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市场调查报告书
商品编码
1544075

资料品质工具的全球市场

Data Quality Tools
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 179 Pages | 商品交期: 最快1-2个工作天内

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简介目录

到 2030 年，全球资料品质工具市场预计将达到 60 亿美元

全球资料品质工具市场预计 2023 年为 18 亿美元，预计到 2030 年将达到 60 亿美元，2023 年至 2030 年复合年增长率为 18.7%。软体组件是本报告分析的细分市场之一，预计复合年增长率为 17.3%，到分析期结束时将达到 32 亿美元。分析期间内，服务组件细分市场的复合年增长率预计为 20.3%。

美国市场预估为4.827亿美元，中国预期复合年增长率为17.3%

预计 2023 年美国资料品质工具市场规模将达到 4.827 亿美元。中国作为全球第二大经济体，预计2030年市场规模将达到8.864亿美元，2023-2030年分析期间复合年增长率为17.3%。其他值得注意的区域市场包括日本和加拿大，预计在分析期间复合年增长率分别为 17.3% 和 15.8%。在欧洲，德国的复合年增长率预计约为 13.2%。

全球资料品质工具市场－主要趋势与驱动因素总结

什么是资料品质工具？

资料品质工具是旨在确保组织资料准确、完整、一致和相关的软体应用程式。这些工具对于依赖资料进行决策、彙报和策略规划的企业至关重要。透过识别、修正和防止资料错误和不一致，这些工具有助于在整个资料生命週期中维护资料完整性。此流程不仅支援业务效率，还提高了业务分析和智慧系统的可靠性，从而做出更明智的决策。使用品管工具进行有效的资料管理可以降低风险，提高客户满意度，并透过确保基于可靠和准确的资讯做出重要的业务决策来提高盈利。

资料品质工具在不同的资料环境中如何运作？

资料品质工具与您现有的资料系统集成，以持续监控、清理和管理资料。我们使用分析、资料匹配、资料剖析和清理等各种技术来检测不准确和不一致的情况。例如，这些工具可以自动更正常见的拼字错误单字、统一日期格式以及标准化客户资料库中的地址资讯。在更复杂的资料环境中，包括巨量资料和来自多个来源的资料流，这些工具可以高速处理大量资料，并确保跨不同平台和资料库保持资料品质。此功能对于在动态市场中运作的组织至关重要，在动态市场中，资讯的准确性和及时性是保持竞争优势的关键。

实施资料品质工具可以解决哪些挑战？

实施资料品质工具可以帮助公司克服在资料管理中面临的一些挑战。第一个挑战是在资料量呈指数级增长的时代确保资料准确性。资料品质差可能造成严重后果，包括收益损失、商务策略不正确以及客户满意度下降。此外，遵守欧洲 GDPR 和美国HIPAA 等监管要求需要很高的资料品质标准，以避免法律处罚和声誉损害。资料品质工具还可以确保不同部门之间的资料能够一致且统一地访问，从而帮助解决组织内的资料孤岛问题。

推动资料品质工具市场成长的因素有哪些？

企业对资料主导决策的日益依赖推动了资料品质工具市场的成长。随着公司的业务日益数位化，对高品质资料的需求对于确保分析和商业智慧的准确性至关重要。此外，物联网设备、线上交易和客户互动等不同来源产生的资料激增，推动了对能够管理复杂性和规模的强大资料品质解决方案的需求。资料合规性的监管压力也迫使公司投资资料品质工具，以满足行业标准并避免处罚。此外，企业正在认识到资料品质不佳会带来巨大成本，例如错失机会和效率低下，并正在提高对资料品质工具的认识和投资。这些技术、经济和监管因素正在推动资料品质工具市场的扩张，凸显了其在增强业务资料完整性和可靠性方面的关键作用。

受访企业范例（共12家）

  • 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

目录

第一章调查方法

第 2 章执行摘要

  • 市场概况
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他领域

第四章 比赛

简介目录
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