합성 데이터 생성 시장 규모, 점유율, 성장 분석 : 데이터 유형별, 모델링 유형별, 제공별, 용도별, 최종 용도별, 지역별 - 산업 예측(2025-2032년)

Synthetic Data Generation Market size was valued at USD 361.76 million in 2023 and is poised to grow from USD 497.06 million in 2024 to USD 6313.95 million by 2032, growing at a CAGR of 37.4% during the forecast period (2025-2032).

The global synthetic data generation market is experiencing significant growth, spurred by diverse industry applications, particularly in autonomous vehicles, healthcare, and finance. Rising concerns over security and compliance are driving organizations to leverage synthetic data, enabling the creation of essential datasets without compromising sensitive information. Advanced AI techniques allow for the generation of complex synthetic datasets that accurately mimic real-world behaviors. The emphasis on high-quality preparatory data enhances synthetic data's utility and fortifies the development of robust AI models. As organizations increasingly recognize the benefits of AI-driven synthetic data, the integration with cloud platforms offers flexibility and seamless workflow incorporation. This trend aligns with a broader industry shift toward cloud solutions, facilitating collaboration and interoperability in synthetic data usage across various sectors.

Top-down and bottom-up approaches were used to estimate and validate the size of the Synthetic Data Generation market and to estimate the size of various other dependent submarkets. The research methodology used to estimate the market size includes the following details: The key players in the market were identified through secondary research, and their market shares in the respective regions were determined through primary and secondary research. This entire procedure includes the study of the annual and financial reports of the top market players and extensive interviews for key insights from industry leaders such as CEOs, VPs, directors, and marketing executives. All percentage shares split, and breakdowns were determined using secondary sources and verified through Primary sources. All possible parameters that affect the markets covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data.

Synthetic Data Generation Market Segments Analysis

Global Synthetic Data Generation Market is segmented by Data Type, Modeling Type, Offering, Application, End Use and region. Based on Data Type, the market is segmented into Tabular Data, Text Data, Image & Video Data and Others. Based on Modeling Type, the market is segmented into Direct Modeling and Agent-Based Modeling. Based on Offering, the market is segmented into Software and Services. Based on Application, the market is segmented into AI Training, Predictive Analytics, Data Privacy, Fraud Detection, Autonomous Vehicles and Healthcare. Based on End Use, the market is segmented into BFSI (Banking, Financial Services, and Insurance), Healthcare, Automotive, Retail, IT & Telecom and Government. Based on region, the market is segmented into North America, Europe, Asia Pacific, Latin America and Middle East & Africa.

Driver of the Synthetic Data Generation Market

A key catalyst for the growth of the global synthetic data generation market is the escalating concern surrounding data privacy and protection. As regulations like the General Data Protection Regulation (GDPR) become more prevalent, organizations are increasingly turning to synthetic data to train their AI models. This approach allows them to safeguard individual and sensitive information while adhering to regulatory requirements. Moreover, it addresses privacy challenges by generating high-quality data that mimics real datasets, thus enabling companies to innovate and develop their technologies without the risk of violating data protection laws. Consequently, the demand for synthetic data solutions continues to rise.

Restraints in the Synthetic Data Generation Market

A key challenge in the Synthetic Data Generation market is maintaining the accuracy and quality of the produced data. Although it's feasible to generate synthetic datasets that mimic the original, discrepancies in data representation or inherent biases can adversely impact model training. Consequently, these synthetic datasets must undergo rigorous validation and testing processes to ensure their reliability, adding complexity to the generation process. This heightened scrutiny may lead to trust issues within the market, potentially acting as a barrier to broader adoption. Therefore, the need for comprehensive validation mechanisms is critical for fostering confidence in synthetic data technologies.

Market Trends of the Synthetic Data Generation Market

The Synthetic Data Generation market is witnessing a significant trend towards the increased adoption of AI-driven solutions, as organizations across various sectors, including healthcare, finance, and automotive, seek cost-effective and scalable ways to generate diverse datasets. By leveraging machine learning algorithms, companies can enhance the accuracy of their predictive models while minimizing the burden of traditional data generation methods. Additionally, synthetic data alleviates privacy concerns associated with utilizing real-world data, making it an attractive option for firms looking to innovate responsibly. This trend signifies a transformative shift in data management strategies, positioning synthetic data as an essential component of modern data-driven enterprises.

Table of Contents

Introduction

• Objectives of the Study
• Scope of the Report
• Definitions

Research Methodology

• Information Procurement
• Secondary & Primary Data Methods
• Market Size Estimation
• Market Assumptions & Limitations

Executive Summary

• Global Market Outlook
• Supply & Demand Trend Analysis
• Segmental Opportunity Analysis

Market Dynamics & Outlook

• Market Overview
• Market Size
• Market Dynamics
  • Drivers & Opportunities
  • Restraints & Challenges
• Porters Analysis
  • Competitive rivalry
  • Threat of substitute
  • Bargaining power of buyers
  • Threat of new entrants
  • Bargaining power of suppliers

Key Market Insights

• Key Success Factors
• Degree of Competition
• Top Investment Pockets
• Market Ecosystem
• Market Attractiveness Index, 2024
• PESTEL Analysis
• Macro-Economic Indicators
• Value Chain Analysis
• Pricing Analysis
• Case Studies
• Patent Analysis
• Technology Analysis

Global Synthetic Data Generation Market Size by Data Type & CAGR (2025-2032)

• Market Overview
• Tabular Data
• Text Data
• Image & Video Data
• Others

Global Synthetic Data Generation Market Size by Modeling Type & CAGR (2025-2032)

• Market Overview
• Direct Modeling
• Agent-Based Modeling

Global Synthetic Data Generation Market Size by Offering & CAGR (2025-2032)

• Market Overview
• Software
• Services

Global Synthetic Data Generation Market Size by Application & CAGR (2025-2032)

• Market Overview
• AI Training
• Predictive Analytics
• Data Privacy
• Fraud Detection
• Autonomous Vehicles
• Healthcare

Global Synthetic Data Generation Market Size by End Use & CAGR (2025-2032)

• Market Overview
• BFSI (Banking, Financial Services, and Insurance)
• Healthcare
• Automotive
• Retail
• IT & Telecom
• Government

Global Synthetic Data Generation Market Size & CAGR (2025-2032)

• North America (Data Type, Modeling Type, Offering, Application, End Use)
  • US
  • Canada
• Europe (Data Type, Modeling Type, Offering, Application, End Use)
  • Germany
  • Spain
  • France
  • UK
  • Italy
  • Rest of Europe
• Asia Pacific (Data Type, Modeling Type, Offering, Application, End Use)
  • China
  • India
  • Japan
  • South Korea
  • Rest of Asia-Pacific
• Latin America (Data Type, Modeling Type, Offering, Application, End Use)
  • Brazil
  • Rest of Latin America
• Middle East & Africa (Data Type, Modeling Type, Offering, Application, End Use)
  • GCC Countries
  • South Africa
  • Rest of Middle East & Africa

Competitive Intelligence

• Top 5 Player Comparison
• Market Positioning of Key Players, 2024
• Strategies Adopted by Key Market Players
• Recent Developments in the Market
• Company Market Share Analysis, 2024
• Company Profiles of All Key Players
  • Company Details
  • Product Portfolio Analysis
  • Company's Segmental Share Analysis
  • Revenue Y-O-Y Comparison (2022-2024)

Key Company Profiles

• NVIDIA Corporation (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• IBM Corporation (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Microsoft Corporation (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Google LLC (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Amazon Web Services (AWS) (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Synthetic Data, Inc. (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Hazy (UK)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Synthesis AI (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• TruEra (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Gretel.ai (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Zeta Alpha (Netherlands)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• DataGen (Israel)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Mostly AI (Austria)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Tonic.ai (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Aurora (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Mindtech Global (UK)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Parallel Domain (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• AI.Reverie (USA)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Anyverse (Spain)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Cognata (Israel)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments

Conclusion & Recommendations