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What is Data Quality?

Ensuring Data Quality is essential for any organization looking to leverage its data assets effectively. High-quality data supports accurate analysis and informed decision-making.

To learn more, read our Data Quality Buyer's Guide (Updated: November 2024).
The top 5 Data Quality solutions are Informatica Intelligent Data Management Cloud (IDMC), SAP Data Services, Informatica Cloud Data Quality, Syniti Data Quality and Ataccama ONE Platform, as ranked by PeerSpot users in November 2024. Syniti Data Quality received the highest rating of 8.5 among the leaders. Informatica Intelligent Data Management Cloud (IDMC) is the most popular solution in terms of searches by peers, and SAP Data Services holds the largest mind share of 25.3%.

Data Quality solutions provide tools and methodologies to assess, monitor, and enhance the quality of data. These solutions help in the identification and rectification of widespread issues such as data duplication, inconsistency, and inaccuracy, thus maintaining the trustworthiness of an organization's data resources. By implementing these tools, companies can ensure their data remains reliable and actionable.

What features are critical in Data Quality solutions?
  • Data Profiling: Assessing the condition of data to identify anomalies and errors.
  • Data Cleansing: Correcting or removing inaccurate records from a dataset.
  • Data Matching: Identifying and merging related entries across datasets.
  • Data Monitoring: Continuously checking data for compliance with quality standards.
  • Data Enrichment: Enhancing data by adding context and additional attributes.
What benefits and ROI should users look for?
  • Improved Decision-Making: High-quality data supports better strategic decisions.
  • Operational Efficiency: Reducing errors in data streamlines business processes.
  • Regulatory Compliance: Ensuring data meets legal and industry standards.
  • Enhanced Customer Insights: Accurate data leads to better customer understanding.
  • Cost Savings: Avoiding the costs associated with poor data quality issues.

Implementation of Data Quality solutions in specific industries varies. In healthcare, these solutions are used to ensure patient records are accurate and up-to-date. Financial services employ Data Quality tools to maintain data integrity for compliance and risk management, while retail utilizes these to enhance customer data for personalized marketing.

Adopting Data Quality solutions helps organizations ensure their data is accurate, consistent, and reliable, leading to better business outcomes and data-driven strategies.

Buyer's Guide
Data Quality
November 2024
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Data Quality solutions mindshare

As of December 2024, in the Data Quality category, the mindshare of SAP Data Services is 25.3%, up from 19.8% compared to the previous year. The mindshare of SAP Data Quality Management is 6.9%, down from 13.3% compared to the previous year. The mindshare of Syniti Data Quality is 20.7%, up from 11.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Quality

Top Data Quality products

Rankings through
PeerSpot #1 Ranked
#1 Ranked
Informatica Intelligent Data Management Cloud (IDMC)
Informatica Intelligent Data Management Cloud (IDMC) aids data governance, metadata management, masking, and transformation. It's used for centralizing master data, managing ETL processes, ensuring data quality, and maintaining compliance. Notable features include data discovery, profiling, lineage, integration, and automated processes. Users desire better flexibility, support, and interface enhancements.
7.8
Rating
181
Reviews
546
Words/ Review
38,216
Total Views
2,295
Category Comparisons
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PeerSpot Leader
Leader
SAP Data Services
SAP Data Services is a top-ranking data integration and data quality tool. This is a product that aims to provide its users with effective access to their data in order to transform it and connect it to various business processes. SAP Data Services offers companies detailed data insights which improve decision-making and make company operations more effective.
8.2
Rating
48
Reviews
437
Words/ Review
8,129
Total Views
1,339
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Buyer's Guide
Data Quality
November 2024
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Informatica Cloud Data Quality
Informatica Cloud Data Quality Radar is a cloud application that quickly identifies, fixes, and monitors data quality problems in your business applications—wherever they are, in the cloud or on-premise.
8.3
Rating
11
Reviews
569
Words/ Review
1,287
Total Views
897
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Syniti Data Quality
Data quality management solutions from Syniti provide a simplified and cost-effective approach. They create a closed-loop remediation process owned by business users that monitors and accurately remediates data that violates your standards for data quality.
8.5
Rating
4
Reviews
474
Words/ Review
873
Total Views
720
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Ataccama ONE Platform
Ataccama ONE Platform is a comprehensive data management and governance solution designed to address the challenges faced by organizations in managing and leveraging their data assets. Its primary use case is to enable organizations to gain control over their data, improve data quality, and ensure compliance with data regulations.The most valuable functionality of Ataccama ONE includes data profiling, data quality management, data integration, master data management, and metadata management. These features allow organizations to understand the quality and structure of their data, integrate data from various sources, create a single view of their master data, and manage metadata to ensure data lineage and governance.By leveraging Ataccama ONE, organizations can achieve several benefits. Firstly, it helps in improving data quality by identifying and resolving data issues, ensuring accurate and reliable data for decision-making. Secondly, it enables organizations to streamline data integration processes, reducing the time and effort required for data integration projects. Thirdly, it facilitates effective master data management, enabling organizations to have a consistent and accurate view of their critical data entities. Lastly, it helps organizations in complying with data regulations by providing data lineage, data privacy, and data governance capabilities.
8.0
Rating
6
Reviews
557
Words/ Review
1,861
Total Views
352
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SAP Data Quality Management
SAP BusinessObjects Data Quality Management, version for SAP solutions (DQM for SAP), enables you to embed support for data quality directly into SAP ERP,CRM and MDG applications. Start by entering a new customer, supplier, or partner record using the SAP ERP, SAP CRM , SAP MDG applications. Then this version of SAP BusinessObjects Data Quality Management software corrects components of the address, validates the address based on referential data sources, and formats the address according to the norms of the applicable country. This solution helps in avoiding the duplicate entities entering into your SAP ERP, CRM and MDG applications(supports different MDG data models for address validation and duplicate checks) and also helps in searching and improving your existing data.
9.0
Rating
2
Reviews
813
Words/ Review
701
Total Views
571
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Use our free recommendation engine to learn which Data Quality solutions are best for your needs.
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Talend Data Quality
The data quality tools in Talend Open Studio for Data Quality enable you to quickly take the first big step towards better data quality for your organization: getting a clear picture of your current data quality. Without having to write any code, you can perform data quality analysis tasks ranging from simple statistical profiling, to analysis of text fields and numeric fields, to validation against standard patterns (email address syntax, credit card number formats) or custom patterns of your own creation.
8.0
Rating
20
Reviews
697
Words/ Review
1,901
Total Views
456
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Melissa Data Quality
Data Quality Components for SSIS
9.0
Rating
40
Reviews
2,004
Words/ Review
686
Total Views
280
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SAP Information Steward
Monitor, analyze, and improve data integrity with SAP Information Steward software.  Combine data profiling and metadata management tools for continuous insight into the quality of enterprise information to optimize processes, and enhance operational, analytical, and data governance initiatives.
7.7
Rating
9
Reviews
476
Words/ Review
1,113
Total Views
412
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IBM Infosphere Information Analyzer
IBM Information Analyzer provides data quality assessment, data quality monitoring and data rule design and analysis capabilities. This software helps you derive more meaning from your enterprise data, reduces the risk of proliferating incorrect information, facilitates the delivery of trusted content, and helps to lower data integration costs.
7.0
Rating
6
Reviews
556
Words/ Review
510
Total Views
196
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SAS Data Management
Every decision, every business move, every successful customer interaction - they all come down to high-quality, well-integrated data. If you don't have it, you don't win. SAS Data Management is an industry-leading solution built on a data quality platform that helps you improve, integrate and govern your data.
7.5
Rating
16
Reviews
418
Words/ Review
2,096
Total Views
240
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ibi Data Quality
With AI-assisted workflows, and a knowledge hub of reusable components for profiling, validating, and fixing enterprise data elements, ibi Data Quality software engages both business and technical users. It improves the quality of data anywhere it enters your landscape, via online apps, data streams, message queues, and batch interfaces. Use the ibi Data Quality solution as a standalone product, or take advantage of its web APIs to improve the effectiveness of your downstream integration, migration, BI, analytics, AI/ML, and MDM efforts.
9.0
Rating
2
Reviews
577
Words/ Review
108
Total Views
22
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Microsoft Data Quality Services
SQL Server Data Quality Services (DQS) is a knowledge-driven data quality product. DQS enables you to build a knowledge base and use it to perform a variety of critical data quality tasks, including correction, enrichment, standardization, and de-duplication of your data.
8.0
Rating
1
Review
535
Words/ Review
128
Total Views
60
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Trillium Quality
Trillium Software provides data quality, data governance, data cleansing, and data profiling solutions.
1
Review
289
Total Views
243
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Oracle Data Quality
Oracle Enterprise Data Quality delivers a complete, best-of-breed approach to party and product data, resulting in trustworthy master data that integrates with applications to improve business insight.
8
Reviews
366
Total Views
176
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Precisely Trillium
Syncsort is the global leader in Big Iron to Big Data software. We organize data everywhere, to keep the world working – the same data that powers machine learning, AI and predictive analytics. We use our decades of experience so that more than 7,000 customers, including 84 of the Fortune 100, can quickly extract value from their critical data anytime, anywhere. Our products provide a simple way to optimize, assure, integrate, and advance data, helping to solve for the present and prepare for the future
281
Total Views
210
Category Comparisons
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Experian Data Quality
Experian Data Quality (previously QAS) contact data management tools help you capture correct address, email, and phone data as it comes in, Our data management platform, Experian Pandora, is an end to end platform that supports all your Data Management needs - Data Quality, Data Migration, Data Governance, Data Preparation and Single Customer View.
7
Reviews
966
Total Views
148
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IBM QualityStage
IBM QualityStage is a foundational component for your data quality and information governance initiatives. It helps you create and maintain consistent views of key entities including customers, vendors, locations and products. This lets you investigate, cleanse and manage your data.
4
Reviews
143
Total Views
102
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Spectrum Technology Platform
With a single, unified framework, Spectrum offers insight-driven, flexible, affordable and future-proofed data management. Now you can deliver actionable customer and location intelligence when and where you need it so you can better understand your customers and discover what drives them.
88
Total Views
61
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Trillium Discovery
Trillium Discovery accelerates and simplifies the data discovery process and easily adapts to profile new data sources and assess business information based on your changing business requirements. Sophisticated, unmatched discovery and profiling techniques ensure your organization has the most complete, reliable assessment of enterprise data, so you can accurately scope new data-intensive projects, ensure compliance with standards and make informed business decisions.
74
Total Views
57
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BCC Data Quality
BCC Data Quality includes the following solutions:
1
Review
124
Total Views
47
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StarDQ
A powerful, real time enterprise solution for Cleansing, De-duping, and enriching the data. By integrating StarDQ Solution, organizations can cleanse, match and unify data across multiple data sources and data domains, to create a strategic, trustworthy, valuable asset that enhances decision making power, reduce expenses and ensure seamless customer interaction.
64
Total Views
49
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Human Inference DataPlatform
DataPlatform enhances your strategic business processes by increasing the quality of your contact data. As the matching capabilities of our solution are based on natural language processing and fuzzy logic techniques, results of high quality are being achieved.
69
Total Views
36
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Human Inference DataHub
DataHub is a full-scale data quality and data management solution that helps organizations reduce compliance risk, enhance operational efficiency and improve customer satisfaction, based on complete, unique and accurate data.
59
Total Views
38
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Datactics Labs
49
Total Views
35
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Anomalo
An AI-powered automated data quality monitoring platform for enterprises, helping businesses build trust in the data powering their products and decisions.
61
Total Views
27
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Datactics Data Quality Manager
36
Total Views
15
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OCTOPAI
Octopai automates metadata management and analysis, enabling organizations to quickly, easily and accurately find and understand their data for improved operations, data quality and data governance. The company was recognized as a Gartner Cool Vendor for Data Science and Machine Learning in 2018 and their investors include North First Ventures, Gefen Capital and iAngels.
34
Total Views
10
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Soda
Introducing Soda - the go-to soda beverage for all your refreshing needs! With a wide variety of flavors to choose from, you can customize your carbonation level to perfection. Soda's convenient size and portable cans make it easy to enjoy on-the-go. Plus, our eco-friendly packaging appeals to those looking to reduce their environmental impact. Users love Soda for its data visualization, analysis, preparation, and cleaning capabilities. Just like its soda counterpart, Soda software helps you create visually appealing charts and graphs to analyze complex datasets. With tools for data exploration and statistical analysis, Soda streamlines the data analysis process and generates actionable insights from various data sources. For organizations, Soda is a game-changer, improving efficiency and streamlining processes. Teams can work more effectively and collaboratively, leading to increased productivity. The software helps better track and manage data, ultimately leading to more informed decision-making. Try Soda today and experience the refreshing difference in data analysis!
19
Total Views
14
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AddressPro
Anchor Software’s AddressPro is a robust and highly scalable address quality web service solution using Anchor Software’s proven address cleansing technology. Accurate address information helps organizations better communicate with customers, constituents, prospects, employees, and partners; and, subsequently, “address quality” initiatives ensure the accuracy, completeness, and consistency of address data across the enterprise.
16
Total Views
4
Category Comparisons
InfoZoom
InfoZoom is a powerful data analysis and visualization tool that offers users a versatile set of features for working with large datasets. Users primarily use InfoZoom for data analysis, data cleansing, monitoring data quality, and identifying data patterns. With InfoZoom, users can easily identify data inconsistencies, streamline data analysis processes, uncover hidden data relationships, and enhance data governance efforts.  The tool's valuable features include powerful data visualization capabilities that enable users to identify trends and outliers within their data. The user-friendly interface and intuitive design make it simple for users to navigate and manipulate data effectively. Additionally, InfoZoom offers customizable views and advanced data filtering options, allowing users to drill down and extract valuable insights quickly. 
11
Total Views
3
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Cloudingo
Cloudingo is a powerful tool for data quality management and deduplication, with a primary use case of cleaning up leads, contacts, and accounts in Salesforce. Users also benefit from Cloudingo's integration and synchronization capabilities for data from various systems, helping to maintain a clean and up-to-date database. By identifying and merging duplicate records, Cloudingo improves the overall data accuracy and efficiency of CRM systems. One of the top features of Cloudingo is its intuitive user interface, making it easy for users to navigate and manage their data effectively. Users appreciate the platform's quick and accurate deduplication process, saving time and effort. The ability to schedule automated cleansing runs is another valuable feature, enabling users to keep their data clean without constant manual oversight. Customizable matching rules and filters give users control over how their data is deduplicated, further enhancing data management capabilities.
8
Total Views
5
Category Comparisons
Plauti Data Management
Plauti Data Management is a comprehensive solution for organizing and managing data within organizations. It helps streamline data storage and retrieval processes, ensuring data security and compliance with regulations. The software is also valuable for data analysis and reporting, empowering businesses to make informed decisions. Users appreciate the user-friendly interface, robust security measures, seamless integration with other software, and customizable options. It enhances efficiency, productivity, and communication in organizations. With Plauti Data Management, businesses can optimize their data management processes and drive success.
8
Total Views
4
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Insycle
Insycle is a comprehensive data management platform that excels in data cleansing, mass updates, and importing/exporting data. Users leverage Insycle to ensure clean and organized data within their databases, integrating data across multiple platforms, and automating data manipulation tasks. The tool also enhances data quality through validation and deduplication processes, while streamlining CRM data management. Users praise Insycle's user-friendly interface and powerful features for data cleaning and deduplication. The platform's ability to automate data syncing across platforms enhances efficiency and accuracy in data management. Customizable data validation rules ensure data accuracy and consistency, empowering users to maintain organized databases. Insycle has significantly improved processes, saved time and money, increased productivity, and enhanced collaboration within organizations. The platform streamlines operations, tracks progress, and enhances overall organization and efficiency.
8
Total Views
4
Category Comparisons
DataMatch Enterprise
DataMatch Enterprise excels in data cleansing and deduplication with features like cross-platform compatibility and automated workflows. Bulk processing enhances efficiency. While user training could be improved, it effectively addresses complex data matching needs, providing accurate results for improved data integrity.
10
Total Views
2
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DemandTools
DemandTools is a powerful tool used for data cleansing, de-duplication, data imports/exports, and managing campaign data within Salesforce. Users appreciate its ease of use, ability to perform mass updates and merges, and flexibility in creating custom scenarios and workflows. The tool's extensive reporting and auditing capabilities are also valued for maintaining data integrity.  DemandTools provides valuable insight, streamlines processes, enhances productivity, and improves collaboration among team members. Customizable features allow for tailored use, increasing efficiency and effectiveness in reaching organizational goals.
7
Total Views
2
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Openprise
Openprise is a comprehensive data automation platform that empowers users to seamlessly integrate and analyze data from various sources, enabling personalized and targeted marketing campaigns. With features for data enrichment, cleansing, lead scoring, and routing, Openprise helps streamline operations and enhance overall data quality. Users appreciate the platform's versatility and ease of use, praising its powerful data management capabilities and automation features.  The seamless integration with different platforms allows for easy connectivity and synchronization of data. Organizations benefit from Openprise by improving efficiency, communication, and collaboration among team members, leading to a more cohesive and successful work environment.
6
Total Views
2
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Precisely Spectrum Quality
Precisely Spectrum Quality is a data quality management tool designed for professionals seeking robust data accuracy. It facilitates effective data governance, ensuring clean and reliable data across organizations. Its functionality addresses data inconsistencies, empowering better decision-making.
6
Total Views
2
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Claravine
Claravine is redefining data integrity for the global enterprise. The Data Standards Cloud makes it easy for teams to standardize, connect, and control data collaboratively, across the organization. Leading brands use Claravine to take greater ownership and control of their data from the start, for better decisions, stickier consumer experiences, and increased ROI.
47
Total Views
2
Category Comparisons
Flookup Data Wrangler
Flookup Data Wrangler is a powerful tool designed for data cleaning, manipulation, transformation, and analysis. Users have reported using the software to merge data from various sources, identify errors, perform calculations on large datasets, and generate valuable insights for decision-making. The tool is praised for its user-friendly interface, fast data processing speed, and versatility in handling different types of data tasks. One of the key features that users appreciate is the ease of use of Flookup Data Wrangler. The software offers powerful filtering capabilities, quick data processing speed, and an intuitive interface that makes it accessible for users of all skill levels. Users also benefit from the ability to clean and manipulate large datasets efficiently, a variety of filter options for personalized analysis, and fast response times during data processing. Organizations implementing Flookup Data Wrangler have seen significant improvements in efficiency and productivity. The software has streamlined processes, enabling quicker decision-making and overall better performance. The guided question feature has provided valuable insights and served as a useful tool for problem-solving, leading to positive outcomes for the organization. With its wide range of features and capabilities, Flookup Data Wrangler is a valuable asset for any data-driven organization.
7
Total Views
1
Category Comparisons
Syncari
Syncari is a cutting-edge data management platform designed to address various data challenges faced by organizations. With its robust data integration, data enrichment, workflow automation, and data standardization capabilities, Syncari empowers users to consolidate, enrich, streamline, and standardize their data seamlessly. Users have praised Syncari for its flexibility, ease of use, and scalability in meeting diverse data management needs across different industries and organizational functions. The intuitive data integration capabilities, comprehensive data mapping functionalities, powerful data transformation tools, and seamless data synchronization across platforms are highlighted as the most valuable features of Syncari. Users appreciate the platform's efficiency in creating and managing data workflows, the ability to customize mappings, the robust transformation options for cleaning and enriching data, and the reliable synchronization process that ensures accurate and up-to-date data across systems. Syncari has been proven to increase efficiency, enhance communication, and streamline processes within organizations. It is a valuable tool for boosting productivity and collaboration within teams. With Syncari, businesses can ensure data consistency, compliance, and quality while improving overall data management processes.
8
Total Views
1
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Dakota Fuse
Dakota Fuse is a comprehensive software solution designed to streamline project management tasks, optimize supply chain operations, enhance communication, and improve overall operational efficiency. Users of Dakota Fuse value its user-friendly interface, comprehensive reporting capabilities, seamless integration with various tools, and efficient workflow automation. The intuitive design of the platform makes it easy for users to navigate and access necessary information quickly. The reporting features allow for in-depth data analysis, enabling well-informed decision-making. The integration capabilities ensure smooth connectivity with existing tools and processes, enhancing overall productivity. With Dakota Fuse, users can manage complex workflows, automate processes, and collaborate effectively with team members. This software is a valuable asset in daily operations, improving efficiency and communication within the organization while streamlining processes and facilitating collaboration among team members.
3
Total Views

Data Quality experts

Sumeet Zalpuri - PeerSpot reviewer
Murali B - PeerSpot reviewer
Mohammad Faizan Ahmad - PeerSpot reviewer
Rupal Sharma - PeerSpot reviewer
Marko Stajcer - PeerSpot reviewer
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