データパイプラインツールの市場:コンポーネント(ツールおよびサービス)、ツールタイプ(ETLデータパイプライン、ELTデータパイプライン、ストリーミングデータパイプライン、バッチデータパイプライン)、アプリケーション、導入モード、組織サイズ、業種、地域別 - 2027年までの世界予測Data Pipeline Tools Market by Component (Tools and Services), Tool Type (ETL Data Pipeline, ELT Data Pipeline, Streaming Data Pipeline, and Batch Data Pipeline), Application, Deployment Mode, Organization Size, Vertical & Region - Global Forecast to 2027 データパイプラインツール市場は、2022年の69億米ドルから2027年には176億米ドルに成長し、予測期間中のCAGRは20.3%と予測されています。データパイプラインとは、生データを処理するために使用される操作、機器... もっと見る
サマリーデータパイプラインツール市場は、2022年の69億米ドルから2027年には176億米ドルに成長し、予測期間中のCAGRは20.3%と予測されています。データパイプラインとは、生データを処理するために使用される操作、機器、手法のグループです。データの発生源から保存・分析対象への輸送を容易にするパイプラインは、直列に接続された複数の相互接続プロセスで構成されています。データは取り込まれた後、各プロセスで処理され、あるステップの結果が次のステップの入力となる。最新のパイプラインは、さまざまなコンセプトや技術を駆使して構築され、互いに統合・連携しています。パイプラインの異なるコンポーネント間のリンクを作成するのにかかる時間、労力、費用を削減するために、統合機能が組み込まれたツールが使用されます。データパイプラインツールの市場は、ビッグデータ、IoTなど他の技術との統合により、大きな発展を見せています。予測期間中、ETLデータパイプラインセグメントが最も高いCAGRを示す データパイプラインツールは、タイプ別に、ETLデータパイプライン、ELTデータパイプライン、ストリーミングデータパイプライン、バッチデータパイプライン、チェンジデータキャプチャパイプラインに分類されていました。中でもETLデータパイプラインは、予測期間中に最も高いCAGRを持つセグメントです。1つまたは複数のソースから、データウェアハウスなどのデータベースにデータを転送するために使用される手順の集合体は、ETLパイプラインとして知られています。抽出、変換、ロード(ETL)として知られる3つの相互接続されたデータ変換手順があります。データはロードされた後、モニタリング、調査、および有用なビジネスインサイトの作成に使用することができます。異種システムからのソースデータを移行し、集計し、ターゲットデータベースの特徴と機能に合わせて調整することで、価値ある観察結果を提供する必要があります。クラウドベースのソフトウェアサービスや強化されたETLパイプラインに切り替えることで、企業はデータ分析を合理化することができます。現在バッチ処理を使用している企業は、既存のワークフローを変更することなく、連続処理技術を採用することができます。また、特定の種類のデータから導入することも可能です。ETLパイプラインは、意思決定者に多くの権限を与えることで、企業が競合他社に対して優位に立つために大きく貢献します。 展開・統合ソリューションは、予測期間中に最も高いCAGRで成長すると予測されています。 サービス別に見ると、データパイプラインツールは、コンサルティング、展開・実装、サポート・保守に分類されます。統合および導入サービスでは、企業に技術的なノウハウを提供し、業務上のニーズに合わせて最適なソフトウェアアーキテクチャを選択できるようにします。そのため、システムインテグレーションとデプロイメントサービスには、適切な数のコネクターとバックエンドの統合スキルが必要とされる。これらのサービスは、システムが互いにうまく相互作用し、生産とサプライチェーンのプロセス全体の効率を高めることを確認するため、世界中のエンドユーザーの間でますます人気が高まってきています。 アプリケーションの中で、リアルタイム分析アプリケーションは、予測期間中に最大の市場規模を記録すると予想されます。 現代において、企業はデータ主導の意思決定を行う必要性に迫られています。ストリーミング・データ・パイプライン・ツールは、数百万件のイベントを大規模に処理し、大量の情報を収集、分析、保存する機能を企業に提供します。このようなツールは、リアルタイム分析やレポーティングを行う上で本質的に重要です。また、レガシーメインフレームシステムからリアルタイムアプリケーションデータをストリーミングし、レポートや分析が必要なビジネスクリティカルなアプリケーションに利用することも可能です。ストリーミング・データ・パイプラインは、企業に競争上の優位性をもたらし、特に企業全体のデータへのアクセスを保証するのに有効です。 予測期間中、北米が最大の市場規模を占める見込み データパイプラインツール市場では、北米が最大の市場シェアを占めると予想されます。北米は、データパイプラインツール市場において最も魅力的な地域の1つです。米国は、北米地域におけるデータパイプライニングツールおよびソリューションの最大の市場です。国内の巨大企業の大量のデータを単一のクラウドプラットフォーム上で統合するための簡素化が進み、米国でのデータパイプライニングツールとサービスの採用を後押ししている。エンドツーエンドのデータパイプラインを利用すれば、ソースから実用的な洞察を提供するビジュアル分析に至るまで、あらゆる段階でデータ変換に目を配ることが容易になります。これにより、データ統合とパイプラインのプロセスにおけるセキュリティが強化されます。米国を拠点とする企業は、従来のデータ統合手法と比較して、サイバー攻撃の可能性を特定・対応し、セキュリティ侵害を最小限に抑えるためのエンドツーエンドのデータパイプラインを急速に提供しています。例えば、米国のテクノロジー企業であるSnowflakeは、サイバーセキュリティのためのData Cloudを提供しています。 プライマリーの内訳 データパイプラインツール市場で事業を展開する様々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た。 企業別ではティアI:62%、ティアII:23%、ティアIII:15 役職別Cレベル経営者38%、D-Levelのエグゼクティブ:30%、その他32% 地域別APAC地域別:APAC: 35%、ヨーロッパ: 15%、北米: 40%、MEA: 5%、ラテンアメリカ: 5 本レポートでは、データパイプラインツールやサービスを提供する主要プレイヤーの調査も行っています。世界のデータパイプラインツール市場における主要ベンダーのプロフィールを掲載しています。データパイプラインツールの世界市場における主要ベンダーは、Google(米国)、IBM(米国)、AWS(米国)、Oracle(米国)、Microsoft(米国)、SAP SE(ドイツ)、Actian(米国)、Software AG(ドイツ)、Denodo Technologies(米国)、Snowflake(米国)、Tibco(米国)、Adeptia(米国)、SnapLogic(米国)、K2View(米国)、Precisely(米国)、TapClicks(米国)、Talend(米国)、Rivery.io(米国)、Alteryx(米国)、Informatica(米国)、Qlik(米国)、Hitachi Vantara(米国)、Hevodata(米国)、Gathr(米国)、Confluent(米国)、Estuary Flow(米国)、Blando(米国)、Integrate.io(米国)およびFivetran(米国)です。 調査対象範囲 本市場調査は、データパイプラインツール市場をセグメント横断的にカバーしています。コンポーネント、展開モード、組織規模、用途、タイプ、垂直、地域など、さまざまなセグメントにおける市場規模や成長性を推定することを目的としています。また、市場の主要企業の詳細な競合分析、企業プロファイル、製品および事業の提供に関する主な見解、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、データパイプラインツール市場全体とそのサブセグメントにおける収益数の最も近い近似値に関する情報を、同市場のリーダー/新規参入者に提供するものと思われます。利害関係者が競争環境を理解し、自社のビジネスを位置づけ、適切な市場参入戦略を計画するためのより良い洞察を得るのに役立つだろう。また、利害関係者が市場の脈動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供します。 目次1 INTRODUCTION 381.1 OBJECTIVES 38 1.2 MARKET DEFINITION 38 1.2.1 INCLUSIONS AND EXCLUSIONS 38 1.3 MARKET SCOPE 39 1.3.1 MARKET SEGMENTATION 39 1.3.2 REGIONS COVERED 40 1.3.3 YEARS CONSIDERED 40 1.4 CURRENCY CONSIDERED 41 TABLE 1 USD EXCHANGE RATES, 2019–2021 41 1.5 STAKEHOLDERS 41 2 RESEARCH METHODOLOGY 42 2.1 RESEARCH DATA 42 FIGURE 1 DATA PIPELINE TOOLS: RESEARCH DESIGN 42 2.1.1 SECONDARY DATA 43 2.1.2 PRIMARY DATA 43 TABLE 2 PRIMARY INTERVIEWS 43 2.1.2.1 Breakup of primary profiles 44 2.1.2.2 Key industry insights 44 2.2 DATA TRIANGULATION 45 FIGURE 2 DATA TRIANGULATION 45 2.3 MARKET SIZE ESTIMATION 46 FIGURE 3 DATA PIPELINE TOOLS: TOP-DOWN AND BOTTOM-UP APPROACHES 46 2.3.1 TOP-DOWN APPROACH 46 2.3.2 BOTTOM-UP APPROACH 47 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF DATA PIPELINE TOOLS 47 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL DATA PIPELINE TOOLS/SERVICES 48 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF DATA PIPELINE TOOLS 49 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF DATA PIPELINE TOOLS THROUGH OVERALL SPENDING 49 2.4 MARKET FORECAST 50 TABLE 3 FACTOR ANALYSIS 50 2.5 COMPANY EVALUATION MATRIX METHODOLOGY 51 FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 51 2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 52 FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 52 2.7 ASSUMPTIONS FOR THE STUDY 53 2.8 LIMITATIONS 54 3 EXECUTIVE SUMMARY 55 TABLE 4 DATA PIPELINE TOOLS MARKET SIZE AND GROWTH RATE, 2016–2021 (USD MILLION, Y-O-Y) 55 TABLE 5 DATA PIPELINE TOOLS MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y) 56 FIGURE 10 TOOLS TO ACCOUNT FOR LARGER MARKET IN 2022 56 FIGURE 11 CONSULTING SERVICES TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 56 FIGURE 12 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE APPLICATIONS TO ACCOUNT FOR LARGEST MARKET IN 2022 57 FIGURE 13 ON-PREMISE DEPLOYMENT TO ACCOUNT FOR LARGER MARKET IN 2022 57 FIGURE 14 LARGE ENTERPRISES TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 58 FIGURE 15 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO BE LARGEST VERTICAL IN 2022 58 FIGURE 16 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 59 4 PREMIUM INSIGHTS 60 4.1 ATTRACTIVE MARKET OPPORTUNITIES FOR DATA PIPELINE TOOLS MARKET PLAYERS 60 FIGURE 17 HIGH DEMAND FOR TOOLS TRANSFERRING DATA FROM PREMISES TO CLOUD TO DRIVE MARKET DURING FORECAST PERIOD 60 4.2 DATA PIPELINE TOOLS MARKET, BY VERTICAL 60 FIGURE 18 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO BE LARGEST VERTICAL DURING FORECAST PERIOD 60 4.3 DATA PIPELINE TOOLS MARKET, BY REGION 61 FIGURE 19 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET BY 2027 61 4.4 DATA PIPELINE TOOLS MARKET: TOP THREE BUSINESS APPLICATIONS AND VERTICALS 61 FIGURE 20 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE AND BFSI TO BE LARGEST RESPECTIVE MARKETS BY 2022 61 5 MARKET OVERVIEW AND TRENDS 62 5.1 INTRODUCTION 62 5.2 MARKET DYNAMICS 62 FIGURE 21 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA PIPELINE TOOLS MARKET 62 5.2.1 DRIVERS 63 5.2.1.1 Need for agility to meet peaks in demand 63 5.2.1.2 Emergence of cloud computing technologies 63 5.2.2 RESTRAINTS 63 5.2.2.1 Lack of expertise among workforce 63 5.2.3 OPPORTUNITIES 64 5.2.3.1 Overcoming the lacunae of traditional data management tools 64 5.2.3.2 Necessity to reduce data latency 64 5.2.4 CHALLENGES 64 5.2.4.1 Updating data pipeline using ETL impacts data quality 64 5.2.4.2 Duplicate data 64 5.2.4.3 Data downtime 65 5.2.4.4 Reluctance to adopt advanced tools and technologies 65 5.3 DATA PIPELINE TOOLS: EVOLUTION 65 FIGURE 22 EVOLUTION OF DATA PIPELINE TOOLS 66 5.4 ECOSYSTEM 66 TABLE 6 DATA PIPELINE TOOLS MARKET: ECOSYSTEM 66 5.5 CASE STUDY ANALYSIS 68 5.5.1 BANKING, FINANCIAL SERVICES, AND INSURANCE 68 5.5.1.1 Combined 23 disparate ERP systems into a single SAP ERP application 68 5.5.1.2 Big Data platform implementation on Amazon Web Services for Norway’s largest bank 68 5.5.2 TRANSPORTATION & LOGISTICS 69 5.5.2.1 Convoy builds a continuous data pipeline with the data cloud 69 5.5.3 RETAIL & CONSUMER GOODS 70 5.5.3.1 Leading eCommerce site gained improved data accessibility 70 5.5.4 HEALTHCARE & LIFE SCIENCES 70 5.5.4.1 CDPHP modernized infrastructure and improved ability to extract valuable medical data on AWS 70 5.5.5 MEDIA & ENTERTAINMENT 71 5.5.5.1 GumGum utilized AWS data pipeline to handle high data volume growth 71 5.6 SUPPLY CHAIN ANALYSIS 71 FIGURE 23 SUPPLY CHAIN ANALYSIS 71 5.7 PORTER’S FIVE FORCES 72 FIGURE 24 DATA PIPELINE TOOLS MARKET: PORTER’S FIVE FORCES ANALYSIS 72 TABLE 7 DATA PIPELINE TOOLS MARKET: PORTER’S FIVE FORCES ANALYSIS 73 5.7.1 THREAT OF NEW ENTRANTS 73 5.7.2 THREAT OF SUBSTITUTES 73 5.7.3 BARGAINING POWER OF SUPPLIERS 73 5.7.4 BARGAINING POWER OF BUYERS 73 5.7.5 INTENSITY OF COMPETITIVE RIVALRY 74 5.8 PRICING ANALYSIS 74 TABLE 8 DATA PIPELINE TOOLS MARKET: PRICING LEVELS 74 FIGURE 25 AVERAGE SELLING PRICES OF KEY COMPANIES (USD) 75 5.9 PATENT ANALYSIS 76 5.9.1 METHODOLOGY 76 5.9.2 DOCUMENT TYPE 76 TABLE 9 PATENTS FILED, 2018–2021 76 5.9.3 INNOVATION AND PATENT APPLICATIONS 76 FIGURE 26 ANNUAL NUMBER OF PATENTS GRANTED, 2018–2021 76 5.9.3.1 Top applicants 77 FIGURE 27 TOP TEN PATENT APPLICANTS, 2018–2021 77 TABLE 10 US: TOP TEN PATENT OWNERS IN DATA PIPELINE TOOLS MARKET, 2018–2021 77 5.10 TECHNOLOGY ANALYSIS 78 5.10.1 ARTIFICIAL INTELLIGENCE 78 5.10.2 MACHINE LEARNING 78 5.10.3 IOT 78 5.10.4 CLOUD COMPUTING 79 5.10.5 BIG DATA 79 5.11 KEY CONFERENCES & EVENTS 79 TABLE 11 DATA PIPELINE TOOLS MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2022–2023 79 5.12 TARIFF AND REGULATORY LANDSCAPE 80 5.12.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 15 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83 5.12.2 NORTH AMERICA: REGULATIONS 83 5.12.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 83 5.12.2.2 Gramm-Leach-Bliley (GLB) Act 83 5.12.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 83 5.12.2.4 Federal Information Security Management Act (FISMA) 84 5.12.2.5 Federal Information Processing Standards (FIPS) 84 5.12.2.6 California Consumer Privacy Act (CCPA) 85 5.12.3 EUROPE: TARIFFS AND REGULATIONS 85 5.12.3.1 GDPR 2016/679 85 5.12.3.2 General Data Protection Regulation 85 5.12.3.3 European Committee for Standardization (CEN) 85 5.12.3.4 European Technical Standards Institute (ETSI) 85 5.13 KEY STAKEHOLDERS & BUYING CRITERIA 86 5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS 86 TABLE 17 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATIONS 86 5.13.2 BUYING CRITERIA 86 TABLE 18 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 86 6 DATA PIPELINE TOOLS MARKET, BY COMPONENT 87 6.1 INTRODUCTION 88 6.1.1 COMPONENT: DATA PIPELINE TOOLS MARKET DRIVERS 88 FIGURE 28 SERVICES TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 88 TABLE 19 DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 89 TABLE 20 DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 89 6.2 TOOLS 89 6.2.1 GREATER NEED TO ACCESS DATA FROM DATA WAREHOUSE 89 FIGURE 29 ETL DATA PIPELINE TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 90 TABLE 21 TOOLS: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 90 TABLE 22 TOOLS: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 90 TABLE 23 DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY REGION, 2016–2021 (USD MILLION) 91 TABLE 24 DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY REGION, 2022–2027 (USD MILLION) 91 6.3 SERVICES 91 6.3.1 GROWING PRODUCT ACCEPTANCE TO DRIVE ADOPTION OF DATA PIPELINE TOOLS 91 FIGURE 30 DEPLOYMENT & INTEGRATION SERVICES TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 92 TABLE 25 DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 92 TABLE 26 DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 92 TABLE 27 DATA PIPELINE SERVICES MARKET, BY REGION, 2016–2021 (USD MILLION) 93 TABLE 28 DATA PIPELINE SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 93 6.3.1.1 Consulting 93 6.3.1.1.1 Scope to enable companies to lower risks and focus on business 93 TABLE 29 DATA PIPELINE TOOL CONSULTING SERVICES MARKET, BY REGION, 2016–2021 (USD MILLION) 94 TABLE 30 DATA PIPELINE TOOL CONSULTING SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 94 6.3.1.2 Support & maintenance 94 6.3.1.2.1 Increase in demand due to shifting economic situations 94 TABLE 31 DATA PIPELINE TOOL SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2016–2021 (USD MILLION) 95 TABLE 32 DATA PIPELINE TOOL SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 95 6.3.1.3 Deployment & integration 95 6.3.1.3.1 Need to ensure minimum risks among companies to drive demand 95 TABLE 33 DATA PIPELINE TOOL DEPLOYMENT & INTEGRATION SERVICES MARKET, BY REGION, 2016–2021 (USD MILLION) 96 TABLE 34 DATA PIPELINE TOOL DEPLOYMENT & INTEGRATION SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 96 7 DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE 97 7.1 INTRODUCTION 98 7.1.1 ORGANIZATION SIZE: DATA PIPELINE TOOLS MARKET DRIVERS 98 FIGURE 31 SMALL- & MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER A HIGHER CAGR DURING FORECAST PERIOD 98 TABLE 35 DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 99 TABLE 36 DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 99 7.2 LARGE ENTERPRISES 99 7.2.1 UNSTRUCTURED DATA: MAJOR CONCERN AMONG LARGE ENTERPRISES 99 TABLE 37 LARGE ENTERPRISES MARKET, BY REGION, 2016–2021 (USD MILLION) 99 TABLE 38 LARGE ENTERPRISES MARKET, BY REGION, 2022–2027 (USD MILLION) 100 7.3 SMALL- & MEDIUM-SIZED ENTERPRISES 100 7.3.1 RISE IN NEED TO ACCESS DATA IN REAL-TIME FOR BETTER DECISIONS 100 TABLE 39 SMALL- & MEDIUM-SIZED ENTERPRISES MARKET, BY REGION, 2016–2021 (USD MILLION) 100 TABLE 40 SMALL- & MEDIUM-SIZED ENTERPRISES MARKET, BY REGION, 2022–2027 (USD MILLION) 101 8 DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE 102 8.1 INTRODUCTION 103 8.1.1 DEPLOYMENT MODE: DATA PIPELINE TOOLS MARKET DRIVERS 103 FIGURE 32 CLOUD DEPLOYMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 103 TABLE 41 DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 104 TABLE 42 DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 104 8.2 ON-PREMISES 104 8.2.1 DATA PIPELINE CONNECTS DATABASES TO CENTRALIZED INTERFACE TO EASE BUSINESS 104 TABLE 43 ON-PREMISE DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 105 TABLE 44 ON-PREMISE DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 105 8.3 CLOUD 105 8.3.1 FLEXIBILITY AND SCALABILITY TO BOOST ADOPTION OF CLOUD-BASED DATA PIPELINE TOOLS 105 TABLE 45 CLOUD-BASED DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 106 TABLE 46 CLOUD-BASED DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 106 9 DATA PIPELINE TOOLS MARKET, BY TYPE 107 9.1 INTRODUCTION 108 9.1.1 TYPE: DATA PIPELINE TOOLS MARKET DRIVERS 108 FIGURE 33 ETL DATA PIPELINE TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 108 TABLE 47 DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 109 TABLE 48 DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 109 9.2 ELT DATA PIPELINE 109 9.2.1 USAGE OF CLOUD TO DRIVE SHIFT FROM ETL TO ELT 109 TABLE 49 ELT DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 110 TABLE 50 ELT DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 110 9.3 ETL DATA PIPELINE 110 9.3.1 CENTRALIZING AND STANDARDIZING DATA TO ENABLE EASY ACCESS TO EXPERTS AND DECISION-MAKERS 110 TABLE 51 ETL DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 111 TABLE 52 ETL DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 111 9.4 STREAMING DATA PIPELINE 111 9.4.1 REAL-TIME DATA MORE CRUCIAL IN STREAMING DATA PIPELINE 111 TABLE 53 STREAMING DATA PIPELINE DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 112 TABLE 54 STREAMING DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 112 9.5 BATCH DATA PIPELINE 112 9.5.1 FLEXIBILITY AND SCALABILITY TO BOOST ADOPTION OF CLOUD-BASED DATA PIPELINE TOOLS SOFTWARE 112 TABLE 55 BATCH DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 113 TABLE 56 BATCH DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 113 9.6 CHANGE DATA CAPTURE PIPELINE (CDC) 113 9.6.1 CHANGE DATA CAPTURE ESSENTIAL TO PREVENT LOSS AND DESTRUCTION OF DATA 113 TABLE 57 CHANGE DATA CAPTURE PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 114 TABLE 58 CHANGE DATA CAPTURE PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 114 10 DATA PIPELINE TOOLS MARKET, BY APPLICATION 115 10.1 INTRODUCTION 116 10.1.1 APPLICATION: DATA PIPELINE TOOLS MARKET DRIVERS 116 FIGURE 34 CUSTOMER EXPERIENCE MANAGEMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 116 TABLE 59 DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 117 TABLE 60 DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 117 10.2 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE 117 10.2.1 ELIMINATE DATA PIPELINE DOWNTIME AND PROVIDE REAL-TIME DATA ANALYSIS 117 TABLE 61 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 118 TABLE 62 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 118 10.3 SALES & MARKETING DATA 119 10.3.1 NEED TO REDUCE DATA GATHERING TIME FROM VARIOUS SOURCES AND STORE DATA AT SINGLE LOCATION 119 TABLE 63 SALES & MARKETING DATA APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 119 TABLE 64 SALES & MARKETING DATA APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 120 10.4 CUSTOMER 360 & CUSTOMER RELATIONSHIP MANAGEMENT 120 10.4.1 NEED TO ANALYZE CUSTOMER BEHAVIOR AND REDUCE CUSTOMER CHURN 120 TABLE 65 CUSTOMER 360 & CUSTOMER RELATIONSHIP MANAGEMENT APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 120 TABLE 66 CUSTOMER 360 & CUSTOMER RELATIONSHIP MANAGEMENT APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 121 10.5 CUSTOMER EXPERIENCE MANAGEMENT 121 10.5.1 UNIFIED CUSTOMER VIEWS ACROSS CUSTOMER ECOSYSTEM TO ENHANCE CUSTOMER EXPERIENCE 121 TABLE 67 CUSTOMER EXPERIENCE MANAGEMENT APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 121 TABLE 68 CUSTOMER EXPERIENCE MANAGEMENT APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 122 10.6 DATA MIGRATION 122 10.6.1 DEMAND TO SIMPLIFY DATA MIGRATION PROCESS BY CREATING BATCH AND STREAMING DATA PIPELINE 122 TABLE 69 DATA MIGRATION APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 122 TABLE 70 DATA MIGRATION APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 123 10.7 OTHER APPLICATIONS 123 TABLE 71 OTHER APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 124 TABLE 72 OTHER APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 124 11 DATA PIPELINE TOOLS MARKET, BY VERTICAL 125 11.1 INTRODUCTION 126 11.1.1 VERTICAL: DATA PIPELINE TOOLS MARKET DRIVERS 126 FIGURE 35 HEALTHCARE & LIFE SCIENCES VERTICAL TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 126 TABLE 73 DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 127 TABLE 74 DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 127 11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 128 11.2.1 NEED TO ENHANCE QUALITY OF SERVICES AND MAKE REAL-TIME SMART DECISIONS TO DRIVE GROWTH 128 TABLE 75 BFSI VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 128 TABLE 76 BFSI VERTICALS MARKET, BY REGION, 2022–2027 (USD MILLION) 128 11.3 RETAIL & ECOMMERCE 129 11.3.1 CONTINUOUS DATA PIPELINE FLOW TO HELP ANALYZE CONSUMER BEHAVIOR IN REAL-TIME 129 TABLE 77 RETAIL & ECOMMERCE VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 129 TABLE 78 RETAIL & ECOMMERCE VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 130 11.4 GOVERNMENT & DEFENSE 130 11.4.1 EFFECTIVE TRANSFORMATION OF DATA WITHOUT LOSING PACKETS TO HELP IN FASTER DECISION-MAKING 130 TABLE 79 GOVERNMENT & DEFENSE VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 131 TABLE 80 GOVERNMENT & DEFENSE VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 131 11.5 HEALTHCARE & LIFE SCIENCES 131 11.5.1 PRESSURE FROM INSURERS AND IMPACT OF PHYSICIANS TO DRIVE ADOPTION OF ROBUST DATA PIPELINES 131 TABLE 81 HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 132 TABLE 82 HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 132 11.6 IT & ITES 133 11.6.1 RISING COMPLEXITY AND FAST INNOVATION TO DRIVE NEED FOR STREAMLINED DATA PIPELINES 133 TABLE 83 IT & ITES VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 133 TABLE 84 IT & ITES VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 133 11.7 ENERGY & UTILITIES 134 11.7.1 ADVANCED DATA PIPELINE TOOLS TO HELP BUILD ACCOUNTABLE, TRANSPARENT, FAIR, AND SECURE SYSTEMS 134 TABLE 85 ENERGY & UTILITIES VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 134 TABLE 86 ENERGY & UTILITIES VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 134 11.8 TELECOMMUNICATION 135 11.8.1 DEPLOYMENT OF DATA PIPELINE TOOLS TO REDUCE NETWORK ANOMALIES BY MAINTAINING CONTINUOUS DATA FLOW 135 TABLE 87 TELECOMMUNICATION VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 135 TABLE 88 TELECOMMUNICATION VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 135 11.9 MANUFACTURING 136 11.9.1 RISE IN USE OF ROBUST DATA PIPELINE TOOLS TO PREDICT MACHINE DOWNTIME AND MAINTENANCE 136 TABLE 89 MANUFACTURING VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 136 TABLE 90 MANUFACTURING VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 136 11.10 TRANSPORTATION & LOGISTICS 137 11.10.1 GROWING NEED FOR SEAMLESS INTEGRATED DATA PIPELINE ACROSS MULTI-MODEL TRANSPORTATION NETWORK 137 TABLE 91 TRANSPORTATION & LOGISTICS VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 137 TABLE 92 TRANSPORTATION & LOGISTICS VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 137 11.11 OTHER VERTICALS 138 TABLE 93 OTHER VERTICALS MARKET, BY REGION, 2016–2021 (USD MILLION) 138 TABLE 94 OTHER VERTICALS MARKET, BY REGION, 2022–2027 (USD MILLION) 138 12 DATA PIPELINE TOOLS MARKET, BY REGION 139 12.1 INTRODUCTION 140 FIGURE 36 THAILAND TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 140 FIGURE 37 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 140 TABLE 95 DATA PIPELINE MARKET TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 141 TABLE 96 DATA PIPELINE MARKET TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 141 12.2 NORTH AMERICA 141 12.2.1 NORTH AMERICA: DATA PIPELINE TOOLS MARKET DRIVERS 142 FIGURE 38 NORTH AMERICA: MARKET SNAPSHOT 142 TABLE 97 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 143 TABLE 98 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 143 TABLE 99 NORTH AMERICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 143 TABLE 100 NORTH AMERICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 143 TABLE 101 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 144 TABLE 102 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 144 TABLE 103 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 144 TABLE 104 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 144 TABLE 105 NORTH AMERICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 145 TABLE 106 NORTH AMERICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 145 TABLE 107 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 145 TABLE 108 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 146 TABLE 109 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 146 TABLE 110 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 147 TABLE 111 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 147 TABLE 112 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 147 12.2.2 US 148 12.2.2.1 Presence of several global players to increase demand for data pipelines 148 12.2.3 CANADA 148 12.2.3.1 Rapid adoption of flexible and intuitive data pipeline tools and services 148 12.3 EUROPE 149 12.3.1 EUROPE: DATA PIPELINE TOOLS MARKET DRIVERS 149 TABLE 113 EUROPE: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 149 TABLE 114 EUROPE: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 149 TABLE 115 EUROPE: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 150 TABLE 116 EUROPE: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 150 TABLE 117 EUROPE: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 150 TABLE 118 EUROPE: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 150 TABLE 119 EUROPE: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 151 TABLE 120 EUROPE: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 151 TABLE 121 EUROPE: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 151 TABLE 122 EUROPE: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 152 TABLE 123 EUROPE: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 152 TABLE 124 EUROPE: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 152 TABLE 125 EUROPE: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 153 TABLE 126 EUROPE: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 153 TABLE 127 EUROPE: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 154 TABLE 128 EUROPE: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 154 12.3.2 UK 154 12.3.2.1 Focus on research & development of advanced technologies to drive growth 154 12.3.3 GERMANY 155 12.3.3.1 Rapid adoption of modern technologies across various verticals to fuel expansion 155 12.3.4 FRANCE 155 12.3.4.1 Government investments in infrastructure and modern technologies to fuel growth 155 12.3.5 REST OF EUROPE 155 12.4 ASIA PACIFIC 156 12.4.1 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET DRIVERS 156 FIGURE 39 ASIA PACIFIC: MARKET SNAPSHOT 157 TABLE 129 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 157 TABLE 130 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 158 TABLE 131 ASIA PACIFIC: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 158 TABLE 132 ASIA PACIFIC: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 158 TABLE 133 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 158 TABLE 134 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 159 TABLE 135 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 159 TABLE 136 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 159 TABLE 137 ASIA PACIFIC: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 159 TABLE 138 ASIA PACIFIC: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 160 TABLE 139 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 160 TABLE 140 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 160 TABLE 141 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 161 TABLE 142 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 161 TABLE 143 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 162 TABLE 144 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 162 12.4.2 CHINA 162 12.4.2.1 Rapid adoption of advanced technologies across various verticals to increase demand 162 12.4.3 THAILAND 163 12.4.3.1 Rise in government and foreign investment to boost demand 163 12.4.4 MYANMAR 163 12.4.4.1 Advancement and expansion of technologies to drive growth 163 12.4.5 VIETNAM 163 12.4.5.1 Adoption of modern technologies to fuel growth 163 12.4.6 JAPAN 163 12.4.6.1 Growth in innovation and initiatives to propel market 163 12.4.7 INDIA 164 12.4.7.1 Foreign investment in Indian firms to drive growth 164 12.4.8 REST OF ASIA PACIFIC 164 12.5 MIDDLE EAST & AFRICA 164 12.5.1 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET DRIVERS 164 TABLE 145 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 164 TABLE 146 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 165 TABLE 147 MIDDLE EAST & AFRICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 165 TABLE 148 MIDDLE EAST & AFRICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 165 TABLE 149 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 165 TABLE 150 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 166 TABLE 151 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 166 TABLE 152 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 166 TABLE 153 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 166 TABLE 154 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 167 TABLE 155 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 167 TABLE 156 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 167 TABLE 157 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 168 TABLE 158 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 168 TABLE 159 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY SUBREGION, 2016–2021 (USD MILLION) 169 TABLE 160 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY SUBREGION, 2022–2027 (USD MILLION) 169 12.5.2 MIDDLE EAST 169 12.5.2.1 Higher expenditure on emerging technologies to offer opportunities to drive growth 169 12.5.3 AFRICA 169 12.5.3.1 Widespread adoption of technologies to improve business applications 169 12.6 LATIN AMERICA 170 12.6.1 LATIN AMERICA: DATA PIPELINE TOOLS MARKET DRIVERS 170 TABLE 161 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 170 TABLE 162 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 170 TABLE 163 LATIN AMERICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 171 TABLE 164 LATIN AMERICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 171 TABLE 165 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 171 TABLE 166 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 171 TABLE 167 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 172 TABLE 168 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 172 TABLE 169 LATIN AMERICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 172 TABLE 170 LATIN AMERICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 173 TABLE 171 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 173 TABLE 172 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 173 TABLE 173 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 174 TABLE 174 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 174 TABLE 175 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 175 TABLE 176 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 175 12.6.2 BRAZIL 175 12.6.2.1 Need to integrate and validate data collected from sources to drive demand 175 12.6.3 MEXICO 176 12.6.3.1 Rapid adoption of modern technology and initiatives by government to drive demand 176 12.6.4 REST OF LATIN AMERICA 176 13 COMPETITIVE LANDSCAPE 177 13.1 OVERVIEW 177 13.2 STRATEGIES ADOPTED BY KEY PLAYERS 177 TABLE 177 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN DATA PIPELINE TOOLS MARKET 177 13.3 REVENUE ANALYSIS 178 FIGURE 40 REVENUE ANALYSIS FOR KEY COMPANIES IN PAST FIVE YEARS (USD MILLION) 178 13.4 MARKET SHARE ANALYSIS 179 FIGURE 41 DATA PIPELINE TOOLS MARKET SHARE ANALYSIS FOR KEY PLAYERS IN 2022 179 TABLE 178 DATA PIPELINE TOOLS MARKET: DEGREE OF COMPETITION 179 13.5 COMPANY EVALUATION QUADRANT 180 13.5.1 STARS 180 13.5.2 EMERGING LEADERS 180 13.5.3 PERVASIVE PLAYERS 180 13.5.4 PARTICIPANTS 180 FIGURE 42 KEY DATA PIPELINE TOOLS MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2022 181 13.6 STARTUP/SME EVALUATION MATRIX 182 13.6.1 PROGRESSIVE COMPANIES 182 13.6.2 RESPONSIVE COMPANIES 182 13.6.3 DYNAMIC COMPANIES 182 13.6.4 STARTING BLOCKS 182 FIGURE 43 DATA PIPELINE TOOL STARTUPS/SMES, COMPANY EVALUATION MATRIX, 2022 183 13.7 COMPETITIVE BENCHMARKING 184 TABLE 179 DATA PIPELINE TOOLS MARKET: DETAILED LIST OF KEY STARTUPS/SMES 184 TABLE 180 DATA PIPELINE TOOLS MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES) 184 13.8 COMPETITIVE SCENARIO 185 13.8.1 PRODUCT LAUNCHES 185 TABLE 181 PRODUCT LAUNCHES, 2018–2022 185 13.8.2 DEALS 186 TABLE 182 DEALS, 2018–2022 186 13.8.3 OTHERS 188 TABLE 183 OTHERS, 2018–2022 188
SummaryThe data pipeline tools market is projected to grow from USD 6.9 Billion in 2022 to USD 17.6 Billion by 2027, at a CAGR of 20.3% during the forecast period. A data pipeline is a group of operations, instruments, and methods used to process raw data. Pipelines, which facilitate the transportation of data from its origin to its target for storage and analysis are made up of several interconnected processes connected in series. Data is ingested and then processed via each of these processes, with the result from one step serving as the input for the next. Modern pipelines are constructed using many different concepts and technologies that integrate and converse with one another. To cut down on the time, effort, and expense involved in creating links across the different components in the pipeline, tools with built-in integration is used. The market for data pipeline tools has seen great development because of the integration of these tools with other technologies like big data, IoT, and more. Table of Contents1 INTRODUCTION 381.1 OBJECTIVES 38 1.2 MARKET DEFINITION 38 1.2.1 INCLUSIONS AND EXCLUSIONS 38 1.3 MARKET SCOPE 39 1.3.1 MARKET SEGMENTATION 39 1.3.2 REGIONS COVERED 40 1.3.3 YEARS CONSIDERED 40 1.4 CURRENCY CONSIDERED 41 TABLE 1 USD EXCHANGE RATES, 2019–2021 41 1.5 STAKEHOLDERS 41 2 RESEARCH METHODOLOGY 42 2.1 RESEARCH DATA 42 FIGURE 1 DATA PIPELINE TOOLS: RESEARCH DESIGN 42 2.1.1 SECONDARY DATA 43 2.1.2 PRIMARY DATA 43 TABLE 2 PRIMARY INTERVIEWS 43 2.1.2.1 Breakup of primary profiles 44 2.1.2.2 Key industry insights 44 2.2 DATA TRIANGULATION 45 FIGURE 2 DATA TRIANGULATION 45 2.3 MARKET SIZE ESTIMATION 46 FIGURE 3 DATA PIPELINE TOOLS: TOP-DOWN AND BOTTOM-UP APPROACHES 46 2.3.1 TOP-DOWN APPROACH 46 2.3.2 BOTTOM-UP APPROACH 47 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF DATA PIPELINE TOOLS 47 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL DATA PIPELINE TOOLS/SERVICES 48 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF DATA PIPELINE TOOLS 49 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF DATA PIPELINE TOOLS THROUGH OVERALL SPENDING 49 2.4 MARKET FORECAST 50 TABLE 3 FACTOR ANALYSIS 50 2.5 COMPANY EVALUATION MATRIX METHODOLOGY 51 FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 51 2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 52 FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 52 2.7 ASSUMPTIONS FOR THE STUDY 53 2.8 LIMITATIONS 54 3 EXECUTIVE SUMMARY 55 TABLE 4 DATA PIPELINE TOOLS MARKET SIZE AND GROWTH RATE, 2016–2021 (USD MILLION, Y-O-Y) 55 TABLE 5 DATA PIPELINE TOOLS MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y) 56 FIGURE 10 TOOLS TO ACCOUNT FOR LARGER MARKET IN 2022 56 FIGURE 11 CONSULTING SERVICES TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 56 FIGURE 12 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE APPLICATIONS TO ACCOUNT FOR LARGEST MARKET IN 2022 57 FIGURE 13 ON-PREMISE DEPLOYMENT TO ACCOUNT FOR LARGER MARKET IN 2022 57 FIGURE 14 LARGE ENTERPRISES TO ACCOUNT FOR LARGER MARKET SHARE IN 2022 58 FIGURE 15 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO BE LARGEST VERTICAL IN 2022 58 FIGURE 16 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 59 4 PREMIUM INSIGHTS 60 4.1 ATTRACTIVE MARKET OPPORTUNITIES FOR DATA PIPELINE TOOLS MARKET PLAYERS 60 FIGURE 17 HIGH DEMAND FOR TOOLS TRANSFERRING DATA FROM PREMISES TO CLOUD TO DRIVE MARKET DURING FORECAST PERIOD 60 4.2 DATA PIPELINE TOOLS MARKET, BY VERTICAL 60 FIGURE 18 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO BE LARGEST VERTICAL DURING FORECAST PERIOD 60 4.3 DATA PIPELINE TOOLS MARKET, BY REGION 61 FIGURE 19 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET BY 2027 61 4.4 DATA PIPELINE TOOLS MARKET: TOP THREE BUSINESS APPLICATIONS AND VERTICALS 61 FIGURE 20 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE AND BFSI TO BE LARGEST RESPECTIVE MARKETS BY 2022 61 5 MARKET OVERVIEW AND TRENDS 62 5.1 INTRODUCTION 62 5.2 MARKET DYNAMICS 62 FIGURE 21 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA PIPELINE TOOLS MARKET 62 5.2.1 DRIVERS 63 5.2.1.1 Need for agility to meet peaks in demand 63 5.2.1.2 Emergence of cloud computing technologies 63 5.2.2 RESTRAINTS 63 5.2.2.1 Lack of expertise among workforce 63 5.2.3 OPPORTUNITIES 64 5.2.3.1 Overcoming the lacunae of traditional data management tools 64 5.2.3.2 Necessity to reduce data latency 64 5.2.4 CHALLENGES 64 5.2.4.1 Updating data pipeline using ETL impacts data quality 64 5.2.4.2 Duplicate data 64 5.2.4.3 Data downtime 65 5.2.4.4 Reluctance to adopt advanced tools and technologies 65 5.3 DATA PIPELINE TOOLS: EVOLUTION 65 FIGURE 22 EVOLUTION OF DATA PIPELINE TOOLS 66 5.4 ECOSYSTEM 66 TABLE 6 DATA PIPELINE TOOLS MARKET: ECOSYSTEM 66 5.5 CASE STUDY ANALYSIS 68 5.5.1 BANKING, FINANCIAL SERVICES, AND INSURANCE 68 5.5.1.1 Combined 23 disparate ERP systems into a single SAP ERP application 68 5.5.1.2 Big Data platform implementation on Amazon Web Services for Norway’s largest bank 68 5.5.2 TRANSPORTATION & LOGISTICS 69 5.5.2.1 Convoy builds a continuous data pipeline with the data cloud 69 5.5.3 RETAIL & CONSUMER GOODS 70 5.5.3.1 Leading eCommerce site gained improved data accessibility 70 5.5.4 HEALTHCARE & LIFE SCIENCES 70 5.5.4.1 CDPHP modernized infrastructure and improved ability to extract valuable medical data on AWS 70 5.5.5 MEDIA & ENTERTAINMENT 71 5.5.5.1 GumGum utilized AWS data pipeline to handle high data volume growth 71 5.6 SUPPLY CHAIN ANALYSIS 71 FIGURE 23 SUPPLY CHAIN ANALYSIS 71 5.7 PORTER’S FIVE FORCES 72 FIGURE 24 DATA PIPELINE TOOLS MARKET: PORTER’S FIVE FORCES ANALYSIS 72 TABLE 7 DATA PIPELINE TOOLS MARKET: PORTER’S FIVE FORCES ANALYSIS 73 5.7.1 THREAT OF NEW ENTRANTS 73 5.7.2 THREAT OF SUBSTITUTES 73 5.7.3 BARGAINING POWER OF SUPPLIERS 73 5.7.4 BARGAINING POWER OF BUYERS 73 5.7.5 INTENSITY OF COMPETITIVE RIVALRY 74 5.8 PRICING ANALYSIS 74 TABLE 8 DATA PIPELINE TOOLS MARKET: PRICING LEVELS 74 FIGURE 25 AVERAGE SELLING PRICES OF KEY COMPANIES (USD) 75 5.9 PATENT ANALYSIS 76 5.9.1 METHODOLOGY 76 5.9.2 DOCUMENT TYPE 76 TABLE 9 PATENTS FILED, 2018–2021 76 5.9.3 INNOVATION AND PATENT APPLICATIONS 76 FIGURE 26 ANNUAL NUMBER OF PATENTS GRANTED, 2018–2021 76 5.9.3.1 Top applicants 77 FIGURE 27 TOP TEN PATENT APPLICANTS, 2018–2021 77 TABLE 10 US: TOP TEN PATENT OWNERS IN DATA PIPELINE TOOLS MARKET, 2018–2021 77 5.10 TECHNOLOGY ANALYSIS 78 5.10.1 ARTIFICIAL INTELLIGENCE 78 5.10.2 MACHINE LEARNING 78 5.10.3 IOT 78 5.10.4 CLOUD COMPUTING 79 5.10.5 BIG DATA 79 5.11 KEY CONFERENCES & EVENTS 79 TABLE 11 DATA PIPELINE TOOLS MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2022–2023 79 5.12 TARIFF AND REGULATORY LANDSCAPE 80 5.12.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 15 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83 5.12.2 NORTH AMERICA: REGULATIONS 83 5.12.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 83 5.12.2.2 Gramm-Leach-Bliley (GLB) Act 83 5.12.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 83 5.12.2.4 Federal Information Security Management Act (FISMA) 84 5.12.2.5 Federal Information Processing Standards (FIPS) 84 5.12.2.6 California Consumer Privacy Act (CCPA) 85 5.12.3 EUROPE: TARIFFS AND REGULATIONS 85 5.12.3.1 GDPR 2016/679 85 5.12.3.2 General Data Protection Regulation 85 5.12.3.3 European Committee for Standardization (CEN) 85 5.12.3.4 European Technical Standards Institute (ETSI) 85 5.13 KEY STAKEHOLDERS & BUYING CRITERIA 86 5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS 86 TABLE 17 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATIONS 86 5.13.2 BUYING CRITERIA 86 TABLE 18 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 86 6 DATA PIPELINE TOOLS MARKET, BY COMPONENT 87 6.1 INTRODUCTION 88 6.1.1 COMPONENT: DATA PIPELINE TOOLS MARKET DRIVERS 88 FIGURE 28 SERVICES TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 88 TABLE 19 DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 89 TABLE 20 DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 89 6.2 TOOLS 89 6.2.1 GREATER NEED TO ACCESS DATA FROM DATA WAREHOUSE 89 FIGURE 29 ETL DATA PIPELINE TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 90 TABLE 21 TOOLS: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 90 TABLE 22 TOOLS: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 90 TABLE 23 DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY REGION, 2016–2021 (USD MILLION) 91 TABLE 24 DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY REGION, 2022–2027 (USD MILLION) 91 6.3 SERVICES 91 6.3.1 GROWING PRODUCT ACCEPTANCE TO DRIVE ADOPTION OF DATA PIPELINE TOOLS 91 FIGURE 30 DEPLOYMENT & INTEGRATION SERVICES TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 92 TABLE 25 DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 92 TABLE 26 DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 92 TABLE 27 DATA PIPELINE SERVICES MARKET, BY REGION, 2016–2021 (USD MILLION) 93 TABLE 28 DATA PIPELINE SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 93 6.3.1.1 Consulting 93 6.3.1.1.1 Scope to enable companies to lower risks and focus on business 93 TABLE 29 DATA PIPELINE TOOL CONSULTING SERVICES MARKET, BY REGION, 2016–2021 (USD MILLION) 94 TABLE 30 DATA PIPELINE TOOL CONSULTING SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 94 6.3.1.2 Support & maintenance 94 6.3.1.2.1 Increase in demand due to shifting economic situations 94 TABLE 31 DATA PIPELINE TOOL SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2016–2021 (USD MILLION) 95 TABLE 32 DATA PIPELINE TOOL SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 95 6.3.1.3 Deployment & integration 95 6.3.1.3.1 Need to ensure minimum risks among companies to drive demand 95 TABLE 33 DATA PIPELINE TOOL DEPLOYMENT & INTEGRATION SERVICES MARKET, BY REGION, 2016–2021 (USD MILLION) 96 TABLE 34 DATA PIPELINE TOOL DEPLOYMENT & INTEGRATION SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 96 7 DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE 97 7.1 INTRODUCTION 98 7.1.1 ORGANIZATION SIZE: DATA PIPELINE TOOLS MARKET DRIVERS 98 FIGURE 31 SMALL- & MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER A HIGHER CAGR DURING FORECAST PERIOD 98 TABLE 35 DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 99 TABLE 36 DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 99 7.2 LARGE ENTERPRISES 99 7.2.1 UNSTRUCTURED DATA: MAJOR CONCERN AMONG LARGE ENTERPRISES 99 TABLE 37 LARGE ENTERPRISES MARKET, BY REGION, 2016–2021 (USD MILLION) 99 TABLE 38 LARGE ENTERPRISES MARKET, BY REGION, 2022–2027 (USD MILLION) 100 7.3 SMALL- & MEDIUM-SIZED ENTERPRISES 100 7.3.1 RISE IN NEED TO ACCESS DATA IN REAL-TIME FOR BETTER DECISIONS 100 TABLE 39 SMALL- & MEDIUM-SIZED ENTERPRISES MARKET, BY REGION, 2016–2021 (USD MILLION) 100 TABLE 40 SMALL- & MEDIUM-SIZED ENTERPRISES MARKET, BY REGION, 2022–2027 (USD MILLION) 101 8 DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE 102 8.1 INTRODUCTION 103 8.1.1 DEPLOYMENT MODE: DATA PIPELINE TOOLS MARKET DRIVERS 103 FIGURE 32 CLOUD DEPLOYMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 103 TABLE 41 DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 104 TABLE 42 DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 104 8.2 ON-PREMISES 104 8.2.1 DATA PIPELINE CONNECTS DATABASES TO CENTRALIZED INTERFACE TO EASE BUSINESS 104 TABLE 43 ON-PREMISE DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 105 TABLE 44 ON-PREMISE DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 105 8.3 CLOUD 105 8.3.1 FLEXIBILITY AND SCALABILITY TO BOOST ADOPTION OF CLOUD-BASED DATA PIPELINE TOOLS 105 TABLE 45 CLOUD-BASED DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 106 TABLE 46 CLOUD-BASED DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 106 9 DATA PIPELINE TOOLS MARKET, BY TYPE 107 9.1 INTRODUCTION 108 9.1.1 TYPE: DATA PIPELINE TOOLS MARKET DRIVERS 108 FIGURE 33 ETL DATA PIPELINE TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 108 TABLE 47 DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 109 TABLE 48 DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 109 9.2 ELT DATA PIPELINE 109 9.2.1 USAGE OF CLOUD TO DRIVE SHIFT FROM ETL TO ELT 109 TABLE 49 ELT DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 110 TABLE 50 ELT DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 110 9.3 ETL DATA PIPELINE 110 9.3.1 CENTRALIZING AND STANDARDIZING DATA TO ENABLE EASY ACCESS TO EXPERTS AND DECISION-MAKERS 110 TABLE 51 ETL DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 111 TABLE 52 ETL DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 111 9.4 STREAMING DATA PIPELINE 111 9.4.1 REAL-TIME DATA MORE CRUCIAL IN STREAMING DATA PIPELINE 111 TABLE 53 STREAMING DATA PIPELINE DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 112 TABLE 54 STREAMING DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 112 9.5 BATCH DATA PIPELINE 112 9.5.1 FLEXIBILITY AND SCALABILITY TO BOOST ADOPTION OF CLOUD-BASED DATA PIPELINE TOOLS SOFTWARE 112 TABLE 55 BATCH DATA PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 113 TABLE 56 BATCH DATA PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 113 9.6 CHANGE DATA CAPTURE PIPELINE (CDC) 113 9.6.1 CHANGE DATA CAPTURE ESSENTIAL TO PREVENT LOSS AND DESTRUCTION OF DATA 113 TABLE 57 CHANGE DATA CAPTURE PIPELINE TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 114 TABLE 58 CHANGE DATA CAPTURE PIPELINE TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 114 10 DATA PIPELINE TOOLS MARKET, BY APPLICATION 115 10.1 INTRODUCTION 116 10.1.1 APPLICATION: DATA PIPELINE TOOLS MARKET DRIVERS 116 FIGURE 34 CUSTOMER EXPERIENCE MANAGEMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 116 TABLE 59 DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 117 TABLE 60 DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 117 10.2 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE 117 10.2.1 ELIMINATE DATA PIPELINE DOWNTIME AND PROVIDE REAL-TIME DATA ANALYSIS 117 TABLE 61 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 118 TABLE 62 REAL-TIME ANALYTICS & PREDICTIVE MAINTENANCE APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 118 10.3 SALES & MARKETING DATA 119 10.3.1 NEED TO REDUCE DATA GATHERING TIME FROM VARIOUS SOURCES AND STORE DATA AT SINGLE LOCATION 119 TABLE 63 SALES & MARKETING DATA APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 119 TABLE 64 SALES & MARKETING DATA APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 120 10.4 CUSTOMER 360 & CUSTOMER RELATIONSHIP MANAGEMENT 120 10.4.1 NEED TO ANALYZE CUSTOMER BEHAVIOR AND REDUCE CUSTOMER CHURN 120 TABLE 65 CUSTOMER 360 & CUSTOMER RELATIONSHIP MANAGEMENT APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 120 TABLE 66 CUSTOMER 360 & CUSTOMER RELATIONSHIP MANAGEMENT APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 121 10.5 CUSTOMER EXPERIENCE MANAGEMENT 121 10.5.1 UNIFIED CUSTOMER VIEWS ACROSS CUSTOMER ECOSYSTEM TO ENHANCE CUSTOMER EXPERIENCE 121 TABLE 67 CUSTOMER EXPERIENCE MANAGEMENT APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 121 TABLE 68 CUSTOMER EXPERIENCE MANAGEMENT APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 122 10.6 DATA MIGRATION 122 10.6.1 DEMAND TO SIMPLIFY DATA MIGRATION PROCESS BY CREATING BATCH AND STREAMING DATA PIPELINE 122 TABLE 69 DATA MIGRATION APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 122 TABLE 70 DATA MIGRATION APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 123 10.7 OTHER APPLICATIONS 123 TABLE 71 OTHER APPLICATIONS MARKET, BY REGION, 2016–2021 (USD MILLION) 124 TABLE 72 OTHER APPLICATIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 124 11 DATA PIPELINE TOOLS MARKET, BY VERTICAL 125 11.1 INTRODUCTION 126 11.1.1 VERTICAL: DATA PIPELINE TOOLS MARKET DRIVERS 126 FIGURE 35 HEALTHCARE & LIFE SCIENCES VERTICAL TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 126 TABLE 73 DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 127 TABLE 74 DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 127 11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 128 11.2.1 NEED TO ENHANCE QUALITY OF SERVICES AND MAKE REAL-TIME SMART DECISIONS TO DRIVE GROWTH 128 TABLE 75 BFSI VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 128 TABLE 76 BFSI VERTICALS MARKET, BY REGION, 2022–2027 (USD MILLION) 128 11.3 RETAIL & ECOMMERCE 129 11.3.1 CONTINUOUS DATA PIPELINE FLOW TO HELP ANALYZE CONSUMER BEHAVIOR IN REAL-TIME 129 TABLE 77 RETAIL & ECOMMERCE VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 129 TABLE 78 RETAIL & ECOMMERCE VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 130 11.4 GOVERNMENT & DEFENSE 130 11.4.1 EFFECTIVE TRANSFORMATION OF DATA WITHOUT LOSING PACKETS TO HELP IN FASTER DECISION-MAKING 130 TABLE 79 GOVERNMENT & DEFENSE VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 131 TABLE 80 GOVERNMENT & DEFENSE VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 131 11.5 HEALTHCARE & LIFE SCIENCES 131 11.5.1 PRESSURE FROM INSURERS AND IMPACT OF PHYSICIANS TO DRIVE ADOPTION OF ROBUST DATA PIPELINES 131 TABLE 81 HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 132 TABLE 82 HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 132 11.6 IT & ITES 133 11.6.1 RISING COMPLEXITY AND FAST INNOVATION TO DRIVE NEED FOR STREAMLINED DATA PIPELINES 133 TABLE 83 IT & ITES VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 133 TABLE 84 IT & ITES VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 133 11.7 ENERGY & UTILITIES 134 11.7.1 ADVANCED DATA PIPELINE TOOLS TO HELP BUILD ACCOUNTABLE, TRANSPARENT, FAIR, AND SECURE SYSTEMS 134 TABLE 85 ENERGY & UTILITIES VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 134 TABLE 86 ENERGY & UTILITIES VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 134 11.8 TELECOMMUNICATION 135 11.8.1 DEPLOYMENT OF DATA PIPELINE TOOLS TO REDUCE NETWORK ANOMALIES BY MAINTAINING CONTINUOUS DATA FLOW 135 TABLE 87 TELECOMMUNICATION VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 135 TABLE 88 TELECOMMUNICATION VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 135 11.9 MANUFACTURING 136 11.9.1 RISE IN USE OF ROBUST DATA PIPELINE TOOLS TO PREDICT MACHINE DOWNTIME AND MAINTENANCE 136 TABLE 89 MANUFACTURING VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 136 TABLE 90 MANUFACTURING VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 136 11.10 TRANSPORTATION & LOGISTICS 137 11.10.1 GROWING NEED FOR SEAMLESS INTEGRATED DATA PIPELINE ACROSS MULTI-MODEL TRANSPORTATION NETWORK 137 TABLE 91 TRANSPORTATION & LOGISTICS VERTICAL MARKET, BY REGION, 2016–2021 (USD MILLION) 137 TABLE 92 TRANSPORTATION & LOGISTICS VERTICAL MARKET, BY REGION, 2022–2027 (USD MILLION) 137 11.11 OTHER VERTICALS 138 TABLE 93 OTHER VERTICALS MARKET, BY REGION, 2016–2021 (USD MILLION) 138 TABLE 94 OTHER VERTICALS MARKET, BY REGION, 2022–2027 (USD MILLION) 138 12 DATA PIPELINE TOOLS MARKET, BY REGION 139 12.1 INTRODUCTION 140 FIGURE 36 THAILAND TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 140 FIGURE 37 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 140 TABLE 95 DATA PIPELINE MARKET TOOLS MARKET, BY REGION, 2016–2021 (USD MILLION) 141 TABLE 96 DATA PIPELINE MARKET TOOLS MARKET, BY REGION, 2022–2027 (USD MILLION) 141 12.2 NORTH AMERICA 141 12.2.1 NORTH AMERICA: DATA PIPELINE TOOLS MARKET DRIVERS 142 FIGURE 38 NORTH AMERICA: MARKET SNAPSHOT 142 TABLE 97 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 143 TABLE 98 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 143 TABLE 99 NORTH AMERICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 143 TABLE 100 NORTH AMERICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 143 TABLE 101 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 144 TABLE 102 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 144 TABLE 103 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 144 TABLE 104 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 144 TABLE 105 NORTH AMERICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 145 TABLE 106 NORTH AMERICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 145 TABLE 107 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 145 TABLE 108 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 146 TABLE 109 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 146 TABLE 110 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 147 TABLE 111 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 147 TABLE 112 NORTH AMERICA: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 147 12.2.2 US 148 12.2.2.1 Presence of several global players to increase demand for data pipelines 148 12.2.3 CANADA 148 12.2.3.1 Rapid adoption of flexible and intuitive data pipeline tools and services 148 12.3 EUROPE 149 12.3.1 EUROPE: DATA PIPELINE TOOLS MARKET DRIVERS 149 TABLE 113 EUROPE: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 149 TABLE 114 EUROPE: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 149 TABLE 115 EUROPE: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 150 TABLE 116 EUROPE: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 150 TABLE 117 EUROPE: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 150 TABLE 118 EUROPE: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 150 TABLE 119 EUROPE: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 151 TABLE 120 EUROPE: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 151 TABLE 121 EUROPE: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 151 TABLE 122 EUROPE: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 152 TABLE 123 EUROPE: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 152 TABLE 124 EUROPE: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 152 TABLE 125 EUROPE: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 153 TABLE 126 EUROPE: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 153 TABLE 127 EUROPE: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 154 TABLE 128 EUROPE: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 154 12.3.2 UK 154 12.3.2.1 Focus on research & development of advanced technologies to drive growth 154 12.3.3 GERMANY 155 12.3.3.1 Rapid adoption of modern technologies across various verticals to fuel expansion 155 12.3.4 FRANCE 155 12.3.4.1 Government investments in infrastructure and modern technologies to fuel growth 155 12.3.5 REST OF EUROPE 155 12.4 ASIA PACIFIC 156 12.4.1 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET DRIVERS 156 FIGURE 39 ASIA PACIFIC: MARKET SNAPSHOT 157 TABLE 129 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 157 TABLE 130 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 158 TABLE 131 ASIA PACIFIC: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 158 TABLE 132 ASIA PACIFIC: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 158 TABLE 133 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 158 TABLE 134 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 159 TABLE 135 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 159 TABLE 136 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 159 TABLE 137 ASIA PACIFIC: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 159 TABLE 138 ASIA PACIFIC: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 160 TABLE 139 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 160 TABLE 140 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 160 TABLE 141 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 161 TABLE 142 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 161 TABLE 143 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 162 TABLE 144 ASIA PACIFIC: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 162 12.4.2 CHINA 162 12.4.2.1 Rapid adoption of advanced technologies across various verticals to increase demand 162 12.4.3 THAILAND 163 12.4.3.1 Rise in government and foreign investment to boost demand 163 12.4.4 MYANMAR 163 12.4.4.1 Advancement and expansion of technologies to drive growth 163 12.4.5 VIETNAM 163 12.4.5.1 Adoption of modern technologies to fuel growth 163 12.4.6 JAPAN 163 12.4.6.1 Growth in innovation and initiatives to propel market 163 12.4.7 INDIA 164 12.4.7.1 Foreign investment in Indian firms to drive growth 164 12.4.8 REST OF ASIA PACIFIC 164 12.5 MIDDLE EAST & AFRICA 164 12.5.1 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET DRIVERS 164 TABLE 145 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 164 TABLE 146 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 165 TABLE 147 MIDDLE EAST & AFRICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 165 TABLE 148 MIDDLE EAST & AFRICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 165 TABLE 149 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 165 TABLE 150 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 166 TABLE 151 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 166 TABLE 152 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 166 TABLE 153 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 166 TABLE 154 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 167 TABLE 155 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 167 TABLE 156 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 167 TABLE 157 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 168 TABLE 158 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 168 TABLE 159 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY SUBREGION, 2016–2021 (USD MILLION) 169 TABLE 160 MIDDLE EAST & AFRICA: DATA PIPELINE TOOLS MARKET, BY SUBREGION, 2022–2027 (USD MILLION) 169 12.5.2 MIDDLE EAST 169 12.5.2.1 Higher expenditure on emerging technologies to offer opportunities to drive growth 169 12.5.3 AFRICA 169 12.5.3.1 Widespread adoption of technologies to improve business applications 169 12.6 LATIN AMERICA 170 12.6.1 LATIN AMERICA: DATA PIPELINE TOOLS MARKET DRIVERS 170 TABLE 161 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 170 TABLE 162 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 170 TABLE 163 LATIN AMERICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 171 TABLE 164 LATIN AMERICA: DATA PIPELINE SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 171 TABLE 165 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 171 TABLE 166 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 171 TABLE 167 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 172 TABLE 168 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 172 TABLE 169 LATIN AMERICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2016–2021 (USD MILLION) 172 TABLE 170 LATIN AMERICA: DATA PIPELINE TOOLS SUBSEGMENT MARKET, BY TYPE, 2022–2027 (USD MILLION) 173 TABLE 171 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 173 TABLE 172 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 173 TABLE 173 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 174 TABLE 174 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 174 TABLE 175 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 175 TABLE 176 LATIN AMERICA: DATA PIPELINE TOOLS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 175 12.6.2 BRAZIL 175 12.6.2.1 Need to integrate and validate data collected from sources to drive demand 175 12.6.3 MEXICO 176 12.6.3.1 Rapid adoption of modern technology and initiatives by government to drive demand 176 12.6.4 REST OF LATIN AMERICA 176 13 COMPETITIVE LANDSCAPE 177 13.1 OVERVIEW 177 13.2 STRATEGIES ADOPTED BY KEY PLAYERS 177 TABLE 177 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN DATA PIPELINE TOOLS MARKET 177 13.3 REVENUE ANALYSIS 178 FIGURE 40 REVENUE ANALYSIS FOR KEY COMPANIES IN PAST FIVE YEARS (USD MILLION) 178 13.4 MARKET SHARE ANALYSIS 179 FIGURE 41 DATA PIPELINE TOOLS MARKET SHARE ANALYSIS FOR KEY PLAYERS IN 2022 179 TABLE 178 DATA PIPELINE TOOLS MARKET: DEGREE OF COMPETITION 179 13.5 COMPANY EVALUATION QUADRANT 180 13.5.1 STARS 180 13.5.2 EMERGING LEADERS 180 13.5.3 PERVASIVE PLAYERS 180 13.5.4 PARTICIPANTS 180 FIGURE 42 KEY DATA PIPELINE TOOLS MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2022 181 13.6 STARTUP/SME EVALUATION MATRIX 182 13.6.1 PROGRESSIVE COMPANIES 182 13.6.2 RESPONSIVE COMPANIES 182 13.6.3 DYNAMIC COMPANIES 182 13.6.4 STARTING BLOCKS 182 FIGURE 43 DATA PIPELINE TOOL STARTUPS/SMES, COMPANY EVALUATION MATRIX, 2022 183 13.7 COMPETITIVE BENCHMARKING 184 TABLE 179 DATA PIPELINE TOOLS MARKET: DETAILED LIST OF KEY STARTUPS/SMES 184 TABLE 180 DATA PIPELINE TOOLS MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES) 184 13.8 COMPETITIVE SCENARIO 185 13.8.1 PRODUCT LAUNCHES 185 TABLE 181 PRODUCT LAUNCHES, 2018–2022 185 13.8.2 DEALS 186 TABLE 182 DEALS, 2018–2022 186 13.8.3 OTHERS 188 TABLE 183 OTHERS, 2018–2022 188
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