Best Enterprise Data Quality Tools - Page 2

How Many Data Quality Tools Products Does G2 Track?

Total Products under this Category: 254

Category Stats (Aug 2026)

  • Average Rating: 4.48/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Data Quality Navigator (+3.87%) - Among all products in this category, Data Quality Navigator recorded the largest rating increase compared to last month

Last updated: August 04, 2026

How Does G2 Rank Data Quality Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 13,200+ Authentic Reviews
  • 254+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Data Quality Tools

G2 Grid® for Data Quality Tools plotting products by satisfaction and market presence

Highlighted products: Monte Carlo, Data Quality Navigator, D&B Connect, SAS Viya, Atlan, GTM Studio - Powered by ZoomInfo, Validity Engage, and Collibra.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-quality/grids.json?focus%5B%5D=monte-carlo&focus%5B%5D=data-quality-navigator&focus%5B%5D=d-b-connect&focus%5B%5D=sas-sas-viya&focus%5B%5D=atlan&focus%5B%5D=gtm-studio-powered-by-zoominfo&focus%5B%5D=validity-engage&focus%5B%5D=collibra&segment=enterprise)

Sponsored

GTM Studio - Powered by ZoomInfo

Note: GTM Studio is the upgraded version of ZoomInfo Marketing and ZoomInfo Operations. GTM Studio is ZoomInfo's AI-powered go-to-market canvas that unifies signals, systems, and teams in one intelligent workspace so plays fire automatically, moments aren't missed, and reps always know what to do next. Designed for RevOps and marketing teams, GTM Studio eliminates tool sprawl by connecting CRM, marketing, sales, and third-party data into a single live canvas - giving every team a complete, AI-ready view of their market. At the core of GTM Studio is built-in waterfall enrichment that automatically fills in missing contact and account data across 25+ vendors, so the data powering every play is always complete and actionable. AI-powered insights surface buying signals in real time, helping teams respond to in-market buyers in under five minutes - before competitors have even pulled a list. Every insight is grounded in your ICP, so GTM decisions are faster, sharper, and more informed. GTM Studio is built for speed to execution. A library of pre-built plays - including inbound acceleration, champion tracking, and competitive displacement - can be launched in a single click, with no tickets, no engineering support, and no waiting. Custom plays can be designed, tested, and scaled without code or developer involvement, compressing what used to take weeks into minutes. Specialized AI agents handle enrichment, scoring, routing, and message creation automatically, so teams stay focused on results rather than operations. GTM Studio integrates with the tools revenue teams already rely on - Salesforce, HubSpot, Salesloft, Gong, Slack, and 50+ more - ensuring signals flow freely across the stack and execution happens without friction. Built-in analytics measure what's working in real time, while automated workflows and alerts keep teams responsive to every change in GTM data. The result is a GTM motion that runs on its own - where top-performing teams launch more than 50 plays per quarter, expansion campaigns that once took three weeks go live in 30 minutes, and every seller always knows exactly where to focus next.

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Alteryx Designer Cloud

Designer Cloud powered by Trifacta is part of the Alteryx Analytics Cloud platform. Designer Cloud democratizes data analytics across the organization with an open and interactive cloud platform for anyone who works with data to collaboratively profile, prepare, and pipeline data for analytics and machine learning. Organizations can connect to any data source, across all major cloud data platforms, and integrate Alteryx Analytics Cloud seamlessly into the existing data stack. Designer Cloud provides an interactive, visual user experience with AI/ML-based suggestions to guide users through the exploration and transformation of any dataset.

Average Rating: 4.4/5.0

Total Reviews: 151

How Do G2 Users Rate Alteryx Designer Cloud?

  • Quality of Support: 8.6/10 (Category avg: 8.9/10)
  • Automation: 9.2/10 (Category avg: 8.7/10)
  • Identification: 8.8/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Alteryx Designer Cloud?

  • Seller: Alteryx
  • Year Founded: 1997
  • HQ Location: Irvine, CA
  • Twitter: @alteryx
    26,149 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,304 employees on LinkedIn®
  • Ownership: Private

Who Uses This Product?

  • Top Industries: Information Technology and Services, Hospital & Health Care
  • Company Size: 35% Small, 35% Large

What Are Recent G2 Reviews of Alteryx Designer Cloud?

What Are G2 Users Discussing About Alteryx Designer Cloud?

IBM InfoSphere Information Server

Better understand your data and cleanse, monitor, transform and deliver it. Build confidence in your data Delivers clean, consistent and timely information for your data warehouses or big data projects and applications. Create a flexible governance strategy Helps you adapt a data governance strategy to suit your organizational objectives, while shaping business information in unique ways to meet your needs. Modernize and consolidate your systems Enables you to consolidate applications, retire outdated databases and modernize your infrastructure, as well as automate business processes for improved cost savings. Connect business and IT Provides a unified platform that enables collaboration, which can help you bridge the gap between business and IT and align objectives.

Average Rating: 4.1/5.0

Total Reviews: 22

How Do G2 Users Rate IBM InfoSphere Information Server?

  • Quality of Support: 7.1/10 (Category avg: 8.9/10)
  • Automation: 6.7/10 (Category avg: 8.7/10)
  • Identification: 8.3/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind IBM InfoSphere Information Server?

  • Seller: IBM
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • Twitter: @IBMSecurity
    74,660 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    328,202 employees on LinkedIn®
  • Ownership: SWX:IBM

Who Uses This Product?

  • Top Industries: Financial Services, Information Technology and Services
  • Company Size: 96% Large, 26% Medium

What Are Recent G2 Reviews of IBM InfoSphere Information Server?

What Are G2 Users Discussing About IBM InfoSphere Information Server?

QuerySurge

QuerySurge is an enterprise-grade data quality platform that leverages AI to continuously automate data validation across your entire ecosystem ‐ from data warehouses and big data lakes to BI reports and enterprise applications. With AI-powered test creation, scalable architecture, and the leading DevOps for Data CI/CD integration, QuerySurge ensures data integrity at every stage of the pipeline. Automated Data Validation Use Cases: QuerySurge provides a smart, AI-driven, data validation & ETL testing solution for your automated testing needs. - Data Warehouse / ETL Testing - DevOps for Data / Continuous Testing - Data Migration Testing - Business Intelligence (BI) Report Testing - Big Data Testing - Enterprise Application Data Testing What QuerySurge Provides: - Automation of your manual data validation and testing process - Ease-of-use, low-code/no-code features - Generative AI capabilities for test creation - Testing across 200+ data platforms - Integration into your CI/CD DataOps pipeline - Acceleration of your data analysis - Ensurance of regulatory compliance Key Features: - Data Connection Wizard provides an easy way to link to your data stores - Visual Query Wizard builds table-to-table and column-to-column tests without writing SQL - Generative AI module automatically creates transformation tests in bulk - DevOps for Data provides a RESTful API with 110+ calls and Swagger documentation and integrates into CI/CD pipelines - Create Custom Tests and modularize functions with snippets, set thresholds, stage data, check data types & duplicate rows, full text search, and asset tagging - Schedule tests to run immediately, at a predetermined date & time, or after any event from a build/release, CI/CD, DevOps, or test management solution - Multi-project support in a single instance, new Global Admin user, assign users and agents, import and export projects, and user activity log reports - Webhooks provide real-time integrations with DevOps, CI/CD, test management, and alerting tools - Ready-for-Analytics provides seamless integration with QuerySurge and your BI tool or open-source Metabase to create custom reports and dashboards and gain deeper, real-time insights into your data validation and ETL testing workflows - Data Analytics Dashboards and Data Intelligence Reports track, analyze, and communicate data quality

Average Rating: 4.6/5.0

Total Reviews: 36

How Do G2 Users Rate QuerySurge?

  • Quality of Support: 9.0/10 (Category avg: 8.9/10)
  • Automation: 9.8/10 (Category avg: 8.7/10)
  • Identification: 9.3/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind QuerySurge?

  • Seller: QuerySurge
  • Company Website:
  • Year Founded: 2012
  • HQ Location: New York, US
  • Twitter: @QuerySurge
    6,537 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 43% Large, 30% Medium

What Do G2 Reviewers Say About QuerySurge?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of QuerySurge, facilitating efficient data testing and simplifying workflows with AI integration.
  • Users value the intuitive AI chat engine of QuerySurge, which simplifies test creation and boosts productivity significantly.
  • Users love the automation capabilities of QuerySurge, enabling efficient data testing and faster development cycles.
  • Users appreciate the powerful data handling capabilities of QuerySurge, enhancing efficiency in large-scale data testing.
  • Users praise the easy setup of QuerySurge, enhancing productivity and streamlining onboarding for teams.
Cons
  • Users note the limited data source support in QuerySurge, requiring extra steps for JSON validation and reducing efficiency.
  • Users note a lack of support for JSON and REST API sources, complicating the validation process for modern data pipelines.
  • Users experience inaccuracy issues with differing failure counts, reducing clarity and complicating data validation efforts.
  • Users often experience slow performance with QuerySurge, especially during complex operations and with large datasets.
  • New users may find the complex setup of QuerySurge daunting, especially with advanced configurations and large datasets.

What Are Recent G2 Reviews of QuerySurge?

Plauti

Plauti keeps your CRM data accurate, complete, and ready for business. Verify, deduplicate, manipulate, and assign records automatically so your teams can trust their data and act fast. Because when data is right, actions are right. And when actions are right, trust follows. - Verify: validate and format addresses, emails and phone numbers - Plauti Agentforce: power agents with data management actions - Deduplicate: find, prevent and merge duplicate records - Assign: route and assign any record instantly - Manipulate: handle data in single-action execution - Restore: Restore record changes across your data within Salesforce Whether you're improving customer experience, achieving AI readiness, improving data governance or driving operational efficiency, the solutions work together to turn scattered data into a trusted resource that fuels confident decision-making and business growth. > 100% Native to Salesforce - No external processing, full data control. > Enterprise security -Salesforce compliance, no third-party risks. > No-Code customization - Adapt workflows easily, without IT reliance. > Scalable & efficient - Automate processes and manage data at scale.

Average Rating: 4.4/5.0

Total Reviews: 115

How Do G2 Users Rate Plauti?

  • Quality of Support: 9.3/10 (Category avg: 8.9/10)
  • Automation: 8.2/10 (Category avg: 8.7/10)
  • Identification: 8.7/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.6/10 (Category avg: 8.5/10)

Who Is the Company Behind Plauti?

  • Seller: Plauti
  • Company Website:
  • Year Founded: 2011
  • HQ Location: Arnhem, Netherlands
  • LinkedIn® Page: www.linkedin.com
    58 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Non-Profit Organization Management, Computer Software
  • Company Size: 56% Medium, 35% Small

What Do G2 Reviewers Say About Plauti?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Plauti, appreciating its straightforward, customizable interface and responsive support.
  • Users appreciate the powerful duplicate management features of Plauti, offering customizable criteria and advanced merge rules.
  • Users praise the customer support for being helpful and quick to respond, enhancing the overall experience with Plauti.
  • Users appreciate the ease and efficiency of merging leads with Duplicate Check, thanks to customizable merge rules and support.
  • Users appreciate the customization options of Plauti, which allow tailored solutions for different organizational needs.
Cons
  • Users find the learning curve steep, with complex configurations and unclear features making initial use challenging.
  • Users find the complexity of options and configurations in Plauti overwhelming and challenging to master.
  • Users express frustration with data management issues, highlighting limitations in Merge Rules and storage concerns.
  • Users experience difficulties with data validation rules and limits on records, impacting their growing company's needs.
  • Users find limited functionality in Plauti, especially in matching rules, creating confusion during the deduplication process.

What Are Recent G2 Reviews of Plauti?

What Are G2 Users Discussing About Plauti?

Introhive

Introhive is a leading Relationship Intelligence platform that empowers firms to break down data silos and gain actionable insights from their relationships to fuel collaboration and growth. With Introhive’s Relationship Intelligence, firms can identify key relationships within the firm, measure the strength of client and prospect relationships, foster cross-firm collaboration, uncover risks or opportunities by understanding the health of relationships over time, and leverage these insights for business development and client retention efforts. Trusted by industry-leading brands, Introhive’s supports over 250,000 users in 90+ countries.

Average Rating: 4.5/5.0

Total Reviews: 85

How Do G2 Users Rate Introhive?

  • Quality of Support: 9.1/10 (Category avg: 8.9/10)
  • Automation: 8.6/10 (Category avg: 8.7/10)
  • Identification: 8.2/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.4/10 (Category avg: 8.5/10)

Who Is the Company Behind Introhive?

  • Seller: Introhive
  • Year Founded: 2012
  • HQ Location: Fredericton
  • Twitter: @Introhive
    9,830 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    219 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Legal Services, Accounting
  • Company Size: 50% Medium, 34% Large

What Do G2 Reviewers Say About Introhive?

AI-generated summary from verified user reviews

Pros
  • Users highlight the highly responsive customer support of Introhive, enhancing productivity and teamwork in the company.
  • Users value the excellent analytics features of Introhive, enhancing client understanding and team collaboration.
  • Users find Introhive to be easy to use, enhancing their customer success and partnership experience effortlessly.
  • Users appreciate the easy integrations of Introhive, enhancing workflow efficiency and boosting company productivity.
  • Users find that Introhive enhances efficiency through smooth tool integration and robust reporting features.
Cons
  • Users find the product initially confusing to use, but it becomes smoother after the learning curve.
  • Users find the difficult learning curve of Introhive challenging initially, but it becomes smoother with practice.
  • Users find the service very expensive, which raises concerns regarding its overall value and affordability.
  • Users find the learning curve confusing initially, but it becomes smoother once they grasp the system.

What Are Recent G2 Reviews of Introhive?

What Are G2 Users Discussing About Introhive?

SAP Data Management

You cannot afford to run your business on questionable data. With SAP® Data Services software, you can access, transform, and connect data to fuel your critical business processes. Together, these enterprise-class solutions enable data integration and data quality, providing the right level of insight across your business so you can make better decisions and operate more effectively.

Average Rating: 4.0/5.0

Total Reviews: 31

How Do G2 Users Rate SAP Data Management?

  • Quality of Support: 7.4/10 (Category avg: 8.9/10)
  • Automation: 9.4/10 (Category avg: 8.7/10)
  • Identification: 10.0/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind SAP Data Management?

  • Seller: SAP
  • Year Founded: 1972
  • HQ Location: Walldorf
  • Twitter: @SAP
    297,052 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    141,955 employees on LinkedIn®
  • Ownership: NYSE:SAP

Who Uses This Product?

  • Company Size: 69% Large, 22% Medium

What Are Recent G2 Reviews of SAP Data Management?

What Are G2 Users Discussing About SAP Data Management?

Telmai

Telmai is an AI-powered data observability platform that continuously monitors data across every stage of the pipeline—from ingestion to business applications. Designed for structured and semi-structured data, Telmai automatically detects anomalies, drifts, and data quality issues in real-time without sampling, ensuring reliable data for business intelligence, analytics, and AI workloads. Telmai's open architecture enables seamless data quality monitoring across the entire pipeline, integrating with over 250 systems, including data lakes, warehouses, streaming sources, and cloud storage. This provides deep insights into the health, accuracy, and consistency of data in complex environments. Telmai’s low-code interface empowers both business and technical teams to define custom metrics, automate remediation workflows, and ensure data is always actionable and reliable.

Average Rating: 4.9/5.0

Total Reviews: 22

How Do G2 Users Rate Telmai?

  • Quality of Support: 9.2/10 (Category avg: 8.9/10)
  • Automation: 8.8/10 (Category avg: 8.7/10)
  • Identification: 9.1/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 7.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Telmai?

  • Seller: Telmai
  • Year Founded: 2020
  • HQ Location: San Mateo , Ca
  • Twitter: @telmai1
    97 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    17 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 55% Large, 32% Medium

What Do G2 Reviewers Say About Telmai?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Telmai, highlighting its quick setup and intuitive interface.
  • Users value automation in Telmai, which enhances data quality and reduces manual monitoring efforts effectively.
  • Users value real-time anomaly detection in Telmai, enhancing data accuracy and trust across enterprise systems effortlessly.
  • Users value the proactive data quality management of Telmai, significantly enhancing data reliability and operational efficiency.
  • Users praise Telmai for its easy integrations, enhancing data observability and streamlining workflows in complex environments.
Cons
  • Users indicate that advanced error handling is essential, as current options require external workarounds for better functionality.
  • Users note a significant learning difficulty with Telmai, requiring time and effort for effective training and configuration.
  • Users find the limited functionality of Telmai restricts their ability to fully utilize the application.
  • Users find the UX improvement necessary, citing the challenging learning curve and need for better UI intuitiveness.
  • Users note the need for a more robust alert workflow initially, requiring external setups for optimal functionality.

What Are Recent G2 Reviews of Telmai?

DQE One

DQE One is a real-time data quality platform that validates, standardizes, deduplicates, and enriches customer data, including email addresses, phone numbers, and postal addresses. It helps businesses maintain accurate, complete, and unified customer data across CRM systems, marketing platforms, and operational tools. DQE One solves common data quality challenges such as: - Invalid emails and poor deliverability - Incorrect postal addresses and failed deliveries - Wrong phone numbers and unreachable contacts - Duplicate records and fragmented customer data - Inconsistent data formats across systems It ensures that customer data is clean and usable from the moment it enters your systems. Key capabilities include: - Real-time validation of email, phone, and address data - Data standardization and formatting across systems - Duplicate detection and record merging to create a single customer view - Data enrichment to complete and enhance customer information - Global address validation with country-specific rules - API-first architecture for real-time processing and easy integration DQE One detects duplicate customer records and merges them to create a unified customer view. This improves CRM reliability, reporting accuracy, and overall data consistency. Typical use cases include: - CRM data cleansing and deduplication - E-commerce checkout optimization - Lead capture and contact data validation - Customer data integration across multiple systems - Data governance and data quality initiatives DQE One integrates with platforms such as Salesforce, HubSpot, and other CRM, marketing automation, and e-commerce tools. It can be deployed via API or connectors to ensure data quality across all customer touchpoints. DQE One is designed for companies that want to improve data accuracy, reduce operational inefficiencies, eliminate duplicates, and deliver better customer experiences through reliable data.

Average Rating: 4.8/5.0

Total Reviews: 39

How Do G2 Users Rate DQE One?

  • Quality of Support: 9.7/10 (Category avg: 8.9/10)
  • Automation: 9.0/10 (Category avg: 8.7/10)
  • Identification: 9.3/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.6/10 (Category avg: 8.5/10)

Who Is the Company Behind DQE One?

  • Seller: DQE
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Levallois-Perret, Île-de-France
  • Twitter: @dqe_software
    173 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    77 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 36% Medium, 36% Small

What Do G2 Reviewers Say About DQE One?

AI-generated summary from verified user reviews

Pros
  • Users find DQE One to be easy to use and highly intuitive, enhancing operational efficiency and data management.
  • Users value the seamless CRM integration of DQE One, enhancing data consistency and operational efficiency effectively.
  • Users praise the data accuracy of DQE One, enhancing data management and operational performance with ease of use.
  • Users laud the improved data quality from DQE One, enhancing both management processes and operational performance.
  • Users find DQE One to be an intuitive solution, greatly simplifying data management and enhancing accessibility for all teams.

What Are Recent G2 Reviews of DQE One?

WinPure Clean & Match

Clean & Match Enterprise is the top-rated desktop platform for data quality management – powered with AI data matching for easy & efficient data cleaning, deduplication, & transformation.This software suite is ideal for cleaning, correcting and deduplicating mailing lists, databases, spreadsheets and CRMs. Experience the world’s most advanced AI data-matching solution that enables organizations to resolve complex records within minutes. * Detect potential duplicates based on common-sense principles * Determine possible relationships between datasets * Intelligently identify duplicates based on learned principles * Perform data matching at scale in just three step No code data cleansing & standardization. Teams spend 80% of their time in manual data cleaning and standardization. WinPure’s no-code software reduces the time spent with its intuitive interface. Users can: * Clean columns with built-in pre-set standardization options * Split components for targeted cleaning * Create custom abbreviation & name dictionaries* * Parse address data to clean & standardize at a component level Catch non-exact matches with advanced fuzzy logic. Duplicate customer records with varying information need a powerful fuzzy match algorithm like WinPure to identify exact and possible matches. Users can: * Cross-match between and across files * Easily merge and purge or overwrite duplicates * Create master records of consolidated records * Export directly into your CRM or data source WinPure™ Clean & Match will help save your business time and money. * Increase the accuracy of virtually ANY list, spreadsheet, database, CRM, etc. * Locally installed Windows software so no need to worry about security as all processing is done on your own systems * Save hours of valuable time cleaning and removing duplicated records from your lists or databases using built-in sophisticated fuzzy and phonetic match algorithms. * Affordable licences available with World Class Support & Training. * Free Demo with Live Online Training available. Seeing is believing! Schedule a live demo today with one of our product specialist at your convenience. We can learn about your requirements, answer questions, and review ways WinPure can help you and your organization.

Average Rating: 4.7/5.0

Total Reviews: 73

How Do G2 Users Rate WinPure Clean & Match?

  • Quality of Support: 9.4/10 (Category avg: 8.9/10)
  • Automation: 9.4/10 (Category avg: 8.7/10)
  • Identification: 9.4/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 9.8/10 (Category avg: 8.5/10)

Who Is the Company Behind WinPure Clean & Match?

  • Seller: WinPure
  • Year Founded: 2004
  • HQ Location: Theale, Berkshire
  • Twitter: @WinPure
    2,209 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Health, Wellness and Fitness
  • Company Size: 43% Small, 35% Medium

What Do G2 Reviewers Say About WinPure Clean & Match?

AI-generated summary from verified user reviews

Pros
  • Users praise WinPure's outstanding customer support, noting the team's responsiveness and helpful guidance throughout the process.
  • Users highlight the exceptional data quality of WinPure Clean & Match, ensuring accurate and efficient data management.
  • Users value the effective duplicate management of WinPure, enhancing data accuracy and streamlining their processes effortlessly.
  • Users find WinPure incredibly easy to use, allowing them to quickly start matching projects without extensive training.
  • Users value the easy access WinPure provides with its intuitive interface, allowing quick start without extensive training.

What Are Recent G2 Reviews of WinPure Clean & Match?

What Are G2 Users Discussing About WinPure Clean & Match?

Anomalo

Anomalo is the agentic data management platform that autonomously monitors, investigates, surfaces, and reports on what matters across your data. No code, no prompts, and no manual tedium required. Using a proprietary data profiling and prediction engine, Anomalo learns the normal behavior of your data and identifies anomalies and noteworthy changes such as drift, missing records, schema changes, PII exposure, contradictions, bias, and more. This deep data understanding is what powers the suite of 9 agents that automate repetitive data tasks. Anomalo fits into any data stack with native integrations for Snowflake, Databricks, BigQuery, Redshift, Atlan, Alation, Airflow, dbt, Jira, ServiceNow, Slack, and Microsoft Teams. It can be deployed as SaaS, hybrid, in-VPC, or as a Snowflake Native App and meets the strictest enterprise security and compliance requirements. Enterprises use Anomalo to ensure trusted data for dashboards, regulatory reporting, customer analytics, operational intelligence, and AI/ML pipelines. Fortune 500 companies choose Anomalo because it delivers unmatched data intelligence without having to make compromises on scale, security, or simplicity.

Average Rating: 4.4/5.0

Total Reviews: 44

How Do G2 Users Rate Anomalo?

  • Quality of Support: 8.8/10 (Category avg: 8.9/10)
  • Automation: 7.9/10 (Category avg: 8.7/10)
  • Identification: 8.8/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 6.9/10 (Category avg: 8.5/10)

Who Is the Company Behind Anomalo?

  • Seller: Anomalo
  • Company Website:
  • Year Founded: 2018
  • HQ Location: N/A
  • Twitter: @anomalo_hq
    555 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    84 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services, Computer Software
  • Company Size: 50% Medium, 48% Large

What Are Recent G2 Reviews of Anomalo?

What Are G2 Users Discussing About Anomalo?

Soda

Most companies struggle to operationalize data governance and quality. Business teams don’t want to manually enforce rules, and engineers get buried in pipeline issues — eroding trust in data and slowing innovation. Soda fixes this with the only end-to-end data quality platform that automates the entire workflow — from detection to resolution — with AI built for data quality. We meet users where they are: - Engineers manage everything as code in Git. - Business users create and review data contracts in a collaborative interface. - Together, they work in a shared, AI-powered workflow to define quality expectations, monitor metrics, and isolate and remediate bad data directly in their environment. By uniting teams, automating with AI, and securing trust at the source, Soda helps organizations like Disney, Nubank, and HelloFresh restore confidence in their data and decisions. Why Soda? - Best AI for Data Quality — purpose-built, faster, and more accurate, with 70% fewer false positives than traditional monitoring. - Unite Business and Engineering — collaborative data contracts that bridge governance and technical workflows. - Securely Isolate and Fix Bad Data — record-level anomaly detection and remediation inside your own environment. Soda brings width and depth to data quality — from every dataset across multiple warehouses to every individual record in a dataset. Join us in building a world where teams trust their data, decisions, and AI.

Average Rating: 4.4/5.0

Total Reviews: 55

How Do G2 Users Rate Soda?

  • Quality of Support: 8.7/10 (Category avg: 8.9/10)
  • Automation: 8.6/10 (Category avg: 8.7/10)
  • Identification: 8.7/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 7.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Soda?

  • Seller: Soda
  • Year Founded: 2018
  • HQ Location: Brussels, BE
  • Twitter: @sodadata
    897 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    127 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 44% Medium, 40% Large

What Do G2 Reviewers Say About Soda?

AI-generated summary from verified user reviews

Pros
  • Users value the real-time insights and streamlined data quality tasks provided by Soda, enhancing team alignment on data integrity.
  • Users value the responsive customer support from the Soda team via Slack, enhancing their overall experience.
  • Users love the customization options in Soda, enabling tailored data quality tests to meet their needs.
  • Users value Soda for its intuitive interface and real-time insights, enhancing data management and team alignment.
  • Users appreciate the ease of use of Soda, enabling quick access to essential information and streamlined data management.
Cons
  • Users find the limited functionality of Soda restricts advanced features, making it less suitable for specific project management needs.
  • Users find the limited access control hinder productive use of advanced features tailored for project managers.
  • Users express concern over access issues, finding advanced features underutilized and wishing for simplified tools tailored to their needs.
  • Users feel that Soda's data management issues require better automation and integration of advanced data quality testing features.
  • Users feel that the limited features in Soda hinder their ability to fully optimize their project management tasks.

What Are Recent G2 Reviews of Soda?

SAS Data Management

SAS Data Management is a comprehensive solution designed to transform raw data into a valuable business asset by improving, integrating, managing, and governing data across an organization. It enables users to access data from various sources, create rules, collaborate with teams, and manage metadata, thereby preparing data for analytics and informed decision-making. Key Features and Functionality: - Data Access and Integration: Seamlessly access data from diverse sources, including legacy systems and modern platforms like Hadoop, ensuring comprehensive data integration. - Data Quality and Cleansing: Utilize embedded tools to automatically identify and rectify data quality issues, reducing errors and inconsistencies. - Data Preparation: Prepare data for analytics and reporting in a self-service environment without the need for coding or IT assistance, enhancing productivity. - Data Governance: Implement consistent policies and processes to ensure data conforms to established standards and regulatory requirements. - Personal Data Protection: Identify and monitor personal data sources to comply with privacy regulations such as GDPR. - Data Federation and Stewardship: Simplify data integration complexities with a virtual data environment that delivers a complete data picture in a user-friendly format. Primary Value and Solutions Provided: SAS Data Management addresses the critical need for organizations to manage their data effectively, turning it into a strategic asset. By providing a unified platform for data access, integration, quality, governance, and master data management, it eliminates the need for multiple, overlapping tools. This consolidation leads to improved data accuracy, streamlined operations, and enhanced decision-making capabilities. Organizations can ensure that all internal and third-party data remains clean and well-managed, facilitating compliance with regulatory standards and enabling more efficient and effective business processes.

Average Rating: 4.1/5.0

Total Reviews: 97

How Do G2 Users Rate SAS Data Management?

  • Quality of Support: 7.9/10 (Category avg: 8.9/10)
  • Automation: 8.2/10 (Category avg: 8.7/10)
  • Identification: 8.8/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind SAS Data Management?

  • Seller: SAS Institute Inc.
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • Twitter: @SASsoftware
    60,863 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    18,638 employees on LinkedIn®
  • Phone: 1-800-727-0025

Who Uses This Product?

  • Top Industries: Higher Education, Research
  • Company Size: 51% Large, 26% Small

What Do G2 Reviewers Say About SAS Data Management?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use of SAS Data Management instrumental for effective data preparation and transformation.
  • Users value the user-friendly data transformation tools in SAS Data Management, simplifying data preparation significantly.
  • Users value the robust data cleaning tools in SAS Data Management, enhancing accuracy and consistency throughout analytics projects.
  • Users find that SAS Data Quality streamlines data preparation, ensuring business-ready analytics and improving overall data standards.
  • Users value the strong data transformation capabilities of SAS Data Management, ensuring effective data manipulation and quality control.
Cons
  • Users find the expensive cost of SAS Data Management to be a major barrier to access and integration.
  • Users find SAS Data Management to have a not user-friendly interface, making navigation difficult for less experienced individuals.
  • Users face slow performance when handling large datasets, causing frustration and increased time consumption for reports.
  • Users find that training is required to effectively navigate the complexities of SAS Data Management, especially for non-technical individuals.
  • Users find the complexity of SAS Data Management challenging, requiring advanced statistical knowledge to navigate effectively.

What Are Recent G2 Reviews of SAS Data Management?

What Are G2 Users Discussing About SAS Data Management?

Talend Data Fabric

Talend Data Fabric is a unified platform that enables you to manage all your enterprise data within a single environment. Leverage all the cloud has to offer to manage your entire data lifecycle – from connecting the broadest set of data sources and platforms to intuitive self-service data access.

Average Rating: 4.3/5.0

Total Reviews: 62

How Do G2 Users Rate Talend Data Fabric?

  • Quality of Support: 7.7/10 (Category avg: 8.9/10)
  • Automation: 8.6/10 (Category avg: 8.7/10)
  • Identification: 8.2/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Talend Data Fabric?

  • Seller: Qlik
  • Year Founded: 1993
  • HQ Location: Radnor, PA
  • Twitter: @qlik
    64,130 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4,551 employees on LinkedIn®
  • Phone: 1 (888) 994-9854

Who Uses This Product?

  • Company Size: 45% Medium, 28% Large

What Do G2 Reviewers Say About Talend Data Fabric?

AI-generated summary from verified user reviews

Pros
  • Users value the flexibility and scalability of Talend Data Fabric, enhancing precision in data workflows.
  • Users value the unified approach to data integration in Talend Data Fabric, enhancing efficiency across diverse data sources.
  • Users appreciate the ease of use of Talend Data Fabric, enabling efficient design and management of data flows.
  • Users value the flexibility of Talend Data Fabric, which allows seamless integration across diverse data sources.
  • Users value the efficient handling of large data volumes by Talend Data Fabric, enhancing overall data management capabilities.
Cons
  • Users struggle with the steep learning curve of Talend Data Fabric, finding it complex and difficult to master.
  • Users find the high cost of Talend Data Fabric to be a significant barrier, limiting accessibility and options.
  • Users report a need for UX improvement in Talend Data Fabric, highlighting difficulties in navigation and user-friendliness.
  • Users struggle with poor documentation, making it challenging to navigate Talend Data Fabric and troubleshoot effectively.
  • Users experience slow performance with Talend Data Fabric, especially when processing extremely large datasets, affecting overall efficiency.

What Are Recent G2 Reviews of Talend Data Fabric?

What Are G2 Users Discussing About Talend Data Fabric?

Insycle

Insycle is a powerful and intuitive solution that keeps your CRM data clean, accurate, and organized. Insycle integrates with HubSpot, Salesforce, Pipedrive, and more, giving users the power to achieve and maintain pristine customer data. Insycle centralizes data management processes, including deduplication, data standardization, data enrichment, and field management — all in a no-code environment. Insycle doesn’t just stop at cleaning your data—it empowers your entire team to make better, more informed decisions. Whether you’re a marketer segmenting your audience, a sales leader refining your pipeline, or an operations professional maintaining data hygiene, Insycle provides the comprehensive tools you need to keep your CRM data in top shape. For users with both HubSpot and Salesforce, Insycle is uniquely able to ensure the sync between the platforms doesn’t break as well as identify duplicates and inconsistencies and give you the tools to fix them in a few clicks. Insycle’s most-loved features include: Deduplication: Analyze millions of records in seconds and get a detailed report of all duplicates. Use flexible matching and bulk merging to quickly eliminate duplicates. And automatically avoid creating duplicates for new records. Data Standardization: Standardize data in any field and create your own processes and templates to solve unique standardization problems. Works on any CRM data field — across contacts, companies, and deals. Data Maintenance Automation: Automate your data-management processes with workflows. Use the CRM Health Assessment tool to run reports and identify data issues. Recognized for its ease of use, robust functionality, and outstanding customer support, Insycle is the go-to solution for businesses looking to eliminate data chaos, enhance data quality, and turn their CRM into a powerful, growth-driving asset — just check out our reviews! Go to www.insycle.com to get a 14-day free trial.

Average Rating: 4.6/5.0

Total Reviews: 208

How Do G2 Users Rate Insycle?

  • Quality of Support: 9.3/10 (Category avg: 8.9/10)
  • Automation: 9.3/10 (Category avg: 8.7/10)
  • Identification: 9.0/10 (Category avg: 8.9/10)
  • Preventative Cleaning: 9.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Insycle?

  • Seller: Insycle
  • Company Website:
  • Year Founded: 2016
  • HQ Location: New York
  • Twitter: @insycle
    289 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Marketing Manager, Revenue Operations Manager
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 50% Medium, 43% Small

What Do G2 Reviewers Say About Insycle?

AI-generated summary from verified user reviews

Pros
  • Users find Insycle's ease of use exceptional, thanks to its customization, automation, and supportive resources for learning.
  • Users appreciate Insycle's data accuracy, effectively eliminating duplicates and ensuring consistency for better data management.
  • Users appreciate the effective duplicate management of Insycle, streamlining the cleanup of CRM data effortlessly.
  • Users value the seamless HubSpot integration of Insycle, greatly improving data accuracy and efficiency.
  • Users appreciate the responsive customer support of Insycle, ensuring quick assistance and a smooth onboarding experience.
Cons
  • Users find the learning curve steep, making the platform initially daunting and complex to navigate effectively.
  • Users find the platform not user-friendly, with a steep learning curve and a complex interface deterring usage.
  • Users find Insycle expensive, especially for larger HubSpot accounts with high record counts affecting value.
  • Users struggle with the complexities of parameters and confusing UI, making the experience less efficient and frustrating.
  • Users find the user interface not intuitive, leading to confusion and difficulty in navigating the platform's features.

What Are Recent G2 Reviews of Insycle?

What Are G2 Users Discussing About Insycle?