Data Quadrant Awards 2025
Data Quality
SoftwareReviews names PiLog Data Quality Management and SAS Data Quality as Data Quality Data Quadrant Award Winners.
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Data Quality
Data Quadrant
Data Quadrants are proudly founded in 100% user review data and are free of traditional "magical" components such as market presence and analyst opinion, which are opaque in nature and may be influenced by vendor pressure, financial or otherwise.
The SoftwareReviews Data Quadrant evaluates and ranks products based on feedback from IT and business professionals. The placement of a software in the Data Quadrant indicates its relative ranking as well as its categorization.
Read The In-Depth Report
A thorough evaluation and ranking of all software in an individual category to compare software across every dimension.
- user satisfaction rankings
- |
- vendor capability comparisons
- |
- business value scores
- |
- individual feature evaluations
- |
- emotional connection to products
30+ pages
Note Software product placement is based on the scores provided by users, recency of the reviews, and review volume. Axes are dynamically adjusted based on the minimum and maximum values in the data set.
Evaluate the Complete
Software Experience
When distilled down, the software experience is shaped by both the experience with the software and the relationship with the vendor. Evaluating enterprise software along these two dimensions provides a comprehensive understanding of the product and helps identify vendors that can deliver on both.
Product Features and Satisfaction
The satisfaction is captured in the overall satisfaction score, which is driven by the likelihood of users to recommend the software, combined with user satisfaction across top product features.
Vendor Experience and Capabilities
The vendor relationship is calculated in a weighted average of the satisfaction scores tied to vendor capabilities (e.g. software implementation, training, customer support, product roadmap) as well as emotional response ratings toward the vendor (e.g. trustworthy, respectful, fair).
Gold Medalists
PiLog Inc
PiLog Data Quality Management
PiLog's Intelligent Data Quality Management solution provides end-to-end Data Quality Management for enterprises. it automates standardization, cleansing & management of unstructured/free text data by utilizing ASA (Auto Structured Algorithms) built on PiLog's taxonomy and the catalog repositories of master data records. It also provides pre-configured templates, Auto Assignment of Class & Characteristics, and is fully compliant with ISO 8000, UNSPSC, and various other standards.
9.4
Composite
Score
Composite
Score
+99
Emotional
Footprint
Emotional
Footprint
97%
Likeliness to
Recommend
Likeliness
to Recommend
SAS
SAS Data Quality
SAS software for data preparation and data quality enables data transformation, self-service data integration and data enrichment for clean, reliable data. SAS Data Quality helps you make data-driven decisions you can trust. Use it to improve and monitor the health and value of your data so you can confidently fuel operations, compliance and analytics initiatives.
8.7
Composite
Score
Composite
Score
+98
Emotional
Footprint
Emotional
Footprint
90%
Likeliness to
Recommend
Likeliness
to Recommend
Vendor Capability Awards
Availability and Quality of Training
PiLog Data Quality Management
Breadth of Features
PiLog Data Quality Management
Business Value Created
PiLog Data Quality Management
Ease of Customization
PiLog Data Quality Management
Ease of Data Integration
PiLog Data Quality Management
Ease of IT Administration
PiLog Data Quality Management
Ease of Implementation
PiLog Data Quality Management
Product Strategy and Rate of Improvement
PiLog Data Quality Management
Quality of Features
PiLog Data Quality Management
Usability and Intuitiveness
PiLog Data Quality Management
Vendor Support
PiLog Data Quality Management
Vendor Capability Awards
Availability and Quality of Training
PiLog Data Quality Management
Breadth of Features
PiLog Data Quality Management
Business Value Created
PiLog Data Quality Management
Ease of Customization
PiLog Data Quality Management
Ease of Data Integration
PiLog Data Quality Management
Ease of IT Administration
PiLog Data Quality Management
Ease of Implementation
PiLog Data Quality Management
Product Strategy and Rate of Improvement
PiLog Data Quality Management
Quality of Features
PiLog Data Quality Management
Usability and Intuitiveness
PiLog Data Quality Management
Vendor Support
PiLog Data Quality Management
Other Evaluated Vendors
Talend
Talend Data Quality
As an integral part of Talend Data Fabric, Data Quality profiles, cleans, and masks data in real time. Machine learning powers recommendations for addressing data quality issues as data flows through your systems. The convenient self-service interface is as intuitive for business users as technical users, fostering company-wide collaboration. Talend Data Quality delivers trusted data everywhere with easy onboarding, standards and rules application across all Talend integration platforms.
8.2
Composite
Score
Composite
Score
+92
Emotional
Footprint
Emotional
Footprint
87%
Likeliness to
Recommend
Likeliness
to Recommend
Oracle
Oracle Enterprise Data Quality
Oracle Enterprise Data Quality provides a comprehensive data quality management environment, used to understand, improve, protect and govern data quality. The software facilitates best practice Master Data Management, Data Governance, Data Integration, Business Intelligence and data migration initiatives, as well as providing integrated data quality in CRM and other applications and cloud services.
8.1
Composite
Score
Composite
Score
+89
Emotional
Footprint
Emotional
Footprint
88%
Likeliness to
Recommend
Likeliness
to Recommend
Microsoft Corporation
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. DQS enables you to perform data cleansing by using cloud-based reference data services provided by reference data providers. DQS also provides you with profiling that is integrated into its data-quality tasks, enabling you to analyze the integrity of your data.
8.1
Composite
Score
Composite
Score
+92
Emotional
Footprint
Emotional
Footprint
92%
Likeliness to
Recommend
Likeliness
to Recommend
SAP
SAP Data Services
Unlock meaning from all of your organization’s data – structured or unstructured – with SAP Data Services. This data management software provides best-in-class functionality for data integration, quality, cleansing, and more. Ensure end-to-end support for growing data quality needs across users and data types with AI-driven automation.
8.1
Composite
Score
Composite
Score
+87
Emotional
Footprint
Emotional
Footprint
90%
Likeliness to
Recommend
Likeliness
to Recommend
ZoomInfo
Zoominfo OperationsOS
RingLead offers a complete end-to-end suite of products to clean, protect and enhance company and contact information, leading to improved organizational efficiency, reliable business intelligence, and maximized ROI on CRM and marketing automation investments.
8.0
Composite
Score
Composite
Score
+90
Emotional
Footprint
Emotional
Footprint
89%
Likeliness to
Recommend
Likeliness
to Recommend
Informatica LLC
Informatica Data Quality
Informatica Data Quality empowers your company to take a holistic approach to managing data quality across your entire organization. With Informatica Data Quality, you’ll be able to ensure success of your data-driven digital transformation initiatives and projects across users, types, and scale, while also automating mission-critical tasks.
8.0
Composite
Score
Composite
Score
+93
Emotional
Footprint
Emotional
Footprint
87%
Likeliness to
Recommend
Likeliness
to Recommend
Experian
Aperture Data Studio
Experian Aperture Data Studio (formerly Pandora) is an intelligent self-service data quality and enrichment platform that can be deployed in both cloud hosted and on premise environments. It unlocks the power of data to create opportunities for consumers, businesses, and society. Aperture Data Studio is a powerful and easy to use data management suite that helps you manage consumer data projects with confidence, in your own environment.
8.0
Composite
Score
Composite
Score
+89
Emotional
Footprint
Emotional
Footprint
87%
Likeliness to
Recommend
Likeliness
to Recommend
Melissa Inc
Melissa Data Quality Suite
Melissa Data Quality Suite leverages 35+ years of deep domain expertise in address management, data quality and identity verification to ensure your data is clean, accurate and fit for purpose. Easily validate, parse, standardize, match, and enrich customer data with global address verification, email validation, phone verification and name verification. With flexible on-premise and Cloud/SaaS deployment models, the Data Quality Suite is customizable to every environment and will empower your organization to unlock the full potential of your data.
8.0
Composite
Score
Composite
Score
+86
Emotional
Footprint
Emotional
Footprint
88%
Likeliness to
Recommend
Likeliness
to Recommend
Alteryx
Alteryx
Alteryx provides a single workflow for data blending, analytics, and reporting. This workflow allows the seamless blending of internal, third party and cloud-based data, and simple analysis using 60+ prebuilt tools for spatial and predictive analytics. With Alteryx Machine Learning’s automated insight generation, you’ll quickly uncover hidden signals and key relationships in your data.
7.8
Composite
Score
Composite
Score
+97
Emotional
Footprint
Emotional
Footprint
84%
Likeliness to
Recommend
Likeliness
to Recommend
Validity
Validity DemandTools
Validity DemandTools is the secure data quality platform that enables organizations to clean and manage Salesforce data in less time, enabling everyone to do their jobs more effectively, efficiently, and profitably. Manage your data – duplicates, standardization, record reassignments, lead processing, and more – in record time and deliver high-quality data across your business.
7.8
Composite
Score
Composite
Score
+88
Emotional
Footprint
Emotional
Footprint
90%
Likeliness to
Recommend
Likeliness
to Recommend
Ataccama
Ataccama ONE Platform
Ataccama enables enterprise data democratization with a unified platform for automated data quality, MDM, and metadata management across cloud and hybrid environments. We enable business and data teams to collaborate on creating high quality, reusable data products and massively scale data-driven innovation while maintaining data accuracy, control, and governance.
7.7
Composite
Score
Composite
Score
+88
Emotional
Footprint
Emotional
Footprint
85%
Likeliness to
Recommend
Likeliness
to Recommend
Symphonic Source Inc
Cloudingo
Cloudingo is a cloud-based deduplication and data quality application built specifically for Salesforce. Cloudingo is a fully customizable, easy-to-use platform that makes the pain of cleaning and managing Salesforce data a thing of the past. Cloudingo finds duplicates using user-defined filters. Start with prebuilt filters then create more with the drag-and-drop user interface.
7.7
Composite
Score
Composite
Score
+88
Emotional
Footprint
Emotional
Footprint
87%
Likeliness to
Recommend
Likeliness
to Recommend
IBM
IBM InfoSphere QualityStage
IBM InfoSphere® QualityStage® is designed to support your data quality and information governance initiatives. It enables you to investigate, cleanse and manage your data, helping you maintain consistent views of key entities including customers, vendors, locations and products. The solution helps you deliver quality data for your big data, business intelligence, data warehousing, application migration and master data management projects.
7.6
Composite
Score
Composite
Score
+81
Emotional
Footprint
Emotional
Footprint
87%
Likeliness to
Recommend
Likeliness
to Recommend
For the full list of vendors in this space, click here.
About Gold Medal Awards and Software Reports
SoftwareReviews Gold Medal Awards recognize outstanding vendors in the technology marketplace as evaluated by their users. Gold Medals are the capstone of an in-depth software evaluation report, and awarded using a proprietary, transparent methodology based on a composite satisfaction score that averages four different areas of evaluation: Net Emotional Footprint, Vendor Capabilities, Product Features, and Likeliness to Recommend. The Net Emotional Footprint Score measures user emotional response ratings of the vendor (e.g. trustworthy, respectful, fair).
Software Reports present comprehensive evaluations of software vendors on the above elements. Software buyers can use this data to make more informed, data-driven software purchasing and renewal decisions.
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