Best Data Quality Tools - Page 3

How Many Data Quality Tools Products Does G2 Track?

Total Products under this Category: 346

Category Stats (Nov 2026)

  • Average Rating: 4.48/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Collate (+2.22%) - Among all products in this category, Collate recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Data Quality Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 13,300+ Authentic Reviews
  • 346+ 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: SAS Viya, GTM Studio - Powered by ZoomInfo, HubSpot Data Hub, Monte Carlo, Data Quality Navigator, dbt, Loqate, and DQLabs.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-quality/grids.json?focus%5B%5D=sas-sas-viya&focus%5B%5D=gtm-studio-powered-by-zoominfo&focus%5B%5D=hubspot-data-hub&focus%5B%5D=monte-carlo&focus%5B%5D=data-quality-navigator&focus%5B%5D=dbt&focus%5B%5D=gbg-plc-loqate&focus%5B%5D=dqlabs)

SelectZero

SelectZero is a data observability platform that validates, monitors and documents data across every system in your stack, so problems surface before they reach a report, a regulator, a customer or an AI model. Engineers, analysts and data stewards work in the same platform. Technical teams write SQL-based checks or start from prebuilt templates. Business users own the glossary, follow lineage and get alerted when something in their domain breaks. Failed checks become Jira tickets assigned to the team that produced the data. Core capabilities include data profiling, business rule validation, unit and regression testing, cross-system reconciliation, anomaly detection, ETL pipeline testing, column-level lineage, data catalog and business glossary. AI assistants connect to SelectZero through MCP and work directly with the catalog, including metadata, lineage, test cases and data quality results. As a registered dbt partner, SelectZero brings dbt models, sources and tests into the catalog alongside your warehouses and BI tools. SelectZero runs self-hosted, including in fully offline environments where data cannot leave your infrastructure. Banks, telecoms, retailers and public sector organizations across Europe use it for regulatory requirements such as BCBS 239 and DORA, as well as internal data quality controls. Start with a free 30-day proof of concept in your own environment at selectzero.com/trial, or contact us at info@selectzero.com

Average Rating: 4.7/5.0

Total Reviews: 19

How Do G2 Users Rate SelectZero?

  • Quality of Support: 9.8/10 (Category avg: 8.9/10)
  • Automation: 6.5/10 (Category avg: 8.8/10)
  • Identification: 9.6/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 4.8/10 (Category avg: 8.5/10)

Who Is the Company Behind SelectZero?

  • Seller: SelectZero
  • Company Website:
  • Year Founded: 2020
  • HQ Location: Tallinn, Estonia
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services
  • Company Size: 58% Medium, 26% Large

What Do G2 Reviewers Say About SelectZero?

AI-generated summary from verified user reviews

Pros
  • Users commend the fast and friendly customer support from SelectZero, enhancing their overall experience and satisfaction.
  • Users value the ease of use of SelectZero, appreciating its intuitive design and seamless integration into workflows.
  • Users appreciate the intuitive and user-friendly features of SelectZero, which enhance data management and collaboration.
  • Users appreciate the intuitive and easy-to-use platform of SelectZero, greatly enhancing their data governance and management experience.
  • Users commend SelectZero for its efficiency improvement in data management, enhancing visibility and decision-making across teams.
Cons
  • Users note user interface issues that may require time to adapt, though improvements are ongoing and anticipated.
  • Users find the notification limitations of SelectZero restrict informative alerts compared to competitors, but see value overall.
  • Users desire more customization options for test suite reports and business glossaries to enhance functionality.
  • Users note the limited functionality of notification options, hoping for future improvements and enhanced features.
  • Users find the user interface challenging, noting it's not intuitive initially and lacks sufficient guidance.

What Are Recent G2 Reviews of SelectZero?

Flatfile

Migrating data is one of the biggest barriers to onboarding customers quickly and successfully. This process is often complex and error-prone, causing delays and frustration that can negatively impact the customer experience. Don’t let customer data become a bottleneck for your business. Accelerate your data onboard and migrations with AI-powered data transformations. Our source-to-target mapping auto-magically converts complex data into your desired format. Easily collaborate with stakeholders on data decisions with granular access control, ensuring the right people manage the right data at the right time. With our fully customizable developer-first platform and event-driven architecture you can create complex workflows tailored specifically to your business needs. No more costly, service-heavy migrations. Migrate data efficiently and with confidence. Come see how we help the world’s best data migration and implementation teams migrate customer data seamlessly.

Average Rating: 4.6/5.0

Total Reviews: 31

How Do G2 Users Rate Flatfile?

  • Quality of Support: 9.4/10 (Category avg: 8.9/10)
  • Automation: 9.4/10 (Category avg: 8.8/10)
  • Identification: 9.2/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 8.8/10 (Category avg: 8.5/10)

Who Is the Company Behind Flatfile?

  • Seller: Flatfile
  • Year Founded: 2018
  • HQ Location: Denver, Colorado
  • LinkedIn® Page: www.linkedin.com
    23 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 90% Small, 6% Medium

What Do G2 Reviewers Say About Flatfile?

AI-generated summary from verified user reviews

Pros
  • Users value the time efficiency of Flatfile, appreciating the saved effort in writing complex functionality.
  • Users value the time-saving aspect of Flatfile, eliminating the need to build functionalities from scratch.
Cons
  • Users report unreliable error handling in Flatfile, leading to confusion and poor reflections on their own products.
  • Users report frequent error notifications that disrupt workflows and negatively impact the user experience with Flatfile.
  • Users find limited customization in Flatfile, which restricts their ability to tailor the product to their needs.
  • Users find limited features in Flatfile, particularly noting issues with stability and customization options.
  • Users find Flatfile's limited functionality frustrating, with issues like UI breaks and unreliable server responses complicating usage.

What Are Recent G2 Reviews of Flatfile?

What Are G2 Users Discussing About Flatfile?

Acceldata

Acceldata is the Data and AI platform for Autonomous Enterprise. Large enterprises need uniform data access, compute capabilities and governance to run analytics and deploy agents across their hybrid infrastructure. But most enterprise data platforms were built on the assumption that data would eventually centralize into a single warehouse or lakehouse. In practice, large enterprises operate four or more data platforms simultaneously, with data distributed across cloud providers, on-premises systems, and regulated environments that cannot move data across borders. Acceldata addresses this by bringing compute to wherever data already resides, rather than forcing data to move to the compute engine. Acceldata supports every stage of the data lifecycle, on any platform, bringing compute to where the data lives and ensuring data trust by unifying data quality, governance and observability into an intelligent, AI-driven fabric. Trusted by Fortune 500 companies worldwide, Acceldata empowers businesses to unlock the full potential of their data in the AI era. Key capabilities include: 1. Data and AI Observability: End-to-end monitoring of data pipelines, data quality, AI agent behavior, and LLM outputs. Includes anomaly detection, data lineage, reconciliation, and alert management across environments. 2. Agentic Data Management (ADM): Deploys autonomous agents to automate data quality monitoring, pipeline operations, catalog management, and incident response across distributed data estates. 3. Agentic Data Engineering (ADE): Builds, orchestrates, and runs data pipelines using intelligent agents that automate pipeline creation, federated querying, and job management. 4. Data Warehousing: Executes queries in-place across lakehouses and warehouses using a Velox-accelerated engine, supporting open formats including Apache Iceberg, Delta Lake, Hudi, and Parquet with no vendor lock-in. 5. Data Platform Modernization: Provides phased migration paths for enterprises running Hadoop or Cloudera infrastructure, with in-place, sidecar, and forklift migration options built on an open-source foundation. Acceldata is designed for large enterprises in financial services, life sciences, telecommunications, manufacturing, retail, and insurance, particularly organizations operating regulated data environments where governance and data residency requirements prevent full cloud migration. The platform integrates with Snowflake, Databricks, AWS, Azure, GCP, and major open-source data frameworks.

Average Rating: 4.4/5.0

Total Reviews: 54

How Do G2 Users Rate Acceldata?

  • Quality of Support: 8.9/10 (Category avg: 8.9/10)
  • Automation: 8.8/10 (Category avg: 8.8/10)
  • Identification: 9.0/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 7.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Acceldata?

  • Seller: Acceldata
  • Company Website:
  • Year Founded: 2018
  • HQ Location: Campbell, CA
  • LinkedIn® Page: www.linkedin.com
    330 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 62% Large, 22% Medium

What Do G2 Reviewers Say About Acceldata?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Acceldata, enabling efficient onboarding and seamless data management without complexity.
  • Users value the round-the-clock customer support from Acceldata, ensuring timely resolutions and continuous assistance.
  • Users value the efficiency improvement with Acceldata, enjoying seamless operations and effective real-time monitoring tools.
  • Users appreciate the unified platform for data reliability, enhancing operational efficiency and data health management at scale.
  • Users value the real-time monitoring capabilities of Acceldata, which enhance data observability and operational efficiency.
Cons
  • Users find the steep learning curve challenging for non-technical stakeholders, although UI improvements are on the way.
  • Users find the complex setup challenging, with difficult documentation and confusing data visualizations during initial use.
  • Users find the difficult setup of Acceldata challenging, especially when creating a system from scratch.
  • Users find a steep learning curve with Acceldata, particularly for non-technical stakeholders navigating its extensive features.
  • Users find a steep learning curve for Acceldata due to its extensive features, impacting usability for non-technical users.

What Are Recent G2 Reviews of Acceldata?

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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: 83

How Do G2 Users Rate Introhive?

  • Quality of Support: 9.1/10 (Category avg: 8.9/10)
  • Automation: 8.6/10 (Category avg: 8.8/10)
  • Identification: 8.2/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 8.4/10 (Category avg: 8.5/10)

Who Is the Company Behind Introhive?

Who Uses This Product?

  • Top Industries: Legal Services, Accounting
  • Company Size: 51% Medium, 35% Large

What Do G2 Reviewers Say About Introhive?

AI-generated summary from verified user reviews

Pros
  • Users commend the responsive and knowledgeable customer support of Introhive, enhancing overall user experience and productivity.
  • Users appreciate the robust analytics capabilities of Introhive, enabling insightful understanding of client sentiment and collaboration.
  • Users find Introhive to be an easy-to-use solution, effectively enhancing their firm's partner engagement and contact management.
  • Users value the easy integrations of Introhive, enhancing workflow efficiency and boosting overall productivity.
  • Users value the efficiency of Introhive, leading to improved productivity and streamlined workflows within their teams.
Cons
  • Users initially find the confusing interface of Introhive challenging, but it becomes easier once mastered.
  • Users find the difficult learning curve of Introhive challenging initially, but it becomes easier once mastered.
  • Users find Introhive to be very expensive, which affects their overall satisfaction and value for money.
  • Users find the initial learning curve challenging, but the system becomes intuitive once mastered.

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: 8.8/10)
  • Identification: 10.0/10 (Category avg: 9.0/10)
  • 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
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP
  • Phone: +1 (800) 872-1727

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?

Avo

We help customers plan, implement, and govern their event-driven infrastructure.

Average Rating: 4.6/5.0

Total Reviews: 23

How Do G2 Users Rate Avo?

  • Quality of Support: 9.6/10 (Category avg: 8.9/10)
  • Automation: 6.7/10 (Category avg: 8.8/10)
  • Identification: 8.8/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 7.9/10 (Category avg: 8.5/10)

Who Is the Company Behind Avo?

  • Seller: Avo
  • Year Founded: 2018
  • HQ Location: Walnut, US
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services
  • Company Size: 57% Medium, 30% Small

What Do G2 Reviewers Say About Avo?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the data lineage tracking in Avo, enhancing their analytics governance and simplifying the data lifecycle.
  • Users find Avo's platform incredibly easy to use, streamlining analytics governance effortlessly with intuitive features and documentation.
  • Users value the user-friendly approach of Avo, effectively managing their analytics with ease and support.
  • Users praise Avo's responsive customer support that effectively clarifies understanding and resolves inquiries about the platform.
  • Users value the unified source of truth Avo offers, simplifying data tracking and enhancing analytics governance.
Cons
  • Users find the complex setup of Avo requires considerable time and a steep learning curve, especially for non-technical members.
  • Users face a difficult setup for Avo, requiring substantial time and effort to get started effectively.
  • Users find Avo has a steep learning curve that makes initial setup challenging for non-technical team members.
  • Users face a steep learning curve with Avo, making initial setup challenging for non-technical team members.

What Are Recent G2 Reviews of Avo?

What Are G2 Users Discussing About Avo?

Plauti

For Salesforce and Dynamics 365 CE teams who want to run reports, automation, and AI on clean, current data, Plauti is a data quality platform that monitors, cleans, and prevents bad data, and makes the result actionable, without the data ever leaving the CRM. Every report, routing rule, campaign, and AI action runs on your CRM data, and that data decays every day. Duplicates and other bad data come in through forms, imports, integrations, and now AI itself. AI raises the stakes: agents act on the first duplicate they find and write more bad data back into your CRM at machine speed. Plauti covers the data quality lifecycle inside your CRM. Monitor shows the health of your data across every object and field, so everyone works from the same picture and can see where bad data comes from. Clean merges duplicates and clears legacy backlog at scale. Prevent blocks bad data at entry points such as manual entry, imports, and the API. Act puts clean data to work for the teams, systems, and AI that depend on it. Unlike bolt-on tools that export your data, or native features that stop at detection, Plauti runs entirely inside your CRM and gives you configurable, governed control across Salesforce and Dynamics 365 CE. It follows your rules and your logic, so the analytics, automation, and AI on top of it work from data that is ready for them. That is what makes CRM data AI-ready and business-ready.

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: 8.8/10)
  • Identification: 8.7/10 (Category avg: 9.0/10)
  • 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
    57 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Non-Profit Organization Management, Computer Software
  • Company Size: 57% Medium, 35% Small

What Do G2 Reviewers Say About Plauti?

AI-generated summary from verified user reviews

Pros
  • Users find Plauti's platform to be easy to use, streamlining lead assignment and automation effectively.
  • Users value the straightforward duplication management of Plauti, appreciating its affordability and effective automation.
  • Users commend the quick and helpful customer support provided by Duplicate Check, enhancing their overall experience.
  • Users commend the quick and easy merging capabilities of Plauti, enhancing their efficiency in managing duplicates.
  • Users value the flexibility and customization of Plauti, enhancing duplicate management tailored to their specific needs.
Cons
  • Users find the learning curve steep for new admins due to Plauti's complexity and abundance of options.
  • Users find the complexity of options overwhelming, making the initial setup and understanding challenging.
  • Users struggle with data management issues, including challenges in setting validation rules and merging records effectively.
  • Users find too many options confusing, making it difficult to establish effective data validation and gauge record limits.
  • Users find the limited functionality of Plauti restrictive, especially regarding multi-row drag-and-drop and duplicate checks.

What Are Recent G2 Reviews of Plauti?

What Are G2 Users Discussing About Plauti?

Informatica Data Quality & Observability

Informatica Data Quality is a comprehensive solution designed to help organizations ensure their data is accurate, complete, and reliable. By automating critical data quality tasks, it enables businesses to trust their data for analytics, decision-making, and customer engagement. This tool supports data cleansing, standardization, validation, and enrichment across various data sources and platforms, ensuring consistency and reliability throughout the data lifecycle. Key Features and Functionality: - Data Discovery and Profiling: Allows users to profile data and perform iterative analysis to identify relationships and detect quality issues. - Rich Set of Transformations: Offers capabilities such as standardization, validation, enrichment, and de-duplication to transform data effectively. - Reusable Rules and Accelerators: Provides prebuilt business rules and accelerators that can be reused to maintain consistent data quality standards. - Integrated Data Governance: Ensures data quality is applied automatically with integrated data governance and cataloging. - AI-Powered Automation: Utilizes AI to streamline data quality processes, enhancing productivity and efficiency. Primary Value and Solutions Provided: Informatica Data Quality addresses the challenge of maintaining high-quality data across an organization. By automating data quality tasks, it reduces manual effort and minimizes errors, leading to more accurate analytics and informed decision-making. The solution ensures that data is clean, complete, and free of duplicates, which is essential for reliable business insights. Additionally, by standardizing and validating data, organizations can deliver more relevant and personalized customer experiences, thereby enhancing customer engagement and satisfaction.

Average Rating: 4.3/5.0

Total Reviews: 62

How Do G2 Users Rate Informatica Data Quality & Observability?

  • Quality of Support: 8.2/10 (Category avg: 8.9/10)
  • Automation: 8.1/10 (Category avg: 8.8/10)
  • Identification: 8.6/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 8.8/10 (Category avg: 8.5/10)

Who Is the Company Behind Informatica Data Quality & Observability?

  • Seller: Informatica
  • Year Founded: 1993
  • HQ Location: Redwood City, CA
  • LinkedIn® Page: www.linkedin.com
    2,473 employees on LinkedIn®
  • Ownership: NYSE: INFA
  • Phone: 650-385-5000

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 75% Large, 50% Medium

What Do G2 Reviewers Say About Informatica Data Quality & Observability?

AI-generated summary from verified user reviews

Pros
  • Users value the customization options of Informatica Data Quality & Observability, tailoring rules to meet specific needs.
Cons
  • Users face a difficult learning curve with Informatica Data Quality & Observability, requiring significant time to grasp functionalities.
  • Users find a learning difficulty due to the considerable time needed to understand functionalities and features of Informatica Data Quality & Observability.
  • Users face significant training requirements to fully grasp the functionalities and features of Informatica Data Quality & Observability.

What Are Recent G2 Reviews of Informatica Data Quality & Observability?

What Are G2 Users Discussing About Informatica Data Quality & Observability?

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. Also available for IBM System z.

Average Rating: 4.1/5.0

Total Reviews: 11

How Do G2 Users Rate IBM InfoSphere QualityStage?

  • Quality of Support: 8.6/10 (Category avg: 8.9/10)
  • Automation: 8.3/10 (Category avg: 8.8/10)
  • Identification: 10.0/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 9.2/10 (Category avg: 8.5/10)

Who Is the Company Behind IBM InfoSphere QualityStage?

  • Seller: IBM
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®
  • Ownership: SWX:IBM
  • Phone: 1-866-277-7488

Who Uses This Product?

  • Company Size: 58% Large, 33% Medium

What Do G2 Reviewers Say About IBM InfoSphere QualityStage?

AI-generated summary from verified user reviews

Pros
  • Users value the highly accurate data quality capabilities of IBM InfoSphere QualityStage for complex data environments.
  • Users value the robust data quality capabilities of IBM InfoSphere QualityStage for managing enterprise-scale data effectively.
  • Users value the robust duplicate management features of IBM InfoSphere QualityStage for effective data cleansing and entity resolution.
Cons
  • Users face a difficult setup with IBM InfoSphere QualityStage, requiring skilled resources and a steep learning curve.
  • Users find the high costs of IBM InfoSphere QualityStage a barrier, particularly for smaller teams and projects.
  • Users find IBM InfoSphere QualityStage to have a steep learning curve and dated UI, making it less user-friendly.
  • Users face a steep learning curve with IBM InfoSphere QualityStage, requiring skilled resources for effective setup and maintenance.
  • Users face a steep learning curve with IBM InfoSphere QualityStage, making adoption challenging for new teams.

What Are Recent G2 Reviews of IBM InfoSphere QualityStage?

What Are G2 Users Discussing About IBM InfoSphere QualityStage?

Azure Event Grid

Azure Event Grid is a routing service that works with Azure Logic Apps and Azure Functions. It's one more solution that enables developers to focus on business value, not on infrastructure.

Average Rating: 3.5/5.0

Total Reviews: 12

How Do G2 Users Rate Azure Event Grid?

  • Quality of Support: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind Azure Event Grid?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT
  • Phone: +1 (877) 276-2464

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 33% Large, 33% Medium

What Are Recent G2 Reviews of Azure Event Grid?

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: 8.8/10)
  • Identification: 8.8/10 (Category avg: 9.0/10)
  • 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
  • LinkedIn® Page: www.linkedin.com
    2,312 employees on LinkedIn®
  • Ownership: Private
  • Phone: 714-516-2400

Who Uses This Product?

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

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: 8.8/10)
  • Identification: 8.3/10 (Category avg: 9.0/10)
  • 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
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®
  • Ownership: SWX:IBM
  • Phone: 1-866-277-7488

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?

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: 8.8/10)
  • Identification: 9.1/10 (Category avg: 9.0/10)
  • 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
  • LinkedIn® Page: www.linkedin.com
    16 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, enabling quick data quality tracking without complex setups.
  • Users value the automation of data quality checks in Telmai, enabling proactive issue resolution and minimizing manual work.
  • Users praise the ML-driven anomaly detection in Telmai for proactively maintaining data reliability and preventing issues.
  • Users value Telmai for its proactive data quality assurance, enabling efficient monitoring and issue resolution.
  • Users value the easy integrations of Telmai, enabling seamless connection with existing cloud data environments and tools.
Cons
  • Users note that while error handling is basic, advanced error handling support is missing, requiring additional setup for alerts.
  • Users note a significant learning difficulty with Telmai, requiring time and training to harness its full potential.
  • Users find the limited functionality of Telmai restricts deeper insights and complicates the management of data.
  • Users note a steep learning curve with Telmai, hindering efficient training and configuration for optimal usage.
  • Users found the initial alert management setup cumbersome, requiring external workflows for effective operational efficiency.

What Are Recent G2 Reviews of Telmai?

Popdock

Popdock by eOne Solutions gives your people and your AI secure, real-time access to business data from every system you run, without writing code. Popdock is built on a single data layer with 100+ pre-built connectors, including Dynamics GP, Business Central, Dynamics 365, NetSuite, Sage Intacct, Salesforce, Zendesk, Shopify, SQL, data lakes, and REST APIs. On that foundation are two products that share the same connectors, security model, and live-query engine: - Popdock gives business users no-code reporting, virtual integration, and historical data access across systems. - PopdockAI is managed MCP server infrastructure that gives AI agents governed access to the same systems, with authentication, permissions, and an audit trail on every tool call. POPDOCK: REAL-TIME DATA FOR YOUR TEAM - Virtually Integrate: Display live data from one system inside another, such as Business Central, Dynamics 365, or your CRM, with no complex mapping or duplicate cloud storage. - Self-Service Reporting: Filter, search, group, calculate, export, and schedule reports without waiting on IT, with security controls that decide who can see and do what. - Combine Data Across Sources: Join, merge, and compare data across systems and companies in a single list. - Archive and Access Historical Data: Move legacy data, such as Dynamics GP history, to an Azure or AWS data lake and keep it reportable. Retire old servers, not your history. - Embed Anywhere: Publish lists as widgets inside your ERP, CRM, portals, and customer-facing apps. - Excel and BI Ready: Feed pre-filtered, joined data to Excel and Power BI with faster refresh times. POPDOCKAI: BUSINESS CONTEXT FOR YOUR AI - One MCP Server for Your Whole Stack: Compose a single MCP server from your Popdock connectors and plug it into Claude, ChatGPT, Microsoft Copilot, Gemini, and any MCP-compatible client or agent. There's no vendor lock-in. - No-Code MCP Tools: Build tools to Get Data, Run Actions, Get Files, and run Calculate Scripts. Each tool exposes exactly the fields, filters, and parameters your AI needs, and nothing more. - Enterprise Security: Identity, role, row, field, parameter, audit, and client-level controls mean your AI can't see anything the user couldn't see. - Token-Efficient, Cross-System Queries: Popdock pre-filters and joins data across systems before it reaches the model, so answers are faster, more accurate, and cheaper to produce. - Govern Third-Party MCPs: Wrap external MCP servers with Popdock's logging, permissions, and audit trail. - Test, Monitor, and Manage: Dry-run tools in a sandbox, track AI usage and queries, version prompts centrally, and get AI answers with citations back to the source data. WHY POPDOCK eOne Solutions has more than 20 years of integration experience and has served 20,000+ businesses. Whether you're giving a controller a live ERP history report inside Business Central or giving an AI agent governed access to NetSuite, Salesforce, and Zendesk, it runs on one secure, no-code platform. Learn more at www.eonesolutions.com/app/popdock/ and www.popdock.ai.

Average Rating: 4.6/5.0

Total Reviews: 44

How Do G2 Users Rate Popdock?

  • Quality of Support: 9.6/10 (Category avg: 8.9/10)
  • Automation: 9.0/10 (Category avg: 8.8/10)
  • Identification: 8.8/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 8.8/10 (Category avg: 8.5/10)

Who Is the Company Behind Popdock?

  • Seller: eOne Solutions
  • Company Website:
  • Year Founded: 2001
  • HQ Location: Fargo, ND
  • LinkedIn® Page: www.linkedin.com
    70 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Consumer Services, Manufacturing
  • Company Size: 61% Medium, 32% Small

What Do G2 Reviewers Say About Popdock?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use in Popdock, enjoying seamless problem resolution and intuitive data management.
  • Users praise Popdock for its easy integrations, enabling quick problem resolution and seamless data reporting without technical expertise.
  • Users value the easy integrations of Popdock, facilitating efficient data management and reporting without involving developers.
  • Users value Popdock for its efficient reporting capabilities, enabling quick, flexible, and user-friendly solutions for data management.
  • Users appreciate the data accessibility of Popdock, enabling easy integration and reporting from multiple sources effortlessly.
Cons
  • Users experience connectivity issues with Popdock, particularly when accessing on-prem data and new environments.
  • Users report facing bugs and connectivity issues that may require workarounds but do not overshadow the product's strengths.
  • Users experience complex setup processes in Popdock, leading to confusion and prolonged installation times.
  • Users experience connection issues with on-prem data, leading to intermittent connectivity that can affect usability.
  • Users find the difficult setup of Popdock frustrating and time-consuming, impacting their overall experience and performance.

What Are Recent G2 Reviews of Popdock?

snapAddy

snapAddy is a leading provider of B2B SaaS solutions that automate contact data processes across the entire sales cycle – from lead capture and research to CRM data quality. Founded in 2015 and trusted by thousands of companies including large multinational enterprises, snapAddy combines AI-powered automation with seamless CRM integration to eliminate manual work in marketing and sales. Our product portfolio covers four core use cases: snapAddy VisitReport snapAddy VisitReport is a smart app for the digital capture of trade show leads and field sales reports. With automated scanning of business cards, QR codes and badges, configurable questionnaires and an integrated AI voice assistant for report documentation, it eliminates manual follow-up work – mobile, scalable and efficient. snapAddy BusinessCards snapAddy BusinessCards is the fastest solution for digitizing and managing business cards. With a recognition rate of over 99% in 40 languages, direct CRM export and the creation of digital business cards in your corporate design, it turns every contact into actionable data – in seconds and with precision. snapAddy DataAgents snapAddy DataAgents is an intelligent system for automating your CRM and lead processes. With AI-powered duplicate detection, proprietary data sources and direct expert support from snapAddy, it optimizes your B2B sales workflows – workflow-based and scalable. snapAddy LeadResearch snapAddy LeadResearch is an intelligent tool for automated B2B lead research and direct CRM transfer. With AI-powered data enrichment, reliable data sources and seamless CRM integration, it shortens the path from first contact to a qualified record – fast and accurate.

Average Rating: 4.4/5.0

Total Reviews: 22

How Do G2 Users Rate snapAddy?

  • Quality of Support: 8.9/10 (Category avg: 8.9/10)
  • Automation: 7.2/10 (Category avg: 8.8/10)
  • Identification: 7.0/10 (Category avg: 9.0/10)
  • Preventative Cleaning: 7.1/10 (Category avg: 8.5/10)

Who Is the Company Behind snapAddy?

  • Seller: snapAddy
  • Company Website:
  • Year Founded: 2015
  • HQ Location: Würzburg, Bayern
  • LinkedIn® Page: www.linkedin.com
    101 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Small, 41% Medium

What Do G2 Reviewers Say About snapAddy?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of SnapAddy, enjoying intuitive integration and offline functionality for better data management.
  • Users value the easy and fast CRM integration of SnapAddy, enhancing data quality and reducing manual entry significantly.
  • Users praise the fast and effective customer support of SnapADDY, enhancing their overall experience and satisfaction.
  • Users appreciate the accurate data quality of snapAddy, streamlining data updates and enhancing CRM efficiency.
  • Users value the customization options in snapAddy, enabling tailored data fields for their specific CRM needs.
Cons
  • Users find the lack of control over mandatory field settings frustrating, relying on support for management adjustments.
  • Users experience occasional Azure AD authentication issues with snapAddy, requiring extra steps but not hindering overall efficiency.
  • Users find the difficult setup frustrating due to lack of control over mandatory field settings.
  • Users face occasional email integration issues with Azure AD authentication, requiring extra steps that disrupt workflow slightly.
  • Users face challenges with inaccurate data from the email address calculator, impacting reliability in contact management.

What Are Recent G2 Reviews of snapAddy?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated March 10, 2026