Hopsworks vs. QuerySurge Comparison


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About Hopsworks is an open-source Enterprise platform for the development and operation of Machine Learning (ML) pipelines at scale, based around the industry’s first Feature Store for ML. You can easily progress from data exploration and model development in Python using Jupyter notebooks and conda to running production quality end-to-end ML pipelines, without having to learn how to manage a Kubernetes cluster. Hopsworks can ingest data from the datasources you use. Whether they are in the cloud, on‑premise, IoT networks, or from your Industry 4.0-solution. Deploy on‑premises on your own hardware or at your preferred cloud provider. Hopsworks will provide the same user experience in the cloud or in the most secure of air‑gapped deployments. Learn how to set up customized alerts in Hopsworks for different events that are triggered as part of the ingestion pipeline.	About QuerySurge is the enterprise-grade data quality platform that continuously automates the validation of data across your entire ecosystem ‐ from data warehouses and big data lakes to BI reports and enterprise applications. With AI-powered test creation, a scalable architecture, and seamless CI/CD integration, QuerySurge consistently ensures data integrity at every stage of the pipeline: accelerating delivery, reducing risk, and enabling confident decision-making. Use Cases - Data Warehouse & ETL Testing - Big Data Testing - DevOps for Data / DataOps / Continuous Testing - Data Migration Testing - BI Report Testing - Enterprise App/ERP Testing QuerySurge Features - Data Validation: enterprise-grade platform - AI: Automatically create data validation tests - BI Report Testing: Fully automated, no-code approach - DevOps for Data (DataOps): API w/60+ calls & Swagger docs, integrate continuous testing into your CI/CD pipelines - Data Connectors: For 200+ platforms
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises 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 Data science teams seeking a solution to transform data into features	Audience Testers, Data Architects, ETL Developers, BI Analysts, & Operations teams
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $1 per month Free Version Supported Free Trial Supported	Pricing Pricing can be found at QuerySurge's website. 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: Review this Software	Reviews/Ratings Overall 5.0 / 5 ease 4.9 / 5 features 4.9 / 5 design 4.5 / 5 support 5.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros Quick Ramp up time. Quick Support. Documentation. Certifications that can be earned for the product. QuerySurge offers in depth analysis of your data sets and provides meaningful feedback on discrepancies it finds and can be automated to correct said entries. The AI wizard is very helpful in creating test cases. There is so much this software can do and even with all its features it's still relatively simple to use. No SQL is necessary with the QuerySurge Wizard which is very helpful for any user to be able to use this software. QuerySurge is a great product. As a ETL Tester the tool allowed me to seamlessly connect to my source and target databases. Supports a ton of technology from Oracle DBs to flat files. Highly recommended for any data related testing. QuerySurge is a tool that was very easy to navigate and ensures the validation of big data as well as all types of data. The QuerySurge Wizard option allows you to validate your data without any knowledge of SQL which is amazing! This tool also allows you to have various connections to retrieve data from, giving a plethora of options! Cons I have not had any significant problems that support could not explain very easily. Can feel a bit daunting at times with how many features are available but they provide fantastic customer support and certification courses to assist the user. There are so many different features which at first can be overwhelming for the lay person but thankfully after a short while the features become intuitive and an invaluable resource for obtaining meaningful data from such large sets. UI seems a bit old fashioned. Some times navigation seems a little confusing. Don't worry though support team helps out with any issues you have! QuerySurge has too many features! This is definitely a good thing once you get used to it, but at first it can be a little tricky! Once you get all the features down, QuerySurge becomes the most powerful tool to use!
Training Documentation Supported Webinars Supported Live Online Supported In Person Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Supported
Company Information Logical Clocks Founded: 2016 Sweden www.logicalclocks.com/hopsworks	Company Information RTTS Founded: 1996 United States www.querysurge.com
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Categories Artificial Intelligence Supported Big Data Supported Data Analysis Supported Data Management Supported Machine Learning Supported	Categories Automated Testing Supported Big Data Supported Continuous Testing Supported Data Analysis Supported Data Governance Supported Data Migration Supported Data Pipeline Supported Data Quality Supported Data Validation Supported Data Warehouse Supported Database Supported ETL Supported Functional Testing Supported NoSQL Database Supported Test Management Supported
Big Data Features Collaboration Supported Data Blends Not Supported Data Cleansing Supported Data Mining Supported Data Visualization Supported Data Warehousing Supported High Volume Processing Supported No-Code Sandbox Not Supported Predictive Analytics Not Supported Templates Supported Data Analysis Features Data Discovery Supported Data Visualization Supported High Volume Processing Supported Predictive Analytics Not Supported Regression Analysis Supported Sentiment Analysis Not Supported Statistical Modeling Not Supported Text Analytics Not Supported Show More Features Artificial Intelligence Features Chatbot Not Supported For eCommerce Supported For Healthcare Supported For Sales Not Supported Image Recognition Not Supported Machine Learning Not Supported Multi-Language Not Supported Natural Language Processing Not Supported Predictive Analytics Supported Process/Workflow Automation Supported Rules-Based Automation Not Supported Virtual Personal Assistant (VPA) Not Supported Data Management Features Customer Data Supported Data Analysis Supported Data Capture Not Supported Data Integration Supported Data Migration Supported Data Quality Control Supported Data Security Supported Information Governance Not Supported Master Data Management Supported Match & Merge Not Supported Machine Learning Features Deep Learning Supported ML Algorithm Library Supported Model Training Supported Natural Language Processing (NLP) Supported Predictive Modeling Supported Statistical / Mathematical Tools Supported Templates Supported Visualization Supported	Big Data Features Collaboration Not Supported Data Blends Not Supported Data Cleansing Not Supported Data Mining Not Supported Data Visualization Not Supported Data Warehousing Not Supported High Volume Processing Not Supported No-Code Sandbox Not Supported Predictive Analytics Supported Templates Not Supported Data Analysis Features Data Discovery Not Supported Data Visualization Not Supported High Volume Processing Not Supported Predictive Analytics Supported Regression Analysis Not Supported Sentiment Analysis Not Supported Statistical Modeling Not Supported Text Analytics Not Supported Show More Features Automated Testing Features Hierarchical View 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 Data Quality Features Address Validation Not Supported Data Deduplication Not Supported Data Discovery Supported Data Profililng Not Supported Master Data Management Not Supported Match & Merge Not Supported Metadata Management Not Supported Data Warehouse Features Ad hoc Query Not Supported Analytics Not Supported Data Integration Not Supported Data Migration Not Supported Data Quality Control Supported ETL - Extract / Transfer / Load Not Supported In-Memory Processing Not Supported Match & Merge Not Supported ETL Features Data Analysis Supported Data Filtering Not Supported Data Quality Control Supported Job Scheduling Supported Match & Merge Not Supported Metadata Management Not Supported Non-Relational Transformations Not Supported Version Control Supported Functional Testing Features Automated Testing Supported Interface Testing Not Supported Regression Testing Supported Reporting / Analytics Supported Sanity Testing Not Supported Smoke Testing Supported System Testing Not Supported Unit Testing Not Supported Test Management Features Automation Integration Supported Collaboration Tools Not Supported Pass/Fail Results Tabulation Supported Reporting / Analytics Supported Requirements Management Not Supported Test Scheduling Supported Test Tracking Supported Time/Budget Tracking Not Supported
Integrations Amazon DynamoDB Not Supported Amazon Redshift Not Supported Databricks Not Supported Google Cloud BigQuery Not Supported IBM Cognos Analytics Not Supported IBM Db2 Not Supported IBM watsonx.data Supported JSON Not Supported Microsoft Excel Not Supported Microsoft Power BI Not Supported MongoDB Not Supported MongoDB Atlas Not Supported MySQL Not Supported Onehouse Supported Oracle Database Not Supported SAP BusinessObjects Business Intelligence Not Supported SAP HANA Not Supported Salesforce CRM Analytics Not Supported Strategy ONE Not Supported Tableau Not Supported Show More Integrations View All 4 Integrations	Integrations Amazon DynamoDB Supported Amazon Redshift Supported Databricks Supported Google Cloud BigQuery Supported IBM Cognos Analytics Supported IBM Db2 Supported IBM watsonx.data Not Supported JSON Supported Microsoft Excel Supported Microsoft Power BI Supported MongoDB Supported MongoDB Atlas Supported MySQL Supported Onehouse Not Supported Oracle Database Supported SAP BusinessObjects Business Intelligence Supported SAP HANA Supported Salesforce CRM Analytics Supported Strategy ONE Supported Tableau Supported Show More Integrations View All 35 Integrations
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