データカタログの世界市場 2024-2028

概要

データカタログ市場は2023-2028年に13億8,367万米ドル、予測期間中のCAGRは20.78%で成長すると予測されます。

当レポートでは、データカタログ市場の全体的な分析、市場規模・予測、動向、成長促進要因、課題、約25のベンダーを網羅したベンダー分析などを掲載しています。

現在の市場シナリオ、最新動向と促進要因、市場環境全体に関する最新分析を提供しています。市場は、セルフサービスアナリティクスに対する需要の高まり、データ量と複雑性の増大、データカタログと高度なアナリティクスツールおよび機械学習の統合などによって牽引されています。

本調査では、データメッシュアーキテクチャの台頭が、今後数年間のデータカタログ市場の成長を牽引する主要因の1つであるとしています。また、自然言語処理とデータカタログの統合や、リアルタイムデータカタログのニーズの高まりも、市場の大きな需要につながっています。

目次

第1章 エグゼクティブサマリー

• 市場概要

第2章 市場情勢

• 市場エコシステム

第3章 市場規模

• 市場の定義
• 市場セグメント分析
• 市場規模 2023
• 市場の見通し 2023-2028

第4章 市場規模実績

• データカタログの世界市場 2018-2022
• 部品セグメント分析 2018-2022
• 展開セグメント分析 2018-2022
• 地域別セグメント分析 2018-2022
• 国別セグメント分析 2018-2022

第5章 ファイブフォース分析

• ファイブフォースの要約
• 買い手の交渉力
• 供給企業の交渉力
• 新規参入業者の脅威
• 代替品の脅威
• 競争の脅威
• 市況

第6章 市場セグメンテーション：コンポーネント別

• 市場セグメント
• 比較：コンポーネント別
• ソリューション：市場規模と予測 2023-2028
• サービス：市場規模と予測 2023-2028
• 市場機会：コンポーネント別

第7章 市場セグメンテーション：展開別

• 市場セグメント
• 比較：展開別
• クラウド：市場規模と予測 2023-2028
• オンプレミス：市場規模と予測 2023-2028
• 市場機会：展開別

第8章 顧客情勢

• 顧客情勢の概要

第9章 地域別情勢

• 地域別セグメンテーション
• 地域別比較
• 北米：市場規模と予測 2023-2028
• 欧州：市場規模と予測 2023-2028
• アジア太平洋：市場規模と予測 2023-2028
• 南米：市場規模と予測 2023-2028
• 中東・アフリカ：市場規模と予測 2023-2028
• 米国：市場規模と予測 2023-2028
• 英国：市場規模と予測 2023-2028
• 中国：市場規模と予測 2023-2028
• インド：市場規模と予測 2023-2028
• ドイツ：市場規模と予測 2023-2028
• 市場機会：地域別

第10章 促進要因、課題、および動向

• 市場促進要因
• 市場の課題
• 促進要因と課題の影響
• 市場動向

第11章 ベンダー情勢

• 概要
• ベンダー情勢
• 混乱の状況
• 業界のリスク

第12章 ベンダー分析

• 対象ベンダー
• ベンダーの市場ポジショニング
• Alation Inc.
• Alphabet Inc.
• Alteryx Inc.
• Collibra.
• Denodo Technologies Inc.
• Hitachi Vantara LLC
• Informatica Inc.
• International Business Machines Corp.
• Microsoft Corp.
• Oracle Corp.
• Precisely
• Tableau Software LLC
• Talend Inc
• The Apache Software Foundation
• Zaloni Inc.

第13章 付録

Exhibits:

• Exhibits1: Executive Summary - Chart on Market Overview
• Exhibits2: Executive Summary - Data Table on Market Overview
• Exhibits3: Executive Summary - Chart on Global Market Characteristics
• Exhibits4: Executive Summary - Chart on Market by Geography
• Exhibits5: Executive Summary - Chart on Market Segmentation by Component
• Exhibits6: Executive Summary - Chart on Market Segmentation by Deployment
• Exhibits7: Executive Summary - Chart on Incremental Growth
• Exhibits8: Executive Summary - Data Table on Incremental Growth
• Exhibits9: Executive Summary - Chart on Vendor Market Positioning
• Exhibits10: Parent market
• Exhibits11: Market Characteristics
• Exhibits12: Offerings of vendors included in the market definition
• Exhibits13: Market segments
• Exhibits14: Chart on Global - Market size and forecast 2023-2028 ($ million)
• Exhibits15: Data Table on Global - Market size and forecast 2023-2028 ($ million)
• Exhibits16: Chart on Global Market: Year-over-year growth 2023-2028 (%)
• Exhibits17: Data Table on Global Market: Year-over-year growth 2023-2028 (%)
• Exhibits18: Historic Market Size - Data Table on global data catalog market 2018 - 2022 ($ million)
• Exhibits19: Historic Market Size - Component Segment 2018 - 2022 ($ million)
• Exhibits20: Historic Market Size - Deployment Segment 2018 - 2022 ($ million)
• Exhibits21: Historic Market Size - Geography Segment 2018 - 2022 ($ million)
• Exhibits22: Historic Market Size - Country Segment 2018 - 2022 ($ million)
• Exhibits23: Five forces analysis - Comparison between 2023 and 2028
• Exhibits24: Chart on Bargaining power of buyers - Impact of key factors 2023 and 2028
• Exhibits25: Bargaining power of suppliers - Impact of key factors in 2023 and 2028
• Exhibits26: Threat of new entrants - Impact of key factors in 2023 and 2028
• Exhibits27: Threat of substitutes - Impact of key factors in 2023 and 2028
• Exhibits28: Threat of rivalry - Impact of key factors in 2023 and 2028
• Exhibits29: Chart on Market condition - Five forces 2023 and 2028
• Exhibits30: Chart on Component - Market share 2023-2028 (%)
• Exhibits31: Data Table on Component - Market share 2023-2028 (%)
• Exhibits32: Chart on Comparison by Component
• Exhibits33: Data Table on Comparison by Component
• Exhibits34: Chart on Solutions - Market size and forecast 2023-2028 ($ million)
• Exhibits35: Data Table on Solutions - Market size and forecast 2023-2028 ($ million)
• Exhibits36: Chart on Solutions - Year-over-year growth 2023-2028 (%)
• Exhibits37: Data Table on Solutions - Year-over-year growth 2023-2028 (%)
• Exhibits38: Chart on Services - Market size and forecast 2023-2028 ($ million)
• Exhibits39: Data Table on Services - Market size and forecast 2023-2028 ($ million)
• Exhibits40: Chart on Services - Year-over-year growth 2023-2028 (%)
• Exhibits41: Data Table on Services - Year-over-year growth 2023-2028 (%)
• Exhibits42: Market opportunity by Component ($ million)
• Exhibits43: Data Table on Market opportunity by Component ($ million)
• Exhibits44: Chart on Deployment - Market share 2023-2028 (%)
• Exhibits45: Data Table on Deployment - Market share 2023-2028 (%)
• Exhibits46: Chart on Comparison by Deployment
• Exhibits47: Data Table on Comparison by Deployment
• Exhibits48: Chart on Cloud - Market size and forecast 2023-2028 ($ million)
• Exhibits49: Data Table on Cloud - Market size and forecast 2023-2028 ($ million)
• Exhibits50: Chart on Cloud - Year-over-year growth 2023-2028 (%)
• Exhibits51: Data Table on Cloud - Year-over-year growth 2023-2028 (%)
• Exhibits52: Chart on On-premises - Market size and forecast 2023-2028 ($ million)
• Exhibits53: Data Table on On-premises - Market size and forecast 2023-2028 ($ million)
• Exhibits54: Chart on On-premises - Year-over-year growth 2023-2028 (%)
• Exhibits55: Data Table on On-premises - Year-over-year growth 2023-2028 (%)
• Exhibits56: Market opportunity by Deployment ($ million)
• Exhibits57: Data Table on Market opportunity by Deployment ($ million)
• Exhibits58: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
• Exhibits59: Chart on Market share by geography 2023-2028 (%)
• Exhibits60: Data Table on Market share by geography 2023-2028 (%)
• Exhibits61: Chart on Geographic comparison
• Exhibits62: Data Table on Geographic comparison
• Exhibits63: Chart on North America - Market size and forecast 2023-2028 ($ million)
• Exhibits64: Data Table on North America - Market size and forecast 2023-2028 ($ million)
• Exhibits65: Chart on North America - Year-over-year growth 2023-2028 (%)
• Exhibits66: Data Table on North America - Year-over-year growth 2023-2028 (%)
• Exhibits67: Chart on Europe - Market size and forecast 2023-2028 ($ million)
• Exhibits68: Data Table on Europe - Market size and forecast 2023-2028 ($ million)
• Exhibits69: Chart on Europe - Year-over-year growth 2023-2028 (%)
• Exhibits70: Data Table on Europe - Year-over-year growth 2023-2028 (%)
• Exhibits71: Chart on APAC - Market size and forecast 2023-2028 ($ million)
• Exhibits72: Data Table on APAC - Market size and forecast 2023-2028 ($ million)
• Exhibits73: Chart on APAC - Year-over-year growth 2023-2028 (%)
• Exhibits74: Data Table on APAC - Year-over-year growth 2023-2028 (%)
• Exhibits75: Chart on South America - Market size and forecast 2023-2028 ($ million)
• Exhibits76: Data Table on South America - Market size and forecast 2023-2028 ($ million)
• Exhibits77: Chart on South America - Year-over-year growth 2023-2028 (%)
• Exhibits78: Data Table on South America - Year-over-year growth 2023-2028 (%)
• Exhibits79: Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
• Exhibits80: Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
• Exhibits81: Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• Exhibits82: Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• Exhibits83: Chart on US - Market size and forecast 2023-2028 ($ million)
• Exhibits84: Data Table on US - Market size and forecast 2023-2028 ($ million)
• Exhibits85: Chart on US - Year-over-year growth 2023-2028 (%)
• Exhibits86: Data Table on US - Year-over-year growth 2023-2028 (%)
• Exhibits87: Chart on UK - Market size and forecast 2023-2028 ($ million)
• Exhibits88: Data Table on UK - Market size and forecast 2023-2028 ($ million)
• Exhibits89: Chart on UK - Year-over-year growth 2023-2028 (%)
• Exhibits90: Data Table on UK - Year-over-year growth 2023-2028 (%)
• Exhibits91: Chart on China - Market size and forecast 2023-2028 ($ million)
• Exhibits92: Data Table on China - Market size and forecast 2023-2028 ($ million)
• Exhibits93: Chart on China - Year-over-year growth 2023-2028 (%)
• Exhibits94: Data Table on China - Year-over-year growth 2023-2028 (%)
• Exhibits95: Chart on India - Market size and forecast 2023-2028 ($ million)
• Exhibits96: Data Table on India - Market size and forecast 2023-2028 ($ million)
• Exhibits97: Chart on India - Year-over-year growth 2023-2028 (%)
• Exhibits98: Data Table on India - Year-over-year growth 2023-2028 (%)
• Exhibits99: Chart on Germany - Market size and forecast 2023-2028 ($ million)
• Exhibits100: Data Table on Germany - Market size and forecast 2023-2028 ($ million)
• Exhibits101: Chart on Germany - Year-over-year growth 2023-2028 (%)
• Exhibits102: Data Table on Germany - Year-over-year growth 2023-2028 (%)
• Exhibits103: Market opportunity by geography ($ million)
• Exhibits104: Data Tables on Market opportunity by geography ($ million)
• Exhibits105: Impact of drivers and challenges in 2023 and 2028
• Exhibits106: Overview on Criticality of inputs and Factors of differentiation
• Exhibits107: Overview on factors of disruption
• Exhibits108: Impact of key risks on business
• Exhibits109: Vendors covered
• Exhibits110: Matrix on vendor position and classification
• Exhibits111: Alation Inc. - Overview
• Exhibits112: Alation Inc. - Product / Service
• Exhibits113: Alation Inc. - Key offerings
• Exhibits114: Alphabet Inc. - Overview
• Exhibits115: Alphabet Inc. - Business segments
• Exhibits116: Alphabet Inc. - Key news
• Exhibits117: Alphabet Inc. - Key offerings
• Exhibits118: Alphabet Inc. - Segment focus
• Exhibits119: Alteryx Inc. - Overview
• Exhibits120: Alteryx Inc. - Product / Service
• Exhibits121: Alteryx Inc. - Key news
• Exhibits122: Alteryx Inc. - Key offerings
• Exhibits123: Collibra. - Overview
• Exhibits124: Collibra. - Product / Service
• Exhibits125: Collibra. - Key offerings
• Exhibits126: Denodo Technologies Inc. - Overview
• Exhibits127: Denodo Technologies Inc. - Product / Service
• Exhibits128: Denodo Technologies Inc. - Key news
• Exhibits129: Denodo Technologies Inc. - Key offerings
• Exhibits130: Hitachi Vantara LLC - Overview
• Exhibits131: Hitachi Vantara LLC - Product / Service
• Exhibits132: Hitachi Vantara LLC - Key offerings
• Exhibits133: Informatica Inc. - Overview
• Exhibits134: Informatica Inc. - Product / Service
• Exhibits135: Informatica Inc. - Key offerings
• Exhibits136: International Business Machines Corp. - Overview
• Exhibits137: International Business Machines Corp. - Business segments
• Exhibits138: International Business Machines Corp. - Key news
• Exhibits139: International Business Machines Corp. - Key offerings
• Exhibits140: International Business Machines Corp. - Segment focus
• Exhibits141: Microsoft Corp. - Overview
• Exhibits142: Microsoft Corp. - Business segments
• Exhibits143: Microsoft Corp. - Key news
• Exhibits144: Microsoft Corp. - Key offerings
• Exhibits145: Microsoft Corp. - Segment focus
• Exhibits146: Oracle Corp. - Overview
• Exhibits147: Oracle Corp. - Business segments
• Exhibits148: Oracle Corp. - Key news
• Exhibits149: Oracle Corp. - Key offerings
• Exhibits150: Oracle Corp. - Segment focus
• Exhibits151: Precisely - Overview
• Exhibits152: Precisely - Product / Service
• Exhibits153: Precisely - Key news
• Exhibits154: Precisely - Key offerings
• Exhibits155: Tableau Software LLC - Overview
• Exhibits156: Tableau Software LLC - Product / Service
• Exhibits157: Tableau Software LLC - Key offerings
• Exhibits158: Talend Inc - Overview
• Exhibits159: Talend Inc - Product / Service
• Exhibits160: Talend Inc - Key offerings
• Exhibits161: The Apache Software Foundation - Overview
• Exhibits162: The Apache Software Foundation - Product / Service
• Exhibits163: The Apache Software Foundation - Key offerings
• Exhibits164: Zaloni Inc. - Overview
• Exhibits165: Zaloni Inc. - Product / Service
• Exhibits166: Zaloni Inc. - Key offerings
• Exhibits167: Inclusions checklist
• Exhibits168: Exclusions checklist
• Exhibits169: Currency conversion rates for US$
• Exhibits170: Research methodology
• Exhibits171: Validation techniques employed for market sizing
• Exhibits172: Information sources
• Exhibits173: List of abbreviations

Abstract

The data catalog market is forecasted to grow by USD 1,383.67 mn during 2023-2028, accelerating at a CAGR of 20.78% during the forecast period. The report on the data catalog market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by rising demand for self-service analytics, increasing volume and complexity of data, and integration of data catalog with advanced analytics tools and machine learning.

Technavio's data catalog market is segmented as below:

By Component

• Solutions
• Services

By Deployment

• Cloud
• On-premises

By Geography

• North America
• Europe
• APAC
• South America
• Middle East and Africa

This study identifies the rise of data mesh architecture as one of the prime reasons driving the data catalog market growth during the next few years. Also, integration of natural language processing with data catalog and rising need for real-time data cataloging will lead to sizable demand in the market.

The report on the data catalog market covers the following areas:

• Data catalog market sizing
• Data catalog market forecast
• Data catalog market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading data catalog market vendors that include Alation Inc., Alex Solutions Pty Ltd , Alphabet Inc., Alteryx Inc., The Apache Software Foundation, Atlan Pte. Ltd., Collibra., Denodo Technologies Inc., Hitachi Vantara LLC, Immuta Inc., Informatica Inc., International Business Machines Corp., Microsoft Corp., Octopai, Oracle Corp., Precisely, Solidatus, Talend Inc, Zaloni Inc., and Tableau Software LLC. Also, the data catalog market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market and vendor landscape in addition to an analysis of the key vendors.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive research - both primary and secondary. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast the accurate market growth.

Table of Contents

1 Executive Summary

• 1.1 Market overview
• Exhibit 01: Executive Summary - Chart on Market Overview
• Exhibit 02: Executive Summary - Data Table on Market Overview
• Exhibit 03: Executive Summary - Chart on Global Market Characteristics
• Exhibit 04: Executive Summary - Chart on Market by Geography
• Exhibit 05: Executive Summary - Chart on Market Segmentation by Component
• Exhibit 06: Executive Summary - Chart on Market Segmentation by Deployment
• Exhibit 07: Executive Summary - Chart on Incremental Growth
• Exhibit 08: Executive Summary - Data Table on Incremental Growth
• Exhibit 09: Executive Summary - Chart on Vendor Market Positioning

2 Market Landscape

• 2.1 Market ecosystem
• Exhibit 10: Parent market
• Exhibit 11: Market Characteristics

3 Market Sizing

• 3.1 Market definition
• Exhibit 12: Offerings of vendors included in the market definition
• 3.2 Market segment analysis
• Exhibit 13: Market segments
• 3.3 Market size 2023
• 3.4 Market outlook: Forecast for 2023-2028
• Exhibit 14: Chart on Global - Market size and forecast 2023-2028 ($ million)
• Exhibit 15: Data Table on Global - Market size and forecast 2023-2028 ($ million)
• Exhibit 16: Chart on Global Market: Year-over-year growth 2023-2028 (%)
• Exhibit 17: Data Table on Global Market: Year-over-year growth 2023-2028 (%)

4 Historic Market Size

• 4.1 Global data catalog market 2018 - 2022
• Exhibit 18: Historic Market Size - Data Table on global data catalog market 2018 - 2022 ($ million)
• 4.2 Component Segment Analysis 2018 - 2022
• Exhibit 19: Historic Market Size - Component Segment 2018 - 2022 ($ million)
• 4.3 Deployment Segment Analysis 2018 - 2022
• Exhibit 20: Historic Market Size - Deployment Segment 2018 - 2022 ($ million)
• 4.4 Geography Segment Analysis 2018 - 2022
• Exhibit 21: Historic Market Size - Geography Segment 2018 - 2022 ($ million)
• 4.5 Country Segment Analysis 2018 - 2022
• Exhibit 22: Historic Market Size - Country Segment 2018 - 2022 ($ million)

5 Five Forces Analysis

• 5.1 Five forces summary
• Exhibit 23: Five forces analysis - Comparison between 2023 and 2028
• 5.2 Bargaining power of buyers
• Exhibit 24: Chart on Bargaining power of buyers - Impact of key factors 2023 and 2028
• 5.3 Bargaining power of suppliers
• Exhibit 25: Bargaining power of suppliers - Impact of key factors in 2023 and 2028
• 5.4 Threat of new entrants
• Exhibit 26: Threat of new entrants - Impact of key factors in 2023 and 2028
• 5.5 Threat of substitutes
• Exhibit 27: Threat of substitutes - Impact of key factors in 2023 and 2028
• 5.6 Threat of rivalry
• Exhibit 28: Threat of rivalry - Impact of key factors in 2023 and 2028
• 5.7 Market condition
• Exhibit 29: Chart on Market condition - Five forces 2023 and 2028

6 Market Segmentation by Component

• 6.1 Market segments
• Exhibit 30: Chart on Component - Market share 2023-2028 (%)
• Exhibit 31: Data Table on Component - Market share 2023-2028 (%)
• 6.2 Comparison by Component
• Exhibit 32: Chart on Comparison by Component
• Exhibit 33: Data Table on Comparison by Component
• 6.3 Solutions - Market size and forecast 2023-2028
• Exhibit 34: Chart on Solutions - Market size and forecast 2023-2028 ($ million)
• Exhibit 35: Data Table on Solutions - Market size and forecast 2023-2028 ($ million)
• Exhibit 36: Chart on Solutions - Year-over-year growth 2023-2028 (%)
• Exhibit 37: Data Table on Solutions - Year-over-year growth 2023-2028 (%)
• 6.4 Services - Market size and forecast 2023-2028
• Exhibit 38: Chart on Services - Market size and forecast 2023-2028 ($ million)
• Exhibit 39: Data Table on Services - Market size and forecast 2023-2028 ($ million)
• Exhibit 40: Chart on Services - Year-over-year growth 2023-2028 (%)
• Exhibit 41: Data Table on Services - Year-over-year growth 2023-2028 (%)
• 6.5 Market opportunity by Component
• Exhibit 42: Market opportunity by Component ($ million)
• Exhibit 43: Data Table on Market opportunity by Component ($ million)

7 Market Segmentation by Deployment

• 7.1 Market segments
• Exhibit 44: Chart on Deployment - Market share 2023-2028 (%)
• Exhibit 45: Data Table on Deployment - Market share 2023-2028 (%)
• 7.2 Comparison by Deployment
• Exhibit 46: Chart on Comparison by Deployment
• Exhibit 47: Data Table on Comparison by Deployment
• 7.3 Cloud - Market size and forecast 2023-2028
• Exhibit 48: Chart on Cloud - Market size and forecast 2023-2028 ($ million)
• Exhibit 49: Data Table on Cloud - Market size and forecast 2023-2028 ($ million)
• Exhibit 50: Chart on Cloud - Year-over-year growth 2023-2028 (%)
• Exhibit 51: Data Table on Cloud - Year-over-year growth 2023-2028 (%)
• 7.4 On-premises - Market size and forecast 2023-2028
• Exhibit 52: Chart on On-premises - Market size and forecast 2023-2028 ($ million)
• Exhibit 53: Data Table on On-premises - Market size and forecast 2023-2028 ($ million)
• Exhibit 54: Chart on On-premises - Year-over-year growth 2023-2028 (%)
• Exhibit 55: Data Table on On-premises - Year-over-year growth 2023-2028 (%)
• 7.5 Market opportunity by Deployment
• Exhibit 56: Market opportunity by Deployment ($ million)
• Exhibit 57: Data Table on Market opportunity by Deployment ($ million)

8 Customer Landscape

• 8.1 Customer landscape overview
• Exhibit 58: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

9 Geographic Landscape

• 9.1 Geographic segmentation
• Exhibit 59: Chart on Market share by geography 2023-2028 (%)
• Exhibit 60: Data Table on Market share by geography 2023-2028 (%)
• 9.2 Geographic comparison
• Exhibit 61: Chart on Geographic comparison
• Exhibit 62: Data Table on Geographic comparison
• 9.3 North America - Market size and forecast 2023-2028
• Exhibit 63: Chart on North America - Market size and forecast 2023-2028 ($ million)
• Exhibit 64: Data Table on North America - Market size and forecast 2023-2028 ($ million)
• Exhibit 65: Chart on North America - Year-over-year growth 2023-2028 (%)
• Exhibit 66: Data Table on North America - Year-over-year growth 2023-2028 (%)
• 9.4 Europe - Market size and forecast 2023-2028
• Exhibit 67: Chart on Europe - Market size and forecast 2023-2028 ($ million)
• Exhibit 68: Data Table on Europe - Market size and forecast 2023-2028 ($ million)
• Exhibit 69: Chart on Europe - Year-over-year growth 2023-2028 (%)
• Exhibit 70: Data Table on Europe - Year-over-year growth 2023-2028 (%)
• 9.5 APAC - Market size and forecast 2023-2028
• Exhibit 71: Chart on APAC - Market size and forecast 2023-2028 ($ million)
• Exhibit 72: Data Table on APAC - Market size and forecast 2023-2028 ($ million)
• Exhibit 73: Chart on APAC - Year-over-year growth 2023-2028 (%)
• Exhibit 74: Data Table on APAC - Year-over-year growth 2023-2028 (%)
• 9.6 South America - Market size and forecast 2023-2028
• Exhibit 75: Chart on South America - Market size and forecast 2023-2028 ($ million)
• Exhibit 76: Data Table on South America - Market size and forecast 2023-2028 ($ million)
• Exhibit 77: Chart on South America - Year-over-year growth 2023-2028 (%)
• Exhibit 78: Data Table on South America - Year-over-year growth 2023-2028 (%)
• 9.7 Middle East and Africa - Market size and forecast 2023-2028
• Exhibit 79: Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
• Exhibit 80: Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
• Exhibit 81: Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• Exhibit 82: Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• 9.8 US - Market size and forecast 2023-2028
• Exhibit 83: Chart on US - Market size and forecast 2023-2028 ($ million)
• Exhibit 84: Data Table on US - Market size and forecast 2023-2028 ($ million)
• Exhibit 85: Chart on US - Year-over-year growth 2023-2028 (%)
• Exhibit 86: Data Table on US - Year-over-year growth 2023-2028 (%)
• 9.9 UK - Market size and forecast 2023-2028
• Exhibit 87: Chart on UK - Market size and forecast 2023-2028 ($ million)
• Exhibit 88: Data Table on UK - Market size and forecast 2023-2028 ($ million)
• Exhibit 89: Chart on UK - Year-over-year growth 2023-2028 (%)
• Exhibit 90: Data Table on UK - Year-over-year growth 2023-2028 (%)
• 9.10 China - Market size and forecast 2023-2028
• Exhibit 91: Chart on China - Market size and forecast 2023-2028 ($ million)
• Exhibit 92: Data Table on China - Market size and forecast 2023-2028 ($ million)
• Exhibit 93: Chart on China - Year-over-year growth 2023-2028 (%)
• Exhibit 94: Data Table on China - Year-over-year growth 2023-2028 (%)
• 9.11 India - Market size and forecast 2023-2028
• Exhibit 95: Chart on India - Market size and forecast 2023-2028 ($ million)
• Exhibit 96: Data Table on India - Market size and forecast 2023-2028 ($ million)
• Exhibit 97: Chart on India - Year-over-year growth 2023-2028 (%)
• Exhibit 98: Data Table on India - Year-over-year growth 2023-2028 (%)
• 9.12 Germany - Market size and forecast 2023-2028
• Exhibit 99: Chart on Germany - Market size and forecast 2023-2028 ($ million)
• Exhibit 100: Data Table on Germany - Market size and forecast 2023-2028 ($ million)
• Exhibit 101: Chart on Germany - Year-over-year growth 2023-2028 (%)
• Exhibit 102: Data Table on Germany - Year-over-year growth 2023-2028 (%)
• 9.13 Market opportunity by geography
• Exhibit 103: Market opportunity by geography ($ million)
• Exhibit 104: Data Tables on Market opportunity by geography ($ million)

10 Drivers, Challenges, and Trends

• 10.1 Market drivers
• 10.2 Market challenges
• 10.3 Impact of drivers and challenges
• Exhibit 105: Impact of drivers and challenges in 2023 and 2028
• 10.4 Market trends

11 Vendor Landscape

• 11.1 Overview
• 11.2 Vendor landscape
• Exhibit 106: Overview on Criticality of inputs and Factors of differentiation
• 11.3 Landscape disruption
• Exhibit 107: Overview on factors of disruption
• 11.4 Industry risks
• Exhibit 108: Impact of key risks on business

12 Vendor Analysis

• 12.1 Vendors covered
• Exhibit 109: Vendors covered
• 12.2 Market positioning of vendors
• Exhibit 110: Matrix on vendor position and classification
• 12.3 Alation Inc.
• Exhibit 111: Alation Inc. - Overview
• Exhibit 112: Alation Inc. - Product / Service
• Exhibit 113: Alation Inc. - Key offerings
• 12.4 Alphabet Inc.
• Exhibit 114: Alphabet Inc. - Overview
• Exhibit 115: Alphabet Inc. - Business segments
• Exhibit 116: Alphabet Inc. - Key news
• Exhibit 117: Alphabet Inc. - Key offerings
• Exhibit 118: Alphabet Inc. - Segment focus
• 12.5 Alteryx Inc.
• Exhibit 119: Alteryx Inc. - Overview
• Exhibit 120: Alteryx Inc. - Product / Service
• Exhibit 121: Alteryx Inc. - Key news
• Exhibit 122: Alteryx Inc. - Key offerings
• 12.6 Collibra.
• Exhibit 123: Collibra. - Overview
• Exhibit 124: Collibra. - Product / Service
• Exhibit 125: Collibra. - Key offerings
• 12.7 Denodo Technologies Inc.
• Exhibit 126: Denodo Technologies Inc. - Overview
• Exhibit 127: Denodo Technologies Inc. - Product / Service
• Exhibit 128: Denodo Technologies Inc. - Key news
• Exhibit 129: Denodo Technologies Inc. - Key offerings
• 12.8 Hitachi Vantara LLC
• Exhibit 130: Hitachi Vantara LLC - Overview
• Exhibit 131: Hitachi Vantara LLC - Product / Service
• Exhibit 132: Hitachi Vantara LLC - Key offerings
• 12.9 Informatica Inc.
• Exhibit 133: Informatica Inc. - Overview
• Exhibit 134: Informatica Inc. - Product / Service
• Exhibit 135: Informatica Inc. - Key offerings
• 12.10 International Business Machines Corp.
• Exhibit 136: International Business Machines Corp. - Overview
• Exhibit 137: International Business Machines Corp. - Business segments
• Exhibit 138: International Business Machines Corp. - Key news
• Exhibit 139: International Business Machines Corp. - Key offerings
• Exhibit 140: International Business Machines Corp. - Segment focus
• 12.11 Microsoft Corp.
• Exhibit 141: Microsoft Corp. - Overview
• Exhibit 142: Microsoft Corp. - Business segments
• Exhibit 143: Microsoft Corp. - Key news
• Exhibit 144: Microsoft Corp. - Key offerings
• Exhibit 145: Microsoft Corp. - Segment focus
• 12.12 Oracle Corp.
• Exhibit 146: Oracle Corp. - Overview
• Exhibit 147: Oracle Corp. - Business segments
• Exhibit 148: Oracle Corp. - Key news
• Exhibit 149: Oracle Corp. - Key offerings
• Exhibit 150: Oracle Corp. - Segment focus
• 12.13 Precisely
• Exhibit 151: Precisely - Overview
• Exhibit 152: Precisely - Product / Service
• Exhibit 153: Precisely - Key news
• Exhibit 154: Precisely - Key offerings
• 12.14 Tableau Software LLC
• Exhibit 155: Tableau Software LLC - Overview
• Exhibit 156: Tableau Software LLC - Product / Service
• Exhibit 157: Tableau Software LLC - Key offerings
• 12.15 Talend Inc
• Exhibit 158: Talend Inc - Overview
• Exhibit 159: Talend Inc - Product / Service
• Exhibit 160: Talend Inc - Key offerings
• 12.16 The Apache Software Foundation
• Exhibit 161: The Apache Software Foundation - Overview
• Exhibit 162: The Apache Software Foundation - Product / Service
• Exhibit 163: The Apache Software Foundation - Key offerings
• 12.17 Zaloni Inc.
• Exhibit 164: Zaloni Inc. - Overview
• Exhibit 165: Zaloni Inc. - Product / Service
• Exhibit 166: Zaloni Inc. - Key offerings

13 Appendix

• 13.1 Scope of the report
• 13.2 Inclusions and exclusions checklist
• Exhibit 167: Inclusions checklist
• Exhibit 168: Exclusions checklist
• 13.3 Currency conversion rates for US$
• Exhibit 169: Currency conversion rates for US$
• 13.4 Research methodology
• Exhibit 170: Research methodology
• Exhibit 171: Validation techniques employed for market sizing
• Exhibit 172: Information sources
• 13.5 List of abbreviations
• Exhibit 173: List of abbreviations