データカタログ市場:コンポーネント(ソリューション、サービス)、導入形態(クラウド、オンプレミス)、データ利用者(BIツール、エンタープライズアプリケーション、モバイルおよびWebアプリケーション)、組織規模、メタデータタイプ、業種、地域別 - 2027年までの世界予測Data Catalog Market by Component (Solutions, Services), Deployment Mode (Cloud, On-premises), Data Consumer (BI Tools, Enterprise Applications, Mobile and Web Applications), Organization Size, Metadata Type, Vertical & Region - Global Forecast to 2027 データカタログの世界市場規模は、2022年の7億米ドルから2027年には18億米ドルに拡大し、予測期間中の年平均成長率(CAGR)は22.0%と予測されています。 コンポーネント別では、サービス分野が予測期間中に最も... もっと見る
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サマリーデータカタログの世界市場規模は、2022年の7億米ドルから2027年には18億米ドルに拡大し、予測期間中の年平均成長率(CAGR)は22.0%と予測されています。コンポーネント別では、サービス分野が予測期間中に最も高いCAGRを記録すると予測されています。 データカタログ市場において、サービスは重要な役割を担っています。クラウドベースのサービスに対する需要の高まりと、データ管理ソリューションの採用が進んでいることが、サービス分野を牽引すると予想される主な要因となっています。サービスを効率的に提供することで、システムの信頼性と運用効率が向上し、コストを削減することができます。また、これらのサービスにより、顧客体験も向上します。データソースの増加により、分析が必要なデータ量は日々増加しています。このような場合、データ分析ツールを採用し、データ、そのソース、データアクセスを管理することが不可欠になっています。サービスは、データ管理ソリューションの不可欠な部分を形成しています。 サービス別では、マネージドサービスが予測期間中に最も高いCAGRを記録すると予測されています。 マネージドサービスプロバイダーは、サードパーティのインフラサービスを提供し、企業のデータ管理インフラ管理を支援します。マネージドサービスは、特にクライアントエクスペリエンスに関連しており、企業は市場での地位の維持に役立つため、この変数で交渉することはできません。どのような技術領域でも、優れたマネージドサービスが必要です。提供されるサービスは、顧客の環境に完全に適合していなければなりません。技術的な専門知識、サービスの一貫性、柔軟性は、顧客の地理的な位置に関係なく、ベンダーによって提供されなければなりません。マネージドサービスプロバイダーは、ソフトウェアの機能をすべて引き受け、企業はビジネスアプリケーションの更新とインストール、企業ポリシーの設定のみを担当します。 導入方法別では、クラウド型が予測期間中に最も高いCAGRを占めると予測されています。 クラウドベースのデータカタログソリューションは、オンプレミスのソリューションに比べて高い支持を得ていますが、これはクラウドの導入形態が持つ複数の利点に起因しています。このような利点には、運用コストの削減、シンプルな導入、接続リソースに関する高いスケーラビリティなどがあります。クラウドベースのソリューションは、ビジネス目標を達成するための堅牢な変換プロセス一式を提供します。さらに、リアルタイム分析を行う企業にとっては、ビジネスオペレーションにさらなる柔軟性をもたらし、リアルタイムの展開が容易になります。クラウドデータカタログソリューションを提供する主なベンダーは、IBM、AWS、TIBCO Softwareです。 データ消費者別では、モバイルおよびウェブアプリケーションが予測期間中に最も高いCAGRを占めると予測されます。 モバイルおよびWebアプリケーションの開発は、速いペースで進んでいるエコシステムです。ほとんどのモバイルおよびWebアプリケーションは、大量のビジネスデータにアクセスする必要があり、モバイルおよびWebベースのアプリケーションと企業システムとの相互運用性を可能にしています。モバイルおよびWebアプリケーションは、標準プロトコル、モバイルファーストライブラリ、インフラストラクチャを使用して、異なるモバイルおよびWebベースのプラットフォームで実行されるさまざまなデータソースを定義し公開する、新しい抽象化のレイヤーを提供します。 プライマリーの内訳 インテリジェント文書処理市場で事業を展開するさまざまな主要組織の最高経営責任者(CEO)、イノベーションおよびテクノロジーディレクター、システムインテグレーター、経営幹部に対して詳細なインタビューを実施しました。 - 企業タイプ別ティア1:34%、ティア2:43%、ティア3:23 - 役職別Cレベル:50%、ディレクター:30%、その他:20 - 地域別北米:25%、欧州:30%、APAC:30%、MEA:10%、中南米:5%。 本調査で紹介した著名なプレイヤーには、IBM(米国)、Microsoft(米国)、TIBCO Software(米国)、Collibra(ベルギー)、Alation(米国)、Oracle(米国)、Google(米国)、Informatica(米国)、Alteryx(米国)、Zaloni(米国)、などがあります。Cloudera(米)、Talend(米)、Ataccama(カナダ)、Quest software(Erwinを買収)、Tamr(米)、Denodo(米)、Tableau(米)、AWS(米)、Cambridge Semantics(米)、Octopai(イスラエル)、Alex Solutions(オーストラリア)、Immuta(米)、Data.World(米)、Solutions(米)、Solutions(米)、Alex Solutions(オーストラリア)、Solutions(米)、Solutions(オーストラリア)、Solutions(オーストラリアWorld(米国)、Solidatus(英国)、Atlan(シンガポール)、Stemma(米国)、Castor(米国)、Zeenea(フランス)です。 調査対象範囲 本市場調査は、さまざまなセグメントにわたるデータカタログ市場を対象としています。コンポーネント(ソリューションとサービス)、組織規模、展開モード、メタデータタイプ、データ消費者、業種、地域などの異なるセグメントにおける市場規模およびこの市場の成長性を推定することを目的としています。サービスセグメントは、さらにプロフェッショナルサービス、マネージドサービスです。データカタログ市場の地域別分析には、北米、ヨーロッパ、APAC、MEA、ラテンアメリカが含まれます。また、主要な市場プレイヤーの詳細な競合分析として、企業プロファイル、製品や事業の提供に関する主要な観測、最近の開発、主要な市場戦略も掲載しています。 本レポートを購入する主な利点 本レポートは、データカタログ市場とそのセグメントに関する収益数の最も近い近似値に関する情報を提供することで、この市場における市場リーダー/新規参入者を支援することが期待されます。また、本レポートは、利害関係者が競争環境を理解し、自社のビジネスのポジションを向上させ、適切な市場参入戦略を計画するための洞察を得るのに役立つと期待されます。また、本レポートは、利害関係者が市場の鼓動を理解し、主要な市場促進要因、阻害要因、課題、および機会に関する情報を提供することを目的としています。 目次1 INTRODUCTION 271.1 STUDY OBJECTIVES 27 1.2 MARKET DEFINITION 27 1.2.1 INCLUSIONS AND EXCLUSIONS 28 1.3 STUDY SCOPE 28 1.3.1 MARKET SEGMENTATION 29 1.3.2 REGIONS COVERED 30 1.3.3 YEARS CONSIDERED 30 1.4 CURRENCY CONSIDERED 31 TABLE 1 US DOLLAR EXCHANGE RATE, 2019–2021 31 1.5 STAKEHOLDERS 31 1.6 SUMMARY OF CHANGES 32 2 RESEARCH METHODOLOGY 33 2.1 RESEARCH DATA 33 FIGURE 1 DATA CATALOG MARKET: RESEARCH DESIGN 33 2.1.1 SECONDARY DATA 34 2.1.2 PRIMARY DATA 34 2.1.2.1 Breakup of primary interviews 35 FIGURE 2 BREAKUP OF PRIMARY INTERVIEWS: BY COMPANY, DESIGNATION, AND REGION 35 2.1.2.2 Key industry insights 35 2.2 DATA TRIANGULATION 36 FIGURE 3 DATA TRIANGULATION 36 2.3 MARKET SIZE ESTIMATION 37 FIGURE 4 DATA CATALOG MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 37 2.3.1 TOP-DOWN APPROACH 37 2.3.2 BOTTOM-UP APPROACH 38 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY ─ APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES IN DATA CATALOG MARKET 38 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY ─ APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF SOLUTIONS/SERVICES IN DATA CATALOG MARKET 39 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY — APPROACH 3, BOTTOM-UP (DEMAND SIDE): SHARE OF DATA CATALOG MARKET THROUGH OVERALL DATA CATALOG SPENDING 40 2.4 MARKET FORECAST 41 TABLE 2 FACTOR ANALYSIS 41 2.5 COMPANY EVALUATION MATRIX METHODOLOGY 42 FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 42 2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 43 FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 43 2.7 RESEARCH ASSUMPTIONS 43 2.8 LIMITATIONS AND RISK ASSESSMENT 44 3 EXECUTIVE SUMMARY 45 TABLE 3 GLOBAL DATA CATALOG MARKET AND GROWTH RATE, 2017–2021 (USD MILLION, Y-O-Y %) 46 TABLE 4 GLOBAL DATA CATALOG MARKET AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %) 46 FIGURE 10 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE IN 2022 47 FIGURE 11 PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 47 FIGURE 12 CLOUD SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE IN 2022 47 FIGURE 13 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 48 FIGURE 14 BUSINESS INTELLIGENCE TOOLS SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN 2022 48 FIGURE 15 TECHNICAL METADATA SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 48 FIGURE 16 RETAIL AND ECOMMERCE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 49 FIGURE 17 ASIA PACIFIC TO ACHIEVE HIGHEST GROWTH IN 2022 49 4 PREMIUM INSIGHTS 50 4.1 ATTRACTIVE OPPORTUNITIES IN DATA CATALOG MARKET 50 FIGURE 18 RAPID DIGITIZATION ACROSS SECTORS AND RISE IN DATA GENERATION TO DRIVE ADOPTION OF DATA CATALOG SOLUTIONS 50 4.2 DATA CATALOG MARKET, BY TOP THREE VERTICALS 50 FIGURE 19 BFSI SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE DURING FORECAST PERIOD 50 4.3 DATA CATALOG MARKET, BY REGION 51 FIGURE 20 ASIA PACIFIC TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 51 4.4 NORTH AMERICA: DATA CATALOG MARKET, BY COMPONENT AND SERVICE 51 FIGURE 21 SOLUTIONS AND PROFESSIONAL SERVICES SEGMENTS TO ACCOUNT FOR SIGNIFICANT MARKET SHARE IN 2022 51 5 MARKET OVERVIEW AND INDUSTRY TRENDS 52 5.1 INTRODUCTION 52 5.2 MARKET DYNAMICS 52 FIGURE 22 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA CATALOG MARKET 52 5.2.1 DRIVERS 53 5.2.1.1 Growing proliferation of data 53 5.2.1.2 Rising need to gather insights for business strategies 53 5.2.1.3 Growing adoption of cloud-based solutions 53 5.2.1.4 Increasing use of self-service analytics 53 5.2.2 RESTRAINTS 54 5.2.2.1 Lack of standardization of data 54 5.2.2.2 Misconceptions about risks 54 5.2.3 OPPORTUNITIES 54 5.2.3.1 Use of data catalog to improve employee productivity 54 5.2.3.2 Rising automation and AI-enabled technologies 55 5.2.4 CHALLENGES 55 5.2.4.1 Lack of technical skills in workforce 55 5.2.4.2 Inconsistent data upkeeping 55 5.3 EVOLUTION: DATA CATALOG 55 FIGURE 23 EVOLUTION OF DATA CATALOG 55 5.4 ESSENTIAL FEATURES OF DATA CATALOG 56 5.4.1 DATA SEARCH AND DISCOVERY 56 5.4.2 BUSINESS GLOSSARY 56 5.4.3 DATA LINEAGE 56 5.4.4 COLLABORATION 56 5.4.5 DATA GOVERNANCE 57 5.4.6 INTEGRATION 57 5.5 VALUE CHAIN ANALYSIS 57 FIGURE 24 VALUE CHAIN ANALYSIS: DATA CATALOG MARKET 57 5.6 SUPPLY CHAIN ANALYSIS 58 FIGURE 25 SUPPLY CHAIN ANALYSIS: DATA CATALOG MARKET 58 5.7 ECOSYSTEM 59 TABLE 5 ECOSYSTEM: DATA CATALOG MARKET 59 5.8 DATA CATALOG MARKET: IMPACT OF COVID-19 60 5.9 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF DATA CATALOGS 61 FIGURE 26 DATA CATALOG MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 61 5.10 TECHNOLOGICAL ANALYSIS 61 5.10.1 ARTIFICIAL INTELLIGENCE AND AUTOMATION 61 5.10.2 MACHINE LEARNING 61 5.11 CASE STUDY ANALYSIS 62 5.11.1 INFORMATION SERVICES 62 5.11.1.1 Case Study 1: Creditsafe uses Waterline Smart Data Catalog to improve its common processes to manage data 62 5.11.2 BFSI 63 5.11.2.1 Case Study 2: Nordea automates its data management processes using Waterline Smart Data Catalog 63 5.11.3 HEALTHCARE AND LIFE SCIENCES 63 5.11.3.1 Case Study 3: Southeastern Med strengthens its BI reporting capabilities through Datawatch Managed Analytics platform 63 5.11.4 RETAIL AND ECOMMERCE 64 5.11.4.1 Case Study 4: eBay gains centralized access to data using Alation’s data catalog solution 64 5.11.5 GOVERNMENT AND DEFENSE 64 5.11.5.1 Case Study 5: With Collibra, George Washington University automates its governance processes 64 5.12 PATENT ANALYSIS 64 5.12.1 METHODOLOGY 64 5.12.2 DOCUMENT TYPE 65 TABLE 6 PATENTS FILED, 2019-2022 65 5.12.3 INNOVATION AND PATENT APPLICATIONS 65 FIGURE 27 TOTAL NUMBER OF PATENTS GRANTED ANNUALLY, 2019–2022 65 5.12.3.1 Top applicants 65 FIGURE 28 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2019–2022 66 5.13 PORTER’S FIVE FORCES ANALYSIS 66 TABLE 7 IMPACT OF PORTER’S FIVE FORCES ON DATA CATALOG MARKET 66 FIGURE 29 PORTER’S FIVE FORCES ANALYSIS 67 5.13.1 THREAT OF NEW ENTRANTS 67 5.13.2 THREAT OF SUBSTITUTES 67 5.13.3 BARGAINING POWER OF SUPPLIERS 68 5.13.4 BARGAINING POWER OF BUYERS 68 5.13.5 INTENSITY OF COMPETITIVE RIVALRY 68 5.14 REGULATORY IMPLICATION 68 5.14.1 GENERAL DATA PROTECTION REGULATION 68 5.14.2 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION/INTERNATIONAL ELECTROTECHNICAL COMMISSION 27000 STANDARDS 69 5.14.3 CLOUD SECURITY ALLIANCE CONTROLS 69 5.14.4 SYSTEM AND ORGANIZATION CONTROL REPORTS 69 5.14.4.1 System and Organization Control 1 69 5.14.4.2 System and Organization Control 2 70 5.14.5 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 70 5.14.6 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD 70 5.14.7 SARBANES-OXLEY ACT OF 2002 70 5.14.8 THE GRAMM–LEACH–BLILEY ACT 71 5.14.9 EUROPEAN UNION DATA PROTECTION REGULATION 71 5.14.10 CAN-SPAM ACT 71 5.15 TARIFF AND REGULATORY LANDSCAPE 72 5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 72 TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 72 TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 73 TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 73 TABLE 11 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 74 TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 74 5.16 PRICING ANALYSIS 74 5.16.1 AVERAGE SELLING PRICE OF SUBSCRIPTION-BASED DATA CATALOG SOLUTIONS 75 TABLE 13 AVERAGE SELLING PRICE OF SUBSCRIPTION-BASED DATA CATALOG SOLUTIONS 75 5.17 KEY STAKEHOLDERS AND BUYING CRITERIA 75 5.17.1 KEY STAKEHOLDERS IN BUYING PROCESS 75 TABLE 14 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE VERTICALS (%) 75 5.17.2 BUYING CRITERIA 76 FIGURE 30 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 76 TABLE 15 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 76 6 DATA CATALOG MARKET, BY COMPONENT 77 6.1 INTRODUCTION 78 6.1.1 COMPONENT: DATA CATALOG MARKET DRIVERS 78 FIGURE 31 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 78 TABLE 16 DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 78 TABLE 17 DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 79 6.2 SOLUTIONS 79 6.2.1 GROWING DIGITIZATION AND USE OF CLOUD COMPUTING 79 TABLE 18 SOLUTIONS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 79 TABLE 19 SOLUTIONS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 80 6.3 SERVICES 80 FIGURE 32 MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 80 TABLE 20 SERVICES: DATA CATALOG MARKET, BY TYPE, 2017–2021 (USD MILLION) 81 TABLE 21 SERVICES: DATA CATALOG MARKET, BY TYPE, 2022–2027 (USD MILLION) 81 6.3.1 PROFESSIONAL SERVICES 81 6.3.1.1 Growing need to manage complex operations 81 TABLE 22 PROFESSIONAL SERVICES: DATA CATALOG MARKET, BY TYPE, 2017–2021 (USD MILLION) 81 TABLE 23 PROFESSIONAL SERVICES: DATA CATALOG MARKET, BY TYPE, 2022–2027 (USD MILLION) 82 TABLE 24 PROFESSIONAL SERVICES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 82 TABLE 25 PROFESSIONAL SERVICES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 82 6.3.1.2 Support and maintenance services 83 6.3.1.2.1 Need for solving complex product issues 83 6.3.1.3 Consulting services 83 6.3.1.3.1 Data catalog services help organizations formulate strategies 83 6.3.1.4 Deployment and integration services 83 6.3.1.4.1 Need for cost optimization 83 6.3.2 MANAGED SERVICES 84 6.3.2.1 Rising need for innovation, good customer experience, and efficiency 84 TABLE 26 MANAGED SERVICES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 84 TABLE 27 MANAGED SERVICES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 84 7 DATA CATALOG MARKET, BY DEPLOYMENT MODE 85 7.1 INTRODUCTION 86 7.1.1 DEPLOYMENT MODE: DATA CATALOG MARKET DRIVERS 86 FIGURE 33 CLOUD SEGMENT TO EXHIBIT HIGHER CAGR DURING FORECAST PERIOD 86 TABLE 28 DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 86 TABLE 29 DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 87 7.2 CLOUD 87 7.2.1 COST-BASED SOLUTIONS PROVIDE ROBUST PROCESSES TO MEET OBJECTIVES 87 TABLE 30 CLOUD: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 87 TABLE 31 CLOUD: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 87 7.3 ON-PREMISES 88 7.3.1 SECURITY CONCERNS OVER SENSITIVE DATA 88 TABLE 32 ON-PREMISES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 88 TABLE 33 ON-PREMISES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 88 8 DATA CATALOG MARKET, BY DATA CONSUMER 89 8.1 INTRODUCTION 90 8.1.1 DATA CONSUMER: DATA CATALOG MARKET DRIVERS 90 FIGURE 34 MOBILE AND WEB APPLICATIONS SEGMENT TO EXHIBIT HIGHEST GROWTH DURING FORECAST PERIOD 90 TABLE 34 DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 91 TABLE 35 DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 91 8.2 BUSINESS INTELLIGENCE TOOLS 91 TABLE 36 BUSINESS INTELLIGENCE TOOLS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 92 TABLE 37 BUSINESS INTELLIGENCE TOOLS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 92 8.2.1 DATA INTEGRATION AND ETL 92 8.2.1.1 Data catalog solutions to facilitate efficient data management and derive valuable insights 92 8.2.2 REPORTING AND VISUALIZATION 93 8.2.2.1 Data solutions help turn insights into actions 93 8.2.3 QUERY AND ANALYSIS 93 8.2.3.1 Need for efficient governance and better compliance 93 8.3 ENTERPRISE APPLICATIONS 93 TABLE 38 ENTERPRISE APPLICATIONS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 94 TABLE 39 ENTERPRISE APPLICATIONS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 94 8.3.1 ENTERPRISE RESOURCE PLANNING (ERP) 94 8.3.1.1 Growth in automation of business processes to drive data catalog services 94 8.3.2 SUPPLY CHAIN MANAGEMENT SYSTEM 95 8.3.2.1 Analysis of data essential to predict demand 95 8.4 MOBILE AND WEB APPLICATIONS 95 TABLE 40 MOBILE AND WEB APPLICATIONS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 95 TABLE 41 MOBILE AND WEB APPLICATIONS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 96 8.4.1 HEAT MAP ANALYTICS 96 8.4.1.1 Data analysis leads to improved site designs 96 8.4.2 WEB BEHAVIORAL ANALYSIS 96 8.4.2.1 Data analytics help understand human behavior 96 8.4.3 MARKETING AUTOMATION 97 8.4.3.1 Data consolidation to drive mobile app development 97 9 DATA CATALOG MARKET, BY METADATA TYPE 98 9.1 INTRODUCTION 99 9.1.1 METADATA TYPE: DATA CATALOG MARKET DRIVERS 99 FIGURE 35 BUSINESS METADATA SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 99 TABLE 42 DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 99 TABLE 43 DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 100 9.2 BUSINESS METADATA 100 9.2.1 HELPS USERS NAVIGATE THROUGH CENTRALLY MANAGED DATA 100 TABLE 44 BUSINESS METADATA: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 100 TABLE 45 BUSINESS METADATA: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 101 9.3 TECHNICAL METADATA 101 9.3.1 BUILDS AND MAINTAINS ENTERPRISE DATA ENVIRONMENT 101 TABLE 46 TECHNICAL METADATA: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 101 TABLE 47 TECHNICAL METADATA: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 102 10 DATA CATALOG MARKET, BY ORGANIZATION SIZE 103 10.1 INTRODUCTION 104 10.1.1 ORGANIZATION SIZE: DATA CATALOG MARKET DRIVERS 104 FIGURE 36 LARGE ENTERPRISES SEGMENT TO EXHIBIT HIGHER CAGR DURING FORECAST PERIOD 104 TABLE 48 DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 105 TABLE 49 DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 105 10.2 LARGE ENTERPRISES 105 10.2.1 INCREASING DEMAND FOR CLOUD COMPUTING AND GROWING USE OF SMARTPHONES 105 TABLE 50 LARGE ENTERPRISES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 106 TABLE 51 LARGE ENTERPRISES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 106 10.3 SMALL AND MEDIUM-SIZED ENTERPRISES 106 10.3.1 COST-EFFECTIVENESS AND INCREASED PRODUCTIVITY TO DRIVE DEMAND FOR DATA CATALOG SOLUTIONS AMONG SMES 106 TABLE 52 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 107 TABLE 53 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 107 11 DATA CATALOG MARKET, BY VERTICAL 108 11.1 INTRODUCTION 109 11.1.1 VERTICAL: CATALOG MANAGEMENT SYSTEMS MARKET DRIVERS 109 FIGURE 37 RETAIL AND ECOMMERCE SEGMENT TO EXHIBIT HIGHEST GROWTH DURING FORECAST PERIOD 109 TABLE 54 DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 110 TABLE 55 DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 110 11.2 MANUFACTURING 111 11.2.1 DATA CATALOG SOLUTIONS HELP MANUFACTURERS GAIN BETTER BUSINESS INSIGHTS 111 TABLE 56 MANUFACTURING: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 111 TABLE 57 MANUFACTURING: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 111 11.3 HEALTHCARE AND LIFE SCIENCES 112 11.3.1 DATA SOLUTIONS GIVE DOCTORS REAL-TIME ACCESS TO MEDICAL DATA 112 TABLE 58 HEALTHCARE AND LIFE SCIENCES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 112 TABLE 59 HEALTHCARE AND LIFE SCIENCES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 112 11.4 BANKING, FINANCIAL SERVICES, AND INSURANCE (BFSI) 113 11.4.1 INCREASING DEMAND FOR DIGITAL BANKING SOLUTIONS 113 TABLE 60 BFSI: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 113 TABLE 61 BFSI: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 113 11.5 TRANSPORTATION AND LOGISTICS 114 11.5.1 NEED TO IMPROVE CORE TRANSPORTATION AND LOGISTICS OPERATIONS 114 TABLE 62 TRANSPORTATION AND LOGISTICS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 114 TABLE 63 TRANSPORTATION AND LOGISTICS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 114 11.6 MEDIA AND ENTERTAINMENT 115 11.6.1 NEED FOR DATA SOLUTIONS TO EXTRACT VALUABLE INFORMATION TO GAIN INSIGHTS 115 TABLE 64 MEDIA AND ENTERTAINMENT: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 115 TABLE 65 MEDIA AND ENTERTAINMENT: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 115 11.7 RETAIL AND ECOMMERCE 116 11.7.1 RAPID DIGITAL TRANSFORMATION TO DRIVE GROWTH 116 TABLE 66 RETAIL AND ECOMMERCE: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 116 TABLE 67 RETAIL AND ECOMMERCE: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 116 11.8 GOVERNMENT AND DEFENSE 117 11.8.1 ACCESSIBILITY ISSUES TACKLED IN GOVERNMENT SECTOR USING DATA CATALOG SOLUTIONS 117 TABLE 68 GOVERNMENT AND DEFENSE: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 117 TABLE 69 GOVERNMENT AND DEFENSE: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 117 11.9 TELECOM 118 11.9.1 NEED FOR ROBUST SYSTEM TO MANAGE MOBILE DATA TRAFFIC 118 TABLE 70 TELECOM: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 118 TABLE 71 TELECOM: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 118 11.10 ITES 119 11.10.1 NEED TO STANDARDIZE DATA QUALITY, GOVERNANCE, AND DATA PREPARATION PROCESSES 119 TABLE 72 ITES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 119 TABLE 73 ITES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 119 11.11 OTHER VERTICALS 120 TABLE 74 OTHER VERTICALS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 120 TABLE 75 OTHER VERTICALS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 120 12 DATA CATALOG MARKET, BY REGION 121 12.1 INTRODUCTION 122 FIGURE 38 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SIZE DURING FORECAST PERIOD 122 TABLE 76 DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 122 TABLE 77 DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 123 FIGURE 39 ASIA PACIFIC TO RECORD HIGHEST GROWTH DURING FORECAST PERIOD 123 12.2 NORTH AMERICA 124 12.2.1 NORTH AMERICA: DATA CATALOG MARKET DRIVERS 124 FIGURE 40 NORTH AMERICA: MARKET SNAPSHOT 125 TABLE 78 NORTH AMERICA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 125 TABLE 79 NORTH AMERICA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 126 TABLE 80 NORTH AMERICA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 126 TABLE 81 NORTH AMERICA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 126 TABLE 82 NORTH AMERICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 126 TABLE 83 NORTH AMERICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 127 TABLE 84 NORTH AMERICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 127 TABLE 85 NORTH AMERICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 127 TABLE 86 NORTH AMERICA: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 127 TABLE 87 NORTH AMERICA: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 128 TABLE 88 NORTH AMERICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 128 TABLE 89 NORTH AMERICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 128 TABLE 90 NORTH AMERICA: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 129 TABLE 91 NORTH AMERICA: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 129 TABLE 92 NORTH AMERICA: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 130 TABLE 93 NORTH AMERICA: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 130 12.2.2 US 130 12.2.2.1 Increasing adoption of self-service and data propagation analytics 130 TABLE 94 US: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 130 TABLE 95 US: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 131 TABLE 96 US: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 131 TABLE 97 US: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 131 12.2.3 CANADA 131 12.2.3.1 Growing need for transparency in financial services sector 131 TABLE 98 CANADA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 132 TABLE 99 CANADA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 132 TABLE 100 CANADA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 132 TABLE 101 CANADA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 132 12.3 EUROPE 133 12.3.1 EUROPE: DATA CATALOG MARKET DRIVERS 133 TABLE 102 EUROPE: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 133 TABLE 103 EUROPE: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 133 TABLE 104 EUROPE: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 134 TABLE 105 EUROPE: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 134 TABLE 106 EUROPE: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 134 TABLE 107 EUROPE: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 134 TABLE 108 EUROPE: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 135 TABLE 109 EUROPE: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 135 TABLE 110 EUROPE: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 135 TABLE 111 EUROPE: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 135 TABLE 112 EUROPE: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 136 TABLE 113 EUROPE: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 136 TABLE 114 EUROPE: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 136 TABLE 115 EUROPE: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 137 TABLE 116 EUROPE: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 137 TABLE 117 EUROPE: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 137 12.3.2 UK 138 12.3.2.1 Increasing adoption of new technologies and innovations 138 TABLE 118 UK: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 138 TABLE 119 UK: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 138 TABLE 120 UK: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 138 TABLE 121 UK: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 139 12.3.3 GERMANY 139 12.3.3.1 Growth in digital transformation 139 TABLE 122 GERMANY: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 139 TABLE 123 GERMANY: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 140 TABLE 124 GERMANY: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 140 TABLE 125 GERMANY: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 140 12.3.4 FRANCE 140 12.3.4.1 Significant potential for growth of AI 140 TABLE 126 FRANCE: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 141 TABLE 127 FRANCE: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 141 TABLE 128 FRANCE: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 141 TABLE 129 FRANCE: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 141 12.3.5 REST OF EUROPE 142 12.4 ASIA PACIFIC 142 12.4.1 ASIA PACIFIC: DATA CATALOG MARKET DRIVERS 142 FIGURE 41 ASIA PACIFIC: MARKET SNAPSHOT 143 TABLE 130 ASIA PACIFIC: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 143 TABLE 131 ASIA PACIFIC: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 144 TABLE 132 ASIA PACIFIC: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 144 TABLE 133 ASIA PACIFIC: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 144 TABLE 134 ASIA PACIFIC: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 144 TABLE 135 ASIA PACIFIC: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 145 TABLE 136 ASIA PACIFIC: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 145 TABLE 137 ASIA PACIFIC: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 145 TABLE 138 ASIA PACIFIC: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 145 TABLE 139 ASIA PACIFIC: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 146 TABLE 140 ASIA PACIFIC: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 146 TABLE 141 ASIA PACIFIC: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 146 TABLE 142 ASIA PACIFIC: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 147 TABLE 143 ASIA PACIFIC: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 147 TABLE 144 ASIA PACIFIC: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 148 TABLE 145 ASIA PACIFIC: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 148 12.4.2 CHINA 148 12.4.2.1 Big data usage to transform traditional industry sectors 148 TABLE 146 CHINA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 149 TABLE 147 CHINA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 149 TABLE 148 CHINA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 149 TABLE 149 CHINA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 149 12.4.3 INDIA 150 12.4.3.1 Abundance of skilled labor and enhanced technological capabilities 150 TABLE 150 INDIA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 150 TABLE 151 INDIA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 150 TABLE 152 INDIA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 150 TABLE 153 INDIA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 151 12.4.4 JAPAN 151 12.4.4.1 Growing need to deal with significant volume of data 151 TABLE 154 JAPAN: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 151 TABLE 155 JAPAN: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 151 TABLE 156 JAPAN: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 152 TABLE 157 JAPAN: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 152 12.4.5 REST OF ASIA PACIFIC 152 12.5 MIDDLE EAST AND AFRICA 152 12.5.1 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET DRIVERS 152 TABLE 158 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 153 TABLE 159 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 153 TABLE 160 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 153 TABLE 161 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 154 TABLE 162 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 154 TABLE 163 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 154 TABLE 164 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 154 TABLE 165 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 155 TABLE 166 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 155 TABLE 167 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 155 TABLE 168 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 155 TABLE 169 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 156 TABLE 170 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 156 TABLE 171 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 157 TABLE 172 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 157 TABLE 173 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 157 12.5.2 MIDDLE EAST 158 12.5.2.1 Increasing initiatives to change cloud computing landscape 158 TABLE 174 MIDDLE EAST: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 158 TABLE 175 MIDDLE EAST: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 158 TABLE 176 MIDDLE EAST: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 158 TABLE 177 MIDDLE EAST: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 159 12.5.3 AFRICA 159 12.5.3.1 High growth of complex corporate data 159 TABLE 178 AFRICA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 159 TABLE 179 AFRICA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 159 TABLE 180 AFRICA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 160 TABLE 181 AFRICA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 160 12.6 LATIN AMERICA 160 12.6.1 LATIN AMERICA: DATA CATALOG MARKET DRIVERS 160 TABLE 182 LATIN AMERICA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 161 TABLE 183 LATIN AMERICA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 161 TABLE 184 LATIN AMERICA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 161 TABLE 185 LATIN AMERICA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 161 TABLE 186 LATIN AMERICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 162 TABLE 187 LATIN AMERICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 162 TABLE 188 LATIN AMERICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 162 TABLE 189 LATIN AMERICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 162 TABLE 190 LATIN AMERICA: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 163 TABLE 191 LATIN AMERICA: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 163 TABLE 192 LATIN AMERICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 163 TABLE 193 LATIN AMERICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 163 TABLE 194 LATIN AMERICA: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 164 TABLE 195 LATIN AMERICA: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 164 TABLE 196 LATIN AMERICA: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 165 TABLE 197 LATIN AMERICA: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 165 12.6.2 BRAZIL 165 12.6.2.1 Adoption of comprehensive approach to migrate to cloud 165 TABLE 198 BRAZIL: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 165 TABLE 199 BRAZIL: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 166 TABLE 200 BRAZIL: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 166 TABLE 201 BRAZIL: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 166 12.6.3 MEXICO 166 12.6.3.1 Good data management leads to improved customer experience 166 TABLE 202 MEXICO: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 167 TABLE 203 MEXICO: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 167 TABLE 204 MEXICO: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 167 TABLE 205 MEXICO: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 167 12.6.4 REST OF LATIN AMERICA 167 13 COMPETITIVE LANDSCAPE 168 13.1 OVERVIEW 168 13.2 STRATEGIES OF KEY PLAYERS 168 TABLE 206 OVERVIEW OF STRATEGIES ADOPTED BY KEY DATA CATALOG VENDORS 168 13.3 REVENUE ANALYSIS 170 13.3.1 HISTORICAL REVENUE ANALYSIS 171 FIGURE 42 HISTORICAL REVENUE ANALYSIS OF TWO LEADING PLAYERS, 2017–2021 (USD MILLION) 171 13.4 MARKET SHARE ANALYSIS 171 FIGURE 43 MARKET SHARE ANALYSIS FOR KEY COMPANIES 172 TABLE 207 DATA CATALOG MARKET: DEGREE OF COMPETITION 172 13.5 MARKET EVALUATION FRAMEWORK 173 FIGURE 44 MARKET EVALUATION FRAMEWORK: EXPANSIONS AND CONSOLIDATIONS IN DATA CATALOG MARKET, 2020-2022 173 13.6 COMPANY EVALUATION QUADRANT 173 13.6.1 STARS 174 13.6.2 EMERGING LEADERS 174 13.6.3 PERVASIVE PLAYERS 174 13.6.4 PARTICIPANTS 174 FIGURE 45 DATA CATALOG MARKET: COMPANY EVALUATION QUADRANT, 2022 175 13.7 COMPETITIVE BENCHMARKING 175 TABLE 208 COMPANY PRODUCT FOOTPRINT 175 TABLE 209 COMPANY REGION FOOTPRINT 176 13.8 STARTUP/SME EVALUATION QUADRANT 177 13.8.1 PROGRESSIVE COMPANIES 177 13.8.2 RESPONSIVE COMPANIES 177 13.8.3 DYNAMIC COMPANIES 177 13.8.4 STARTING BLOCKS 177 FIGURE 46 DATA CATALOG MARKET, STARTUP/SME EVALUATION QUADRANT, 2022 178 13.9 COMPETITIVE BENCHMARKING OF STARTUPS/SMES 179 TABLE 210 DATA CATALOG MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2022 179 TABLE 211 DATA CATALOG MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS [STARTUPS/SMES], 2022 180 13.10 COMPETITIVE SCENARIOS AND TRENDS 180 13.10.1 PRODUCT LAUNCHES 180 TABLE 212 SERVICE/PRODUCT LAUNCHES, 2019–2022 181 13.10.2 DEALS 183 TABLE 213 DEALS, 2019–2022 183
SummaryThe global data catalog market size is expected to grow from USD 0.7 billion in 2022 to USD 1.8 billion in 2027, at a Compound Annual Growth Rate (CAGR) of 22.0% during the forecast period. Table of Contents1 INTRODUCTION 271.1 STUDY OBJECTIVES 27 1.2 MARKET DEFINITION 27 1.2.1 INCLUSIONS AND EXCLUSIONS 28 1.3 STUDY SCOPE 28 1.3.1 MARKET SEGMENTATION 29 1.3.2 REGIONS COVERED 30 1.3.3 YEARS CONSIDERED 30 1.4 CURRENCY CONSIDERED 31 TABLE 1 US DOLLAR EXCHANGE RATE, 2019–2021 31 1.5 STAKEHOLDERS 31 1.6 SUMMARY OF CHANGES 32 2 RESEARCH METHODOLOGY 33 2.1 RESEARCH DATA 33 FIGURE 1 DATA CATALOG MARKET: RESEARCH DESIGN 33 2.1.1 SECONDARY DATA 34 2.1.2 PRIMARY DATA 34 2.1.2.1 Breakup of primary interviews 35 FIGURE 2 BREAKUP OF PRIMARY INTERVIEWS: BY COMPANY, DESIGNATION, AND REGION 35 2.1.2.2 Key industry insights 35 2.2 DATA TRIANGULATION 36 FIGURE 3 DATA TRIANGULATION 36 2.3 MARKET SIZE ESTIMATION 37 FIGURE 4 DATA CATALOG MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 37 2.3.1 TOP-DOWN APPROACH 37 2.3.2 BOTTOM-UP APPROACH 38 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY ─ APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES IN DATA CATALOG MARKET 38 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY ─ APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF SOLUTIONS/SERVICES IN DATA CATALOG MARKET 39 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY — APPROACH 3, BOTTOM-UP (DEMAND SIDE): SHARE OF DATA CATALOG MARKET THROUGH OVERALL DATA CATALOG SPENDING 40 2.4 MARKET FORECAST 41 TABLE 2 FACTOR ANALYSIS 41 2.5 COMPANY EVALUATION MATRIX METHODOLOGY 42 FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 42 2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 43 FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 43 2.7 RESEARCH ASSUMPTIONS 43 2.8 LIMITATIONS AND RISK ASSESSMENT 44 3 EXECUTIVE SUMMARY 45 TABLE 3 GLOBAL DATA CATALOG MARKET AND GROWTH RATE, 2017–2021 (USD MILLION, Y-O-Y %) 46 TABLE 4 GLOBAL DATA CATALOG MARKET AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %) 46 FIGURE 10 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE IN 2022 47 FIGURE 11 PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 47 FIGURE 12 CLOUD SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE IN 2022 47 FIGURE 13 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 48 FIGURE 14 BUSINESS INTELLIGENCE TOOLS SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN 2022 48 FIGURE 15 TECHNICAL METADATA SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 48 FIGURE 16 RETAIL AND ECOMMERCE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 49 FIGURE 17 ASIA PACIFIC TO ACHIEVE HIGHEST GROWTH IN 2022 49 4 PREMIUM INSIGHTS 50 4.1 ATTRACTIVE OPPORTUNITIES IN DATA CATALOG MARKET 50 FIGURE 18 RAPID DIGITIZATION ACROSS SECTORS AND RISE IN DATA GENERATION TO DRIVE ADOPTION OF DATA CATALOG SOLUTIONS 50 4.2 DATA CATALOG MARKET, BY TOP THREE VERTICALS 50 FIGURE 19 BFSI SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE DURING FORECAST PERIOD 50 4.3 DATA CATALOG MARKET, BY REGION 51 FIGURE 20 ASIA PACIFIC TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 51 4.4 NORTH AMERICA: DATA CATALOG MARKET, BY COMPONENT AND SERVICE 51 FIGURE 21 SOLUTIONS AND PROFESSIONAL SERVICES SEGMENTS TO ACCOUNT FOR SIGNIFICANT MARKET SHARE IN 2022 51 5 MARKET OVERVIEW AND INDUSTRY TRENDS 52 5.1 INTRODUCTION 52 5.2 MARKET DYNAMICS 52 FIGURE 22 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA CATALOG MARKET 52 5.2.1 DRIVERS 53 5.2.1.1 Growing proliferation of data 53 5.2.1.2 Rising need to gather insights for business strategies 53 5.2.1.3 Growing adoption of cloud-based solutions 53 5.2.1.4 Increasing use of self-service analytics 53 5.2.2 RESTRAINTS 54 5.2.2.1 Lack of standardization of data 54 5.2.2.2 Misconceptions about risks 54 5.2.3 OPPORTUNITIES 54 5.2.3.1 Use of data catalog to improve employee productivity 54 5.2.3.2 Rising automation and AI-enabled technologies 55 5.2.4 CHALLENGES 55 5.2.4.1 Lack of technical skills in workforce 55 5.2.4.2 Inconsistent data upkeeping 55 5.3 EVOLUTION: DATA CATALOG 55 FIGURE 23 EVOLUTION OF DATA CATALOG 55 5.4 ESSENTIAL FEATURES OF DATA CATALOG 56 5.4.1 DATA SEARCH AND DISCOVERY 56 5.4.2 BUSINESS GLOSSARY 56 5.4.3 DATA LINEAGE 56 5.4.4 COLLABORATION 56 5.4.5 DATA GOVERNANCE 57 5.4.6 INTEGRATION 57 5.5 VALUE CHAIN ANALYSIS 57 FIGURE 24 VALUE CHAIN ANALYSIS: DATA CATALOG MARKET 57 5.6 SUPPLY CHAIN ANALYSIS 58 FIGURE 25 SUPPLY CHAIN ANALYSIS: DATA CATALOG MARKET 58 5.7 ECOSYSTEM 59 TABLE 5 ECOSYSTEM: DATA CATALOG MARKET 59 5.8 DATA CATALOG MARKET: IMPACT OF COVID-19 60 5.9 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF DATA CATALOGS 61 FIGURE 26 DATA CATALOG MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 61 5.10 TECHNOLOGICAL ANALYSIS 61 5.10.1 ARTIFICIAL INTELLIGENCE AND AUTOMATION 61 5.10.2 MACHINE LEARNING 61 5.11 CASE STUDY ANALYSIS 62 5.11.1 INFORMATION SERVICES 62 5.11.1.1 Case Study 1: Creditsafe uses Waterline Smart Data Catalog to improve its common processes to manage data 62 5.11.2 BFSI 63 5.11.2.1 Case Study 2: Nordea automates its data management processes using Waterline Smart Data Catalog 63 5.11.3 HEALTHCARE AND LIFE SCIENCES 63 5.11.3.1 Case Study 3: Southeastern Med strengthens its BI reporting capabilities through Datawatch Managed Analytics platform 63 5.11.4 RETAIL AND ECOMMERCE 64 5.11.4.1 Case Study 4: eBay gains centralized access to data using Alation’s data catalog solution 64 5.11.5 GOVERNMENT AND DEFENSE 64 5.11.5.1 Case Study 5: With Collibra, George Washington University automates its governance processes 64 5.12 PATENT ANALYSIS 64 5.12.1 METHODOLOGY 64 5.12.2 DOCUMENT TYPE 65 TABLE 6 PATENTS FILED, 2019-2022 65 5.12.3 INNOVATION AND PATENT APPLICATIONS 65 FIGURE 27 TOTAL NUMBER OF PATENTS GRANTED ANNUALLY, 2019–2022 65 5.12.3.1 Top applicants 65 FIGURE 28 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2019–2022 66 5.13 PORTER’S FIVE FORCES ANALYSIS 66 TABLE 7 IMPACT OF PORTER’S FIVE FORCES ON DATA CATALOG MARKET 66 FIGURE 29 PORTER’S FIVE FORCES ANALYSIS 67 5.13.1 THREAT OF NEW ENTRANTS 67 5.13.2 THREAT OF SUBSTITUTES 67 5.13.3 BARGAINING POWER OF SUPPLIERS 68 5.13.4 BARGAINING POWER OF BUYERS 68 5.13.5 INTENSITY OF COMPETITIVE RIVALRY 68 5.14 REGULATORY IMPLICATION 68 5.14.1 GENERAL DATA PROTECTION REGULATION 68 5.14.2 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION/INTERNATIONAL ELECTROTECHNICAL COMMISSION 27000 STANDARDS 69 5.14.3 CLOUD SECURITY ALLIANCE CONTROLS 69 5.14.4 SYSTEM AND ORGANIZATION CONTROL REPORTS 69 5.14.4.1 System and Organization Control 1 69 5.14.4.2 System and Organization Control 2 70 5.14.5 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 70 5.14.6 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD 70 5.14.7 SARBANES-OXLEY ACT OF 2002 70 5.14.8 THE GRAMM–LEACH–BLILEY ACT 71 5.14.9 EUROPEAN UNION DATA PROTECTION REGULATION 71 5.14.10 CAN-SPAM ACT 71 5.15 TARIFF AND REGULATORY LANDSCAPE 72 5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 72 TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 72 TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 73 TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 73 TABLE 11 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 74 TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 74 5.16 PRICING ANALYSIS 74 5.16.1 AVERAGE SELLING PRICE OF SUBSCRIPTION-BASED DATA CATALOG SOLUTIONS 75 TABLE 13 AVERAGE SELLING PRICE OF SUBSCRIPTION-BASED DATA CATALOG SOLUTIONS 75 5.17 KEY STAKEHOLDERS AND BUYING CRITERIA 75 5.17.1 KEY STAKEHOLDERS IN BUYING PROCESS 75 TABLE 14 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE VERTICALS (%) 75 5.17.2 BUYING CRITERIA 76 FIGURE 30 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 76 TABLE 15 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 76 6 DATA CATALOG MARKET, BY COMPONENT 77 6.1 INTRODUCTION 78 6.1.1 COMPONENT: DATA CATALOG MARKET DRIVERS 78 FIGURE 31 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 78 TABLE 16 DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 78 TABLE 17 DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 79 6.2 SOLUTIONS 79 6.2.1 GROWING DIGITIZATION AND USE OF CLOUD COMPUTING 79 TABLE 18 SOLUTIONS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 79 TABLE 19 SOLUTIONS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 80 6.3 SERVICES 80 FIGURE 32 MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 80 TABLE 20 SERVICES: DATA CATALOG MARKET, BY TYPE, 2017–2021 (USD MILLION) 81 TABLE 21 SERVICES: DATA CATALOG MARKET, BY TYPE, 2022–2027 (USD MILLION) 81 6.3.1 PROFESSIONAL SERVICES 81 6.3.1.1 Growing need to manage complex operations 81 TABLE 22 PROFESSIONAL SERVICES: DATA CATALOG MARKET, BY TYPE, 2017–2021 (USD MILLION) 81 TABLE 23 PROFESSIONAL SERVICES: DATA CATALOG MARKET, BY TYPE, 2022–2027 (USD MILLION) 82 TABLE 24 PROFESSIONAL SERVICES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 82 TABLE 25 PROFESSIONAL SERVICES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 82 6.3.1.2 Support and maintenance services 83 6.3.1.2.1 Need for solving complex product issues 83 6.3.1.3 Consulting services 83 6.3.1.3.1 Data catalog services help organizations formulate strategies 83 6.3.1.4 Deployment and integration services 83 6.3.1.4.1 Need for cost optimization 83 6.3.2 MANAGED SERVICES 84 6.3.2.1 Rising need for innovation, good customer experience, and efficiency 84 TABLE 26 MANAGED SERVICES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 84 TABLE 27 MANAGED SERVICES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 84 7 DATA CATALOG MARKET, BY DEPLOYMENT MODE 85 7.1 INTRODUCTION 86 7.1.1 DEPLOYMENT MODE: DATA CATALOG MARKET DRIVERS 86 FIGURE 33 CLOUD SEGMENT TO EXHIBIT HIGHER CAGR DURING FORECAST PERIOD 86 TABLE 28 DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 86 TABLE 29 DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 87 7.2 CLOUD 87 7.2.1 COST-BASED SOLUTIONS PROVIDE ROBUST PROCESSES TO MEET OBJECTIVES 87 TABLE 30 CLOUD: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 87 TABLE 31 CLOUD: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 87 7.3 ON-PREMISES 88 7.3.1 SECURITY CONCERNS OVER SENSITIVE DATA 88 TABLE 32 ON-PREMISES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 88 TABLE 33 ON-PREMISES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 88 8 DATA CATALOG MARKET, BY DATA CONSUMER 89 8.1 INTRODUCTION 90 8.1.1 DATA CONSUMER: DATA CATALOG MARKET DRIVERS 90 FIGURE 34 MOBILE AND WEB APPLICATIONS SEGMENT TO EXHIBIT HIGHEST GROWTH DURING FORECAST PERIOD 90 TABLE 34 DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 91 TABLE 35 DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 91 8.2 BUSINESS INTELLIGENCE TOOLS 91 TABLE 36 BUSINESS INTELLIGENCE TOOLS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 92 TABLE 37 BUSINESS INTELLIGENCE TOOLS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 92 8.2.1 DATA INTEGRATION AND ETL 92 8.2.1.1 Data catalog solutions to facilitate efficient data management and derive valuable insights 92 8.2.2 REPORTING AND VISUALIZATION 93 8.2.2.1 Data solutions help turn insights into actions 93 8.2.3 QUERY AND ANALYSIS 93 8.2.3.1 Need for efficient governance and better compliance 93 8.3 ENTERPRISE APPLICATIONS 93 TABLE 38 ENTERPRISE APPLICATIONS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 94 TABLE 39 ENTERPRISE APPLICATIONS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 94 8.3.1 ENTERPRISE RESOURCE PLANNING (ERP) 94 8.3.1.1 Growth in automation of business processes to drive data catalog services 94 8.3.2 SUPPLY CHAIN MANAGEMENT SYSTEM 95 8.3.2.1 Analysis of data essential to predict demand 95 8.4 MOBILE AND WEB APPLICATIONS 95 TABLE 40 MOBILE AND WEB APPLICATIONS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 95 TABLE 41 MOBILE AND WEB APPLICATIONS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 96 8.4.1 HEAT MAP ANALYTICS 96 8.4.1.1 Data analysis leads to improved site designs 96 8.4.2 WEB BEHAVIORAL ANALYSIS 96 8.4.2.1 Data analytics help understand human behavior 96 8.4.3 MARKETING AUTOMATION 97 8.4.3.1 Data consolidation to drive mobile app development 97 9 DATA CATALOG MARKET, BY METADATA TYPE 98 9.1 INTRODUCTION 99 9.1.1 METADATA TYPE: DATA CATALOG MARKET DRIVERS 99 FIGURE 35 BUSINESS METADATA SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 99 TABLE 42 DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 99 TABLE 43 DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 100 9.2 BUSINESS METADATA 100 9.2.1 HELPS USERS NAVIGATE THROUGH CENTRALLY MANAGED DATA 100 TABLE 44 BUSINESS METADATA: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 100 TABLE 45 BUSINESS METADATA: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 101 9.3 TECHNICAL METADATA 101 9.3.1 BUILDS AND MAINTAINS ENTERPRISE DATA ENVIRONMENT 101 TABLE 46 TECHNICAL METADATA: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 101 TABLE 47 TECHNICAL METADATA: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 102 10 DATA CATALOG MARKET, BY ORGANIZATION SIZE 103 10.1 INTRODUCTION 104 10.1.1 ORGANIZATION SIZE: DATA CATALOG MARKET DRIVERS 104 FIGURE 36 LARGE ENTERPRISES SEGMENT TO EXHIBIT HIGHER CAGR DURING FORECAST PERIOD 104 TABLE 48 DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 105 TABLE 49 DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 105 10.2 LARGE ENTERPRISES 105 10.2.1 INCREASING DEMAND FOR CLOUD COMPUTING AND GROWING USE OF SMARTPHONES 105 TABLE 50 LARGE ENTERPRISES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 106 TABLE 51 LARGE ENTERPRISES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 106 10.3 SMALL AND MEDIUM-SIZED ENTERPRISES 106 10.3.1 COST-EFFECTIVENESS AND INCREASED PRODUCTIVITY TO DRIVE DEMAND FOR DATA CATALOG SOLUTIONS AMONG SMES 106 TABLE 52 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 107 TABLE 53 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 107 11 DATA CATALOG MARKET, BY VERTICAL 108 11.1 INTRODUCTION 109 11.1.1 VERTICAL: CATALOG MANAGEMENT SYSTEMS MARKET DRIVERS 109 FIGURE 37 RETAIL AND ECOMMERCE SEGMENT TO EXHIBIT HIGHEST GROWTH DURING FORECAST PERIOD 109 TABLE 54 DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 110 TABLE 55 DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 110 11.2 MANUFACTURING 111 11.2.1 DATA CATALOG SOLUTIONS HELP MANUFACTURERS GAIN BETTER BUSINESS INSIGHTS 111 TABLE 56 MANUFACTURING: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 111 TABLE 57 MANUFACTURING: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 111 11.3 HEALTHCARE AND LIFE SCIENCES 112 11.3.1 DATA SOLUTIONS GIVE DOCTORS REAL-TIME ACCESS TO MEDICAL DATA 112 TABLE 58 HEALTHCARE AND LIFE SCIENCES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 112 TABLE 59 HEALTHCARE AND LIFE SCIENCES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 112 11.4 BANKING, FINANCIAL SERVICES, AND INSURANCE (BFSI) 113 11.4.1 INCREASING DEMAND FOR DIGITAL BANKING SOLUTIONS 113 TABLE 60 BFSI: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 113 TABLE 61 BFSI: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 113 11.5 TRANSPORTATION AND LOGISTICS 114 11.5.1 NEED TO IMPROVE CORE TRANSPORTATION AND LOGISTICS OPERATIONS 114 TABLE 62 TRANSPORTATION AND LOGISTICS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 114 TABLE 63 TRANSPORTATION AND LOGISTICS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 114 11.6 MEDIA AND ENTERTAINMENT 115 11.6.1 NEED FOR DATA SOLUTIONS TO EXTRACT VALUABLE INFORMATION TO GAIN INSIGHTS 115 TABLE 64 MEDIA AND ENTERTAINMENT: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 115 TABLE 65 MEDIA AND ENTERTAINMENT: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 115 11.7 RETAIL AND ECOMMERCE 116 11.7.1 RAPID DIGITAL TRANSFORMATION TO DRIVE GROWTH 116 TABLE 66 RETAIL AND ECOMMERCE: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 116 TABLE 67 RETAIL AND ECOMMERCE: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 116 11.8 GOVERNMENT AND DEFENSE 117 11.8.1 ACCESSIBILITY ISSUES TACKLED IN GOVERNMENT SECTOR USING DATA CATALOG SOLUTIONS 117 TABLE 68 GOVERNMENT AND DEFENSE: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 117 TABLE 69 GOVERNMENT AND DEFENSE: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 117 11.9 TELECOM 118 11.9.1 NEED FOR ROBUST SYSTEM TO MANAGE MOBILE DATA TRAFFIC 118 TABLE 70 TELECOM: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 118 TABLE 71 TELECOM: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 118 11.10 ITES 119 11.10.1 NEED TO STANDARDIZE DATA QUALITY, GOVERNANCE, AND DATA PREPARATION PROCESSES 119 TABLE 72 ITES: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 119 TABLE 73 ITES: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 119 11.11 OTHER VERTICALS 120 TABLE 74 OTHER VERTICALS: DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 120 TABLE 75 OTHER VERTICALS: DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 120 12 DATA CATALOG MARKET, BY REGION 121 12.1 INTRODUCTION 122 FIGURE 38 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SIZE DURING FORECAST PERIOD 122 TABLE 76 DATA CATALOG MARKET, BY REGION, 2017–2021 (USD MILLION) 122 TABLE 77 DATA CATALOG MARKET, BY REGION, 2022–2027 (USD MILLION) 123 FIGURE 39 ASIA PACIFIC TO RECORD HIGHEST GROWTH DURING FORECAST PERIOD 123 12.2 NORTH AMERICA 124 12.2.1 NORTH AMERICA: DATA CATALOG MARKET DRIVERS 124 FIGURE 40 NORTH AMERICA: MARKET SNAPSHOT 125 TABLE 78 NORTH AMERICA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 125 TABLE 79 NORTH AMERICA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 126 TABLE 80 NORTH AMERICA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 126 TABLE 81 NORTH AMERICA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 126 TABLE 82 NORTH AMERICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 126 TABLE 83 NORTH AMERICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 127 TABLE 84 NORTH AMERICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 127 TABLE 85 NORTH AMERICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 127 TABLE 86 NORTH AMERICA: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 127 TABLE 87 NORTH AMERICA: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 128 TABLE 88 NORTH AMERICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 128 TABLE 89 NORTH AMERICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 128 TABLE 90 NORTH AMERICA: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 129 TABLE 91 NORTH AMERICA: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 129 TABLE 92 NORTH AMERICA: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 130 TABLE 93 NORTH AMERICA: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 130 12.2.2 US 130 12.2.2.1 Increasing adoption of self-service and data propagation analytics 130 TABLE 94 US: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 130 TABLE 95 US: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 131 TABLE 96 US: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 131 TABLE 97 US: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 131 12.2.3 CANADA 131 12.2.3.1 Growing need for transparency in financial services sector 131 TABLE 98 CANADA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 132 TABLE 99 CANADA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 132 TABLE 100 CANADA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 132 TABLE 101 CANADA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 132 12.3 EUROPE 133 12.3.1 EUROPE: DATA CATALOG MARKET DRIVERS 133 TABLE 102 EUROPE: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 133 TABLE 103 EUROPE: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 133 TABLE 104 EUROPE: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 134 TABLE 105 EUROPE: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 134 TABLE 106 EUROPE: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 134 TABLE 107 EUROPE: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 134 TABLE 108 EUROPE: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 135 TABLE 109 EUROPE: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 135 TABLE 110 EUROPE: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 135 TABLE 111 EUROPE: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 135 TABLE 112 EUROPE: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 136 TABLE 113 EUROPE: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 136 TABLE 114 EUROPE: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 136 TABLE 115 EUROPE: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 137 TABLE 116 EUROPE: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 137 TABLE 117 EUROPE: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 137 12.3.2 UK 138 12.3.2.1 Increasing adoption of new technologies and innovations 138 TABLE 118 UK: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 138 TABLE 119 UK: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 138 TABLE 120 UK: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 138 TABLE 121 UK: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 139 12.3.3 GERMANY 139 12.3.3.1 Growth in digital transformation 139 TABLE 122 GERMANY: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 139 TABLE 123 GERMANY: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 140 TABLE 124 GERMANY: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 140 TABLE 125 GERMANY: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 140 12.3.4 FRANCE 140 12.3.4.1 Significant potential for growth of AI 140 TABLE 126 FRANCE: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 141 TABLE 127 FRANCE: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 141 TABLE 128 FRANCE: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 141 TABLE 129 FRANCE: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 141 12.3.5 REST OF EUROPE 142 12.4 ASIA PACIFIC 142 12.4.1 ASIA PACIFIC: DATA CATALOG MARKET DRIVERS 142 FIGURE 41 ASIA PACIFIC: MARKET SNAPSHOT 143 TABLE 130 ASIA PACIFIC: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 143 TABLE 131 ASIA PACIFIC: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 144 TABLE 132 ASIA PACIFIC: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 144 TABLE 133 ASIA PACIFIC: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 144 TABLE 134 ASIA PACIFIC: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 144 TABLE 135 ASIA PACIFIC: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 145 TABLE 136 ASIA PACIFIC: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 145 TABLE 137 ASIA PACIFIC: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 145 TABLE 138 ASIA PACIFIC: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 145 TABLE 139 ASIA PACIFIC: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 146 TABLE 140 ASIA PACIFIC: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 146 TABLE 141 ASIA PACIFIC: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 146 TABLE 142 ASIA PACIFIC: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 147 TABLE 143 ASIA PACIFIC: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 147 TABLE 144 ASIA PACIFIC: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 148 TABLE 145 ASIA PACIFIC: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 148 12.4.2 CHINA 148 12.4.2.1 Big data usage to transform traditional industry sectors 148 TABLE 146 CHINA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 149 TABLE 147 CHINA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 149 TABLE 148 CHINA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 149 TABLE 149 CHINA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 149 12.4.3 INDIA 150 12.4.3.1 Abundance of skilled labor and enhanced technological capabilities 150 TABLE 150 INDIA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 150 TABLE 151 INDIA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 150 TABLE 152 INDIA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 150 TABLE 153 INDIA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 151 12.4.4 JAPAN 151 12.4.4.1 Growing need to deal with significant volume of data 151 TABLE 154 JAPAN: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 151 TABLE 155 JAPAN: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 151 TABLE 156 JAPAN: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 152 TABLE 157 JAPAN: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 152 12.4.5 REST OF ASIA PACIFIC 152 12.5 MIDDLE EAST AND AFRICA 152 12.5.1 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET DRIVERS 152 TABLE 158 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 153 TABLE 159 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 153 TABLE 160 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 153 TABLE 161 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 154 TABLE 162 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 154 TABLE 163 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 154 TABLE 164 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 154 TABLE 165 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 155 TABLE 166 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 155 TABLE 167 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 155 TABLE 168 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 155 TABLE 169 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 156 TABLE 170 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 156 TABLE 171 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 157 TABLE 172 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 157 TABLE 173 MIDDLE EAST AND AFRICA: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 157 12.5.2 MIDDLE EAST 158 12.5.2.1 Increasing initiatives to change cloud computing landscape 158 TABLE 174 MIDDLE EAST: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 158 TABLE 175 MIDDLE EAST: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 158 TABLE 176 MIDDLE EAST: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 158 TABLE 177 MIDDLE EAST: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 159 12.5.3 AFRICA 159 12.5.3.1 High growth of complex corporate data 159 TABLE 178 AFRICA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 159 TABLE 179 AFRICA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 159 TABLE 180 AFRICA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 160 TABLE 181 AFRICA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 160 12.6 LATIN AMERICA 160 12.6.1 LATIN AMERICA: DATA CATALOG MARKET DRIVERS 160 TABLE 182 LATIN AMERICA: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 161 TABLE 183 LATIN AMERICA: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 161 TABLE 184 LATIN AMERICA: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 161 TABLE 185 LATIN AMERICA: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 161 TABLE 186 LATIN AMERICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 162 TABLE 187 LATIN AMERICA: DATA CATALOG MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 162 TABLE 188 LATIN AMERICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2017–2021 (USD MILLION) 162 TABLE 189 LATIN AMERICA: DATA CATALOG MARKET, BY DATA CONSUMER, 2022–2027 (USD MILLION) 162 TABLE 190 LATIN AMERICA: DATA CATALOG MARKET, BY METADATA TYPE, 2017–2021 (USD MILLION) 163 TABLE 191 LATIN AMERICA: DATA CATALOG MARKET, BY METADATA TYPE, 2022–2027 (USD MILLION) 163 TABLE 192 LATIN AMERICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 163 TABLE 193 LATIN AMERICA: DATA CATALOG MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 163 TABLE 194 LATIN AMERICA: DATA CATALOG MARKET, BY VERTICAL, 2017–2021 (USD MILLION) 164 TABLE 195 LATIN AMERICA: DATA CATALOG MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 164 TABLE 196 LATIN AMERICA: DATA CATALOG MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 165 TABLE 197 LATIN AMERICA: DATA CATALOG MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 165 12.6.2 BRAZIL 165 12.6.2.1 Adoption of comprehensive approach to migrate to cloud 165 TABLE 198 BRAZIL: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 165 TABLE 199 BRAZIL: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 166 TABLE 200 BRAZIL: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 166 TABLE 201 BRAZIL: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 166 12.6.3 MEXICO 166 12.6.3.1 Good data management leads to improved customer experience 166 TABLE 202 MEXICO: DATA CATALOG MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 167 TABLE 203 MEXICO: DATA CATALOG MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 167 TABLE 204 MEXICO: DATA CATALOG MARKET, BY SERVICE, 2017–2021 (USD MILLION) 167 TABLE 205 MEXICO: DATA CATALOG MARKET, BY SERVICE, 2022–2027 (USD MILLION) 167 12.6.4 REST OF LATIN AMERICA 167 13 COMPETITIVE LANDSCAPE 168 13.1 OVERVIEW 168 13.2 STRATEGIES OF KEY PLAYERS 168 TABLE 206 OVERVIEW OF STRATEGIES ADOPTED BY KEY DATA CATALOG VENDORS 168 13.3 REVENUE ANALYSIS 170 13.3.1 HISTORICAL REVENUE ANALYSIS 171 FIGURE 42 HISTORICAL REVENUE ANALYSIS OF TWO LEADING PLAYERS, 2017–2021 (USD MILLION) 171 13.4 MARKET SHARE ANALYSIS 171 FIGURE 43 MARKET SHARE ANALYSIS FOR KEY COMPANIES 172 TABLE 207 DATA CATALOG MARKET: DEGREE OF COMPETITION 172 13.5 MARKET EVALUATION FRAMEWORK 173 FIGURE 44 MARKET EVALUATION FRAMEWORK: EXPANSIONS AND CONSOLIDATIONS IN DATA CATALOG MARKET, 2020-2022 173 13.6 COMPANY EVALUATION QUADRANT 173 13.6.1 STARS 174 13.6.2 EMERGING LEADERS 174 13.6.3 PERVASIVE PLAYERS 174 13.6.4 PARTICIPANTS 174 FIGURE 45 DATA CATALOG MARKET: COMPANY EVALUATION QUADRANT, 2022 175 13.7 COMPETITIVE BENCHMARKING 175 TABLE 208 COMPANY PRODUCT FOOTPRINT 175 TABLE 209 COMPANY REGION FOOTPRINT 176 13.8 STARTUP/SME EVALUATION QUADRANT 177 13.8.1 PROGRESSIVE COMPANIES 177 13.8.2 RESPONSIVE COMPANIES 177 13.8.3 DYNAMIC COMPANIES 177 13.8.4 STARTING BLOCKS 177 FIGURE 46 DATA CATALOG MARKET, STARTUP/SME EVALUATION QUADRANT, 2022 178 13.9 COMPETITIVE BENCHMARKING OF STARTUPS/SMES 179 TABLE 210 DATA CATALOG MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2022 179 TABLE 211 DATA CATALOG MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS [STARTUPS/SMES], 2022 180 13.10 COMPETITIVE SCENARIOS AND TRENDS 180 13.10.1 PRODUCT LAUNCHES 180 TABLE 212 SERVICE/PRODUCT LAUNCHES, 2019–2022 181 13.10.2 DEALS 183 TABLE 213 DEALS, 2019–2022 183
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