クラウド広告市場規模、シェア、動向分析レポート:サービス別、チャネル別、展開別、企業規模別、用途別、最終用途産業別、地域別、セグメント別予測、2023年~2030年Cloud Advertising Market Size, Share & Trends Analysis Report By Service, By Channel, By Deployment, By Enterprise Size, By Application, By End-use Industry, By Region, And Segment Forecasts, 2023 - 2030 クラウド広告市場の成長と動向 Grand View Research, Inc.の最新レポートによると、世界のクラウド広告市場規模は2030年までに143億1000万米ドルに達すると予測されている。同市場は2023年から2030年にかけて... もっと見る
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サマリークラウド広告市場の成長と動向Grand View Research, Inc.の最新レポートによると、世界のクラウド広告市場規模は2030年までに143億1000万米ドルに達すると予測されている。同市場は2023年から2030年にかけて年平均成長率18.1%で成長すると予測されている。クラウド広告の世界市場は、データプライバシーやコンプライアンス規制への注目が高まり、クラウド広告の需要が高まっていることから、予測期間中に成長が見込まれる。 広告主は、一般データ保護規則(GDPR)やカリフォルニア州消費者プライバシー法(CCPA)などのプライバシー規制を遵守することへの懸念を強めている。クラウド広告プラットフォームは高度なデータ保護とコンプライアンス機能を提供し、広告主はパーソナライズされた広告を配信しながら、ユーザーデータのセキュリティとプライバシーを確保できる。消費者や規制機関の間でデータ・プライバシーに関する懸念が広まるにつれ、この推進力が注目されている。 クラウド広告市場レポートハイライト - サービス別では、PaaS(Platform as a Service)分野が2022年に53.2%の主要売上シェアを占め、予測期間中も優位性を維持すると予測される。イノベーションと顧客体験の向上に対する需要が、PaaSベースのクラウド広告の採用を後押ししている。広告主は、ターゲットとなる視聴者と関わり、パーソナライズされたインタラクティブで没入感のある広告体験を提供するための斬新な方法を常に模索している。PaaSプラットフォームは、新しい広告フォーマット、テクノロジー、チャネルを試すために必要なインフラとツールを提供し、広告キャンペーンの革新性と創造性を促進する。SaaS(サービスとしてのソフトウェア)セグメントは、セルフサービスと自動化されたマーケティングソリューションへのシフトにより、予測期間中に21.6%の最高の成長率を目撃すると予想されている。 - チャネル別では、アプリ内セグメントが2022年の予測期間で33.6%と最大の収益シェアを占めた。モバイルゲームは近年飛躍的に成長しており、多くのユーザーベースが様々なゲームアプリに関与している。クラウド広告によって、広告主はゲーム体験の中に関連性の高い、押し付けがましくない広告を統合することで、この有利な市場に参入することができる。広告主はクラウドプラットフォームを活用することで、エンゲージメントの高いユーザーにリーチし、ターゲットを絞ったプロモーションやリワード、アプリ内課金を提供することができるため、ゲーム環境を効果的に収益化することができる。ソーシャルメディア分野は、予測期間中に20.5%と最も高いCAGRが見込まれている。クラウド広告により、広告主はソーシャルメディアキャンペーンを迅速に適応させ、広告クリエイティブを調整し、急速に変化するトレンドやユーザー嗜好に対応するためにターゲティングパラメータを変更することができます。このような柔軟性は、トレンドや会話が急速に進化するソーシャルメディアマーケティングでは貴重である。 - 展開の面では、ハイブリッド・クラウド・セグメントが市場を支配し、2022年には43.3%という最高の売上シェアを獲得した。データのプライバシーとコンプライアンスへの配慮は、ハイブリッド・クラウドの設定におけるクラウド広告にとって極めて重要である。広告主は、パーソナライズされた広告を配信する一方で、規制要件を乗り越え、消費者データを保護しなければならない。プライベートクラウド環境におけるクラウドコンピューティングの成長により、プライベートクラウドセグメントは予測期間中に20.4%の最高成長率を記録すると予測されている。 - 企業規模別では、大企業が2022年に56.8%の売上シェアを獲得しており、予測期間中もその優位性が続くと予想される。クラウド広告によって、大企業は広告業務を効率的に管理し、合理化することができる。これらの企業は、複数の部門、地域、ブランドを持つことが多く、一貫性と効率性のために広告管理の一元化が重要となっている。中小企業セグメントは、予測期間中に19.7%と最も高いCAGRで成長すると予測されている。クラウド広告は堅牢な追跡・測定機能を提供するため、中小企業はキャンペーンのパフォーマンスをリアルタイムで監視できる。 - アプリケーションに基づくと、キャンペーン管理は2022年に28.9%の主要な収益シェアを獲得し、予測期間中もその優位性が続くと予想される。クラウドプラットフォームは、AIとMLの可能性を活用するために必要な計算能力とインフラを提供し、広告主がキャンペーンを最適化し、視聴者に合わせたメッセージを配信することを可能にする。リアルタイム・エンゲージメント・セグメントは、予測期間中に22.6%という最も高いCAGRで成長すると予測されている。パーソナライズされ、文脈化された体験に対する需要の高まりが、広告におけるリアルタイム・エンゲージメントの必要性を煽っている。 - 最終用途産業に基づくと、BFSIセグメントは2022年に14.8%の主要な収益シェアを占めた。BFSIセクターは急速なデジタル変革を目の当たりにしており、金融機関は業務と顧客体験を強化するためにクラウド技術をますます取り入れている。クラウド広告は、これらの金融機関に、ターゲットを絞ったパーソナライズされた広告を顧客に配信するためのスケーラビリティと俊敏性を提供する。製造業は、予測期間中に年平均成長率19.9%で成長すると予想されている。患者のエンゲージメントと教育に対する需要が、ヘルスケア分野におけるクラウド広告の採用に拍車をかけている。クラウドベースの広告ソリューションは、医療機関に関連性の高い有益なコンテンツを患者に配信する機会を提供し、患者が自分の健康について十分な情報を得た上で意思決定できるようにする。 - 北米は2022年に33.1%と最も高い市場シェアを占め、ビッグデータとアナリティクスの台頭により予測期間中の成長が見込まれている。インターネットユーザーの増加、モバイルデバイスの利用、オンラインプラットフォームの普及に伴い、広告主はデジタル広告戦略を最適化する必要性を認識している。クラウド広告によって、広告主は複数のチャネルやデバイスにキャンペーンを効率的に配信することができ、北米の視聴者への最大限のリーチとエンゲージメントを確保することができます。 - アジア太平洋地域は予測期間中、年平均成長率22.5%と最も高い成長が見込まれている。ソーシャルメディアやオンラインプラットフォームの人気が高まっているため、アジア太平洋地域ではクラウド広告に大きなビジネスチャンスが生まれている。Facebook、Instagram、WeChat、LINE、KakaoTalkのようなプラットフォームは、地域の大規模なユーザーベースを持っており、広告主に広範なリーチとエンゲージメントの可能性を提供している。 目次Table of ContentsChapter 1 Methodology and Scope 1.1 Research Methodology 1.2 Research Scope and Assumptions 1.3 List of Data Sources 1.4 Market Segmentation and Scope Chapter 2 Executive Summary 2.1 Cloud Advertising Market - Industry Snapshot & Key Buying Criteria, 2018 - 2030 2.2 Global Cloud Advertising Market, 2018 - 2030 2.2.1 Global Cloud Advertising Market, by Region, 2018 - 2030 2.2.2 Global Cloud Advertising Market, by Service, 2018 - 2030 2.2.3 Global Cloud Advertising Market, by Channel, 2018 - 2030 2.2.4 Global Cloud Advertising Market, by Deployment, 2018 - 2030 2.2.5 Global Cloud Advertising Market, by Enterprise size, 2018 - 2030 2.2.6 Global Cloud Advertising Market, by Application, 2018 - 2030 2.2.7 Global Cloud Advertising Market, by End-use industry, 2018 - 2030 Chapter 3 Cloud Advertising Industry Outlook 3.1 Market Lineage Outlook 3.1.1 Parent market outlook 3.2 Market Size, Penetration, and Growth Prospect Mapping 3.3 Regulatory Scenario 3.4 Cloud Advertising Market - Market Dynamics 3.4.1 Market driver analysis 3.4.1.1 Rise in adoption of cloud services 3.4.1.2 Emergence of personalized marketing 3.4.2 Market restraint/challenge analysis 3.4.2.1 Increasing concerns about the security and privacy of data 3.4.3 Market opportunity analysis 3.4.3.1 Accelerating user engagement on digital platforms 3.5 Cloud Advertising Market- Porter’s Five Forces Analysis 3.6 Cloud Advertising Market - PEST Analysis 3.7 COVID-19 Impact on the Cloud Advertising Market Chapter 4 Cloud Advertising Service Outlook 4.1 Cloud Advertising Market Share By Service, 2022 4.2 Infrastructure as a Software as a Service (IaaS) 4.2.1 Cloud advertising Infrastructure as a Software as a Service (IaaS) market, 2018 - 2030 4.3 Software as a Service (SaaS) 4.3.1 Cloud advertising Software as a Service (SaaS) market, 2018 - 2030 4.4 Platform as a Service (PaaS) 4.4.1 Cloud advertising Platform as a Service (PaaS) market, 2018 - 2030 Chapter 5 Cloud Advertising Channel Outlook 5.1 Cloud Advertising Market Share By Channel, 2022 5.2 Email Marketing 5.2.1 Cloud advertising email marketing market, 2018 - 2030 5.3 In-App 5.3.1 Cloud advertising in-app market, 2018 - 2030 5.4 Social Media Marketing 5.4.1 Cloud advertising social media marketing market, 2018 - 2030 5.5 Company Website 5.5.1 Cloud advertising company website market, 2018 - 2030 5.6 Others 5.6.1 Cloud advertising others market, 2018 - 2030 Chapter 6 Cloud Advertising Deployment Outlook 6.1 Cloud Advertising Market Share By Deployment, 2022 6.2 Public 6.2.1 Public cloud advertising market, 2018 - 2030 6.3 Private 6.3.1 Private cloud advertising market, 2018 - 2030 6.4 Hybrid 6.4.1 Hybrid cloud advertising market, 2018 - 2030 Chapter 7 Cloud Advertising Enterprise Size Outlook 7.1 Cloud Advertising Market Share By Enterprise Size, 2022 7.2 Large Size Enterprises 7.2.1 Cloud advertising for large size enterprises market, 2018 - 2030 7.3 Small and Medium Sized Enterprises (SMEs) 7.3.1 Cloud advertising for small and medium sized enterprises (SMEs) market, 2018 - 2030 Chapter 8 Cloud Advertising Application Outlook 8.1 Cloud Advertising Market Share By Application, 2022 8.2 Campaign Management 8.2.1 Cloud advertising campaign management market, 2018 - 2030 8.3 Customer Management 8.3.1 Cloud advertising customer management market, 2018 - 2030 8.4 Experience Management 8.4.1 Cloud advertising experience management market, 2018 - 2030 8.5 Analytic and Insights 8.5.1 Cloud advertising analytic and insights market, 2018 - 2030 8.6 Real-Time Engagement 8.6.1 Cloud advertising real-time engagement market, 2018 - 2030 Chapter 9 Cloud Advertising Enterprise Size Outlook 9.1 Cloud Advertising Market Share By Enterprise Size, 2022 9.2 IT & Telecommunications 9.2.1 IT & telecommunications cloud advertising market, 2018 - 2030 9.3 BFSI 9.3.1 BFSI Cloud advertising market, 2018 - 2030 9.4 Healthcare 9.4.1 Healthcare cloud advertising market, 2018 - 2030 9.5 Travel and Hospitality 9.5.1 Travel and hospitality cloud advertising market, 2018 - 2030 9.6 Manufacturing 9.6.1 Manufacturing cloud advertising market, 2018 - 2030 9.7 Automotive 9.7.1 Automotive cloud advertising market, 2018 - 2030 9.8 Retail & Consumer Goods 9.8.1 Retail & consumer goods cloud advertising market, 2018 - 2030 9.9 Media & Entertainment 9.9.1 Media & entertainment cloud advertising market, 2018 - 2030 9.10 Others 9.10.1 Others cloud advertising market, 2018 - 2030 Chapter 10 Cloud Advertising Regional Outlook 10.1 Cloud Advertising Market Share By Region, 2022 10.2 North America 10.2.1 North America cloud advertising market, 2018 - 2030 10.2.2 North America cloud advertising market, by Service, 2018 - 2030 10.2.3 North America cloud advertising market, by channel, 2018 - 2030 10.2.4 North America cloud advertising market, by deployment, 2018 - 2030 10.2.5 North America cloud advertising market, by enterprise size, 2018 - 2030 10.2.6 North America cloud advertising market, by application, 2018 - 2030 10.2.7 North America cloud advertising market, by end-use industry, 2018 - 2030 10.2.8 U.S. 10.2.8.1 U.S. cloud advertising market, 2018 - 2030 10.2.8.2 U.S. cloud advertising market, by service, 2018 - 2030 10.2.8.3 U.S. cloud advertising market, by channel, 2018 - 2030 10.2.8.4 U.S. cloud advertising market, by deployment, 2018 - 2030 10.2.8.5 U.S. cloud advertising market, by enterprise size, 2018 - 2030 10.2.8.6 U.S. cloud advertising market, by application, 2018 - 2030 10.2.8.7 U.S. cloud advertising market, by end-use industry, 2018 - 2030 10.2.9 Canada 10.2.9.1 Canada cloud advertising market, 2018 - 2030 10.2.9.2 Canada cloud advertising market, by service, 2018 - 2030 10.2.9.3 Canada cloud advertising market, by channel, 2018 - 2030 10.2.9.4 Canada cloud advertising market, by deployment, 2018 - 2030 10.2.9.5 Canada cloud advertising market, by enterprise size, 2018 - 2030 10.2.9.6 Canada cloud advertising market, by application, 2018 - 2030 10.2.9.7 Canada cloud advertising market, by end-use industry, 2018 - 2030 10.3 Europe 10.3.1 Europe cloud advertising market, 2018 - 2030 10.3.2 Europe cloud advertising market, by service, 2018 - 2030 10.3.3 Europe cloud advertising market, by channel, 2018 - 2030 10.3.4 Europe cloud advertising market, by deployment, 2018 - 2030 10.3.5 Europe cloud advertising market, by enterprise size, 2018 - 2030 10.3.6 Europe cloud advertising market, by application, 2018 - 2030 10.3.7 Europe cloud advertising market, by end-use industry, 2018 - 2030 10.3.8 U.K. 10.3.8.1 U.K. cloud advertising market, 2018 - 2030 10.3.8.2 U.K. cloud advertising market, by service, 2018 - 2030 10.3.8.3 U.K. cloud advertising market, by channel, 2018 - 2030 10.3.8.4 U.K. cloud advertising market, by deployment, 2018 - 2030 10.3.8.5 U.K. cloud advertising market, by enterprise size, 2018 - 2030 10.3.8.6 U.K. cloud advertising market, by end-use industry, 2018 - 2030 10.3.9 Germany 10.3.9.1 Germany cloud advertising market, 2018 - 2030 10.3.9.2 Germany cloud advertising market, by service, 2018 - 2030 10.3.9.3 Germany cloud advertising market, by channel, 2018 - 2030 10.3.9.4 Germany cloud advertising market, by deployment, 2018 - 2030 10.3.9.5 Germany cloud advertising market, by enterprise size, 2018 - 2030 10.3.9.6 Germany cloud advertising market, by application, 2018 - 2030 10.3.9.7 Germany Cloud advertising market, by end-use industry, 2018 - 2030 10.3.10 Italy 10.3.10.1 Italy cloud advertising market, 2018 - 2030 10.3.10.2 Italy cloud advertising market, by service, 2018 - 2030 10.3.10.3 Italy cloud advertising market, by channel, 2018 - 2030 10.3.10.4 Italy cloud advertising market, by deployment, 2018 - 2030 10.3.10.5 Italy cloud advertising market, by enterprise size, 2018 - 2030 10.3.10.6 Italy cloud advertising market, by application, 2018 - 2030 10.3.10.7 Italy cloud advertising market, by end-use industry, 2018 - 2030 10.3.11 France 10.3.11.1 France cloud advertising market, 2018 - 2030 10.3.11.2 France cloud advertising market, by service, 2018 - 2030 10.3.11.3 France cloud advertising market, by channel, 2018 - 2030 10.3.11.4 France cloud advertising market, by deployment, 2018 - 2030 10.3.11.5 France cloud advertising market, by enterprise size, 2018 - 2030 10.3.11.6 France cloud advertising market, by application, 2018 - 2030 10.3.11.7 France cloud advertising market, by end-use industry, 2018 - 2030 10.3.12 Spain 10.3.12.1 Spain cloud advertising market, 2018 - 2030 10.3.12.2 Spain cloud advertising market, by service, 2018 - 2030 10.3.12.3 Spain cloud advertising market, by channel, 2018 - 2030 10.3.12.4 Spain cloud advertising market, by deployment, 2018 - 2030 10.3.12.5 Spain cloud advertising market, by enterprise size, 2018 - 2030 10.3.12.6 Spain cloud advertising market, by application, 2018 - 2030 10.3.12.7 Spain cloud advertising market, by end-use industry, 2018 - 2030 10.3.13 Netherlands 10.3.13.1 Netherlands cloud advertising market, 2018 - 2030 10.3.13.2 Netherlands cloud advertising market, by service, 2018 - 2030 10.3.13.3 Netherlands cloud advertising market, by channel, 2018 - 2030 10.3.13.4 Netherlands cloud advertising market, by deployment, 2018 - 2030 10.3.13.5 Netherlands cloud advertising market, by enterprise size, 2018 - 2030 10.3.13.6 Netherlands cloud advertising market, by application, 2018 - 2030 10.3.13.7 Netherlands cloud advertising market, by end-use industry, 2018 - 2030 10.4 Asia Pacific 10.4.1 Asia Pacific cloud advertising market, 2018 - 2030 10.4.2 Asia Pacific cloud advertising market, by service, 2018 - 2030 10.4.3 Asia Pacific cloud advertising market, by channel, 2018 - 2030 10.4.4 Asia Pacific cloud advertising market, by deployment, 2018 - 2030 10.4.5 Asia Pacific cloud advertising market, by enterprise size, 2018 - 2030 10.4.6 Asia Pacific cloud advertising market, by application, 2018 - 2030 10.4.7 Asia Pacific cloud advertising market, by end-use industry, 2018 - 2030 10.4.8 China 10.4.8.1 China cloud advertising market, 2018 - 2030 10.4.8.2 China cloud advertising market, by service, 2018 - 2030 11.4.8.3 China cloud advertising market, by channel, 2018 - 2030 11.4.8.4 China cloud advertising market, by deployment, 2018 - 2030 11.4.8.5 China cloud advertising market, by enterprise size, 2018 - 2030 11.4.8.6 China cloud advertising market, by application, 2018 - 2030 11.4.8.7 China cloud advertising market, by end-use industry, 2018 - 2030 10.4.9 India 10.4.9.1 India cloud advertising market, 2018 - 2030 10.4.9.2 India cloud advertising market, by service, 2018 - 2030 10.4.9.3 India cloud advertising market, by channel, 2018 - 2030 10.4.9.4 India cloud advertising market, by deployment, 2018 - 2030 10.4.9.5 India cloud advertising market, by enterprise size, 2018 - 2030 10.4.9.6 India cloud advertising market, by application, 2018 - 2030 10.4.9.7 India cloud advertising market, by end-use industry, 2018 - 2030 10.4.10 Japan 10.4.10.1 Japan cloud advertising market, 2018 - 2030 11.4.10.2 Japan cloud advertising market, by service, 2018 - 2030 11.4.10.3 Japan cloud advertising market, by channel, 2018 - 2030 11.4.10.4 Japan cloud advertising market, by deployment, 2018 - 2030 11.4.10.5 Japan cloud advertising market, by enterprise size, 2018 - 2030 11.4.10.6 Japan cloud advertising market, by application, 2018 - 2030 11.4.10.7 Japan Cloud advertising market, by end-use industry, 2018 - 2030 10.4.11 Australia 10.4.11.1 Australia cloud advertising market, 2018 - 2030 10.4.11.2 Australia cloud advertising market, by service, 2018 - 2030 10.4.11.3 Australia cloud advertising market, by channel, 2018 - 2030 10.4.11.4 Australia cloud advertising market, by deployment, 2018 - 2030 10.4.11.5 Australia cloud advertising market, by enterprise size, 2018 - 2030 10.4.11.6 Australia cloud advertising market, by application, 2018 - 2030 10.4.11.7 Australia cloud advertising market, by end-use industry, 2018 - 2030 10.4.12 Singapore 10.4.12.1 Singapore cloud advertising market, 2018 - 2030 10.4.12.2 Singapore cloud advertising market, by service, 2018 - 2030 10.4.12.3 Singapore cloud advertising market, by channel, 2018 - 2030 10.4.12.4 Singapore cloud advertising market, by deployment, 2018 - 2030 10.4.12.5 Singapore cloud advertising market, by enterprise size, 2018 - 2030 10.4.12.6 Singapore cloud advertising market, by application, 2018 - 2030 10.4.12.7 Singapore cloud advertising market, by end-use industry, 2018 - 2030 10.5 Latin America 10.5.1 Latin America cloud advertising market, 2018 - 2030 10.5.2 Latin America cloud advertising market, by service, 2018 - 2030 10.5.3 Latin America cloud advertising market, by channel, 2018 - 2030 10.5.4 Latin America cloud advertising market, by deployment, 2018 - 2030 10.5.5 Latin America cloud advertising market, by enterprise size, 2018 - 2030 10.5.6 Latin America cloud advertising market, by application, 2018 - 2030 10.5.7 Latin America cloud advertising market, by end-use industry, 2018 - 2030 10.5.8 Brazil 10.5.8.1 Brazil cloud advertising market, 2018 - 2030 10.5.8.2 Brazil cloud advertising market, by service, 2018 - 2030 10.5.8.3 Brazil cloud advertising market, by channel, 2018 - 2030 10.5.8.4 Brazil cloud advertising market, by deployment, 2018 - 2030 10.5.8.5 Brazil cloud advertising market, by enterprise size, 2018 - 2030 10.5.8.6 Brazil cloud advertising market, by application, 2018 - 2030 10.5.8.7 Brazil cloud advertising market, by end-use industry, 2018 - 2030 10.5.9 Mexico 10.5.9.1 Mexico cloud advertising market, 2018 - 2030 10.5.9.2 Mexico cloud advertising market, by service, 2018 - 2030 10.5.9.3 Mexico cloud advertising market, by channel, 2018 - 2030 10.5.9.4 Mexico cloud advertising market, by deployment, 2018 - 2030 10.5.9.5 Mexico cloud advertising market, by enterprise size, 2018 - 2030 10.5.9.6 Mexico cloud advertising market, by application, 2018 - 2030 10.5.9.7 Mexico cloud advertising market, by end-use industry, 2018 - 2030 10.5.10 Chile 10.5.10.1 Chile cloud advertising market, 2018 - 2030 10.5.10.2 Chile cloud advertising market, by service, 2018 - 2030 10.5.10.3 Chile cloud advertising market, by channel, 2018 - 2030 10.5.10.4 Chile cloud advertising market, by deployment, 2018 - 2030 10.5.10.5 Chile cloud advertising market, by enterprise size, 2018 - 2030 10.5.10.6 Chile cloud advertising market, by application, 2018 - 2030 10.5.10.7 Chile cloud advertising market, by end-use industry, 2018 - 2030 10.5.11 Argentina 10.5.11.1 Argentina cloud advertising market, 2018 - 2030 10.5.11.2 Argentina cloud advertising market, by service, 2018 - 2030 10.5.11.3 Argentina cloud advertising market, by channel, 2018 - 2030 10.5.11.4 Argentina cloud advertising market, by deployment, 2018 - 2030 10.5.11.5 Argentina cloud advertising market, by enterprise size, 2018 - 2030 10.5.11.6 Argentina cloud advertising market, by application, 2018 - 2030 10.5.11.7 Argentina cloud advertising market, by end-use industry, 2018 - 2030 10.6 MEA 10.6.1 MEA cloud advertising market, 2018 - 2030 10.6.2 MEA cloud advertising market, by service, 2018 - 2030 10.6.3 MEA cloud advertising market, by channel, 2018 - 2030 10.6.4 MEA cloud advertising market, by deployment, 2018 - 2030 10.6.5 MEA cloud advertising market, by enterprise size, 2018 - 2030 10.6.6 MEA cloud advertising market, by application, 2018 - 2030 10.6.7 MEA cloud advertising market, by end-use industry, 2018 - 2030 10.6.8 Saudi Arabia 10.6.8.1 Saudi Arabia cloud advertising market, 2018 - 2030 10.6.8.2 Saudi Arabia cloud advertising market, by service, 2018 - 2030 10.6.8.3 Saudi Arabia cloud advertising market, by channel, 2018 - 2030 10.6.8.4 Saudi Arabia cloud advertising market, by deployment, 2018 - 2030 10.6.8.5 Saudi Arabia cloud advertising market, by enterprise size, 2018 - 2030 10.6.8.6 Saudi Arabia cloud advertising market, by application, 2018 - 2030 10.6.8.7 Saudi Arabia cloud advertising market, by end-use industry, 2018 - 2030 10.6.9 UAE 10.6.9.1 UAE cloud advertising market, 2018 - 2030 10.6.9.2 UAE cloud advertising market, by service, 2018 - 2030 10.6.9.3 UAE cloud advertising market, by channel, 2018 - 2030 10.6.9.4 UAE cloud advertising market, by deployment, 2018 - 2030 10.6.9.5 UAE cloud advertising market, by enterprise size, 2018 - 2030 10.6.9.6 UAE cloud advertising market, by application, 2018 - 2030 10.6.9.7 UAE cloud advertising market, by end-use industry, 2018 - 2030 10.6.10 South Africa 10.6.10.1 South Africa cloud advertising market, 2018 - 2030 10.6.10.2 South Africa cloud advertising market, by service, 2018 - 2030 10.6.10.3 South Africa cloud advertising market, by channel, 2018 - 2030 10.6.10.4 South Africa cloud advertising market, by deployment, 2018 - 2030 10.6.10.5 South Africa cloud advertising market, by enterprise size, 2018 - 2030 10.6.10.6 South Africa cloud advertising market, by application, 2018 - 2030 10.6.10.7 South Africa cloud advertising market, by end-use industry, 2018 - 2030 Chapter 11 Competitive Analysis 11.1 Key Company Heat Map Analysis, 2022 11.2 Recent Developments & Impact Analysis, By Key Market Participants 11.3 List of Few Players 11.4 Vendor Landscape Chapter 12 Competitive Landscape 12.1 Google LLC 12.1.1 Company overview 12.1.2 Financial performance 12.1.3 Product benchmarking 12.1.4 Strategic initiatives 12.2 Oracle 12.2.1 Company overview 12.2.2 Financial performance 12.2.3 Product benchmarking 12.2.4 Strategic initiatives 12.3 IBM Corporation 12.3.1 Company overview 12.3.2 Financial performance 12.3.3 Product benchmarking 12.3.4 Strategic initiatives 12.4 Amazon Web Services, Inc. 12.4.1 Company overview 12.4.2 Financial performance 12.4.3 Product benchmarking 12.4.4 Strategic initiatives 12.5 Adobe 12.5.1 Company overview 12.5.2 Financial performance 12.5.3 Product benchmarking 12.5.4 Strategic initiatives 12.6 Salesforce, Inc. 12.6.1 Company overview 12.6.2 Financial performance 12.6.3 Product benchmarking 12.6.4 Strategic initiatives 12.7 Wipro 12.7.1 Company overview 12.7.2 Financial performance 12.7.3 Product benchmarking 12.7.4 Strategic initiatives 12.8 The Nielsen Company (US), LLC. 12.8.1 Company overview 12.8.2 Financial performance 12.8.3 Product benchmarking 12.8.4 Strategic initiatives 12.9 Viant Technology LLC 12.9.1 Company overview 12.9.2 Product benchmarking 12.9.3 Strategic initiatives 12.10 Cavai 12.10.1 Company overview 12.10.2 Product benchmarking 12.10.3 Strategic initiatives 12.11 Kubient 12.11.1 Company overview 12.11.2 Product benchmarking 12.11.3 Strategic initiatives 12.12 Imagine Communications 12.12.1 Company overview 12.12.2 Product benchmarking 12.12.3 Strategic initiatives Chapter 13 KoL Commentary 13.1 KoL Commentary
SummaryCloud Advertising Market Growth & Trends Table of ContentsTable of ContentsChapter 1 Methodology and Scope 1.1 Research Methodology 1.2 Research Scope and Assumptions 1.3 List of Data Sources 1.4 Market Segmentation and Scope Chapter 2 Executive Summary 2.1 Cloud Advertising Market - Industry Snapshot & Key Buying Criteria, 2018 - 2030 2.2 Global Cloud Advertising Market, 2018 - 2030 2.2.1 Global Cloud Advertising Market, by Region, 2018 - 2030 2.2.2 Global Cloud Advertising Market, by Service, 2018 - 2030 2.2.3 Global Cloud Advertising Market, by Channel, 2018 - 2030 2.2.4 Global Cloud Advertising Market, by Deployment, 2018 - 2030 2.2.5 Global Cloud Advertising Market, by Enterprise size, 2018 - 2030 2.2.6 Global Cloud Advertising Market, by Application, 2018 - 2030 2.2.7 Global Cloud Advertising Market, by End-use industry, 2018 - 2030 Chapter 3 Cloud Advertising Industry Outlook 3.1 Market Lineage Outlook 3.1.1 Parent market outlook 3.2 Market Size, Penetration, and Growth Prospect Mapping 3.3 Regulatory Scenario 3.4 Cloud Advertising Market - Market Dynamics 3.4.1 Market driver analysis 3.4.1.1 Rise in adoption of cloud services 3.4.1.2 Emergence of personalized marketing 3.4.2 Market restraint/challenge analysis 3.4.2.1 Increasing concerns about the security and privacy of data 3.4.3 Market opportunity analysis 3.4.3.1 Accelerating user engagement on digital platforms 3.5 Cloud Advertising Market- Porter’s Five Forces Analysis 3.6 Cloud Advertising Market - PEST Analysis 3.7 COVID-19 Impact on the Cloud Advertising Market Chapter 4 Cloud Advertising Service Outlook 4.1 Cloud Advertising Market Share By Service, 2022 4.2 Infrastructure as a Software as a Service (IaaS) 4.2.1 Cloud advertising Infrastructure as a Software as a Service (IaaS) market, 2018 - 2030 4.3 Software as a Service (SaaS) 4.3.1 Cloud advertising Software as a Service (SaaS) market, 2018 - 2030 4.4 Platform as a Service (PaaS) 4.4.1 Cloud advertising Platform as a Service (PaaS) market, 2018 - 2030 Chapter 5 Cloud Advertising Channel Outlook 5.1 Cloud Advertising Market Share By Channel, 2022 5.2 Email Marketing 5.2.1 Cloud advertising email marketing market, 2018 - 2030 5.3 In-App 5.3.1 Cloud advertising in-app market, 2018 - 2030 5.4 Social Media Marketing 5.4.1 Cloud advertising social media marketing market, 2018 - 2030 5.5 Company Website 5.5.1 Cloud advertising company website market, 2018 - 2030 5.6 Others 5.6.1 Cloud advertising others market, 2018 - 2030 Chapter 6 Cloud Advertising Deployment Outlook 6.1 Cloud Advertising Market Share By Deployment, 2022 6.2 Public 6.2.1 Public cloud advertising market, 2018 - 2030 6.3 Private 6.3.1 Private cloud advertising market, 2018 - 2030 6.4 Hybrid 6.4.1 Hybrid cloud advertising market, 2018 - 2030 Chapter 7 Cloud Advertising Enterprise Size Outlook 7.1 Cloud Advertising Market Share By Enterprise Size, 2022 7.2 Large Size Enterprises 7.2.1 Cloud advertising for large size enterprises market, 2018 - 2030 7.3 Small and Medium Sized Enterprises (SMEs) 7.3.1 Cloud advertising for small and medium sized enterprises (SMEs) market, 2018 - 2030 Chapter 8 Cloud Advertising Application Outlook 8.1 Cloud Advertising Market Share By Application, 2022 8.2 Campaign Management 8.2.1 Cloud advertising campaign management market, 2018 - 2030 8.3 Customer Management 8.3.1 Cloud advertising customer management market, 2018 - 2030 8.4 Experience Management 8.4.1 Cloud advertising experience management market, 2018 - 2030 8.5 Analytic and Insights 8.5.1 Cloud advertising analytic and insights market, 2018 - 2030 8.6 Real-Time Engagement 8.6.1 Cloud advertising real-time engagement market, 2018 - 2030 Chapter 9 Cloud Advertising Enterprise Size Outlook 9.1 Cloud Advertising Market Share By Enterprise Size, 2022 9.2 IT & Telecommunications 9.2.1 IT & telecommunications cloud advertising market, 2018 - 2030 9.3 BFSI 9.3.1 BFSI Cloud advertising market, 2018 - 2030 9.4 Healthcare 9.4.1 Healthcare cloud advertising market, 2018 - 2030 9.5 Travel and Hospitality 9.5.1 Travel and hospitality cloud advertising market, 2018 - 2030 9.6 Manufacturing 9.6.1 Manufacturing cloud advertising market, 2018 - 2030 9.7 Automotive 9.7.1 Automotive cloud advertising market, 2018 - 2030 9.8 Retail & Consumer Goods 9.8.1 Retail & consumer goods cloud advertising market, 2018 - 2030 9.9 Media & Entertainment 9.9.1 Media & entertainment cloud advertising market, 2018 - 2030 9.10 Others 9.10.1 Others cloud advertising market, 2018 - 2030 Chapter 10 Cloud Advertising Regional Outlook 10.1 Cloud Advertising Market Share By Region, 2022 10.2 North America 10.2.1 North America cloud advertising market, 2018 - 2030 10.2.2 North America cloud advertising market, by Service, 2018 - 2030 10.2.3 North America cloud advertising market, by channel, 2018 - 2030 10.2.4 North America cloud advertising market, by deployment, 2018 - 2030 10.2.5 North America cloud advertising market, by enterprise size, 2018 - 2030 10.2.6 North America cloud advertising market, by application, 2018 - 2030 10.2.7 North America cloud advertising market, by end-use industry, 2018 - 2030 10.2.8 U.S. 10.2.8.1 U.S. cloud advertising market, 2018 - 2030 10.2.8.2 U.S. cloud advertising market, by service, 2018 - 2030 10.2.8.3 U.S. cloud advertising market, by channel, 2018 - 2030 10.2.8.4 U.S. cloud advertising market, by deployment, 2018 - 2030 10.2.8.5 U.S. cloud advertising market, by enterprise size, 2018 - 2030 10.2.8.6 U.S. cloud advertising market, by application, 2018 - 2030 10.2.8.7 U.S. cloud advertising market, by end-use industry, 2018 - 2030 10.2.9 Canada 10.2.9.1 Canada cloud advertising market, 2018 - 2030 10.2.9.2 Canada cloud advertising market, by service, 2018 - 2030 10.2.9.3 Canada cloud advertising market, by channel, 2018 - 2030 10.2.9.4 Canada cloud advertising market, by deployment, 2018 - 2030 10.2.9.5 Canada cloud advertising market, by enterprise size, 2018 - 2030 10.2.9.6 Canada cloud advertising market, by application, 2018 - 2030 10.2.9.7 Canada cloud advertising market, by end-use industry, 2018 - 2030 10.3 Europe 10.3.1 Europe cloud advertising market, 2018 - 2030 10.3.2 Europe cloud advertising market, by service, 2018 - 2030 10.3.3 Europe cloud advertising market, by channel, 2018 - 2030 10.3.4 Europe cloud advertising market, by deployment, 2018 - 2030 10.3.5 Europe cloud advertising market, by enterprise size, 2018 - 2030 10.3.6 Europe cloud advertising market, by application, 2018 - 2030 10.3.7 Europe cloud advertising market, by end-use industry, 2018 - 2030 10.3.8 U.K. 10.3.8.1 U.K. cloud advertising market, 2018 - 2030 10.3.8.2 U.K. cloud advertising market, by service, 2018 - 2030 10.3.8.3 U.K. cloud advertising market, by channel, 2018 - 2030 10.3.8.4 U.K. cloud advertising market, by deployment, 2018 - 2030 10.3.8.5 U.K. cloud advertising market, by enterprise size, 2018 - 2030 10.3.8.6 U.K. cloud advertising market, by end-use industry, 2018 - 2030 10.3.9 Germany 10.3.9.1 Germany cloud advertising market, 2018 - 2030 10.3.9.2 Germany cloud advertising market, by service, 2018 - 2030 10.3.9.3 Germany cloud advertising market, by channel, 2018 - 2030 10.3.9.4 Germany cloud advertising market, by deployment, 2018 - 2030 10.3.9.5 Germany cloud advertising market, by enterprise size, 2018 - 2030 10.3.9.6 Germany cloud advertising market, by application, 2018 - 2030 10.3.9.7 Germany Cloud advertising market, by end-use industry, 2018 - 2030 10.3.10 Italy 10.3.10.1 Italy cloud advertising market, 2018 - 2030 10.3.10.2 Italy cloud advertising market, by service, 2018 - 2030 10.3.10.3 Italy cloud advertising market, by channel, 2018 - 2030 10.3.10.4 Italy cloud advertising market, by deployment, 2018 - 2030 10.3.10.5 Italy cloud advertising market, by enterprise size, 2018 - 2030 10.3.10.6 Italy cloud advertising market, by application, 2018 - 2030 10.3.10.7 Italy cloud advertising market, by end-use industry, 2018 - 2030 10.3.11 France 10.3.11.1 France cloud advertising market, 2018 - 2030 10.3.11.2 France cloud advertising market, by service, 2018 - 2030 10.3.11.3 France cloud advertising market, by channel, 2018 - 2030 10.3.11.4 France cloud advertising market, by deployment, 2018 - 2030 10.3.11.5 France cloud advertising market, by enterprise size, 2018 - 2030 10.3.11.6 France cloud advertising market, by application, 2018 - 2030 10.3.11.7 France cloud advertising market, by end-use industry, 2018 - 2030 10.3.12 Spain 10.3.12.1 Spain cloud advertising market, 2018 - 2030 10.3.12.2 Spain cloud advertising market, by service, 2018 - 2030 10.3.12.3 Spain cloud advertising market, by channel, 2018 - 2030 10.3.12.4 Spain cloud advertising market, by deployment, 2018 - 2030 10.3.12.5 Spain cloud advertising market, by enterprise size, 2018 - 2030 10.3.12.6 Spain cloud advertising market, by application, 2018 - 2030 10.3.12.7 Spain cloud advertising market, by end-use industry, 2018 - 2030 10.3.13 Netherlands 10.3.13.1 Netherlands cloud advertising market, 2018 - 2030 10.3.13.2 Netherlands cloud advertising market, by service, 2018 - 2030 10.3.13.3 Netherlands cloud advertising market, by channel, 2018 - 2030 10.3.13.4 Netherlands cloud advertising market, by deployment, 2018 - 2030 10.3.13.5 Netherlands cloud advertising market, by enterprise size, 2018 - 2030 10.3.13.6 Netherlands cloud advertising market, by application, 2018 - 2030 10.3.13.7 Netherlands cloud advertising market, by end-use industry, 2018 - 2030 10.4 Asia Pacific 10.4.1 Asia Pacific cloud advertising market, 2018 - 2030 10.4.2 Asia Pacific cloud advertising market, by service, 2018 - 2030 10.4.3 Asia Pacific cloud advertising market, by channel, 2018 - 2030 10.4.4 Asia Pacific cloud advertising market, by deployment, 2018 - 2030 10.4.5 Asia Pacific cloud advertising market, by enterprise size, 2018 - 2030 10.4.6 Asia Pacific cloud advertising market, by application, 2018 - 2030 10.4.7 Asia Pacific cloud advertising market, by end-use industry, 2018 - 2030 10.4.8 China 10.4.8.1 China cloud advertising market, 2018 - 2030 10.4.8.2 China cloud advertising market, by service, 2018 - 2030 11.4.8.3 China cloud advertising market, by channel, 2018 - 2030 11.4.8.4 China cloud advertising market, by deployment, 2018 - 2030 11.4.8.5 China cloud advertising market, by enterprise size, 2018 - 2030 11.4.8.6 China cloud advertising market, by application, 2018 - 2030 11.4.8.7 China cloud advertising market, by end-use industry, 2018 - 2030 10.4.9 India 10.4.9.1 India cloud advertising market, 2018 - 2030 10.4.9.2 India cloud advertising market, by service, 2018 - 2030 10.4.9.3 India cloud advertising market, by channel, 2018 - 2030 10.4.9.4 India cloud advertising market, by deployment, 2018 - 2030 10.4.9.5 India cloud advertising market, by enterprise size, 2018 - 2030 10.4.9.6 India cloud advertising market, by application, 2018 - 2030 10.4.9.7 India cloud advertising market, by end-use industry, 2018 - 2030 10.4.10 Japan 10.4.10.1 Japan cloud advertising market, 2018 - 2030 11.4.10.2 Japan cloud advertising market, by service, 2018 - 2030 11.4.10.3 Japan cloud advertising market, by channel, 2018 - 2030 11.4.10.4 Japan cloud advertising market, by deployment, 2018 - 2030 11.4.10.5 Japan cloud advertising market, by enterprise size, 2018 - 2030 11.4.10.6 Japan cloud advertising market, by application, 2018 - 2030 11.4.10.7 Japan Cloud advertising market, by end-use industry, 2018 - 2030 10.4.11 Australia 10.4.11.1 Australia cloud advertising market, 2018 - 2030 10.4.11.2 Australia cloud advertising market, by service, 2018 - 2030 10.4.11.3 Australia cloud advertising market, by channel, 2018 - 2030 10.4.11.4 Australia cloud advertising market, by deployment, 2018 - 2030 10.4.11.5 Australia cloud advertising market, by enterprise size, 2018 - 2030 10.4.11.6 Australia cloud advertising market, by application, 2018 - 2030 10.4.11.7 Australia cloud advertising market, by end-use industry, 2018 - 2030 10.4.12 Singapore 10.4.12.1 Singapore cloud advertising market, 2018 - 2030 10.4.12.2 Singapore cloud advertising market, by service, 2018 - 2030 10.4.12.3 Singapore cloud advertising market, by channel, 2018 - 2030 10.4.12.4 Singapore cloud advertising market, by deployment, 2018 - 2030 10.4.12.5 Singapore cloud advertising market, by enterprise size, 2018 - 2030 10.4.12.6 Singapore cloud advertising market, by application, 2018 - 2030 10.4.12.7 Singapore cloud advertising market, by end-use industry, 2018 - 2030 10.5 Latin America 10.5.1 Latin America cloud advertising market, 2018 - 2030 10.5.2 Latin America cloud advertising market, by service, 2018 - 2030 10.5.3 Latin America cloud advertising market, by channel, 2018 - 2030 10.5.4 Latin America cloud advertising market, by deployment, 2018 - 2030 10.5.5 Latin America cloud advertising market, by enterprise size, 2018 - 2030 10.5.6 Latin America cloud advertising market, by application, 2018 - 2030 10.5.7 Latin America cloud advertising market, by end-use industry, 2018 - 2030 10.5.8 Brazil 10.5.8.1 Brazil cloud advertising market, 2018 - 2030 10.5.8.2 Brazil cloud advertising market, by service, 2018 - 2030 10.5.8.3 Brazil cloud advertising market, by channel, 2018 - 2030 10.5.8.4 Brazil cloud advertising market, by deployment, 2018 - 2030 10.5.8.5 Brazil cloud advertising market, by enterprise size, 2018 - 2030 10.5.8.6 Brazil cloud advertising market, by application, 2018 - 2030 10.5.8.7 Brazil cloud advertising market, by end-use industry, 2018 - 2030 10.5.9 Mexico 10.5.9.1 Mexico cloud advertising market, 2018 - 2030 10.5.9.2 Mexico cloud advertising market, by service, 2018 - 2030 10.5.9.3 Mexico cloud advertising market, by channel, 2018 - 2030 10.5.9.4 Mexico cloud advertising market, by deployment, 2018 - 2030 10.5.9.5 Mexico cloud advertising market, by enterprise size, 2018 - 2030 10.5.9.6 Mexico cloud advertising market, by application, 2018 - 2030 10.5.9.7 Mexico cloud advertising market, by end-use industry, 2018 - 2030 10.5.10 Chile 10.5.10.1 Chile cloud advertising market, 2018 - 2030 10.5.10.2 Chile cloud advertising market, by service, 2018 - 2030 10.5.10.3 Chile cloud advertising market, by channel, 2018 - 2030 10.5.10.4 Chile cloud advertising market, by deployment, 2018 - 2030 10.5.10.5 Chile cloud advertising market, by enterprise size, 2018 - 2030 10.5.10.6 Chile cloud advertising market, by application, 2018 - 2030 10.5.10.7 Chile cloud advertising market, by end-use industry, 2018 - 2030 10.5.11 Argentina 10.5.11.1 Argentina cloud advertising market, 2018 - 2030 10.5.11.2 Argentina cloud advertising market, by service, 2018 - 2030 10.5.11.3 Argentina cloud advertising market, by channel, 2018 - 2030 10.5.11.4 Argentina cloud advertising market, by deployment, 2018 - 2030 10.5.11.5 Argentina cloud advertising market, by enterprise size, 2018 - 2030 10.5.11.6 Argentina cloud advertising market, by application, 2018 - 2030 10.5.11.7 Argentina cloud advertising market, by end-use industry, 2018 - 2030 10.6 MEA 10.6.1 MEA cloud advertising market, 2018 - 2030 10.6.2 MEA cloud advertising market, by service, 2018 - 2030 10.6.3 MEA cloud advertising market, by channel, 2018 - 2030 10.6.4 MEA cloud advertising market, by deployment, 2018 - 2030 10.6.5 MEA cloud advertising market, by enterprise size, 2018 - 2030 10.6.6 MEA cloud advertising market, by application, 2018 - 2030 10.6.7 MEA cloud advertising market, by end-use industry, 2018 - 2030 10.6.8 Saudi Arabia 10.6.8.1 Saudi Arabia cloud advertising market, 2018 - 2030 10.6.8.2 Saudi Arabia cloud advertising market, by service, 2018 - 2030 10.6.8.3 Saudi Arabia cloud advertising market, by channel, 2018 - 2030 10.6.8.4 Saudi Arabia cloud advertising market, by deployment, 2018 - 2030 10.6.8.5 Saudi Arabia cloud advertising market, by enterprise size, 2018 - 2030 10.6.8.6 Saudi Arabia cloud advertising market, by application, 2018 - 2030 10.6.8.7 Saudi Arabia cloud advertising market, by end-use industry, 2018 - 2030 10.6.9 UAE 10.6.9.1 UAE cloud advertising market, 2018 - 2030 10.6.9.2 UAE cloud advertising market, by service, 2018 - 2030 10.6.9.3 UAE cloud advertising market, by channel, 2018 - 2030 10.6.9.4 UAE cloud advertising market, by deployment, 2018 - 2030 10.6.9.5 UAE cloud advertising market, by enterprise size, 2018 - 2030 10.6.9.6 UAE cloud advertising market, by application, 2018 - 2030 10.6.9.7 UAE cloud advertising market, by end-use industry, 2018 - 2030 10.6.10 South Africa 10.6.10.1 South Africa cloud advertising market, 2018 - 2030 10.6.10.2 South Africa cloud advertising market, by service, 2018 - 2030 10.6.10.3 South Africa cloud advertising market, by channel, 2018 - 2030 10.6.10.4 South Africa cloud advertising market, by deployment, 2018 - 2030 10.6.10.5 South Africa cloud advertising market, by enterprise size, 2018 - 2030 10.6.10.6 South Africa cloud advertising market, by application, 2018 - 2030 10.6.10.7 South Africa cloud advertising market, by end-use industry, 2018 - 2030 Chapter 11 Competitive Analysis 11.1 Key Company Heat Map Analysis, 2022 11.2 Recent Developments & Impact Analysis, By Key Market Participants 11.3 List of Few Players 11.4 Vendor Landscape Chapter 12 Competitive Landscape 12.1 Google LLC 12.1.1 Company overview 12.1.2 Financial performance 12.1.3 Product benchmarking 12.1.4 Strategic initiatives 12.2 Oracle 12.2.1 Company overview 12.2.2 Financial performance 12.2.3 Product benchmarking 12.2.4 Strategic initiatives 12.3 IBM Corporation 12.3.1 Company overview 12.3.2 Financial performance 12.3.3 Product benchmarking 12.3.4 Strategic initiatives 12.4 Amazon Web Services, Inc. 12.4.1 Company overview 12.4.2 Financial performance 12.4.3 Product benchmarking 12.4.4 Strategic initiatives 12.5 Adobe 12.5.1 Company overview 12.5.2 Financial performance 12.5.3 Product benchmarking 12.5.4 Strategic initiatives 12.6 Salesforce, Inc. 12.6.1 Company overview 12.6.2 Financial performance 12.6.3 Product benchmarking 12.6.4 Strategic initiatives 12.7 Wipro 12.7.1 Company overview 12.7.2 Financial performance 12.7.3 Product benchmarking 12.7.4 Strategic initiatives 12.8 The Nielsen Company (US), LLC. 12.8.1 Company overview 12.8.2 Financial performance 12.8.3 Product benchmarking 12.8.4 Strategic initiatives 12.9 Viant Technology LLC 12.9.1 Company overview 12.9.2 Product benchmarking 12.9.3 Strategic initiatives 12.10 Cavai 12.10.1 Company overview 12.10.2 Product benchmarking 12.10.3 Strategic initiatives 12.11 Kubient 12.11.1 Company overview 12.11.2 Product benchmarking 12.11.3 Strategic initiatives 12.12 Imagine Communications 12.12.1 Company overview 12.12.2 Product benchmarking 12.12.3 Strategic initiatives Chapter 13 KoL Commentary 13.1 KoL Commentary
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