• Phone: +1-631-791-1145
  • Email: sales@imarcgroup.com

*As the coronavirus disease (COVID-19) crisis takes over the world, we are continuously tracking the changes in the markets, as well as the purchase behaviours of the consumers globally and our estimates about the latest market trends and forecasts are being done after considering the impact of this pandemic.

Data Quality Tools Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2020-2025

The global data quality tools market grew at a CAGR of around 15% during 2014-2019. Data quality tools refer to various software applications that are used for analyzing datasets and converting them into meaningful information to identify and resolve problems. The tools perform functions such as data validation, standardization, monitoring, enrichment, cleansing, matching, parsing and data profiling. They are used by the organizations for processing data related to consumer behavior, products, suppliers, finances and marketing. They also aid in enhancing the accuracy, completeness and consistency of the information across various departments in the organization. Owing to this, these tools find extensive applications across various industries, including banking, financial services and insurance (BFSI), information technology (IT), telecommunications, healthcare, retail and manufacturing. 

Significant growth in information technology (IT) industry is one of the key factors driving the growth of the market. Furthermore, the emerging trend of digitization across the globe, which has led to the creation of large volumes of digital business data, is also providing a boost to the market growth. In line with this, widespread adoption of data quality tools that are combined with data integration systems and mobile device management (MDM) products to create structured processes, manage tasks, track problems and maintain workflow efficiency in the organization, is also contributing to the market growth. Additionally, increasing product utilization in the healthcare and life science sectors is acting as another growth-inducing factor. Data quality tools are being increasingly used to maintain patient records, inventory, hospital systems, administration information and financial data. Apart from this, the development of cloud-based data quality tools and increasing integration with the Internet of Things (IoT) is also impacting the market growth positively. Looking forward, IMARC Group expects the market to continue its strong growth during the next five years.

Breakup by Data Type:

  • Customer Data
  • Product Data
  • Financial Data
  • Compliance Data
  • Others
     

Breakup by Functionality:

  • Data Validation
  • Data Standardization
  • Data Enrichment and Cleansing
  • Data Monitoring
  • Others
     

Breakup by Component:

  • Software
  • Services
    • Professional Services
    • Managed Services
       

Breakup by Deployment Type:

  • Cloud-based
  • On-premises
     

Breakup by Organization Size:

  • Small and Medium Enterprises
  • Large Enterprises
     

Breakup by Vertical:

  • Banking, Financial Services and Insurance
  • Telecommunication and IT
  • Retail and E-Commerce
  • Healthcare and Life Science
  • Manufacturing
  • Government
  • Energy and Utilities
  • Media and Entertainment
  • Others
     

Breakup by Region:

  • North America
    • United States
    • Canada
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Australia
    • Indonesia
    • Others
  • Europe
    • Germany
    • France
    • United Kingdom
    • Italy
    • Spain
    • Russia
    • Others
  • Latin America
    • Brazil
    • Mexico
    • Others
  • Middle East and Africa
     

Competitive Landscape:

The report has also analysed the competitive landscape of the market with some of the key players being Ataccama Corporation (Adastra Corporation), Experian PLC, International Business Machines, Informatica LLC, Information Builders Inc., Microsoft Corporation, Oracle Corporation, SAP SE, SAS Institute Inc., Syncsort Incorporated, Talend Inc., Tamr Inc., Trianz Inc.,

Key Questions Answered in This Report:

  • How has the global data quality tools market performed so far and how will it perform in the coming years?
  • What are the key regional markets?
  • What is the breakup of the market based on the data type?
  • What is the breakup of the market based on the functionality?
  • What is the breakup of the market based on the component?
  • What is the breakup of the market based on the deployment type?
  • What is the breakup of the market based on the organization size?
  • What is the breakup of the market based on the vertical?
  • What are the various stages in the value chain of the industry?
  • What are the key driving factors and challenges in the industry?
  • What is the structure of the global data quality tools market and who are the key players?
  • What is the degree of competition in the industry?

1    Preface
2    Scope and Methodology 

    2.1    Objectives of the Study
    2.2    Stakeholders
    2.3    Data Sources
        2.3.1    Primary Sources
        2.3.2    Secondary Sources
    2.4    Market Estimation
        2.4.1    Bottom-Up Approach
        2.4.2    Top-Down Approach
    2.5    Forecasting Methodology
3    Executive Summary
4    Introduction

    4.1    Overview
    4.2    Key Industry Trends
5    Global Data Quality Tools Market
    5.1    Market Overview
    5.2    Market Performance
    5.3    Market Forecast
6    Market Breakup by Data Type
    6.1    Customer Data
        6.1.1 Market Trends
        6.1.2 Market Forecast
    6.2    Product Data
        6.2.1 Market Trends
        6.2.2 Market Forecast
    6.3    Financial Data
        6.3.1 Market Trends
        6.3.2 Market Forecast
    6.4    Compliance Data
        6.4.1 Market Trends
        6.4.2 Market Forecast
    6.5    Others
        6.5.1 Market Trends
        6.5.2 Market Forecast
7    Market Breakup by Functionality
    7.1    Data Validation
        7.1.1 Market Trends
        7.1.2 Market Forecast
    7.2    Data Standardization
        7.2.1 Market Trends
        7.2.2 Market Forecast
    7.3    Data Enrichment and Cleansing
        7.3.1 Market Trends
        7.3.2 Market Forecast
    7.4    Data Monitoring
        7.4.1 Market Trends
        7.4.2 Market Forecast
    7.5    Others
        7.5.1 Market Trends
        7.5.2 Market Forecast
8    Market Breakup by Component
    8.1    Software
        8.1.1 Market Trends
        8.1.2 Market Forecast
    8.2    Services
        8.2.1 Market Trends
        8.2.2 Major Types
           8.2.2.1 Professional Services
           8.2.2.2 Managed Services
        8.2.3 Market Forecast
9    Market Breakup by Deployment Type
    9.1    Cloud-based
        9.1.1 Market Trends
        9.1.2 Market Forecast
    9.2    On-premises
        9.2.1 Market Trends
        9.2.2 Market Forecast
10    Market Breakup by Organization Size
    10.1    Small and Medium Enterprises
        10.1.1 Market Trends
        10.1.2 Market Forecast
    10.2    Large Enterprises
        10.2.1 Market Trends
        10.2.2 Market Forecast
11    Market Breakup by Vertical
    11.1    Banking, Financial Services and Insurance
        11.1.1 Market Trends
        11.1.2 Market Forecast
    11.2    Telecommunication and IT
        11.2.1 Market Trends
        11.2.2 Market Forecast
    11.3    Retail and E-Commerce
        11.3.1 Market Trends
        11.3.2 Market Forecast
    11.4    Healthcare and Life Science
        11.4.1 Market Trends
        11.4.2 Market Forecast
    11.5    Manufacturing
        11.5.1 Market Trends
        11.5.2 Market Forecast
    11.6    Government
        11.6.1 Market Trends
        11.6.2 Market Forecast
    11.7    Energy and Utilities
        11.7.1 Market Trends
        11.7.2 Market Forecast
    11.8    Media and Entertainment
        11.8.1 Market Trends
        11.8.2 Market Forecast
    11.9    Others
        11.9.1 Market Trends
        11.9.2 Market Forecast
12    Market Breakup by Region
    12.1    North America
        12.1.1 United States
           12.1.1.1 Market Trends
           12.1.1.2 Market Forecast
        12.1.2 Canada
           12.1.2.1 Market Trends
           12.1.2.2 Market Forecast
    12.2    Asia Pacific
        12.2.1 China
           12.2.1.1 Market Trends
           12.2.1.2 Market Forecast
        12.2.2 Japan
           12.2.2.1 Market Trends
           12.2.2.2 Market Forecast
        12.2.3 India
           12.2.3.1 Market Trends
           12.2.3.2 Market Forecast
        12.2.4 South Korea
           12.2.4.1 Market Trends
           12.2.4.2 Market Forecast
        12.2.5 Australia
           12.2.5.1 Market Trends
           12.2.5.2 Market Forecast
        12.2.6 Indonesia
           12.2.6.1 Market Trends
           12.2.6.2 Market Forecast
        12.2.7 Others
           12.2.7.1 Market Trends
           12.2.7.2 Market Forecast
    12.3    Europe
        12.3.1 Germany
           12.3.1.1 Market Trends
           12.3.1.2 Market Forecast
        12.3.2 France
           12.3.2.1 Market Trends
           12.3.2.2 Market Forecast
        12.3.3 United Kingdom
           12.3.3.1 Market Trends
           12.3.3.2 Market Forecast
        12.3.4 Italy
           12.3.4.1 Market Trends
           12.3.4.2 Market Forecast
        12.3.5 Spain
           12.3.5.1 Market Trends
           12.3.5.2 Market Forecast
        12.3.6 Russia
           12.3.6.1 Market Trends
           12.3.6.2 Market Forecast
        12.3.7 Others
           12.3.7.1 Market Trends
           12.3.7.2 Market Forecast
    12.4    Latin America
        12.4.1 Brazil
           12.4.1.1 Market Trends
           12.4.1.2 Market Forecast
        12.4.2 Mexico
           12.4.2.1 Market Trends
           12.4.2.2 Market Forecast
        12.4.3 Others
           12.4.3.1 Market Trends
           12.4.3.2 Market Forecast
    12.5    Middle East and Africa
        12.5.1 Market Trends
        12.5.2 Market Breakup by Country
        12.5.3 Market Forecast
13    SWOT Analysis
    13.1    Overview
    13.2    Strengths
    13.3    Weaknesses
    13.4    Opportunities
    13.5    Threats
14    Value Chain Analysis
15    Porters Five Forces Analysis

    15.1    Overview
    15.2    Bargaining Power of Buyers
    15.3    Bargaining Power of Suppliers
    15.4    Degree of Competition
    15.5    Threat of New Entrants
    15.6    Threat of Substitutes
16    Price Indicators
17    Competitive Landscape

    17.1    Market Structure
    17.2    Key Players
    17.3    Profiles of Key Players
        17.3.1    Ataccama Corporation (Adastra Corporation)
           17.3.1.1 Company Overview
           17.3.1.2 Product Portfolio 
        17.3.2    Experian PLC
           17.3.2.1 Company Overview
           17.3.2.2 Product Portfolio
           17.3.2.3 Financials 
           17.3.2.4 SWOT Analysis
        17.3.3    International Business Machines
           17.3.3.1 Company Overview
           17.3.3.2 Product Portfolio 
           17.3.3.3 Financials 
           17.3.3.4 SWOT Analysis
        17.3.4    Informatica LLC
           17.3.4.1 Company Overview
           17.3.4.2 Product Portfolio 
        17.3.5    Information Builders Inc.
           17.3.5.1 Company Overview
           17.3.5.2 Product Portfolio 
        17.3.6    Microsoft Corporation
           17.3.6.1 Company Overview
           17.3.6.2 Product Portfolio
           17.3.6.3 Financials 
           17.3.6.4 SWOT Analysis
        17.3.7    Oracle Corporation
           17.3.7.1 Company Overview
           17.3.7.2 Product Portfolio 
           17.3.7.3 Financials 
           17.3.7.4 SWOT Analysis
        17.3.8    SAP SE
           17.3.8.1 Company Overview
           17.3.8.2 Product Portfolio 
           17.3.8.3 Financials 
           17.3.8.4 SWOT Analysis
        17.3.9    SAS Institute Inc.
           17.3.9.1 Company Overview
           17.3.9.2 Product Portfolio 
           17.3.9.3 SWOT Analysis
        17.3.10    Syncsort Incorporated
           17.3.10.1 Company Overview
           17.3.10.2 Product Portfolio 
        17.3.11    Talend Inc.
           17.3.11.1 Company Overview
           17.3.11.2 Product Portfolio 
        17.3.12    Tamr Inc.
           17.3.12.1 Company Overview
           17.3.12.2 Product Portfolio 
        17.3.13    Trianz Inc.
           17.3.13.1 Company Overview
           17.3.13.2 Product Portfolio 

List of Figures

Figure 1: Global: Data Quality Tools Market: Major Drivers and Challenges
Figure 2: Global: Data Quality Tools Market: Sales Value (in Billion US$), 2014-2019
Figure 3: Global: Data Quality Tools Market: Breakup by Data Type (in %), 2019
Figure 4: Global: Data Quality Tools Market: Breakup by Functionality (in %), 2019
Figure 5: Global: Data Quality Tools Market: Breakup by Component (in %), 2019
Figure 6: Global: Data Quality Tools Market: Breakup by Deployment Type (in %), 2019
Figure 7: Global: Data Quality Tools Market: Breakup by Organization Size (in %), 2019
Figure 8: Global: Data Quality Tools Market: Breakup by Vertical (in %), 2019
Figure 9: Global: Data Quality Tools Market: Breakup by Region (in %), 2019
Figure 10: Global: Data Quality Tools Market Forecast: Sales Value (in Billion US$), 2020-2025
Figure 11: Global: Data Quality Tools (Customer Data) Market: Sales Value (in Million US$), 2014 & 2019
Figure 12: Global: Data Quality Tools (Customer Data) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 13: Global: Data Quality Tools (Product Data) Market: Sales Value (in Million US$), 2014 & 2019
Figure 14: Global: Data Quality Tools (Product Data) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 15: Global: Data Quality Tools (Financial Data) Market: Sales Value (in Million US$), 2014 & 2019
Figure 16: Global: Data Quality Tools (Financial Data) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 17: Global: Data Quality Tools (Compliance Data) Market: Sales Value (in Million US$), 2014 & 2019
Figure 18: Global: Data Quality Tools (Compliance Data) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 19: Global: Data Quality Tools (Others) Market: Sales Value (in Million US$), 2014 & 2019
Figure 20: Global: Data Quality Tools (Others) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 21: Global: Data Quality Tools (Data Validation) Market: Sales Value (in Million US$), 2014 & 2019
Figure 22: Global: Data Quality Tools (Data Validation) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 23: Global: Data Quality Tools (Data Standardization) Market: Sales Value (in Million US$), 2014 & 2019
Figure 24: Global: Data Quality Tools (Data Standardization) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 25: Global: Data Quality Tools (Data Enrichment and Cleansing) Market: Sales Value (in Million US$), 2014 & 2019
Figure 26: Global: Data Quality Tools (Data Enrichment and Cleansing) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 27: Global: Data Quality Tools (Data Monitoring) Market: Sales Value (in Million US$), 2014 & 2019
Figure 28: Global: Data Quality Tools (Data Monitoring) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 29: Global: Data Quality Tools (Others) Market: Sales Value (in Million US$), 2014 & 2019
Figure 30: Global: Data Quality Tools (Others) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 31: Global: Data Quality Tools (Software) Market: Sales Value (in Million US$), 2014 & 2019
Figure 32: Global: Data Quality Tools (Software) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 33: Global: Data Quality Tools (Services) Market: Sales Value (in Million US$), 2014 & 2019
Figure 34: Global: Data Quality Tools (Services) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 35: Global: Data Quality Tools (Cloud-based) Market: Sales Value (in Million US$), 2014 & 2019
Figure 36: Global: Data Quality Tools (Cloud-based) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 37: Global: Data Quality Tools (On-premises) Market: Sales Value (in Million US$), 2014 & 2019
Figure 38: Global: Data Quality Tools (On-premises) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 39: Global: Data Quality Tools (Small and Medium Enterprises) Market: Sales Value (in Million US$), 2014 & 2019
Figure 40: Global: Data Quality Tools (Small and Medium Enterprises) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 41: Global: Data Quality Tools (Large Enterprises) Market: Sales Value (in Million US$), 2014 & 2019
Figure 42: Global: Data Quality Tools (Large Enterprises) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 43: Global: Data Quality Tools (Banking, Financial Services and Insurance) Market: Sales Value (in Million US$), 2014 & 2019
Figure 44: Global: Data Quality Tools (Banking, Financial Services and Insurance) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 45: Global: Data Quality Tools (Telecommunication and IT) Market: Sales Value (in Million US$), 2014 & 2019
Figure 46: Global: Data Quality Tools (Telecommunication and IT) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 47: Global: Data Quality Tools (Retail and E-Commerce) Market: Sales Value (in Million US$), 2014 & 2019
Figure 48: Global: Data Quality Tools (Retail and E-Commerce) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 49: Global: Data Quality Tools (Healthcare and Life Science) Market: Sales Value (in Million US$), 2014 & 2019
Figure 50: Global: Data Quality Tools (Healthcare and Life Science) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 51: Global: Data Quality Tools (Manufacturing) Market: Sales Value (in Million US$), 2014 & 2019
Figure 52: Global: Data Quality Tools (Manufacturing) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 53: Global: Data Quality Tools (Government) Market: Sales Value (in Million US$), 2014 & 2019
Figure 54: Global: Data Quality Tools (Government) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 55: Global: Data Quality Tools (Energy and Utilities) Market: Sales Value (in Million US$), 2014 & 2019
Figure 56: Global: Data Quality Tools (Energy and Utilities) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 57: Global: Data Quality Tools (Media and Entertainment) Market: Sales Value (in Million US$), 2014 & 2019
Figure 58: Global: Data Quality Tools (Media and Entertainment) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 59: Global: Data Quality Tools (Others) Market: Sales Value (in Million US$), 2014 & 2019
Figure 60: Global: Data Quality Tools (Others) Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 61: North America: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 62: North America: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 63: United States: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 64: United States: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 65: Canada: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 66: Canada: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 67: Asia Pacific: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 68: Asia Pacific: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 69: China: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 70: China: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 71: Japan: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 72: Japan: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 73: India: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 74: India: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 75: South Korea: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 76: South Korea: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 77: Australia: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 78: Australia: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 79: Indonesia: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 80: Indonesia: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 81: Others: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 82: Others: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 83: Europe: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 84: Europe: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 85: Germany: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 86: Germany: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 87: France: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 88: France: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 89: United Kingdom: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 90: United Kingdom: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 91: Italy: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 92: Italy: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 93: Spain: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 94: Spain: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 95: Russia: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 96: Russia: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 97: Others: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 98: Others: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 99: Latin America: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 100: Latin America: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 101: Brazil: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 102: Brazil: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 103: Mexico: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 104: Mexico: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 105: Others: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 106: Others: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 107: Middle East and Africa: Data Quality Tools Market: Sales Value (in Million US$), 2014 & 2019
Figure 108: Middle East and Africa: Data Quality Tools Market Forecast: Sales Value (in Million US$), 2020-2025
Figure 109: Global: Data Quality Tools Industry: SWOT Analysis
Figure 110: Global: Data Quality Tools Industry: Value Chain Analysis
Figure 111: Global: Data Quality Tools Industry: Porter’s Five Forces Analysis

List of Tables

Table 1: Global: Data Quality Tools Market: Key Industry Highlights, 2019 and 2025
Table 2: Global: Data Quality Tools Market Forecast: Breakup by Data Type (in Million US$), 2020-2025
Table 3: Global: Data Quality Tools Market Forecast: Breakup by Functionality (in Million US$), 2020-2025
Table 4: Global: Data Quality Tools Market Forecast: Breakup by Component (in Million US$), 2020-2025
Table 5: Global: Data Quality Tools Market Forecast: Breakup by Deployment Type (in Million US$), 2020-2025
Table 6: Global: Data Quality Tools Market Forecast: Breakup by Organization Size (in Million US$), 2020-2025
Table 7: Global: Data Quality Tools Market Forecast: Breakup by Vertical (in Million US$), 2020-2025
Table 8: Global: Data Quality Tools Market Forecast: Breakup by Region (in Million US$), 2020-2025
Table 9: Global: Data Quality Tools Market Structure
Table 10: Global: Data Quality Tools Market: Key Players

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