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About

We are a leader in Data Quality & ML Model for enterprises adopting a multi-cloud, ML and modern data management ecosystem. Algorithms to track Data Anomalies in Azure, GCP & AWS databases. Measure and monitor data issues from all your cloud database management tools and data silos, using a single, centralized tool. Quality is in the eye of the beholder. Data issues have different implications depending on where you sit in the enterprise. Qualdo is a pioneer in organizing all data quality management issues through the lens of multiple enterprise stakeholders, presenting a unified view in a consumable format. Deploy powerful auto-resolution algorithms to track and isolate critical data issues. Take advantage of robust reports and alerts to manage your enterprise regulatory compliance.

About

iceDQ is the #1 data reliability platform offering powerful, unified capabilities for Data Testing, Data Monitoring, and Data Observability. Designed for modern data environments, iceDQ automates complex data pipelines and data migration testing to ensure accuracy, integrity, and trust in your data systems. Its AI-based observability engine continuously monitors data in real-time, quickly detecting anomalies and minimizing business risks. With robust cross-platform connectivity, iceDQ supports seamless data validation, data profiling, and data reconciliation across diverse sources — including databases, files, data lakes, SaaS applications, and cloud environments. Whether you're migrating data, ensuring ETL/ELT process quality, or monitoring live data streams, iceDQ helps enterprises deliver high-quality, reliable data at scale. From financial services to healthcare and beyond, organizations rely on iceDQ to make confident, data-driven decisions backed by trusted data pipelines.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Supported
Mac Not Supported
Linux Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

ML developers and enterprise organizations

Audience

Companies that need a powerful DataOps platform for testing and monitoring

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Supported
Online Supported

API

Offers API Not Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

$1000
Free Version Not Supported
Free Trial Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Pros & Cons from Real Users

Pros

  • Automates and streamlines ETL validation, reducing manual effort. Enables fast creation and deployment of reusable monitoring rules. Supports validation across multiple databases and file formats. Centralized repository improves governance and maintainability. User-friendly interface accessible to both technical and business users. Flexible scripting engine allows custom, business-specific rule creation. Seamless integration with existing data infrastructure minimizes disruption. Responsive and knowledgeable support team ensures smooth operations.

Cons

  • Occasional technical glitches in the interface. Slight learning curve for new users. Advanced features may need initial setup guidance.

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Supported

Company Information

Qualdo
United States
www.qualdo.ai/

Company Information

iceDQ
Founded: 2005
United States
icedq.com

Alternatives

Alternatives

DataBuck

DataBuck

FirstEigen

Categories

Data Observability Supported
Data Quality Supported
Machine Learning Supported

Categories

Automated Testing Supported
Big Data Supported
Data Migration Supported
Data Quality Supported
Data Validation Supported
Data Warehouse Supported
DataOps Supported
ETL Supported

Automated Testing Features

Hierarchical View Not Supported
Move & Copy Supported
Parameterized Testing Supported
Requirements-Based Testing Supported
Security Testing Not Supported
Supports Parallel Execution Supported
Test Script Reviews Not Supported
Unicode Compliance Not Supported

Integrations

Amazon Web Services (AWS) Supported
Cloudera Not Supported
Google Cloud Platform Supported
Jenkins Not Supported
Microsoft Azure Supported

Integrations

Amazon Web Services (AWS) Not Supported
Cloudera Supported
Google Cloud Platform Not Supported
Jenkins Supported
Microsoft Azure Not Supported
Claim Qualdo and update features and information
Claim Qualdo and update features and information
Claim iceDQ and update features and information
Claim iceDQ and update features and information