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 Impact of COVID-19
5.4 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