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データ品質ツールの世界市場

Data Quality Tools

出版日
ページ情報
英文 179 Pages
納期
即日から翌営業日
適宜更新あり
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=146.99円
データ品質ツールの世界市場
出版日: 2024年08月29日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 179 Pages
納期: 即日から翌営業日
GIIご利用のメリット
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  • 概要
  • 目次
概要

データ品質ツールの世界市場は2030年までに60億米ドルに達する見込み

2023年に18億米ドルと推定されるデータ品質ツールの世界市場は、2023年から2030年にかけてCAGR 18.7%で成長し、2030年には60億米ドルに達すると予測されます。本レポートで分析したセグメントの1つであるソフトウェアコンポーネントは、CAGR 17.3%を記録し、分析期間終了時には32億米ドルに達すると予測されます。サービスコンポーネントセグメントの成長率は、分析期間中CAGR 20.3％と推定されます。

米国市場は4億8,270万米ドルと推定、中国はCAGR17.3％で成長すると予測

米国のデータ品質ツール市場は、2023年に4億8,270万米ドルと推定されます。世界第2位の経済大国である中国は、2030年までに8億8,640万米ドルの市場規模に達すると予測され、分析期間2023-2030年のCAGRは17.3%です。その他の注目すべき地域別市場としては、日本とカナダがあり、それぞれ分析期間中に17.3%と15.8%のCAGRで成長すると予測されています。欧州では、ドイツがCAGR約13.2%で成長すると予測されています。

世界のデータ品質ツール市場- 主要動向と促進要因のまとめ

データ品質ツールとは何か？

データ品質ツールは、組織のデータが正確で、完全で、一貫性があり、適切であることを保証するために設計されたソフトウェアアプリケーションです。これらのツールは、意思決定、レポーティング、戦略的プランニングのためにデータに依存するビジネスにとって非常に重要です。データのエラーや不整合を特定、修正、防止することで、これらのツールは、データのライフサイクル全体を通じてデータの整合性を維持するのに役立ちます。このプロセスは、業務効率をサポートするだけでなく、ビジネス分析とインテリジェンス・システムの信頼性を高め、より良い情報に基づいた意思決定につながります。品質管理ツールによる効果的なデータ管理は、重要なビジネス上の意思決定が信頼できる正確な情報に基づいて行われるようにすることで、リスクを低減し、顧客満足度を向上させ、収益性を高めます。

データ品質ツールは様々なデータ環境でどのように機能しますか？

データ品質ツールは、既存のデータシステムと統合し、継続的にデータを監視、クレンジング、管理します。解析、データマッチング、データプロファイリング、クレンジングなど様々なテクニックを駆使し、不正確さや矛盾を検出します。例えば、これらのツールは、スペルミスの多い単語を自動的に修正したり、日付フォーマットを統一したり、顧客データベース全体の住所情報を標準化したりすることができます。ビッグデータや複数のソースからのデータストリーミングを含む、より複雑なデータ環境では、これらのツールは大量のデータを高速で処理することができ、多様なプラットフォームやデータベース間でデータ品質が維持されるようにします。この機能は、情報の正確性と適時性が競争優位性を維持するための鍵となる、ダイナミックな市場で事業を展開する組織にとって極めて重要です。

データ品質ツールを導入することで、どのような課題が解決されますか？

データ品質ツールを導入することで、企業がデータ管理において直面するいくつかの課題を解決することができます。第一の課題は、データ量が飛躍的に増加している時代において、データの正確性を確保することです。データの質が低いと、収益の損失、誤ったビジネス戦略、顧客満足度の低下など、重大な結果を招く可能性があります。さらに、欧州のGDPRや米国のHIPAAなどの規制要件に準拠するためには、法的処罰や風評被害を避けるために、高いデータ品質基準が必要となります。また、データ品質ツールは、さまざまな部門にまたがるデータが一貫性を持って一様にアクセスできるようにすることで、組織内のデータサイロの問題を解決するのにも役立ちます。

データ品質ツール市場の成長を促進する要因は？

データ品質ツール市場の成長の原動力は、データ主導の意思決定に対する企業の依存度が高まっていることです。企業が業務のデジタル化を進めるにつれ、分析およびビジネスインテリジェンスの正確性を確保するために、高品質なデータの必要性が不可欠となっています。さらに、IoTデバイス、オンライン取引、顧客とのやり取りなど、多様なソースから生成されるデータの急増により、複雑さと規模を管理できる堅牢なデータ品質ソリューションの需要が高まっています。また、データコンプライアンスに対する規制上の圧力も、企業が業界標準を満たし、罰則を回避するために、データ品質ツールへの投資を余儀なくさせています。さらに、企業は機会損失や非効率性といったデータ品質低下の重大なコストを認識し、データ品質ツールに対する認識と積極的な投資が高まっています。このような技術的、経済的、規制的要因が、データ品質ツール市場の拡大を後押ししており、ビジネスデータの完全性と信頼性を高める上で、重要な役割を担っていることを浮き彫りにしています。

調査対象企業の例（全12件）

  • Informatica LLC
  • Information Builders, Inc.
  • Microsoft Corporation
  • Oracle Corporation
  • Pitney Bowes, Inc.
  • SAP SE
  • SAS Institute, Inc.
  • Syncsort
  • Talend SA
  • Tamr
  • Trianz, Inc.
  • Experian PLC
  • IBM Corporation

目次

第1章 調査手法

第2章 エグゼクティブサマリー

  • 市場概要
  • 主要企業
  • 市場動向と促進要因
  • 世界市場の見通し

第3章 市場分析

  • 米国
  • カナダ
  • 日本
  • 中国
  • 欧州
  • フランス
  • ドイツ
  • イタリア
  • 英国
  • その他欧州
  • アジア太平洋
  • その他の地域

第4章 競合

目次
Product Code: MCP11459

Global Data Quality Tools Market to Reach US$6.0 Billion by 2030

The global market for Data Quality Tools estimated at US$1.8 Billion in the year 2023, is expected to reach US$6.0 Billion by 2030, growing at a CAGR of 18.7% over the analysis period 2023-2030. Software Component, one of the segments analyzed in the report, is expected to record a 17.3% CAGR and reach US$3.2 Billion by the end of the analysis period. Growth in the Services Component segment is estimated at 20.3% CAGR over the analysis period.

The U.S. Market is Estimated at US$482.7 Million While China is Forecast to Grow at 17.3% CAGR

The Data Quality Tools market in the U.S. is estimated at US$482.7 Million in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$886.4 Million by the year 2030 trailing a CAGR of 17.3% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 17.3% and 15.8% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 13.2% CAGR.

Global Data Quality Tools Market - Key Trends and Drivers Summarized

What Are Data Quality Tools and How Do They Enhance Business Operations?

Data quality tools are software applications designed to ensure that an organization’s data is accurate, complete, consistent, and relevant. These tools are critical for businesses that rely on data for decision-making, reporting, and strategic planning. By identifying, correcting, and preventing errors and inconsistencies in data, these tools help maintain the integrity of data throughout its lifecycle. This process not only supports operational efficiency but also enhances reliability in business analytics and intelligence systems, leading to better-informed decisions. Effective data management with quality tools reduces risks, improves customer satisfaction, and increases profitability by ensuring that key business decisions are based on reliable and accurate information.

How Do Data Quality Tools Function Across Different Data Environments?

Data quality tools operate by integrating with existing data systems to continuously monitor, cleanse, and manage data. They employ a variety of techniques such as parsing, data matching, data profiling, and cleansing to detect inaccuracies and inconsistencies. For instance, these tools can automatically correct commonly misspelled words, unify date formats, and standardize address information across customer databases. In more complex data environments that involve big data or data streaming from multiple sources, these tools are capable of handling large volumes at high velocity, ensuring that the data quality is maintained across diverse platforms and databases. This functionality is crucial for organizations that operate in dynamic markets where the accuracy and timeliness of information are key to maintaining competitive advantages.

What Challenges Are Addressed by Implementing Data Quality Tools?

Implementing data quality tools addresses several challenges that organizations face in data management. The primary challenge is ensuring data accuracy in an era where the volume of data is increasing exponentially. Poor data quality can lead to significant consequences such as lost revenue, misinformed business strategies, and decreased customer satisfaction. Furthermore, compliance with regulatory requirements like GDPR in Europe or HIPAA in the United States necessitates high data quality standards to avoid legal penalties and reputational damage. Data quality tools also help in resolving issues of data silos within organizations by ensuring that data across various departments is consistent and uniformly accessible, which is essential for holistic analysis and reporting.

What Drives the Growth in the Data Quality Tools Market?

The growth in the data quality tools market is driven by several factors, starting with the increasing reliance of businesses on data-driven decision-making. As organizations continue to digitalize their operations, the need for high-quality data becomes imperative to ensure accuracy in analytics and business intelligence. Additionally, the surge in data generated from diverse sources such as IoT devices, online transactions, and customer interactions has heightened the demand for robust data quality solutions that can manage complexity and scale. Regulatory pressures for data compliance also compel businesses to invest in data quality tools to ensure they meet industry standards and avoid penalties. Moreover, as businesses recognize the significant cost of poor data quality in terms of lost opportunities and inefficiencies, there is a growing awareness and proactive investment in data quality tools. These technological, economic, and regulatory factors collectively fuel the expansion of the data quality tools market, highlighting their critical role in enhancing the integrity and reliability of business data.

Select Competitors (Total 12 Featured) -

  • Informatica LLC
  • Information Builders, Inc.
  • Microsoft Corporation
  • Oracle Corporation
  • Pitney Bowes, Inc.
  • SAP SE
  • SAS Institute, Inc.
  • Syncsort
  • Talend SA
  • Tamr
  • Trianz, Inc.
  • Experian PLC
  • IBM Corporation

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • Data Quality Tools - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
    • Global Economic Update
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Rising Importance of Data-Driven Decision Making Drives Demand for Data Quality Tools
    • Increasing Volume of Big Data Spurs Adoption of Advanced Data Quality Solutions
    • Integration of AI and Machine Learning Enhances Capabilities of Data Quality Solutions
    • Increasing Focus on Customer Experience Bolsters Use of Data Quality Tools in CRM
    • Surge in IoT Deployments Generates Vast Data Streams Requiring Quality Management
    • Adoption of Data Quality Tools in Healthcare to Ensure Accuracy and Compliance
    • Rise of E-commerce Demands High-Quality Data for Better Business Insights
    • Growing Investments in Data Analytics Drive Need for Underlying Data Quality
    • Demand for Better Data Governance in Financial Services Spurs Market Growth
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Financial Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 2: World 7-Year Perspective for Financial Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 3: World Recent Past, Current & Future Analysis for Customer Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 4: World 7-Year Perspective for Customer Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 5: World Recent Past, Current & Future Analysis for Product Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 6: World 7-Year Perspective for Product Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for Compliance Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 8: World 7-Year Perspective for Compliance Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 9: World Recent Past, Current & Future Analysis for Supplier Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 10: World 7-Year Perspective for Supplier Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for Software by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 12: World 7-Year Perspective for Software by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 14: World 7-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 15: World Data Quality Tools Market Analysis of Annual Sales in US$ Thousand for Years 2014 through 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Data Quality Tools by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 17: World 7-Year Perspective for Data Quality Tools by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2024 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Data Quality Tools Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 18: USA Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 19: USA 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 20: USA Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 21: USA 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • CANADA
    • TABLE 22: Canada Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 23: Canada 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 24: Canada Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 25: Canada 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • JAPAN
    • Data Quality Tools Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 26: Japan Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 27: Japan 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 28: Japan Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 29: Japan 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • CHINA
    • Data Quality Tools Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 30: China Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 31: China 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 32: China Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 33: China 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • EUROPE
    • Data Quality Tools Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 34: Europe Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 35: Europe 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 36: Europe Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 37: Europe 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
    • TABLE 38: Europe Recent Past, Current & Future Analysis for Data Quality Tools by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 39: Europe 7-Year Perspective for Data Quality Tools by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2024 & 2030
  • FRANCE
    • Data Quality Tools Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 40: France Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 41: France 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 42: France Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 43: France 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • GERMANY
    • Data Quality Tools Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 44: Germany Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 45: Germany 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 46: Germany Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 47: Germany 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • ITALY
    • TABLE 48: Italy Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 49: Italy 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 50: Italy Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 51: Italy 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • UNITED KINGDOM
    • Data Quality Tools Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 52: UK Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 53: UK 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 54: UK Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 55: UK 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • REST OF EUROPE
    • TABLE 56: Rest of Europe Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 57: Rest of Europe 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 58: Rest of Europe Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 59: Rest of Europe 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • ASIA-PACIFIC
    • Data Quality Tools Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 60: Asia-Pacific Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 61: Asia-Pacific 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 62: Asia-Pacific Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Asia-Pacific 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030
  • REST OF WORLD
    • TABLE 64: Rest of World Recent Past, Current & Future Analysis for Data Quality Tools by Data Type - Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 65: Rest of World 7-Year Perspective for Data Quality Tools by Data Type - Percentage Breakdown of Value Sales for Financial Data, Customer Data, Product Data, Compliance Data and Supplier Data for the Years 2024 & 2030
    • TABLE 66: Rest of World Recent Past, Current & Future Analysis for Data Quality Tools by Component - Software and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 67: Rest of World 7-Year Perspective for Data Quality Tools by Component - Percentage Breakdown of Value Sales for Software and Services for the Years 2024 & 2030

IV. COMPETITION