge and abilities of the employees in enterprises, according to numerous reports and research. Organizations should prioritise and make significant investments in training and certifications to address this issue, ensuring that the workforce has the necessary understanding of MLOps models and strategies and can put those tactics into practice for effective data management.

By vertical, banking, financial services, and insurance segment to account for larger market size during forecast period

BFSI segment holds the largest market size as today’s financial institutions use large data streams to create strong ML models that are subsequently deployed for specific objectives. Banking services would require to rapidly expand ML models owing to the growing volume and complexity of data to minimize operational costs associated with data management, and handle data concerns such as transparency and governance. Banks can use MLOps to automate the process of integrating AI/ML models into the applications. MLOps can help aid in the automation of program versioning and drift, as well as the duplicability of similar findings at scale. MLOps significantly reduces the cost of AI/Ml integrations inside self-managed systems through version control, traceability, continual code checks, and CI/CD pipelines.

By organization size, SMEs segment to grow at highest CAGR during forecast period

Small and medium-sized enterprises are organizations with an employee strength of less than 1,000. SMEs make for vast majority of enterprises globally and play a significant role in most economies. Today’ only fewer SMEs have adopted MLOps platforms relative to the large enterprises’ counterparts. However, the firms underlying SMEs adopting MLOps platforms are expected to rise as this would make things faster, smarter, and easier.These organizations are focused on deploying MLOps platforms to improve competitiveness and reduce operating costs. The MLOps platforms will enable SMEs to create web apps with dashboards and other visually appealing business graphics to showcase the discovered insights.This, in turn, would enable SMEs to adopt MLOps platform and services in the near future.

Asia Pacific to register highest growth rate during forecast period

The region is expected to show potential growth over the forecast period owing to factors such as government measures encouraging AI, increased ML usage, and the creation of numerous ML start-ups in the region. The APAC MLOps market has been classified into verticals, component, deployment, and organization size. MLOps platform and services enabled businesses to swiftly discover trends and make better judgements. Companies are expediting to produce and implement ML models because of its benefits, hence increasing market growth. Several large enterprises and SMEs are looking forward to the APAC region as an opportunity for their growth.

Breakdown of primaries

The study contains various industry experts' insights, from solution vendors to Tier 1 companies. The break-up of the primaries is as follows:

By Company Type: Tier 1 – 18%, Tier 2 – 9%, and Tier 3 – 73%

By Designation: C-level – 9%, D-level – 18%, and Others – 73%

By Region: North America – 55%, Europe – 9%, Asia Pacific – 36%

The major players covered in the MLOpsreport IBM (US), Microsoft (US), Google (US), AWS (US), HPE (US), GAVS Technologies (US), DataRobot (US), Cloudera (US), Alteryx (US), Domino Data Lab (US), Valohai (US), H2O.ai (US), MLflow (Netherlands), Neptune.ai (Europe), Comet (US), SparkCognition (US), Hopsworks (Europe), Datatron (US), Weights & Biases (US), Katonic.ai (Australia), Modzy (US), Iguazio (Israel), Teliolabs (US), ClearML (Israel), Akira.AI (India), and Blaize (US). These players have adopted various growth strategies, such as partnerships, agreements and collaborations, new product launches and product enhancements, and acquisitions to expand their footprint in the MLOps.

Research Coverage

The market study covers the MLOps market size across segments. It aims at estimating the market size and the growth potential across segments, including component, deployment mode, organization size, vertical, and region. The study includes an in-depth competitive analysis of the leading market players, their company profiles, key observations related to product and business offerings, recent developments, and market strategies.

Key Benefits of Buying the Report

The report will help the market leaders/new entrants with information on the closest approximations of the revenue numbers for the global MLOps market and its subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. Moreover, the report will provide insights for stakeholders to understand the pulse of the market and provide them with information on key market drivers, restraints, challenges, and opportunities.


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
      • INCLUSIONS AND EXCLUSIONS
    • MARKET SCOPE
      • MARKET SEGMENTATION
      • REGIONS COVERED
      • YEARS CONSIDERED
    • CURRENCY CONSIDERED
      • Table UNITED STATES DOLLAR EXCHANGE RATE, 2019-2021
    • STAKEHOLDERS
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
        • Table PRIMARY INTERVIEWS
    • MARKET BREAKUP AND DATA TRIANGULATION
    • MARKET SIZE ESTIMATION
      • TOP-DOWN APPROACH
      • BOTTOM-UP APPROACH
    • MARKET FORECAST
      • Table FACTOR ANALYSIS
    • COMPANY EVALUATION MATRIX METHODOLOGY
    • STARTUP/SME EVALUATION MATRIX METHODOLOGY
    • ASSUMPTIONS
    • LIMITATIONS
  • EXECUTIVE SUMMARY
    • Table GLOBAL MLOPS MARKET SIZE AND GROWTH RATE, 2018-2021 (USD MILLION, Y-O-Y%)
    • Table GLOBAL MLOPS MARKET SIZE AND GROWTH RATE, 2022-2027 (USD MILLION, Y-O-Y%)
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MLOPS MARKET
    • MLOPS MARKET, BY VERTICAL
    • MLOPS MARKET, BY REGION
    • NORTH AMERICA: MLOPS MARKET, BY COMPONENT AND COUNTRY
  • MARKET OVERVIEW AND INDUSTRY TRENDS
    • INTRODUCTION
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • MLOPS MARKET: KEY PHASES
    • MLOPS MARKET: ARCHITECTURE
    • MLOPS MARKET: VALUE CHAIN ANALYSIS
    • ECOSYSTEM
      • Table MLOPS MARKET: ECOSYSTEM
    • MLOPS CAPABILITIES
      • EXPLORATORY DATA ANALYSIS
      • DATA PREP AND FEATURE ENGINEERING
      • MODEL TRAINING AND TUNING
      • MODEL REVIEW AND GOVERNANCE
      • MODEL INFERENCE AND SERVING
      • MODEL MONITORING
      • AUTOMATED MODEL RETRAINING
    • PRICING MODELS OF MLOPS MARKET PLAYERS
      • Table PRICING MODELS AND INDICATIVE PRICE POINTS, 2021-2022
    • TECHNOLOGY ANALYSIS
      • INTRODUCTION
      • ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
    • CASE STUDY ANALYSIS
      • EXTERNAL SOLUTION SIMPLIFIES MACHINE LEARNING INFRASTRUCTURE AUTOMATION
      • COMPOSITE+ INCREASES ACCURACY OF BOND PRICE PREDICTION
      • CLEARML SOLUTION ENABLES EFFICIENT AGRICULTURAL IMAGERY ANALYSIS
      • CONTINUUM INDUSTRIES COLLABORATES WITH NEPTUNE.AI TO INTEGRATE MLOPS SOLUTION IN CORE PRODUCT
      • JANSSEN PHARMACEUTICALS ACHIEVES FASTER DEEP LEARNING MODEL DEVELOPMENT WITH DOMINO DATA LAB'S MLOPS SOLUTION
    • PATENT ANALYSIS
      • METHODOLOGY
      • PATENT DOCUMENT TYPES
        • Table PATENTS FILED, 2019-2022
      • INNOVATION AND PATENT APPLICATIONS
        • Table US: TOP TEN PATENT OWNERS IN MLOPS MARKET, 2019-2022
        • Table PATENTS IN MLOPS MARKET, 2020-2022
    • PORTER'S FIVE FORCES ANALYSIS
      • Table MLOPS MARKET: PORTER'S FIVE FORCES MODEL
      • THREAT OF NEW ENTRANTS
      • THREAT OF SUBSTITUTES
      • BARGAINING POWER OF SUPPLIERS
      • BARGAINING POWER OF BUYERS
      • INTENSITY OF COMPETITIVE RIVALRY
    • KEY STAKEHOLDERS AND BUYING CRITERIA
      • KEY STAKEHOLDERS IN BUYING PROCESS
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS (%)
      • BUYING CRITERIA
        • Table KEY BUYING CRITERIA FOR TOP THREE VERTICALS
    • REGULATORY LANDSCAPE
      • REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • KEY CONFERENCES & EVENTS, 2022-2023
      • Table MLOPS MARKET: CONFERENCES & EVENTS
  • MLOPS MARKET, BY COMPONENT
    • INTRODUCTION
      • COMPONENT: MARKET DRIVERS
        • Table MLOPS MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table MLOPS MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
    • PLATFORMS
      • OFFER FLEXIBILITY TO DATA MANAGEMENT TEAMS
        • Table PLATFORMS: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table PLATFORMS: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SERVICES
      • PROVIDE READY-TO-DEPLOY SOLUTIONS FOR MANAGING DATA AND TRAINING ML MODELS
        • Table SERVICES: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table SERVICES: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
      • CONSULTING
        • Table CONSULTING: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table CONSULTING SERVICES: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
      • DEPLOYMENT & INTEGRATION
        • Table DEPLOYMENT & INTEGRATION: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table DEPLOYMENT & INTEGRATION: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
      • SUPPORT & MAINTENANCE
        • Table SUPPORT & MAINTENANCE: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table SUPPORT & MAINTENANCE: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
  • MLOPS MARKET, BY DEPLOYMENT MODE
    • INTRODUCTION
      • DEPLOYMENT MODE: MLOPS MARKET DRIVERS
        • Table MLOPS MARKET, BY DEPLOYMENT MODE, 2018-2021 (USD MILLION)
        • Table MLOPS MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
    • ON-PREMISES
      • OFFERS ENHANCED SECURITY AT LOWER COST
        • Table ON-PREMISES: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table ON-PREMISES: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • CLOUD
      • REDUCES OPERATIONAL COSTS AND PROVIDES SCALABILITY
        • Table CLOUD: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table CLOUD: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
  • MLOPS MARKET, BY ORGANIZATION SIZE
    • INTRODUCTION
      • ORGANIZATION SIZE: MLOPS MARKET DRIVERS
        • Table MLOPS MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table MLOPS MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
    • SMALL AND MEDIUM-SIZED ENTERPRISES
      • HIGHER ADOPTION OF MLOPS TECHNOLOGY EXPECTED
        • Table SMALL AND MEDIUM-SIZED ENTERPRISES: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table SMALL AND MEDIUM-SIZED ENTERPRISES: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • LARGE ENTERPRISES
      • GROWING USE OF MLOPS PLATFORMS TO FACILITATE DATA MANAGEMENT
        • Table LARGE ENTERPRISES: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table LARGE ENTERPRISES: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
  • MLOPS MARKET, BY VERTICAL
    • INTRODUCTION
      • VERTICAL: MLOPS DRIVERS
        • Table MLOPS MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table MLOPS MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
    • BANKING, FINANCIAL SERVICES, AND INSURANCE
      • MLOPS FACILITATES REAL-TIME FRAUD DETECTION
        • Table BANKING, FINANCIAL SERVICES, AND INSURANCE: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table BANKING, FINANCIAL SERVICES, AND INSURANCE: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • TELECOM
      • GROWING ADOPTION OF MLOPS TO ENHANCE CUSTOMER ENGAGEMENT
        • Table TELECOM: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table TELECOM: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • HEALTHCARE & LIFE SCIENCES
      • IMPROVED DIAGNOSTIC ACCURACY AND RISK ASSESSMENT
        • Table HEALTHCARE & LIFE SCIENCES: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table HEALTHCARE & LIFE SCIENCES: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • RETAIL & ECOMMERCE
      • USE OF MLOPS HELPS TAILOR PERSONALIZED EXPERIENCE FOR CONSUMERS
        • Table RETAIL & ECOMMERCE: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table RETAIL & ECOMMERCE: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • IT & ITES
      • INCREASED PREFERENCE FOR MLOPS TO MANAGE BIG DATA
        • Table IT & ITES: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table IT & ITES: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • GOVERNMENT & DEFENSE
      • USE OF MLOPS TO SOLVE COMPLEX PROBLEMS
        • Table GOVERNMENT & DEFENSE: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table GOVERNMENT & DEFENSE: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • MANUFACTURING
      • GROWING ADOPTION OF MLOPS TO OPTIMIZE PLANT PRODUCTION
        • Table MANUFACTURING: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table MANUFACTURING: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • ENERGY & UTILITIES
      • NEED FOR MLOPS SOLUTIONS TO ENHANCE EFFICIENCY AND REDUCE WASTE
        • Table ENERGY & UTILITIES: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table ENERGY & UTILITIES: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • TRANSPORTATION & LOGISTICS
      • RISING ADOPTION OF MLOPS TO IMPROVE WAREHOUSE MANAGEMENT AND SUPPLY CHAIN EFFICIENCY
        • Table TRANSPORTATION & LOGISTICS: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table TRANSPORTATION & LOGISTICS: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • OTHERS (MEDIA & ENTERTAINMENT, TRAVEL & HOSPITALITY, AND EDUCATION & RESEARCH)
      • INCREASING DEMAND FOR MLOPS TO IMPROVE CUSTOMER EXPERIENCE
        • Table OTHERS: MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
        • Table OTHERS: MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
  • MLOPS MARKET, BY REGION
    • INTRODUCTION
      • Table MLOPS MARKET, BY REGION, 2018-2021 (USD MILLION)
      • Table MLOPS MARKET, BY REGION, 2022-2027 (USD MILLION)
    • NORTH AMERICA
      • NORTH AMERICA: MLOPS MARKET DRIVERS
      • NORTH AMERICA: REGULATIONS
        • Table NORTH AMERICA: MLOPS MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY DEPLOYMENT MODE, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table NORTH AMERICA: MLOPS MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • US
      • CANADA
    • EUROPE
      • EUROPE: MLOPS MARKET DRIVERS
      • EUROPE: REGULATIONS
        • Table EUROPE: MLOPS MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY DEPLOYMENT MODE, 2018-2021 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table EUROPE: MLOPS MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • UK
      • GERMANY
      • FRANCE
      • REST OF EUROPE
    • ASIA PACIFIC
      • ASIA PACIFIC: MLOPS MARKET DRIVERS
      • ASIA PACIFIC: REGULATIONS
        • Table ASIA PACIFIC: MLOPS MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY DEPLOYMENT MODE, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table ASIA PACIFIC: MLOPS MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • CHINA
      • JAPAN
      • THAILAND
      • MYANMAR
      • VIETNAM
      • INDIA
      • REST OF ASIA PACIFIC
    • MIDDLE EAST & AFRICA
      • MIDDLE EAST & AFRICA: MLOPS MARKET DRIVERS
      • MIDDLE EAST & AFRICA: REGULATIONS
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY DEPLOYMENT MODE, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MLOPS MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • MIDDLE EAST
      • SOUTH AFRICA
      • REST OF MIDDLE EAST & AFRICA
    • LATIN AMERICA
      • LATIN AMERICA: MLOPS MARKET DRIVERS
      • LATIN AMERICA: REGULATIONS
        • Table LATIN AMERICA: MLOPS MARKET, BY COMPONENT, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY SERVICE, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY DEPLOYMENT MODE, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY ORGANIZATION SIZE, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY VERTICAL, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY COUNTRY, 2018-2021 (USD MILLION)
        • Table LATIN AMERICA: MLOPS MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • BRAZIL
      • MEXICO
      • REST OF LATIN AMERICA
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • STRATEGIES OF KEY PLAYERS
      • Table OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN MLOPS MARKET
    • REVENUE ANALYSIS
    • MARKET SHARE ANALYSIS
      • Table MLOPS MARKET: DEGREE OF COMPETITION
    • COMPANY EVALUATION QUADRANT
      • STARS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
    • STARTUP/SME EVALUATION MATRIX
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
    • COMPETITIVE BENCHMARKING
      • Table MLOPS MARKET: KEY STARTUPS/SMES
      • Table MLOPS MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES)
      • Table MLOPS MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES)
    • COMPETITIVE SCENARIO
      • PRODUCT LAUNCHES
        • Table PRODUCT LAUNCHES, 2018-2022
      • DEALS
        • Table DEALS, 2018-2022
      • OTHERS
        • Table OTHERS, 2019-2020
  • COMPANY PROFILES
    • MAJOR PLAYERS
      • HPE
        • Table HPE: BUSINESS OVERVIEW
        • Table HPE: PRODUCTS OFFERED
        • Table HPE: PRODUCT LAUNCHES
        • Table HPE: DEALS
      • IBM
        • Table IBM: BUSINESS OVERVIEW
        • Table IBM: PRODUCTS OFFERED
        • Table IBM: PRODUCT LAUNCHES
        • Table IBM: DEALS
      • ALTERYX
        • Table ALTERYX: BUSINESS OVERVIEW
        • Table ALTERYX: PRODUCTS OFFERED
        • Table ALTERYX: PRODUCT LAUNCHES
        • Table ALTERYX: DEALS
        • Table ALTERYX: OTHERS
      • GOOGLE
        • Table GOOGLE: BUSINESS OVERVIEW
        • Table GOOGLE: PRODUCTS OFFERED
        • Table GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table GOOGLE: DEALS
      • GAVS TECHNOLOGIES
        • Table GAVS TECHNOLOGIES: BUSINESS OVERVIEW
        • Table GAVS TECHNOLOGIES: PRODUCTS OFFERED
        • Table GAVS TECHNOLOGIES: DEALS
      • DATAROBOT
        • Table DATAROBOT: BUSINESS OVERVIEW
        • Table DATAROBOT: PRODUCTS OFFERED
        • Table DATAROBOT: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table DATAROBOT: DEALS
      • CLOUDERA
        • Table CLOUDERA
        • Table CLOUDERA: PRODUCTS OFFERED
        • Table CLOUDERA: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table CLOUDERA: DEALS
      • AWS
        • Table AWS: BUSINESS OVERVIEW
        • Table AWS: PRODUCTS OFFERED
        • Table AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table AWS: DEALS
    • STARTUPS/SMES
      • DOMINO DATA LAB
      • VALOHAI
      • H2O.AI
      • MLFLOW
      • NEPTUNE.AI
      • COMET
      • SPARKCOGNITION
      • HOPSWORKS
      • DATATRON
      • WEIGHTS & BIASES
      • KATONIC.AI
      • MODZY
      • IGUAZIO
      • TELIOLABS
      • CLEARML
      • AKIRA.AI
      • BLAIZE
  • ADJACENT AND RELATED MARKETS
    • INTRODUCTION
    • ARTIFICIAL INTELLIGENCE MARKET - GLOBAL FORECAST TO 2027
      • MARKET DEFINITION
      • MARKET OVERVIEW
      • ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD BILLION)
      • ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION)
      • ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION)
      • ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2022-2027 (USD BILLION)
      • ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD BILLION)
      • ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD BILLION)
      • ARTIFICIAL INTELLIGENCE MARKET, BY REGION
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION)
    • AI GOVERNANCE MARKET - GLOBAL FORECAST TO 2026
      • MARKET DEFINITION
      • MARKET OVERVIEW
      • AI GOVERNANCE MARKET, BY COMPONENT
        • Table AI GOVERNANCE MARKET SIZE, BY COMPONENT, 2020-2026 (USD MILLION)
      • AI GOVERNANCE MARKET, BY DEPLOYMENT MODE
        • Table AI GOVERNANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020-2026 (USD MILLION)
      • AI GOVERNANCE MARKET, BY ORGANIZATION SIZE
        • Table AI GOVERNANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020-2026 (USD MILLION)
      • AI GOVERNANCE MARKET, BY VERTICAL
        • Table AI GOVERNANCE MARKET SIZE, BY VERTICAL, 2020-2026 (USD MILLION)
      • AI GOVERNANCE MARKET, BY REGION
        • Table AI GOVERNANCE MARKET SIZE, BY REGION, 2020-2026 (USD MILLION)
  • APPENDIX
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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