About
            Aqua Data Studio is a multiple-platform, integrated development environment (IDE) for data. It provides benefits to a variety of data-centric roles, allowing them to manage a wide range of data sources.
Aqua Data Studio provides scalable, cross-platform data management, supporting IT and data-centric specialists, including developers, database administrators, as well as data analysts, data modelers, and data architects.
Simplifies tedious tasks involving SQL queries, data, result sets, schema, data models, files, instances, servers, as well as automation.
Aqua Data Studio can be installed on the three popular operating systems: Microsoft Windows, Apple macOS, and Linux.
The graphical user interface can display the nine of the most widely spoken languages: English, Spanish, French, German, Korean, Portuguese, Japanese, and Chinese.
Aqua Data Studio supports over 40 of the most popular data source platforms, including relational, NoSQL, as well as managed cloud data source
             
            
        
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            About
            SQL is a domain-specific programming language used for accessing, managing, and manipulating relational databases and relational database management systems.
             
            
        
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            About
            dbt helps data teams transform raw data into trusted, analysis-ready datasets faster. With dbt, data analysts and data engineers can collaborate on version-controlled SQL models, enforce testing and documentation standards, lean on detailed metadata to troubleshoot and optimize pipelines, and deploy transformations reliably at scale. Built on modern software engineering best practices, dbt brings transparency and governance to every step of the data transformation workflow.
Thousands of companies, from startups to Fortune 500 enterprises, rely on dbt to improve data quality and trust as well as drive efficiencies and reduce costs as they deliver AI-ready data across their organization. Whether you’re scaling data operations or just getting started, dbt empowers your team to move from raw data to actionable analytics with confidence.
             
            
        
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        Platforms Supported
            
                Windows
            
            
         
        
    
        
        
            
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        Platforms Supported
            
                Windows
            
            
         
        
    
        
        
            
                Mac
            
            
         
        
    
        
        
            
                Linux
            
            
         
        
    
        
        
            
                Cloud
            
            
         
        
    
        
        
            
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                iPad
            
            
         
        
    
        
        
            
                Android
            
            
         
        
    
        
        
            
                Chromebook
            
            
         
        
    
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        Platforms Supported
            
                Windows
            
            
         
        
    
        
        
            
                Mac
            
            
         
        
    
        
        
            
                Linux
            
            
         
        
    
        
        
            
                Cloud
            
            
         
        
    
        
        
            
                On-Premises
            
            
         
        
    
        
        
            
                iPhone
            
            
         
        
    
        
        
            
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        Audience
        database developers, database administrators, data scientists, data modelers, DevOps
         
        
    
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        Audience
        Developers and database admins
         
        
    
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        Audience
         SQL users looking for a ETL solution to engineer data transformations
         
        
    
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        Support
            
                Phone Support
            
            
         
        
    
        
        
            
                24/7 Live Support
            
            
         
        
    
        
        
            
                Online
            
            
         
        
    
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        Support
            
                Phone Support
            
            
         
        
    
        
        
            
                24/7 Live Support
            
            
         
        
    
        
        
            
                Online
            
            
         
        
    
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        Support
            
                Phone Support
            
            
         
        
    
        
        
            
                24/7 Live Support
            
            
         
        
    
        
        
            
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        API
            
                Offers API
            
            
         
        
    
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        API
            
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        Pricing
        $499 per user per year
        
     
    
    
        
        
            
                Free Version
            
            
         
        
    
        
        
            
                Free Trial
            
            
         
        
    
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        Pricing
        Free
        
     
    
    
        
        
            
                Free Version
            
            
         
        
    
        
        
            
                Free Trial
            
            
         
        
    
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        Pricing
        $100 per user/ month
        
     
    
    
        
        
            
                Free Version
            
            
         
        
    
        
        
            
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        Training
            
                Documentation
            
            
         
        
    
        
        
            
                Webinars
            
            
         
        
    
        
        
            
                Live Online
            
            
         
        
    
        
        
            
                In Person
            
            
         
        
    
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        Training
            
                Documentation
            
            
         
        
    
        
        
            
                Webinars
            
            
         
        
    
        
        
            
                Live Online
            
            
         
        
    
        
        
            
                In Person
            
            
         
        
    
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        Training
            
                Documentation
            
            
         
        
    
        
        
            
                Webinars
            
            
         
        
    
        
        
            
                Live Online
            
            
         
        
    
        
        
            
                In Person
            
            
         
        
    
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        Company InformationAquaFold, an Idera, Inc. company 
    
    Founded: 2001 
    
    United States 
    www.aquafold.com/aquadatastudio 
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        Company InformationSQL 
    
    Founded: 1974 
    
    
    sourceforge.net/software/product/SQL/ 
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        Company Informationdbt Labs 
    
    Founded: 2016 
    
    United States 
    www.getdbt.com 
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        Categoriesdbt powers the transformation layer of modern data pipelines. Once data has been ingested into a warehouse or lakehouse, dbt enables teams to clean, model, and document it so it’s ready for analytics and AI. With dbt, teams can: - Transform raw data at scale with SQL and Jinja. - Orchestrate pipelines with built-in dependency management and scheduling. - Ensure trust with automated testing and continuous integration. - Visualize lineage across models and columns for faster impact analysis. By embedding software engineering practices into pipeline development, dbt helps data teams build reliable, production-grade pipelines to accelerate time to insight, and deliver AI-ready data. dbt brings rigor and scalability to data preparation by enabling teams to clean, transform, and structure raw data directly in the warehouse. Instead of siloed spreadsheets or manual workflows, dbt uses SQL and software engineering best practices to make data preparation reliable, repeatable, and collaborative. With dbt, teams can: - Clean and standardize data with reusable, version-controlled models. - Apply business logic consistently across all datasets. - Validate outputs through automated tests before data is exposed to analysts. - Document and share context so every prepared dataset comes with lineage and definitions. By treating data preparation as code, dbt ensures that prepared datasets aren’t just quick fixes — they’re trusted, governed, and production-ready assets that scale with the business. dbt modernizes the “T” in ETL: Transformation. Instead of relying on legacy pipelines or black-box transformations, dbt empowers data teams to build, test, and document transformations directly inside the data warehouse or lakehouse. With dbt, teams can: - Transform raw data into analytics-ready models using SQL and Jinja. - Ensure reliability with built-in testing, version control, and CI/CD. - Standardize workflows across teams with reusable models and shared documentation. - Leverage modern platforms like Snowflake, Databricks, BigQuery, and Redshift for scalable transformation. By focusing on the transformation layer, dbt helps organizations shorten pipeline development cycles, reduce data debt, and deliver trusted insights faster — complementing ingestion and loading tools in a modern ELT stack.  | 
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                Data Analysis Features
            
                Data Discovery
            
            
         
        
    
        
        
            
                Data Visualization
            
            
         
        
    
        
        
            
                High Volume Processing
            
            
         
        
    
        
        
            
                Predictive Analytics
            
            
         
        
    
        
        
            
                Regression Analysis
            
            
         
        
    
        
        
            
                Sentiment Analysis
            
            
         
        
    
        
        
            
                Statistical Modeling
            
            
         
        
    
        
        
            
                Text Analytics
            
            
         
        
    
                    Data Visualization Features
            
                Analytics
            
            
         
        
    
        
        
            
                Content Management
            
            
         
        
    
        
        
            
                Dashboard Creation
            
            
         
        
    
        
        
            
                Filtered Views
            
            
         
        
    
        
        
            
                OLAP
            
            
         
        
    
        
        
            
                Relational Display
            
            
         
        
    
        
        
            
                Simulation Models
            
            
         
        
    
        
        
            
                Visual Discovery
            
            
         
        
    
                    Database Features
            
                Backup and Recovery
            
            
         
        
    
        
        
            
                Creation / Development
            
            
         
        
    
        
        
            
                Data Migration
            
            
         
        
    
        
        
            
                Data Replication
            
            
         
        
    
        
        
            
                Data Search
            
            
         
        
    
        
        
            
                Data Security
            
            
         
        
    
        
        
            
                Database Conversion
            
            
         
        
    
        
        
            
                Mobile Access
            
            
         
        
    
        
        
            
                Monitoring
            
            
         
        
    
        
        
            
                NOSQL
            
            
         
        
    
        
        
            
                Performance Analysis
            
            
         
        
    
        
        
            
                Queries
            
            
         
        
    
        
        
            
                Relational Interface
            
            
         
        
    
        
        
            
                Virtualization
            
            
         
        
    
                    IDE Features
            
                Code Completion
            
            
         
        
    
        
        
            
                Compiler
            
            
         
        
    
        
        
            
                Cross Platform Support
            
            
         
        
    
        
        
            
                Debugger
            
            
         
        
    
        
        
            
                Drag and Drop UI
            
            
         
        
    
        
        
            
                Integrations and Plugins
            
            
         
        
    
        
        
            
                Multi Language Support
            
            
         
        
    
        
        
            
                Project Management
            
            
         
        
    
        
        
            
                Text Editor / Code Editor
            
            
         
        
    
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                Big Data Features
            
                Collaboration
            
            
         
        
    
        
        
            
                Data Blends
            
            
         
        
    
        
        
            
                Data Cleansing
            
            
         
        
    
        
        
            
                Data Mining
            
            
         
        
    
        
        
            
                Data Visualization
            
            
         
        
    
        
        
            
                Data Warehousing
            
            
         
        
    
        
        
            
                High Volume Processing
            
            
         
        
    
        
        
            
                No-Code Sandbox
            
            
         
        
    
        
        
            
                Predictive Analytics
            
            
         
        
    
        
        
            
                Templates
            
            
         
        
    
                    Data Lineage Features
            
                Database Change Impact Analysis
            
            
         
        
    
        
        
            
                Filter Lineage Links
            
            
         
        
    
        
        
            
                Implicit Connection Discovery
            
            
         
        
    
        
        
            
                Lineage Object Filtering
            
            
         
        
    
        
        
            
                Object Lineage Tracing
            
            
         
        
    
        
        
            
                Point-in-Time Visibility
            
            
         
        
    
        
        
            
                User/Client/Target Connection Visibility
            
            
         
        
    
        
        
            
                Visual & Text Lineage View
            
            
         
        
    
                    Data Preparation Features
            
                Collaboration Tools
            
            
         
        
    
        
        
            
                Data Access
            
            
         
        
    
        
        
            
                Data Blending
            
            
         
        
    
        
        
            
                Data Cleansing
            
            
         
        
    
        
        
            
                Data Governance
            
            
         
        
    
        
        
            
                Data Mashup
            
            
         
        
    
        
        
            
                Data Modeling
            
            
         
        
    
        
        
            
                Data Transformation
            
            
         
        
    
        
        
            
                Machine Learning
            
            
         
        
    
        
        
            
                Visual User Interface
            
            
         
        
    
                    ETL Features
            
                Data Analysis
            
            
         
        
    
        
        
            
                Data Filtering
            
            
         
        
    
        
        
            
                Data Quality Control
            
            
         
        
    
        
        
            
                Job Scheduling
            
            
         
        
    
        
        
            
                Match & Merge
            
            
         
        
    
        
        
            
                Metadata Management
            
            
         
        
    
        
        
            
                Non-Relational Transformations
            
            
         
        
    
        
        
            
                Version Control
            
            
         
        
    
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        Integrations
            
                
    Snowflake
            
            
         
        
    
        
        
            
                
    100x
            
            
         
        
    
        
        
            
                
    Accops HyWorks
            
            
         
        
    
        
        
            
                
    Acryl Data
            
            
         
        
    
        
        
            
                
    Aleph
            
            
         
        
    
        
        
            
                
    Amazon Q Business
            
            
         
        
    
        
        
            
                
    ChatGPT
            
            
         
        
    
        
        
            
                
    ChatGPT Pro
            
            
         
        
    
        
        
            
                
    DBmaestro
            
            
         
        
    
        
        
            
                
    Datakin
            
            
         
        
    
                
                    
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
                
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        Integrations
            
                
    Snowflake
            
            
         
        
    
        
        
            
                
    100x
            
            
         
        
    
        
        
            
                
    Accops HyWorks
            
            
         
        
    
        
        
            
                
    Acryl Data
            
            
         
        
    
        
        
            
                
    Aleph
            
            
         
        
    
        
        
            
                
    Amazon Q Business
            
            
         
        
    
        
        
            
                
    ChatGPT
            
            
         
        
    
        
        
            
                
    ChatGPT Pro
            
            
         
        
    
        
        
            
                
    DBmaestro
            
            
         
        
    
        
        
            
                
    Datakin
            
            
         
        
    
                
                    
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
                
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        Integrations
            
                
    Snowflake
            
            
         
        
    
        
        
            
                
    100x
            
            
         
        
    
        
        
            
                
    Accops HyWorks
            
            
         
        
    
        
        
            
                
    Acryl Data
            
            
         
        
    
        
        
            
                
    Aleph
            
            
         
        
    
        
        
            
                
    Amazon Q Business
            
            
         
        
    
        
        
            
                
    ChatGPT
            
            
         
        
    
        
        
            
                
    ChatGPT Pro
            
            
         
        
    
        
        
            
                
    DBmaestro
            
            
         
        
    
        
        
            
                
    Datakin
            
            
         
        
    
                
                    
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
        
        
        
    
                
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