시장보고서
상품코드
1762057

광고 부정 탐지 도구 시장 분석 및 예측(-2034년) : 유형, 제품, 서비스, 기술, 구성 요소, 용도, 배포, 최종 사용자, 솔루션

Ad Fraud Detection Tools Market Analysis and Forecast to 2034: Type, Product, Services, Technology, Component, Application, Deployment, End User, Solutions

발행일: | 리서치사: Global Insight Services | 페이지 정보: 영문 304 Pages | 배송안내 : 3-5일 (영업일 기준)

    
    
    



※ 본 상품은 영문 자료로 한글과 영문 목차에 불일치하는 내용이 있을 경우 영문을 우선합니다. 정확한 검토를 위해 영문 목차를 참고해주시기 바랍니다.

광고 부정 탐지 도구 시장은 2024년의 4억 1,070만 달러에서 2034년까지는 20억 4,040만 달러로 확대되어 약 17.5%의 연평균 복합 성장률(CAGR)을 나타낼 것으로 예측되고 있습니다. 계기 학습을 이용하여 이상을 검출하고 광고비의 효과적인 타겟팅과 금전적 손실의 최소화를 실현합니다.

업계 개요 :

세계 관세의 상승은 특히 일본과 한국과 같이 수입 기술에 대한 의존도가 높은 지역의 소프트웨어와 하드웨어 구성 요소의 비용을 상승시켜 광고 부정 탐지 도구 시장에 영향을 미치고 있습니다. 이러한 국가들은 이제 이러한 영향을 완화하기 위해 현지 사이버 보안 기술 개발에 우선순위를 두고 있습니다. 대만은 반도체 공급의 핵심 국가이지만 지역적 불안정으로 인해 공급망에 차질을 빚을 수 있는 위험에 직면해 있습니다. 2035년까지 시장 발전은 기술 발전과 국제 협력에 달려 있지만, 중동 분쟁은 세계 공급망의 혼란을 악화시키고 에너지 비용을 상승시키고 운영비에 영향을 미칠 수 있습니다.

시장 세분화
유형 소프트웨어, 서비스, 하이브리드
제품 클릭 부정 탐지, 노출 부정 탐지, 설치 부정 탐지, 제휴 부정 탐지
서비스 관리 서비스, 전문 서비스, 컨설팅, 지원 및 유지 보수
기술 머신러닝, 인공지능, 빅 데이터 분석, 블록 체인
구성 요소 솔루션, 서비스
용도 모바일 광고, 웹 광고, 동영상 광고, 소셜 미디어 광고
배포 클라우드, 온프레미스, 하이브리드
최종 사용자 전자상거래, 금융, 건강 관리, 자동차, 소매, 통신, 미디어 및 엔터테인먼트, 여행 및 접객
솔루션 부정 분석, 행동 분석, 예측 분석

시장 개요 :

광고 부정 탐지 도구 시장은 주로 디지털 광고 투자를 보호할 필요성이 높아짐에 따라 급속히 발전하고 있습니다. 알고리즘과 머신러닝 기능을 통해 이러한 도구는 실시간으로 부정 행위를 감지하고 완화하고 광고주의 이익을 보호할 수 있습니다. 이러한 도구는 사기꾼의 수법의 변화에 맞추어 학습하고 진화하는 능력을 갖추고 있기 때문에 지지를 모으고 있습니다. 고주가 모바일 플랫폼을 선호하는 경향이 강해짐에 따라 시장에 큰 영향을 미칠 것으로 보입니다.

충돌 개요 :

광고 부정 탐지 도구의 영역에서 시장은 소프트웨어 솔루션이 우위를 차지하며 서비스 모델의 존재도 눈에 띄고 있습니다. 이 상황은 고급 분석과 실시간 부정 방지 메커니즘에 대한 수요가 증가함에 따라 형성됩니다. 지역별로는 북미가 시장의 대부분을 차지하고 있으며, 첨단 기술 인프라와 디지털 광고 사기에 대한 의식이 높아지는 것이 이를 뒷받침하고 있습니다. 한편 아시아태평양에서는 급증하는 디지털 광고 활동과 사이버 보안 대책에 대한 투자 증가에 힘입어 도입이 급증하고 있습니다. 경쟁 구도로는 DoubleVerify, Integral Ad Science, Moat 등 주요 기업이 있으며 전략적 인수와 제휴를 통해 지속적으로 서비스를 강화하고 있습니다. 특히 유럽에서는 GDPR(EU 개인정보보호규정), 미국에서는 진화하는 개인정보보호법 등 규제의 영향으로 시장 진출기업의 운영 프레임워크와 규정 준수 요건이 형성되고 있습니다. 앞으로는 부정 탐지 능력을 강화하는 인공지능과 머신러닝 기술의 진보에 힘입어 시장은 강력한 성장을 이룰 자세입니다. 그러나 진화하는 사기의 수법과 지속적인 혁신의 필요성과 같은 과제는 여전히 남아 있습니다. 블록체인 기술의 통합과 업계 이해관계자간의 협력 강화는 향후 시장 확대를 위한 유망한 길을 보여줍니다.

주요 동향과 촉진요인 :

광고 부정 탐지 도구 시장은 디지털 광고량의 급증과 그에 따른 부정 행위 증가에 의해 강력한 성장을 이루고 있습니다. 규제의 압력과 데이터 보호법 준수의 필요성이 광고주에게 고도의 부정 검지 솔루션에 대한 투자를 촉구하고 있습니다. 광고주가 투자 수익률을 극대화하려고 시도하는 동안 투명성과 책임을 중시하고, 부정 탐지 기술의 채택이 더욱 가속화되고 있습니다. 디지털 광고가 급증하고 있는 지역에서는 시장이 성장기 익숙해지고 있습니다.견고한 분석 기능을 갖춘 확장성이 뛰어난 사용하기 쉬운 플랫폼을 제공하는 기업은 큰 시장 점유율을 획득하는 태세를 정돈하고 있습니다.

억제요인과 도전 :

광고 부정 탐지 도구 시장은 현재 몇 가지 심각한 억제요인과 문제에 직면하고 있습니다. 또한, 고급 탐지 도구를 구현하는 데 드는 높은 비용은 소규모 기업에게 장벽이 되어 시장 침투를 제한합니다. 뿐만 아니라 프라이버시 문제와 규제 준수 문제는 특히 데이터 보호법이 심한 지역에서는 특정 감지 기술의 배포를 제한할 수 있습니다. 복잡성은 기업이 운영 중단에 직면하거나 추가적인 기술적 전문성을 필요로 할 수 있기 때문에 채용을 방해할 수 있습니다.

목차

제1장 광고 부정 탐지 도구 시장 개요

  • 조사 목적
  • 광고 부정 탐지 도구 시장 정의와 조사 범위
  • 보고서의 제한 사항
  • 조사 대상 연도와 통화
  • 조사 방법

제2장 주요 요약

제3장 시장에 관한 중요 인사이트

제4장 광고 부정 탐지 도구 시장 전망

  • 광고 부정 탐지 도구 시장 세분화
  • 시장 역학
  • Porter's Five Forces 분석
  • PESTLE 분석
  • 밸류체인 분석
  • 4P 모델
  • ANSOFF 매트릭스

제5장 광고 부정 탐지 도구 시장 전략

  • 상위 시장 분석
  • 수급 분석
  • 소비자의 구매 의욕
  • 사례 연구 분석
  • 가격 분석
  • 규제 상황
  • 공급망 분석
  • 경쟁 제품 분석
  • 최근 동향

제6장 광고 부정 탐지 도구 시장 규모

  • 광고 부정 탐지 도구 시장 규모 : 금액별
  • 광고 부정 탐지 도구 시장 규모 : 수량별

제7장 광고 부정 탐지 도구 시장 : 유형별

  • 시장 개요
  • 소프트웨어
  • 서비스
  • 하이브리드
  • 기타

제8장 광고 부정 탐지 도구 시장 : 제품별

  • 시장 개요
  • 클릭 부정 탐지
  • 노출 불법 감지
  • 설치 부정 탐지
  • 제휴 부정 탐지
  • 기타

제9장 광고 부정 탐지 도구 시장 : 서비스별

  • 시장 개요
  • 매니지드 서비스
  • 전문 서비스
  • 컨설팅
  • 지원 및 유지 보수
  • 기타

제10장 광고 부정 탐지 도구 시장 : 기술별

  • 시장 개요
  • 머신러닝
  • 인공지능
  • 빅데이터 분석
  • 블록체인
  • 기타

제11장 광고 부정 탐지 툴 시장 : 구성 요소별

  • 시장 개요
  • 솔루션
  • 서비스
  • 기타

제12장 광고 부정 탐지 도구 시장 : 용도별

  • 시장 개요
  • 모바일 광고
  • 웹 광고
  • 동영상 광고
  • 소셜 미디어 광고
  • 기타

제13장 광고 부정 탐지 도구 시장 : 배포별

  • 시장 개요
  • 클라우드
  • 온프레미스
  • 하이브리드
  • 기타

제14장 광고 부정 탐지 도구 시장 : 최종 사용자별

  • 시장 개요
  • 전자상거래
  • 금융
  • 헬스케어
  • 자동차
  • 소매
  • 통신
  • 미디어 및 엔터테인먼트
  • 여행 및 접객
  • 기타

제15장 광고 부정 탐지 도구 시장 : 솔루션별

  • 시장 개요
  • 부정 분석
  • 행동분석
  • 예측 분석
  • 기타

제16장 광고 부정 탐지 도구 시장 : 지역별

  • 개요
  • 북미
    • 미국
    • 캐나다
  • 유럽
    • 영국
    • 독일
    • 프랑스
    • 스페인
    • 이탈리아
    • 네덜란드
    • 스웨덴
    • 스위스
    • 덴마크
    • 핀란드
    • 러시아
    • 기타 유럽
  • 아시아태평양
    • 중국
    • 인도
    • 일본
    • 한국
    • 호주
    • 싱가포르
    • 인도네시아
    • 대만
    • 말레이시아
    • 기타 아시아태평양
  • 라틴아메리카
    • 브라질
    • 멕시코
    • 아르헨티나
    • 기타 라틴아메리카
  • 중동 및 아프리카
    • 사우디아라비아
    • 아랍에미리트(UAE)
    • 남아프리카
    • 기타 중동 및 아프리카

제17장 경쟁 구도

  • 개요
  • 시장 점유율 분석
  • 주요 기업의 포지셔닝
  • 경쟁 리더십 매핑
  • 벤더 벤치마킹
  • 개발 전략의 벤치마킹

제18장 기업 프로파일

  • White Ops
  • Adjust
  • Fraudlogix
  • Forensiq
  • Integral Ad Science
  • DoubleVerify
  • Zvelo
  • Moat
  • Pixalate
  • Anura
  • Spider.io
  • Mediatrust
  • Scalarr
  • TrafficGuard
  • mFilterIt
  • FraudScore
  • Machine Advertising
  • ClarityAd
  • Adloox
  • Adverif.ai
KTH 25.07.11

Ad Fraud Detection Tools Market is anticipated to expand from $410.7 million in 2024 to $2,040.4 million by 2034, growing at a CAGR of approximately 17.5%. Ad Fraud Detection Tools Market encompasses solutions designed to identify and mitigate fraudulent activities in digital advertising. These tools utilize advanced algorithms and machine learning to detect anomalies, ensuring ad spend is effectively targeted and minimizing financial losses. As digital advertising grows, the demand for robust fraud detection mechanisms increases, driven by the need for transparency and ROI optimization. This market is characterized by rapid technological advancements and a heightened focus on real-time analytics and integration with broader ad tech ecosystems.

Industry Overview:

Global tariffs are influencing the Ad Fraud Detection Tools Market by increasing costs for software and hardware components, particularly in regions like Japan and South Korea, where reliance on imported technology is significant. These nations are now prioritizing the development of local cybersecurity technologies to mitigate such impacts. China is accelerating its investment in domestic cybersecurity solutions, driven by export restrictions and geopolitical tensions. Taiwan, while a key player in semiconductor supply, faces risks from regional instability, which could disrupt supply chains. The parent market of digital advertising continues to grow, driven by increasing online activity, yet it is challenged by evolving fraud tactics. By 2035, market evolution will hinge on technological advancements and international cooperation, while Middle East conflicts may exacerbate global supply chain disruptions and elevate energy costs, influencing operational expenses.

Market Segmentation
TypeSoftware, Service, Hybrid
ProductClick Fraud Detection, Impression Fraud Detection, Install Fraud Detection, Affiliate Fraud Detection
ServicesManaged Services, Professional Services, Consulting, Support and Maintenance
TechnologyMachine Learning, Artificial Intelligence, Big Data Analytics, Blockchain
ComponentSolutions, Services
ApplicationMobile Advertising, Web Advertising, Video Advertising, Social Media Advertising
DeploymentCloud, On-Premise, Hybrid
End UserE-commerce, Finance, Healthcare, Automotive, Retail, Telecommunications, Media and Entertainment, Travel and Hospitality
SolutionsFraud Analytics, Behavioral Analysis, Predictive Analysis

Market Overview:

The Ad Fraud Detection Tools Market is evolving rapidly, primarily driven by the increasing need to safeguard digital advertising investments. The software segment is the leading market segment, attributed to its technological superiority and the growing demand for comprehensive fraud prevention solutions. Advanced algorithms and machine learning capabilities enable these tools to detect and mitigate fraudulent activities in real-time, thereby protecting advertisers' interests. Emerging sub-segments include AI-powered detection tools, which offer enhanced precision and adaptability in identifying sophisticated fraud patterns. These tools are gaining traction due to their ability to learn and evolve with the changing tactics of fraudsters. Another promising sub-segment is mobile ad fraud detection, reflecting the shift towards mobile advertising. This sub-segment is poised to impact the market significantly, as advertisers increasingly prioritize mobile platforms. The integration of blockchain technology in ad verification processes is also gaining attention, promising greater transparency and trust in digital advertising.

Geographical Overview:

The ad fraud detection tools market is witnessing varied growth across different regions, each with unique characteristics. North America is at the forefront, driven by a high incidence of digital advertising and advanced technological capabilities. The region's sophisticated digital infrastructure supports the widespread adoption of ad fraud detection solutions. Europe follows, with a strong focus on regulatory frameworks and data protection, encouraging the deployment of robust fraud detection mechanisms. The region's commitment to transparency in digital advertising further propels market growth. In the Asia Pacific, the market is expanding rapidly due to the proliferation of digital platforms and increasing online advertising spend. Countries like China and India are leading this growth, investing heavily in technology to combat ad fraud. The region's dynamic digital landscape necessitates advanced fraud detection tools to maintain advertising integrity. Meanwhile, Latin America is emerging as a promising market, with growing digitalization and awareness of ad fraud issues driving demand for detection solutions. The Middle East & Africa are also recognizing the importance of safeguarding digital advertising investments. These regions are beginning to adopt ad fraud detection tools to enhance their burgeoning digital ecosystems. As digital advertising continues to grow, the need for effective fraud detection solutions becomes increasingly critical. This presents significant opportunities for market players to expand their presence and offer tailored solutions to meet regional demands.

Competition Overview:

In the realm of ad fraud detection tools, the market is predominantly characterized by the dominance of software solutions, with a notable presence of service-based models. This landscape is shaped by the escalating demand for sophisticated analytics and real-time fraud prevention mechanisms. Geographically, North America commands a significant portion of the market, propelled by advanced technological infrastructure and heightened awareness of digital ad fraud. Meanwhile, the Asia-Pacific region is witnessing a surge in adoption, fueled by burgeoning digital advertising activities and increased investment in cybersecurity measures. The competitive landscape is marked by the presence of key players such as DoubleVerify, Integral Ad Science, and Moat, who are continually enhancing their offerings through strategic acquisitions and partnerships. Regulatory influences, particularly in Europe with the GDPR and in the US with evolving privacy laws, are shaping the operational frameworks and compliance requirements for market participants. Looking ahead, the market is poised for robust growth, driven by advancements in artificial intelligence and machine learning technologies that enhance fraud detection capabilities. However, challenges such as evolving fraud tactics and the need for continuous innovation remain. The integration of blockchain technology and enhanced collaboration among industry stakeholders present promising avenues for future market expansion.

Recent Developments:

In recent months, the Ad Fraud Detection Tools Market has witnessed pivotal developments. First, DoubleVerify acquired Scibids, a leading AI-powered advertising technology company, to enhance its fraud detection capabilities and offer more robust solutions to clients. Second, Integral Ad Science announced a strategic partnership with MediaMath to integrate advanced fraud detection technologies into MediaMath's programmatic advertising platform, aiming to improve transparency and trust in digital advertising. Third, White Ops rebranded to HUMAN, reflecting its mission to safeguard human connections on the internet, while also unveiling a new suite of tools designed to combat evolving ad fraud tactics. Fourth, Oracle's Moat introduced an innovative product update that leverages machine learning to provide real-time insights into ad fraud, thereby helping advertisers optimize their media spend. Finally, the Interactive Advertising Bureau (IAB) released new guidelines for ad fraud detection, emphasizing the need for industry-wide collaboration to effectively tackle this persistent issue. These developments underscore the industry's commitment to enhancing the integrity and efficacy of digital advertising.

Key Companies:

White Ops, Adjust, Fraudlogix, Forensiq, Integral Ad Science, Double Verify, Zvelo, Moat, Pixalate, Anura, Spider.io, Mediatrust, Scalarr, Traffic Guard, m Filter It, Fraud Score, Machine Advertising, Clarity Ad, Adloox, Adverif.ai

Key Trends and Drivers:

The Ad Fraud Detection Tools Market is experiencing robust growth fueled by the escalating volume of digital advertising and the consequent rise in fraudulent activities. Key trends include the integration of artificial intelligence and machine learning technologies, which enhance the accuracy and efficiency of fraud detection processes. The increasing prevalence of programmatic advertising is also driving demand, as it requires sophisticated tools to identify and mitigate fraudulent impressions and clicks. Moreover, regulatory pressures and the need for compliance with data protection laws are encouraging advertisers to invest in advanced fraud detection solutions. The shift towards mobile and video advertising is another significant driver, necessitating specialized tools to address unique fraud challenges in these formats. As advertisers seek to maximize return on investment, the emphasis on transparency and accountability is intensifying, further propelling the adoption of fraud detection technologies. Opportunities are emerging as companies innovate to offer comprehensive, real-time solutions that cater to diverse advertising channels. The market is ripe for growth, particularly in regions where digital advertising is expanding rapidly. Firms that provide scalable, user-friendly platforms with robust analytics capabilities are poised to capture significant market share. As digital landscapes evolve, the demand for sophisticated ad fraud detection tools is set to continue its upward trajectory.

Restraints and Challenges:

The Ad Fraud Detection Tools Market is currently facing several significant restraints and challenges. A primary challenge is the rapid evolution of fraudulent tactics, which consistently outpace detection technologies, necessitating constant updates and investments. Additionally, the high cost of implementing advanced detection tools poses a barrier for smaller enterprises, limiting market penetration. There is also a notable lack of standardized metrics and benchmarks, complicating the evaluation of tool effectiveness and hindering trust among potential users. Furthermore, privacy concerns and regulatory compliance issues can restrict the deployment of certain detection methodologies, particularly in regions with stringent data protection laws. Lastly, the complexity of integrating these tools with existing systems can deter adoption, as businesses may face operational disruptions or require additional technical expertise. These factors collectively impede the expansion and efficiency of the Ad Fraud Detection Tools Market.

Research Scope:

  • Estimates and forecasts the overall market size across type, application, and region.
  • Provides detailed information and key takeaways on qualitative and quantitative trends, dynamics, business framework, competitive landscape, and company profiling.
  • Identifies factors influencing market growth and challenges, opportunities, drivers, and restraints.
  • Identifies factors that could limit company participation in international markets to help calibrate market share expectations and growth rates.
  • Evaluates key development strategies like acquisitions, product launches, mergers, collaborations, business expansions, agreements, partnerships, and R&D activities.
  • Analyzes smaller market segments strategically, focusing on their potential, growth patterns, and impact on the overall market.
  • Outlines the competitive landscape, assessing business and corporate strategies to monitor and dissect competitive advancements.

Our research scope provides comprehensive market data, insights, and analysis across a variety of critical areas. We cover Local Market Analysis, assessing consumer demographics, purchasing behaviors, and market size within specific regions to identify growth opportunities. Our Local Competition Review offers a detailed evaluation of competitors, including their strengths, weaknesses, and market positioning. We also conduct Local Regulatory Reviews to ensure businesses comply with relevant laws and regulations. Industry Analysis provides an in-depth look at market dynamics, key players, and trends. Additionally, we offer Cross-Segmental Analysis to identify synergies between different market segments, as well as Production-Consumption and Demand-Supply Analysis to optimize supply chain efficiency. Our Import-Export Analysis helps businesses navigate global trade environments by evaluating trade flows and policies. These insights empower clients to make informed strategic decisions, mitigate risks, and capitalize on market opportunities.

TABLE OF CONTENTS

1: Ad Fraud Detection Tools Market Overview

  • 1.1 Objectives of the Study
  • 1.2 Ad Fraud Detection Tools Market Definition and Scope of the Report
  • 1.3 Report Limitations
  • 1.4 Years & Currency Considered in the Study
  • 1.5 Research Methodologies
    • 1.5.1 Secondary Research
    • 1.5.2 Primary Research
    • 1.5.3 Market Size Estimation: Top-Down Approach
    • 1.5.4 Market Size Estimation: Bottom-Up Approach
    • 1.5.5 Data Triangulation and Validation

2: Executive Summary

  • 2.1 Summary
  • 2.2 Key Opinion Leaders
  • 2.3 Key Highlights of the Market, by Type
  • 2.4 Key Highlights of the Market, by Product
  • 2.5 Key Highlights of the Market, by Services
  • 2.6 Key Highlights of the Market, by Technology
  • 2.7 Key Highlights of the Market, by Component
  • 2.8 Key Highlights of the Market, by Application
  • 2.9 Key Highlights of the Market, by Deployment
  • 2.10 Key Highlights of the Market, by End User
  • 2.11 Key Highlights of the Market, by Solutions
  • 2.12 Key Highlights of the Market, by North America
  • 2.13 Key Highlights of the Market, by Europe
  • 2.14 Key Highlights of the Market, by Asia-Pacific
  • 2.15 Key Highlights of the Market, by Latin America
  • 2.16 Key Highlights of the Market, by Middle East
  • 2.17 Key Highlights of the Market, by Africa

3: Premium Insights on the Market

  • 3.1 Market Attractiveness Analysis, by Region
  • 3.2 Market Attractiveness Analysis, by Type
  • 3.3 Market Attractiveness Analysis, by Product
  • 3.4 Market Attractiveness Analysis, by Services
  • 3.5 Market Attractiveness Analysis, by Technology
  • 3.6 Market Attractiveness Analysis, by Component
  • 3.7 Market Attractiveness Analysis, by Application
  • 3.8 Market Attractiveness Analysis, by Deployment
  • 3.9 Market Attractiveness Analysis, by End User
  • 3.10 Market Attractiveness Analysis, by Solutions
  • 3.11 Market Attractiveness Analysis, by North America
  • 3.12 Market Attractiveness Analysis, by Europe
  • 3.13 Market Attractiveness Analysis, by Asia-Pacific
  • 3.14 Market Attractiveness Analysis, by Latin America
  • 3.15 Market Attractiveness Analysis, by Middle East
  • 3.16 Market Attractiveness Analysis, by Africa

4: Ad Fraud Detection Tools Market Outlook

  • 4.1 Ad Fraud Detection Tools Market Segmentation
  • 4.2 Market Dynamics
    • 4.2.1 Market Drivers
    • 4.2.2 Market Trends
    • 4.2.3 Market Restraints
    • 4.2.4 Market Opportunities
  • 4.3 Porters Five Forces Analysis
    • 4.3.1 Threat of New Entrants
    • 4.3.2 Threat of Substitutes
    • 4.3.3 Bargaining Power of Buyers
    • 4.3.4 Bargaining Power of Supplier
    • 4.3.5 Competitive Rivalry
  • 4.4 PESTLE Analysis
  • 4.5 Value Chain Analysis
  • 4.6 4Ps Model
  • 4.7 ANSOFF Matrix

5: Ad Fraud Detection Tools Market Strategy

  • 5.1 Parent Market Analysis
  • 5.2 Supply-Demand Analysis
  • 5.3 Consumer Buying Interest
  • 5.4 Case Study Analysis
  • 5.5 Pricing Analysis
  • 5.6 Regulatory Landscape
  • 5.7 Supply Chain Analysis
  • 5.8 Competition Product Analysis
  • 5.9 Recent Developments

6: Ad Fraud Detection Tools Market Size

  • 6.1 Ad Fraud Detection Tools Market Size, by Value
  • 6.2 Ad Fraud Detection Tools Market Size, by Volume

7: Ad Fraud Detection Tools Market, by Type

  • 7.1 Market Overview
  • 7.2 Software
    • 7.2.1 Key Market Trends & Opportunity Analysis
    • 7.2.2 Market Size and Forecast, by Region
  • 7.3 Service
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Hybrid
    • 7.4.1 Key Market Trends & Opportunity Analysis
    • 7.4.2 Market Size and Forecast, by Region
  • 7.5 Others
    • 7.5.1 Key Market Trends & Opportunity Analysis
    • 7.5.2 Market Size and Forecast, by Region

8: Ad Fraud Detection Tools Market, by Product

  • 8.1 Market Overview
  • 8.2 Click Fraud Detection
    • 8.2.1 Key Market Trends & Opportunity Analysis
    • 8.2.2 Market Size and Forecast, by Region
  • 8.3 Impression Fraud Detection
    • 8.3.1 Key Market Trends & Opportunity Analysis
    • 8.3.2 Market Size and Forecast, by Region
  • 8.4 Install Fraud Detection
    • 8.4.1 Key Market Trends & Opportunity Analysis
    • 8.4.2 Market Size and Forecast, by Region
  • 8.5 Affiliate Fraud Detection
    • 8.5.1 Key Market Trends & Opportunity Analysis
    • 8.5.2 Market Size and Forecast, by Region
  • 8.6 Others
    • 8.6.1 Key Market Trends & Opportunity Analysis
    • 8.6.2 Market Size and Forecast, by Region

9: Ad Fraud Detection Tools Market, by Services

  • 9.1 Market Overview
  • 9.2 Managed Services
    • 9.2.1 Key Market Trends & Opportunity Analysis
    • 9.2.2 Market Size and Forecast, by Region
  • 9.3 Professional Services
    • 9.3.1 Key Market Trends & Opportunity Analysis
    • 9.3.2 Market Size and Forecast, by Region
  • 9.4 Consulting
    • 9.4.1 Key Market Trends & Opportunity Analysis
    • 9.4.2 Market Size and Forecast, by Region
  • 9.5 Support and Maintenance
    • 9.5.1 Key Market Trends & Opportunity Analysis
    • 9.5.2 Market Size and Forecast, by Region
  • 9.6 Others
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region

10: Ad Fraud Detection Tools Market, by Technology

  • 10.1 Market Overview
  • 10.2 Machine Learning
    • 10.2.1 Key Market Trends & Opportunity Analysis
    • 10.2.2 Market Size and Forecast, by Region
  • 10.3 Artificial Intelligence
    • 10.3.1 Key Market Trends & Opportunity Analysis
    • 10.3.2 Market Size and Forecast, by Region
  • 10.4 Big Data Analytics
    • 10.4.1 Key Market Trends & Opportunity Analysis
    • 10.4.2 Market Size and Forecast, by Region
  • 10.5 Blockchain
    • 10.5.1 Key Market Trends & Opportunity Analysis
    • 10.5.2 Market Size and Forecast, by Region
  • 10.6 Others
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region

11: Ad Fraud Detection Tools Market, by Component

  • 11.1 Market Overview
  • 11.2 Solutions
    • 11.2.1 Key Market Trends & Opportunity Analysis
    • 11.2.2 Market Size and Forecast, by Region
  • 11.3 Services
    • 11.3.1 Key Market Trends & Opportunity Analysis
    • 11.3.2 Market Size and Forecast, by Region
  • 11.4 Others
    • 11.4.1 Key Market Trends & Opportunity Analysis
    • 11.4.2 Market Size and Forecast, by Region

12: Ad Fraud Detection Tools Market, by Application

  • 12.1 Market Overview
  • 12.2 Mobile Advertising
    • 12.2.1 Key Market Trends & Opportunity Analysis
    • 12.2.2 Market Size and Forecast, by Region
  • 12.3 Web Advertising
    • 12.3.1 Key Market Trends & Opportunity Analysis
    • 12.3.2 Market Size and Forecast, by Region
  • 12.4 Video Advertising
    • 12.4.1 Key Market Trends & Opportunity Analysis
    • 12.4.2 Market Size and Forecast, by Region
  • 12.5 Social Media Advertising
    • 12.5.1 Key Market Trends & Opportunity Analysis
    • 12.5.2 Market Size and Forecast, by Region
  • 12.6 Others
    • 12.6.1 Key Market Trends & Opportunity Analysis
    • 12.6.2 Market Size and Forecast, by Region

13: Ad Fraud Detection Tools Market, by Deployment

  • 13.1 Market Overview
  • 13.2 Cloud
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 On-Premise
    • 13.3.1 Key Market Trends & Opportunity Analysis
    • 13.3.2 Market Size and Forecast, by Region
  • 13.4 Hybrid
    • 13.4.1 Key Market Trends & Opportunity Analysis
    • 13.4.2 Market Size and Forecast, by Region
  • 13.5 Others
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region

14: Ad Fraud Detection Tools Market, by End User

  • 14.1 Market Overview
  • 14.2 E-commerce
    • 14.2.1 Key Market Trends & Opportunity Analysis
    • 14.2.2 Market Size and Forecast, by Region
  • 14.3 Finance
    • 14.3.1 Key Market Trends & Opportunity Analysis
    • 14.3.2 Market Size and Forecast, by Region
  • 14.4 Healthcare
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Automotive
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region
  • 14.6 Retail
    • 14.6.1 Key Market Trends & Opportunity Analysis
    • 14.6.2 Market Size and Forecast, by Region
  • 14.7 Telecommunications
    • 14.7.1 Key Market Trends & Opportunity Analysis
    • 14.7.2 Market Size and Forecast, by Region
  • 14.8 Media and Entertainment
    • 14.8.1 Key Market Trends & Opportunity Analysis
    • 14.8.2 Market Size and Forecast, by Region
  • 14.9 Travel and Hospitality
    • 14.9.1 Key Market Trends & Opportunity Analysis
    • 14.9.2 Market Size and Forecast, by Region
  • 14.10 Others
    • 14.10.1 Key Market Trends & Opportunity Analysis
    • 14.10.2 Market Size and Forecast, by Region

15: Ad Fraud Detection Tools Market, by Solutions

  • 15.1 Market Overview
  • 15.2 Fraud Analytics
    • 15.2.1 Key Market Trends & Opportunity Analysis
    • 15.2.2 Market Size and Forecast, by Region
  • 15.3 Behavioral Analysis
    • 15.3.1 Key Market Trends & Opportunity Analysis
    • 15.3.2 Market Size and Forecast, by Region
  • 15.4 Predictive Analysis
    • 15.4.1 Key Market Trends & Opportunity Analysis
    • 15.4.2 Market Size and Forecast, by Region
  • 15.5 Others
    • 15.5.1 Key Market Trends & Opportunity Analysis
    • 15.5.2 Market Size and Forecast, by Region

16: Ad Fraud Detection Tools Market, by Region

  • 16.1 Overview
  • 16.2 North America
    • 16.2.1 Key Market Trends and Opportunities
    • 16.2.2 North America Market Size and Forecast, by Type
    • 16.2.3 North America Market Size and Forecast, by Product
    • 16.2.4 North America Market Size and Forecast, by Services
    • 16.2.5 North America Market Size and Forecast, by Technology
    • 16.2.6 North America Market Size and Forecast, by Component
    • 16.2.7 North America Market Size and Forecast, by Application
    • 16.2.8 North America Market Size and Forecast, by Deployment
    • 16.2.9 North America Market Size and Forecast, by End User
    • 16.2.10 North America Market Size and Forecast, by Solutions
    • 16.2.11 North America Market Size and Forecast, by Country
    • 16.2.12 United States
      • 16.2.9.1 United States Market Size and Forecast, by Type
      • 16.2.9.2 United States Market Size and Forecast, by Product
      • 16.2.9.3 United States Market Size and Forecast, by Services
      • 16.2.9.4 United States Market Size and Forecast, by Technology
      • 16.2.9.5 United States Market Size and Forecast, by Component
      • 16.2.9.6 United States Market Size and Forecast, by Application
      • 16.2.9.7 United States Market Size and Forecast, by Deployment
      • 16.2.9.8 United States Market Size and Forecast, by End User
      • 16.2.9.9 United States Market Size and Forecast, by Solutions
      • 16.2.9.10 Local Competition Analysis
      • 16.2.9.11 Local Market Analysis
    • 16.2.1 Canada
      • 16.2.10.1 Canada Market Size and Forecast, by Type
      • 16.2.10.2 Canada Market Size and Forecast, by Product
      • 16.2.10.3 Canada Market Size and Forecast, by Services
      • 16.2.10.4 Canada Market Size and Forecast, by Technology
      • 16.2.10.5 Canada Market Size and Forecast, by Component
      • 16.2.10.6 Canada Market Size and Forecast, by Application
      • 16.2.10.7 Canada Market Size and Forecast, by Deployment
      • 16.2.10.8 Canada Market Size and Forecast, by End User
      • 16.2.10.9 Canada Market Size and Forecast, by Solutions
      • 16.2.10.10 Local Competition Analysis
      • 16.2.10.11 Local Market Analysis
  • 16.1 Europe
    • 16.3.1 Key Market Trends and Opportunities
    • 16.3.2 Europe Market Size and Forecast, by Type
    • 16.3.3 Europe Market Size and Forecast, by Product
    • 16.3.4 Europe Market Size and Forecast, by Services
    • 16.3.5 Europe Market Size and Forecast, by Technology
    • 16.3.6 Europe Market Size and Forecast, by Component
    • 16.3.7 Europe Market Size and Forecast, by Application
    • 16.3.8 Europe Market Size and Forecast, by Deployment
    • 16.3.9 Europe Market Size and Forecast, by End User
    • 16.3.10 Europe Market Size and Forecast, by Solutions
    • 16.3.11 Europe Market Size and Forecast, by Country
    • 16.3.12 United Kingdom
      • 16.3.9.1 United Kingdom Market Size and Forecast, by Type
      • 16.3.9.2 United Kingdom Market Size and Forecast, by Product
      • 16.3.9.3 United Kingdom Market Size and Forecast, by Services
      • 16.3.9.4 United Kingdom Market Size and Forecast, by Technology
      • 16.3.9.5 United Kingdom Market Size and Forecast, by Component
      • 16.3.9.6 United Kingdom Market Size and Forecast, by Application
      • 16.3.9.7 United Kingdom Market Size and Forecast, by Deployment
      • 16.3.9.8 United Kingdom Market Size and Forecast, by End User
      • 16.3.9.9 United Kingdom Market Size and Forecast, by Solutions
      • 16.3.9.10 Local Competition Analysis
      • 16.3.9.11 Local Market Analysis
    • 16.3.1 Germany
      • 16.3.10.1 Germany Market Size and Forecast, by Type
      • 16.3.10.2 Germany Market Size and Forecast, by Product
      • 16.3.10.3 Germany Market Size and Forecast, by Services
      • 16.3.10.4 Germany Market Size and Forecast, by Technology
      • 16.3.10.5 Germany Market Size and Forecast, by Component
      • 16.3.10.6 Germany Market Size and Forecast, by Application
      • 16.3.10.7 Germany Market Size and Forecast, by Deployment
      • 16.3.10.8 Germany Market Size and Forecast, by End User
      • 16.3.10.9 Germany Market Size and Forecast, by Solutions
      • 16.3.10.10 Local Competition Analysis
      • 16.3.10.11 Local Market Analysis
    • 16.3.1 France
      • 16.3.11.1 France Market Size and Forecast, by Type
      • 16.3.11.2 France Market Size and Forecast, by Product
      • 16.3.11.3 France Market Size and Forecast, by Services
      • 16.3.11.4 France Market Size and Forecast, by Technology
      • 16.3.11.5 France Market Size and Forecast, by Component
      • 16.3.11.6 France Market Size and Forecast, by Application
      • 16.3.11.7 France Market Size and Forecast, by Deployment
      • 16.3.11.8 France Market Size and Forecast, by End User
      • 16.3.11.9 France Market Size and Forecast, by Solutions
      • 16.3.11.10 Local Competition Analysis
      • 16.3.11.11 Local Market Analysis
    • 16.3.1 Spain
      • 16.3.12.1 Spain Market Size and Forecast, by Type
      • 16.3.12.2 Spain Market Size and Forecast, by Product
      • 16.3.12.3 Spain Market Size and Forecast, by Services
      • 16.3.12.4 Spain Market Size and Forecast, by Technology
      • 16.3.12.5 Spain Market Size and Forecast, by Component
      • 16.3.12.6 Spain Market Size and Forecast, by Application
      • 16.3.12.7 Spain Market Size and Forecast, by Deployment
      • 16.3.12.8 Spain Market Size and Forecast, by End User
      • 16.3.12.9 Spain Market Size and Forecast, by Solutions
      • 16.3.12.10 Local Competition Analysis
      • 16.3.12.11 Local Market Analysis
    • 16.3.1 Italy
      • 16.3.13.1 Italy Market Size and Forecast, by Type
      • 16.3.13.2 Italy Market Size and Forecast, by Product
      • 16.3.13.3 Italy Market Size and Forecast, by Services
      • 16.3.13.4 Italy Market Size and Forecast, by Technology
      • 16.3.13.5 Italy Market Size and Forecast, by Component
      • 16.3.13.6 Italy Market Size and Forecast, by Application
      • 16.3.13.7 Italy Market Size and Forecast, by Deployment
      • 16.3.13.8 Italy Market Size and Forecast, by End User
      • 16.3.13.9 Italy Market Size and Forecast, by Solutions
      • 16.3.13.10 Local Competition Analysis
      • 16.3.13.11 Local Market Analysis
    • 16.3.1 Netherlands
      • 16.3.14.1 Netherlands Market Size and Forecast, by Type
      • 16.3.14.2 Netherlands Market Size and Forecast, by Product
      • 16.3.14.3 Netherlands Market Size and Forecast, by Services
      • 16.3.14.4 Netherlands Market Size and Forecast, by Technology
      • 16.3.14.5 Netherlands Market Size and Forecast, by Component
      • 16.3.14.6 Netherlands Market Size and Forecast, by Application
      • 16.3.14.7 Netherlands Market Size and Forecast, by Deployment
      • 16.3.14.8 Netherlands Market Size and Forecast, by End User
      • 16.3.14.9 Netherlands Market Size and Forecast, by Solutions
      • 16.3.14.10 Local Competition Analysis
      • 16.3.14.11 Local Market Analysis
    • 16.3.1 Sweden
      • 16.3.15.1 Sweden Market Size and Forecast, by Type
      • 16.3.15.2 Sweden Market Size and Forecast, by Product
      • 16.3.15.3 Sweden Market Size and Forecast, by Services
      • 16.3.15.4 Sweden Market Size and Forecast, by Technology
      • 16.3.15.5 Sweden Market Size and Forecast, by Component
      • 16.3.15.6 Sweden Market Size and Forecast, by Application
      • 16.3.15.7 Sweden Market Size and Forecast, by Deployment
      • 16.3.15.8 Sweden Market Size and Forecast, by End User
      • 16.3.15.9 Sweden Market Size and Forecast, by Solutions
      • 16.3.15.10 Local Competition Analysis
      • 16.3.15.11 Local Market Analysis
    • 16.3.1 Switzerland
      • 16.3.16.1 Switzerland Market Size and Forecast, by Type
      • 16.3.16.2 Switzerland Market Size and Forecast, by Product
      • 16.3.16.3 Switzerland Market Size and Forecast, by Services
      • 16.3.16.4 Switzerland Market Size and Forecast, by Technology
      • 16.3.16.5 Switzerland Market Size and Forecast, by Component
      • 16.3.16.6 Switzerland Market Size and Forecast, by Application
      • 16.3.16.7 Switzerland Market Size and Forecast, by Deployment
      • 16.3.16.8 Switzerland Market Size and Forecast, by End User
      • 16.3.16.9 Switzerland Market Size and Forecast, by Solutions
      • 16.3.16.10 Local Competition Analysis
      • 16.3.16.11 Local Market Analysis
    • 16.3.1 Denmark
      • 16.3.17.1 Denmark Market Size and Forecast, by Type
      • 16.3.17.2 Denmark Market Size and Forecast, by Product
      • 16.3.17.3 Denmark Market Size and Forecast, by Services
      • 16.3.17.4 Denmark Market Size and Forecast, by Technology
      • 16.3.17.5 Denmark Market Size and Forecast, by Component
      • 16.3.17.6 Denmark Market Size and Forecast, by Application
      • 16.3.17.7 Denmark Market Size and Forecast, by Deployment
      • 16.3.17.8 Denmark Market Size and Forecast, by End User
      • 16.3.17.9 Denmark Market Size and Forecast, by Solutions
      • 16.3.17.10 Local Competition Analysis
      • 16.3.17.11 Local Market Analysis
    • 16.3.1 Finland
      • 16.3.18.1 Finland Market Size and Forecast, by Type
      • 16.3.18.2 Finland Market Size and Forecast, by Product
      • 16.3.18.3 Finland Market Size and Forecast, by Services
      • 16.3.18.4 Finland Market Size and Forecast, by Technology
      • 16.3.18.5 Finland Market Size and Forecast, by Component
      • 16.3.18.6 Finland Market Size and Forecast, by Application
      • 16.3.18.7 Finland Market Size and Forecast, by Deployment
      • 16.3.18.8 Finland Market Size and Forecast, by End User
      • 16.3.18.9 Finland Market Size and Forecast, by Solutions
      • 16.3.18.10 Local Competition Analysis
      • 16.3.18.11 Local Market Analysis
    • 16.3.1 Russia
      • 16.3.19.1 Russia Market Size and Forecast, by Type
      • 16.3.19.2 Russia Market Size and Forecast, by Product
      • 16.3.19.3 Russia Market Size and Forecast, by Services
      • 16.3.19.4 Russia Market Size and Forecast, by Technology
      • 16.3.19.5 Russia Market Size and Forecast, by Component
      • 16.3.19.6 Russia Market Size and Forecast, by Application
      • 16.3.19.7 Russia Market Size and Forecast, by Deployment
      • 16.3.19.8 Russia Market Size and Forecast, by End User
      • 16.3.19.9 Russia Market Size and Forecast, by Solutions
      • 16.3.19.10 Local Competition Analysis
      • 16.3.19.11 Local Market Analysis
    • 16.3.1 Rest of Europe
      • 16.3.20.1 Rest of Europe Market Size and Forecast, by Type
      • 16.3.20.2 Rest of Europe Market Size and Forecast, by Product
      • 16.3.20.3 Rest of Europe Market Size and Forecast, by Services
      • 16.3.20.4 Rest of Europe Market Size and Forecast, by Technology
      • 16.3.20.5 Rest of Europe Market Size and Forecast, by Component
      • 16.3.20.6 Rest of Europe Market Size and Forecast, by Application
      • 16.3.20.7 Rest of Europe Market Size and Forecast, by Deployment
      • 16.3.20.8 Rest of Europe Market Size and Forecast, by End User
      • 16.3.20.9 Rest of Europe Market Size and Forecast, by Solutions
      • 16.3.20.10 Local Competition Analysis
      • 16.3.20.11 Local Market Analysis
  • 16.1 Asia-Pacific
    • 16.4.1 Key Market Trends and Opportunities
    • 16.4.2 Asia-Pacific Market Size and Forecast, by Type
    • 16.4.3 Asia-Pacific Market Size and Forecast, by Product
    • 16.4.4 Asia-Pacific Market Size and Forecast, by Services
    • 16.4.5 Asia-Pacific Market Size and Forecast, by Technology
    • 16.4.6 Asia-Pacific Market Size and Forecast, by Component
    • 16.4.7 Asia-Pacific Market Size and Forecast, by Application
    • 16.4.8 Asia-Pacific Market Size and Forecast, by Deployment
    • 16.4.9 Asia-Pacific Market Size and Forecast, by End User
    • 16.4.10 Asia-Pacific Market Size and Forecast, by Solutions
    • 16.4.11 Asia-Pacific Market Size and Forecast, by Country
    • 16.4.12 China
      • 16.4.9.1 China Market Size and Forecast, by Type
      • 16.4.9.2 China Market Size and Forecast, by Product
      • 16.4.9.3 China Market Size and Forecast, by Services
      • 16.4.9.4 China Market Size and Forecast, by Technology
      • 16.4.9.5 China Market Size and Forecast, by Component
      • 16.4.9.6 China Market Size and Forecast, by Application
      • 16.4.9.7 China Market Size and Forecast, by Deployment
      • 16.4.9.8 China Market Size and Forecast, by End User
      • 16.4.9.9 China Market Size and Forecast, by Solutions
      • 16.4.9.10 Local Competition Analysis
      • 16.4.9.11 Local Market Analysis
    • 16.4.1 India
      • 16.4.10.1 India Market Size and Forecast, by Type
      • 16.4.10.2 India Market Size and Forecast, by Product
      • 16.4.10.3 India Market Size and Forecast, by Services
      • 16.4.10.4 India Market Size and Forecast, by Technology
      • 16.4.10.5 India Market Size and Forecast, by Component
      • 16.4.10.6 India Market Size and Forecast, by Application
      • 16.4.10.7 India Market Size and Forecast, by Deployment
      • 16.4.10.8 India Market Size and Forecast, by End User
      • 16.4.10.9 India Market Size and Forecast, by Solutions
      • 16.4.10.10 Local Competition Analysis
      • 16.4.10.11 Local Market Analysis
    • 16.4.1 Japan
      • 16.4.11.1 Japan Market Size and Forecast, by Type
      • 16.4.11.2 Japan Market Size and Forecast, by Product
      • 16.4.11.3 Japan Market Size and Forecast, by Services
      • 16.4.11.4 Japan Market Size and Forecast, by Technology
      • 16.4.11.5 Japan Market Size and Forecast, by Component
      • 16.4.11.6 Japan Market Size and Forecast, by Application
      • 16.4.11.7 Japan Market Size and Forecast, by Deployment
      • 16.4.11.8 Japan Market Size and Forecast, by End User
      • 16.4.11.9 Japan Market Size and Forecast, by Solutions
      • 16.4.11.10 Local Competition Analysis
      • 16.4.11.11 Local Market Analysis
    • 16.4.1 South Korea
      • 16.4.12.1 South Korea Market Size and Forecast, by Type
      • 16.4.12.2 South Korea Market Size and Forecast, by Product
      • 16.4.12.3 South Korea Market Size and Forecast, by Services
      • 16.4.12.4 South Korea Market Size and Forecast, by Technology
      • 16.4.12.5 South Korea Market Size and Forecast, by Component
      • 16.4.12.6 South Korea Market Size and Forecast, by Application
      • 16.4.12.7 South Korea Market Size and Forecast, by Deployment
      • 16.4.12.8 South Korea Market Size and Forecast, by End User
      • 16.4.12.9 South Korea Market Size and Forecast, by Solutions
      • 16.4.12.10 Local Competition Analysis
      • 16.4.12.11 Local Market Analysis
    • 16.4.1 Australia
      • 16.4.13.1 Australia Market Size and Forecast, by Type
      • 16.4.13.2 Australia Market Size and Forecast, by Product
      • 16.4.13.3 Australia Market Size and Forecast, by Services
      • 16.4.13.4 Australia Market Size and Forecast, by Technology
      • 16.4.13.5 Australia Market Size and Forecast, by Component
      • 16.4.13.6 Australia Market Size and Forecast, by Application
      • 16.4.13.7 Australia Market Size and Forecast, by Deployment
      • 16.4.13.8 Australia Market Size and Forecast, by End User
      • 16.4.13.9 Australia Market Size and Forecast, by Solutions
      • 16.4.13.10 Local Competition Analysis
      • 16.4.13.11 Local Market Analysis
    • 16.4.1 Singapore
      • 16.4.14.1 Singapore Market Size and Forecast, by Type
      • 16.4.14.2 Singapore Market Size and Forecast, by Product
      • 16.4.14.3 Singapore Market Size and Forecast, by Services
      • 16.4.14.4 Singapore Market Size and Forecast, by Technology
      • 16.4.14.5 Singapore Market Size and Forecast, by Component
      • 16.4.14.6 Singapore Market Size and Forecast, by Application
      • 16.4.14.7 Singapore Market Size and Forecast, by Deployment
      • 16.4.14.8 Singapore Market Size and Forecast, by End User
      • 16.4.14.9 Singapore Market Size and Forecast, by Solutions
      • 16.4.14.10 Local Competition Analysis
      • 16.4.14.11 Local Market Analysis
    • 16.4.1 Indonesia
      • 16.4.15.1 Indonesia Market Size and Forecast, by Type
      • 16.4.15.2 Indonesia Market Size and Forecast, by Product
      • 16.4.15.3 Indonesia Market Size and Forecast, by Services
      • 16.4.15.4 Indonesia Market Size and Forecast, by Technology
      • 16.4.15.5 Indonesia Market Size and Forecast, by Component
      • 16.4.15.6 Indonesia Market Size and Forecast, by Application
      • 16.4.15.7 Indonesia Market Size and Forecast, by Deployment
      • 16.4.15.8 Indonesia Market Size and Forecast, by End User
      • 16.4.15.9 Indonesia Market Size and Forecast, by Solutions
      • 16.4.15.10 Local Competition Analysis
      • 16.4.15.11 Local Market Analysis
    • 16.4.1 Taiwan
      • 16.4.16.1 Taiwan Market Size and Forecast, by Type
      • 16.4.16.2 Taiwan Market Size and Forecast, by Product
      • 16.4.16.3 Taiwan Market Size and Forecast, by Services
      • 16.4.16.4 Taiwan Market Size and Forecast, by Technology
      • 16.4.16.5 Taiwan Market Size and Forecast, by Component
      • 16.4.16.6 Taiwan Market Size and Forecast, by Application
      • 16.4.16.7 Taiwan Market Size and Forecast, by Deployment
      • 16.4.16.8 Taiwan Market Size and Forecast, by End User
      • 16.4.16.9 Taiwan Market Size and Forecast, by Solutions
      • 16.4.16.10 Local Competition Analysis
      • 16.4.16.11 Local Market Analysis
    • 16.4.1 Malaysia
      • 16.4.17.1 Malaysia Market Size and Forecast, by Type
      • 16.4.17.2 Malaysia Market Size and Forecast, by Product
      • 16.4.17.3 Malaysia Market Size and Forecast, by Services
      • 16.4.17.4 Malaysia Market Size and Forecast, by Technology
      • 16.4.17.5 Malaysia Market Size and Forecast, by Component
      • 16.4.17.6 Malaysia Market Size and Forecast, by Application
      • 16.4.17.7 Malaysia Market Size and Forecast, by Deployment
      • 16.4.17.8 Malaysia Market Size and Forecast, by End User
      • 16.4.17.9 Malaysia Market Size and Forecast, by Solutions
      • 16.4.17.10 Local Competition Analysis
      • 16.4.17.11 Local Market Analysis
    • 16.4.1 Rest of Asia-Pacific
      • 16.4.18.1 Rest of Asia-Pacific Market Size and Forecast, by Type
      • 16.4.18.2 Rest of Asia-Pacific Market Size and Forecast, by Product
      • 16.4.18.3 Rest of Asia-Pacific Market Size and Forecast, by Services
      • 16.4.18.4 Rest of Asia-Pacific Market Size and Forecast, by Technology
      • 16.4.18.5 Rest of Asia-Pacific Market Size and Forecast, by Component
      • 16.4.18.6 Rest of Asia-Pacific Market Size and Forecast, by Application
      • 16.4.18.7 Rest of Asia-Pacific Market Size and Forecast, by Deployment
      • 16.4.18.8 Rest of Asia-Pacific Market Size and Forecast, by End User
      • 16.4.18.9 Rest of Asia-Pacific Market Size and Forecast, by Solutions
      • 16.4.18.10 Local Competition Analysis
      • 16.4.18.11 Local Market Analysis
  • 16.1 Latin America
    • 16.5.1 Key Market Trends and Opportunities
    • 16.5.2 Latin America Market Size and Forecast, by Type
    • 16.5.3 Latin America Market Size and Forecast, by Product
    • 16.5.4 Latin America Market Size and Forecast, by Services
    • 16.5.5 Latin America Market Size and Forecast, by Technology
    • 16.5.6 Latin America Market Size and Forecast, by Component
    • 16.5.7 Latin America Market Size and Forecast, by Application
    • 16.5.8 Latin America Market Size and Forecast, by Deployment
    • 16.5.9 Latin America Market Size and Forecast, by End User
    • 16.5.10 Latin America Market Size and Forecast, by Solutions
    • 16.5.11 Latin America Market Size and Forecast, by Country
    • 16.5.12 Brazil
      • 16.5.9.1 Brazil Market Size and Forecast, by Type
      • 16.5.9.2 Brazil Market Size and Forecast, by Product
      • 16.5.9.3 Brazil Market Size and Forecast, by Services
      • 16.5.9.4 Brazil Market Size and Forecast, by Technology
      • 16.5.9.5 Brazil Market Size and Forecast, by Component
      • 16.5.9.6 Brazil Market Size and Forecast, by Application
      • 16.5.9.7 Brazil Market Size and Forecast, by Deployment
      • 16.5.9.8 Brazil Market Size and Forecast, by End User
      • 16.5.9.9 Brazil Market Size and Forecast, by Solutions
      • 16.5.9.10 Local Competition Analysis
      • 16.5.9.11 Local Market Analysis
    • 16.5.1 Mexico
      • 16.5.10.1 Mexico Market Size and Forecast, by Type
      • 16.5.10.2 Mexico Market Size and Forecast, by Product
      • 16.5.10.3 Mexico Market Size and Forecast, by Services
      • 16.5.10.4 Mexico Market Size and Forecast, by Technology
      • 16.5.10.5 Mexico Market Size and Forecast, by Component
      • 16.5.10.6 Mexico Market Size and Forecast, by Application
      • 16.5.10.7 Mexico Market Size and Forecast, by Deployment
      • 16.5.10.8 Mexico Market Size and Forecast, by End User
      • 16.5.10.9 Mexico Market Size and Forecast, by Solutions
      • 16.5.10.10 Local Competition Analysis
      • 16.5.10.11 Local Market Analysis
    • 16.5.1 Argentina
      • 16.5.11.1 Argentina Market Size and Forecast, by Type
      • 16.5.11.2 Argentina Market Size and Forecast, by Product
      • 16.5.11.3 Argentina Market Size and Forecast, by Services
      • 16.5.11.4 Argentina Market Size and Forecast, by Technology
      • 16.5.11.5 Argentina Market Size and Forecast, by Component
      • 16.5.11.6 Argentina Market Size and Forecast, by Application
      • 16.5.11.7 Argentina Market Size and Forecast, by Deployment
      • 16.5.11.8 Argentina Market Size and Forecast, by End User
      • 16.5.11.9 Argentina Market Size and Forecast, by Solutions
      • 16.5.11.10 Local Competition Analysis
      • 16.5.11.11 Local Market Analysis
    • 16.5.1 Rest of Latin America
      • 16.5.12.1 Rest of Latin America Market Size and Forecast, by Type
      • 16.5.12.2 Rest of Latin America Market Size and Forecast, by Product
      • 16.5.12.3 Rest of Latin America Market Size and Forecast, by Services
      • 16.5.12.4 Rest of Latin America Market Size and Forecast, by Technology
      • 16.5.12.5 Rest of Latin America Market Size and Forecast, by Component
      • 16.5.12.6 Rest of Latin America Market Size and Forecast, by Application
      • 16.5.12.7 Rest of Latin America Market Size and Forecast, by Deployment
      • 16.5.12.8 Rest of Latin America Market Size and Forecast, by End User
      • 16.5.12.9 Rest of Latin America Market Size and Forecast, by Solutions
      • 16.5.12.10 Local Competition Analysis
      • 16.5.12.11 Local Market Analysis
  • 16.1 Middle East and Africa
    • 16.6.1 Key Market Trends and Opportunities
    • 16.6.2 Middle East and Africa Market Size and Forecast, by Type
    • 16.6.3 Middle East and Africa Market Size and Forecast, by Product
    • 16.6.4 Middle East and Africa Market Size and Forecast, by Services
    • 16.6.5 Middle East and Africa Market Size and Forecast, by Technology
    • 16.6.6 Middle East and Africa Market Size and Forecast, by Component
    • 16.6.7 Middle East and Africa Market Size and Forecast, by Application
    • 16.6.8 Middle East and Africa Market Size and Forecast, by Deployment
    • 16.6.9 Middle East and Africa Market Size and Forecast, by End User
    • 16.6.10 Middle East and Africa Market Size and Forecast, by Solutions
    • 16.6.11 Middle East and Africa Market Size and Forecast, by Country
    • 16.6.12 Saudi Arabia
      • 16.6.9.1 Saudi Arabia Market Size and Forecast, by Type
      • 16.6.9.2 Saudi Arabia Market Size and Forecast, by Product
      • 16.6.9.3 Saudi Arabia Market Size and Forecast, by Services
      • 16.6.9.4 Saudi Arabia Market Size and Forecast, by Technology
      • 16.6.9.5 Saudi Arabia Market Size and Forecast, by Component
      • 16.6.9.6 Saudi Arabia Market Size and Forecast, by Application
      • 16.6.9.7 Saudi Arabia Market Size and Forecast, by Deployment
      • 16.6.9.8 Saudi Arabia Market Size and Forecast, by End User
      • 16.6.9.9 Saudi Arabia Market Size and Forecast, by Solutions
      • 16.6.9.10 Local Competition Analysis
      • 16.6.9.11 Local Market Analysis
    • 16.6.1 UAE
      • 16.6.10.1 UAE Market Size and Forecast, by Type
      • 16.6.10.2 UAE Market Size and Forecast, by Product
      • 16.6.10.3 UAE Market Size and Forecast, by Services
      • 16.6.10.4 UAE Market Size and Forecast, by Technology
      • 16.6.10.5 UAE Market Size and Forecast, by Component
      • 16.6.10.6 UAE Market Size and Forecast, by Application
      • 16.6.10.7 UAE Market Size and Forecast, by Deployment
      • 16.6.10.8 UAE Market Size and Forecast, by End User
      • 16.6.10.9 UAE Market Size and Forecast, by Solutions
      • 16.6.10.10 Local Competition Analysis
      • 16.6.10.11 Local Market Analysis
    • 16.6.1 South Africa
      • 16.6.11.1 South Africa Market Size and Forecast, by Type
      • 16.6.11.2 South Africa Market Size and Forecast, by Product
      • 16.6.11.3 South Africa Market Size and Forecast, by Services
      • 16.6.11.4 South Africa Market Size and Forecast, by Technology
      • 16.6.11.5 South Africa Market Size and Forecast, by Component
      • 16.6.11.6 South Africa Market Size and Forecast, by Application
      • 16.6.11.7 South Africa Market Size and Forecast, by Deployment
      • 16.6.11.8 South Africa Market Size and Forecast, by End User
      • 16.6.11.9 South Africa Market Size and Forecast, by Solutions
      • 16.6.11.10 Local Competition Analysis
      • 16.6.11.11 Local Market Analysis
    • 16.6.1 Rest of MEA
      • 16.6.12.1 Rest of MEA Market Size and Forecast, by Type
      • 16.6.12.2 Rest of MEA Market Size and Forecast, by Product
      • 16.6.12.3 Rest of MEA Market Size and Forecast, by Services
      • 16.6.12.4 Rest of MEA Market Size and Forecast, by Technology
      • 16.6.12.5 Rest of MEA Market Size and Forecast, by Component
      • 16.6.12.6 Rest of MEA Market Size and Forecast, by Application
      • 16.6.12.7 Rest of MEA Market Size and Forecast, by Deployment
      • 16.6.12.8 Rest of MEA Market Size and Forecast, by End User
      • 16.6.12.9 Rest of MEA Market Size and Forecast, by Solutions
      • 16.6.12.10 Local Competition Analysis
      • 16.6.12.11 Local Market Analysis

17: Competitive Landscape

  • 17.1 Overview
  • 17.2 Market Share Analysis
  • 17.3 Key Player Positioning
  • 17.4 Competitive Leadership Mapping
    • 17.4.1 Star Players
    • 17.4.2 Innovators
    • 17.4.3 Emerging Players
  • 17.5 Vendor Benchmarking
  • 17.6 Developmental Strategy Benchmarking
    • 17.6.1 New Product Developments
    • 17.6.2 Product Launches
    • 17.6.3 Business Expansions
    • 17.6.4 Partnerships, Joint Ventures, and Collaborations
    • 17.6.5 Mergers and Acquisitions

18: Company Profiles

  • 18.1 White Ops
    • 18.1.1 Company Overview
    • 18.1.2 Company Snapshot
    • 18.1.3 Business Segments
    • 18.1.4 Business Performance
    • 18.1.5 Product Offerings
    • 18.1.6 Key Developmental Strategies
    • 18.1.7 SWOT Analysis
  • 18.2 Adjust
    • 18.2.1 Company Overview
    • 18.2.2 Company Snapshot
    • 18.2.3 Business Segments
    • 18.2.4 Business Performance
    • 18.2.5 Product Offerings
    • 18.2.6 Key Developmental Strategies
    • 18.2.7 SWOT Analysis
  • 18.3 Fraudlogix
    • 18.3.1 Company Overview
    • 18.3.2 Company Snapshot
    • 18.3.3 Business Segments
    • 18.3.4 Business Performance
    • 18.3.5 Product Offerings
    • 18.3.6 Key Developmental Strategies
    • 18.3.7 SWOT Analysis
  • 18.4 Forensiq
    • 18.4.1 Company Overview
    • 18.4.2 Company Snapshot
    • 18.4.3 Business Segments
    • 18.4.4 Business Performance
    • 18.4.5 Product Offerings
    • 18.4.6 Key Developmental Strategies
    • 18.4.7 SWOT Analysis
  • 18.5 Integral Ad Science
    • 18.5.1 Company Overview
    • 18.5.2 Company Snapshot
    • 18.5.3 Business Segments
    • 18.5.4 Business Performance
    • 18.5.5 Product Offerings
    • 18.5.6 Key Developmental Strategies
    • 18.5.7 SWOT Analysis
  • 18.6 DoubleVerify
    • 18.6.1 Company Overview
    • 18.6.2 Company Snapshot
    • 18.6.3 Business Segments
    • 18.6.4 Business Performance
    • 18.6.5 Product Offerings
    • 18.6.6 Key Developmental Strategies
    • 18.6.7 SWOT Analysis
  • 18.7 Zvelo
    • 18.7.1 Company Overview
    • 18.7.2 Company Snapshot
    • 18.7.3 Business Segments
    • 18.7.4 Business Performance
    • 18.7.5 Product Offerings
    • 18.7.6 Key Developmental Strategies
    • 18.7.7 SWOT Analysis
  • 18.8 Moat
    • 18.8.1 Company Overview
    • 18.8.2 Company Snapshot
    • 18.8.3 Business Segments
    • 18.8.4 Business Performance
    • 18.8.5 Product Offerings
    • 18.8.6 Key Developmental Strategies
    • 18.8.7 SWOT Analysis
  • 18.9 Pixalate
    • 18.9.1 Company Overview
    • 18.9.2 Company Snapshot
    • 18.9.3 Business Segments
    • 18.9.4 Business Performance
    • 18.9.5 Product Offerings
    • 18.9.6 Key Developmental Strategies
    • 18.9.7 SWOT Analysis
  • 18.10 Anura
    • 18.10.1 Company Overview
    • 18.10.2 Company Snapshot
    • 18.10.3 Business Segments
    • 18.10.4 Business Performance
    • 18.10.5 Product Offerings
    • 18.10.6 Key Developmental Strategies
    • 18.10.7 SWOT Analysis
  • 18.11 Spider.io
    • 18.11.1 Company Overview
    • 18.11.2 Company Snapshot
    • 18.11.3 Business Segments
    • 18.11.4 Business Performance
    • 18.11.5 Product Offerings
    • 18.11.6 Key Developmental Strategies
    • 18.11.7 SWOT Analysis
  • 18.12 Mediatrust
    • 18.12.1 Company Overview
    • 18.12.2 Company Snapshot
    • 18.12.3 Business Segments
    • 18.12.4 Business Performance
    • 18.12.5 Product Offerings
    • 18.12.6 Key Developmental Strategies
    • 18.12.7 SWOT Analysis
  • 18.13 Scalarr
    • 18.13.1 Company Overview
    • 18.13.2 Company Snapshot
    • 18.13.3 Business Segments
    • 18.13.4 Business Performance
    • 18.13.5 Product Offerings
    • 18.13.6 Key Developmental Strategies
    • 18.13.7 SWOT Analysis
  • 18.14 TrafficGuard
    • 18.14.1 Company Overview
    • 18.14.2 Company Snapshot
    • 18.14.3 Business Segments
    • 18.14.4 Business Performance
    • 18.14.5 Product Offerings
    • 18.14.6 Key Developmental Strategies
    • 18.14.7 SWOT Analysis
  • 18.15 mFilterIt
    • 18.15.1 Company Overview
    • 18.15.2 Company Snapshot
    • 18.15.3 Business Segments
    • 18.15.4 Business Performance
    • 18.15.5 Product Offerings
    • 18.15.6 Key Developmental Strategies
    • 18.15.7 SWOT Analysis
  • 18.16 FraudScore
    • 18.16.1 Company Overview
    • 18.16.2 Company Snapshot
    • 18.16.3 Business Segments
    • 18.16.4 Business Performance
    • 18.16.5 Product Offerings
    • 18.16.6 Key Developmental Strategies
    • 18.16.7 SWOT Analysis
  • 18.17 Machine Advertising
    • 18.17.1 Company Overview
    • 18.17.2 Company Snapshot
    • 18.17.3 Business Segments
    • 18.17.4 Business Performance
    • 18.17.5 Product Offerings
    • 18.17.6 Key Developmental Strategies
    • 18.17.7 SWOT Analysis
  • 18.18 ClarityAd
    • 18.18.1 Company Overview
    • 18.18.2 Company Snapshot
    • 18.18.3 Business Segments
    • 18.18.4 Business Performance
    • 18.18.5 Product Offerings
    • 18.18.6 Key Developmental Strategies
    • 18.18.7 SWOT Analysis
  • 18.19 Adloox
    • 18.19.1 Company Overview
    • 18.19.2 Company Snapshot
    • 18.19.3 Business Segments
    • 18.19.4 Business Performance
    • 18.19.5 Product Offerings
    • 18.19.6 Key Developmental Strategies
    • 18.19.7 SWOT Analysis
  • 18.20 Adverif.ai
    • 18.20.1 Company Overview
    • 18.20.2 Company Snapshot
    • 18.20.3 Business Segments
    • 18.20.4 Business Performance
    • 18.20.5 Product Offerings
    • 18.20.6 Key Developmental Strategies
    • 18.20.7 SWOT Analysis
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