| DataOps DataFlowDatagaps | ||||||
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| About
            A holistic component-based platform for automating Data Reconciliation tests in modern Data Lake and Cloud Data Migration projects using Apache Spark.
DataOps DataFlow is a modern, web browser-based solution for automating the testing of ETL, Data Warehouse, and Data Migration projects. Use Dataflow to inject data from any of the varied data sources, compare data, and load differences to S3 or a database. With fast and easy to set up, create and run dataflow in minutes. A best in the class testing tool for Big Data Testing
DataOps DataFlow can integrate with all modern and advanced data sources including RDBMS, NoSQL, Cloud, and File-Based.
             | 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.
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| Platforms Supported
            
                Windows
            
            
         
            
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                iPad
            
            
         
            
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                Chromebook
            
            
         | Platforms Supported
            
                Windows
            
            
         
            
                Mac
            
            
         
            
                Linux
            
            
         
            
                Cloud
            
            
         
            
                On-Premises
            
            
         
            
                iPhone
            
            
         
            
                iPad
            
            
         
            
                Android
            
            
         
            
                Chromebook
            
            
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| Audience
        Organizations searching for a Data Management solution
         | Audience
        Companies that need a powerful DataOps platform for testing and monitoring
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| Support
            
                Phone Support
            
            
         
            
                24/7 Live Support
            
            
         
            
                Online
            
            
         | Support
            
                Phone Support
            
            
         
            
                24/7 Live Support
            
            
         
            
                Online
            
            
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| API
            
                Offers API
            
            
         | API
            
                Offers API
            
            
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| Pricing
        Contact us
        
     
            
                Free Version
            
            
         
            
                Free Trial
            
            
         | Pricing
        $1000
        
     
            
                Free Version
            
            
         
            
                Free Trial
            
            
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| Training
            
                Documentation
            
            
         
            
                Webinars
            
            
         
            
                Live Online
            
            
         
            
                In Person
            
            
         | Training
            
                Documentation
            
            
         
            
                Webinars
            
            
         
            
                Live Online
            
            
         
            
                In Person
            
            
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| Company InformationDatagaps Founded: 2010 United States www.datagaps.com/dataops-dataflow/ | Company InformationiceDQ Founded: 2005 United States icedq.com | |||||
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| Categories | Categories | |||||
| Data Management Features
            
                Customer Data
            
            
         
            
                Data Analysis
            
            
         
            
                Data Capture
            
            
         
            
                Data Integration
            
            
         
            
                Data Migration
            
            
         
            
                Data Quality Control
            
            
         
            
                Data Security
            
            
         
            
                Information Governance
            
            
         
            
                Master Data Management
            
            
         
            
                Match & Merge
            
            
         | Automated Testing Features
            
                Hierarchical View
            
            
         
            
                Move & Copy
            
            
         
            
                Parameterized Testing
            
            
         
            
                Requirements-Based Testing
            
            
         
            
                Security Testing
            
            
         
            
                Supports  Parallel Execution
            
            
         
            
                Test Script Reviews
            
            
         
            
                Unicode Compliance
            
            
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| Integrations
            
                
    Amazon Redshift
            
            
         
            
                
    Azure Synapse Analytics
            
            
         
            
                
    Cloudera
            
            
         
            
                
    Datagaps DataOps Suite
            
            
         
            
                
    Jenkins
            
            
         
            
                
    Microsoft Power BI
            
            
         
            
                
    Snowflake
            
            
         
            
                
    Tableau
            
            
         | Integrations
            
                
    Amazon Redshift
            
            
         
            
                
    Azure Synapse Analytics
            
            
         
            
                
    Cloudera
            
            
         
            
                
    Datagaps DataOps Suite
            
            
         
            
                
    Jenkins
            
            
         
            
                
    Microsoft Power BI
            
            
         
            
                
    Snowflake
            
            
         
            
                
    Tableau
            
            
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