Deequ vs. ReSpark Comparison


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About Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets. We are happy to receive feedback and contributions. Deequ depends on Java 8. Deequ version 2.x only runs with Spark 3.1, and vice versa. If you rely on a previous Spark version, please use a Deequ 1.x version (legacy version is maintained in legacy-spark-3.0 branch). We provide legacy releases compatible with Apache Spark versions 2.2.x to 3.0.x. The Spark 2.2.x and 2.3.x releases depend on Scala 2.11 and the Spark 2.4.x, 3.0.x, and 3.1.x releases depend on Scala 2.12. Deequ's purpose is to "unit-test" data to find errors early, before the data gets fed to consuming systems or machine learning algorithms. In the following, we will walk you through a toy example to showcase the most basic usage of our library.	About ReSpark is the definitive software platform for metal recyclers, built to connect every part of the yard in one system. From scale ticketing and inventory to pricing, dispatch, exports, finance, reporting, and AI-powered workflows, ReSpark helps scrap yards run faster, cleaner, and with better visibility across the business. Whether you’re managing one facility or a multi-yard operation, ReSpark gives your team the tools to buy, process, sell, track, and reconcile material with less manual work and more confidence. Purpose-built for scrap, ReSpark brings together the best of ReMatter and GreenSpark to support 800+ scrap companies across 1,000+ facilities with a connected platform designed for how recyclers actually operate.
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 Supported Linux Supported Cloud Supported On-Premises Supported iPhone Supported iPad Supported Android Supported Chromebook Supported
Audience Anyone looking for an Unit Testing solution that measures data quality in large datasets	Audience Metal recyclers, scrap yards, auto recyclers, processors, brokers, exporters, demolition recyclers, and multi-facility recycling operations looking to streamline operations, improve visibility, and grow their business.
Support Phone Support Not 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 No information available. Free Version Not Supported Free Trial Not Supported	Pricing No information available. 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 3.0 / 5 ease 3.0 / 5 features 4.0 / 5 design 3.5 / 5 support 3.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros ReSpark Software provides a solid, dependable framework for handling daily scale weights and tracking logistics under standard setups. The interface is straightforward for operators to input data quickly, which keeps the physical line moving smoothly. It does exactly what a business needs it to do at the primary point of data entry, ensuring that transactions are captured accurately when the hardware configuration is kept simple. Their product is easy to use and implement. Everything we need is here. Their support staff is amazing and very helpful. Cons Customer service is poor with slow response times. The software does not work well when trying to manage multiple scales from a single workstation, causing major operational bottlenecks. The user interface is highly unintuitive, making it entirely too easy for scale operators to make mistakes or misclick during fast-paced operations. The workflow also requires frustratingly redundant mouse use and repetitive clicks to navigate simple tasks that should be automated or hotkey-friendly. Furthermore, implementation is heavily manual—we have had to install our own plugins and handle backend programming adjustments ourselves, which is unacceptable for a high-priced software solution. The technical workflow between the front-end software and backend image synchronization can also be tricky, requiring meticulous IT configuration to avoid real-time data lag. Nada. Everything I have encountered to be an issue has been taken care of.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Supported
Company Information Deequ github.com/awslabs/deequ	Company Information ReSpark Founded: 2026 United States www.respark.com
Alternatives Spark Streaming Apache Software Foundation	Alternatives GreenSpark GreenSpark Software
Azure Databricks Microsoft	Buy Scrap Software
Apache Spark Apache Software Foundation	Scrap Dragon Scrap Dragon Software
MLlib Apache Software Foundation	BuyScrapApp
Apache Mahout Apache Software Foundation View All	Nexus Nexus Metal Recycling Software View All
Categories Unit Testing Supported	Categories Recycling Supported
	Show More Features Recycling Features Billing & Invoicing Supported Brokerage Management Supported Buy / Sell Ticketing Supported Container Management Supported Customer Database Supported Dispatch Management Supported Electronics Recycling Supported Fingerprint Scanning Supported ID Scanning Supported Integrated Cameras Supported Inventory Tracking Supported Logistics Supported Market Price Tracking Supported Plant Management Supported Plastics Recycling Supported Pulp & Paper Recycling Supported Receiving / Production Management Supported Scrap Recycling Supported
Integrations Apache Spark Supported Google Maps Not Supported NetSuite Not Supported QuickBooks Desktop Premier Not Supported QuickBooks Desktop Pro Not Supported QuickBooks Enterprise Not Supported QuickBooks Online Not Supported QuickBooks Online Advanced Not Supported Sage 300 Not Supported Sage 50 Not Supported Sage Accounting Not Supported Sage Intacct Not Supported Xero Not Supported Show More Integrations View All 1 Integration	Integrations Apache Spark Not Supported Google Maps Supported NetSuite Supported QuickBooks Desktop Premier Supported QuickBooks Desktop Pro Supported QuickBooks Enterprise Supported QuickBooks Online Supported QuickBooks Online Advanced Supported Sage 300 Supported Sage 50 Supported Sage Accounting Supported Sage Intacct Supported Xero Supported Show More Integrations View All 12 Integrations
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