--- title: Sparkling Water Reviews meta\_title: 'Sparkling Water Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter reviews by the users' company size, role or industry to find out how Sparkling Water works for a business like yours. aggregate\_rating: rating\_value: 4.7 review\_count: 3 scale: '5' date\_modified: '2026-07-17' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- ### Sparkling Water Pros and Cons: Top Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users find Sparkling Water very **easy to use** , making it a practical choice for hydration on-the-go. [(1 mentions)](https://www.g2.com/products/sparkling-water/reviews?filters%5Bsentiment_snippet%5D=2079867&qs=pros-and-cons#reviews) ### Top Pros or Advantages of Sparkling Water ##### 1. Ease of Use Users find Sparkling Water very **easy to use** , making it a practical choice for hydration on-the-go. [ See 1 mentions ](https://www.g2.com/products/sparkling-water/reviews?filters%5Bsentiment_snippet%5D=2079867&qs=pros-and-cons#reviews) See Related User Reviews ## Top-Rated Alternatives [ ![Automation Anywhere Agentic Process Automation](https://images.g2crowd.com/uploads/product/hd_favicon/053673f927a7e9eaba122ebe77b4349a/automation-anywhere-agentic-process-automation.svg "Automation Anywhere Agentic Process Automation") Automation Anywhere Agentic Process Automation 4.5/5(5,623) ](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) [ ![Demandbase One](https://images.g2crowd.com/uploads/product/hd_favicon/c774a027c587be17b366c706735319c9/demandbase-one.svg "Demandbase One") Demandbase One 4.4/5(1,988) ](https://www.g2.com/products/demandbase-one/reviews) [ ![Phrase](https://images.g2crowd.com/uploads/product/hd_favicon/f37a91d6137db0c58c44a75d863aa97e/phrase-phrase.svg "Phrase") Phrase 4.5/5(1,307) ](https://www.g2.com/products/phrase-phrase/reviews) [ View All Alternatives ](https://www.g2.com/products/sparkling-water/competitors/alternatives) ![Anson A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Anson A.") AA Anson A. Data Czar Small-Business (50 or fewer emp.) 6/16/2021 "ML in distributed env like Spark? Hello Sparkling Water" 4/5 What do you like best about Sparkling Water? H20 training can leverage Spark's many data connectors, munging capabilities etc. POJO/MOJO + Spark is sufficient for scoring. Sparkling water is great fo rthis. Batching or nightly Review collected by and hosted on G2.com. What do you dislike about Sparkling Water? Only works well int he Spark Ecosystem. H20 training in other environments not as portable. Will never be good for REST API. Does not work in real-time as one would want. Review collected by and hosted on G2.com. What problems is Sparkling Water solving and how is that benefiting you? Created ML applications with Spark and H2O APIs, utilizing Python interface via PySpark for advanced foot traffic detection in-store and brand loyalty via online or mobile ads. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Amar C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Amar C.") AC Amar C. Graduate Teaching Assistant Higher Education Small-Business (50 or fewer emp.) 4/22/2018 "Amazing as a software package in R" 5/5 What do you like best about Sparkling Water? Automated library and minimum user effort required. The best part is the outstanding acuracy it provides in terms of the results. Also, plotting graphs is very easy. It handles the missing data well. Also takes care of the unballance in the data. Review collected by and hosted on G2.com. What do you dislike about Sparkling Water? It is a black box, in spite the outstanding accuracy. There should be a better documentation of the algoritham running in the background. Review collected by and hosted on G2.com. Recommendations to others considering Sparkling Water: If you want to know the background workings of the algorithms, it does not tell you any. You should consider using another software. Review collected by and hosted on G2.com. What problems is Sparkling Water solving and how is that benefiting you? Predicting backorder propagation. The results are outstanding. The AUC by plotting the ROC curve was excellent. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Arun Chandra K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Arun Chandra K.") AK Arun Chandra K. Senior Data Engineer Mid-Market (51-1000 emp.) 11/4/2017 "Sparkling Water" 5/5 What do you like best about Sparkling Water? H2o is becoming better and better day by day. The JVM is fast in analysis. The number of operations from data preprocessing to model building have been increasing and very effective. I love the GUI interface and the speed at which the H2o df help in doing the operations like slicing, dicing , data cleaning and model building on Spark Cluster. Sparkling is the best i know for various Big data problems. Review collected by and hosted on G2.com. What do you dislike about Sparkling Water? Not all the Machine learning algorithms are supported by H2o.ai. Algorithms like XGBoost and Neural networks needs to be added to the list of algorithms. Review collected by and hosted on G2.com. Recommendations to others considering Sparkling Water: Need more supporting Algorithms Review collected by and hosted on G2.com. What problems is Sparkling Water solving and how is that benefiting you? I used it for Classification and Regression problems. Need to explore more of H2o.ai and how it works on dealing a Big data problem. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Seller invite ### There are not enough reviews of Sparkling Water for G2 to provide buying insight. 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