--- title: IBM watsonx.data Reviews meta\_title: 'IBM watsonx.data Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 172 reviews by the users' company size, role or industry to find out how IBM watsonx.data works for a business like yours. aggregate\_rating: rating\_value: 4.4 review\_count: 172 scale: '5' date\_modified: '2026-08-10' parent\_category: name: Big Data url: https://www.g2.com/categories/big-data --- # IBM watsonx.data Reviews & Product Details Visit Website IBM® watsonx.data® helps you access, integrate and understand all your data —structured and unstructured—across any environment. It optimizes workloads for price and performance while enforcing consistent governance across sources, formats and teams. Watch the demo to learn how watsonx.data empowers you to build gen AI apps and powerful AI agents. Free Trial available: https://ibm.biz/Watsonx-data\_Trial * * * Product Website IBM watsonx.data Seller [IBM](https://www.g2.com/sellers/ibm) Discussions [IBM watsonx.data Community](https://www.g2.com/products/ibm-watsonx-data/discuss) Solution Type All-in-One Overview by Fariya Syed-Ali Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 3 months [ View More Pricing Information ](https://www.g2.com/products/ibm-watsonx-data/pricing) ## IBM watsonx.data Integrations (20) What do users say about integrations? Verified by IBM watsonx.data [ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Amazon Simple Storage Service (S3) ](https://www.g2.com/products/amazon-simple-storage-service-s3/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Apache Spark for Azure HDInsight ](https://www.g2.com/products/apache-spark-for-azure-hdinsight/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Apache SystemML ](https://www.g2.com/products/apache-systemml/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Automation Anywhere Agentic Process Automation ](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") AWS Cloud Development Kit (AWS CDK) ](https://www.g2.com/products/aws-cloud-development-kit-aws-cdk/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") AWS Glue ](https://www.g2.com/products/aws-glue/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") AWS Lambda ](https://www.g2.com/products/aws-lambda/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Azure Virtual Machines ](https://www.g2.com/products/azure-virtual-machines/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Betterment at Work ](https://www.g2.com/products/betterment-at-work/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") ChatGPT ](https://www.g2.com/products/chatgpt/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Django ](https://www.g2.com/products/django/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Hadoop HDFS ](https://www.g2.com/products/hadoop-hdfs/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") IBM Cloud Pak for Data ](https://www.g2.com/products/ibm-cloud-pak-for-data/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") IBM Db2 ](https://www.g2.com/products/ibm-db2/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Microsoft Power BI ](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Presto ](https://www.g2.com/products/presto/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Spark ](https://www.g2.com/products/apache-spark/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Spark SQL ](https://www.g2.com/products/spark-sql/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Tableau ](https://www.g2.com/products/tableau/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") The Jupyter Notebook ](https://www.g2.com/products/the-jupyter-notebook/reviews) Show More ![Tim F.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tim F.") TF Tim F. CEO Small-Business (50 or fewer emp.) 2/10/2025 "DataStax has enabled us to build out game-changing features in our product" 5/5 What do you like best about IBM watsonx.data? DataStax offers next-level customer support with a great product. The team is always available and eager to help. Astra DB has allowed us to build out some pretty unique features that our customers are loving. I'd recommend their tech to anyone building an AI-first company. Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? We have not had any issues. The DataStax team and product have been great. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? We're using DataStax's products to enhance our ability to offer a unique and customizable experience with our product. Without going into our IP too much, DataStax has enabled some key features that have helped us to stay meaningfully differentiated. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic RV Raul V. CEO Mid-Market (51-1000 emp.) 8/8/2024 "Superb database for AI generative models." 5/5 What do you like best about IBM watsonx.data? IBM Watsonx is an open source tool that contains safe features and by which I have successfully integrated it with my company's data process system. The intention was to create a secure AI based process system that the company could rely upon. The reason we set up IBM Watsonx as part of our new AI projects at first is for the good data science that comes along. For this cause, Watsonx is one of the most scalable tools. Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? Even though IBM watsonx.data is very scalable, it is also very costly and resource heavy and the cost can drastically increase as you try to analyze large amount of data and you may even notice slight lag too. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? I think you should put your money into IBM Watson if you can afford it. Along this line, we are definitely utilizing the models of APIs to build a sustainable flow workplace. We do give support for AI and ML application on an ongoing basis. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Marius N.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Marius N.") MN Marius N. Co-Founder Small-Business (50 or fewer emp.) 10/28/2024 "A perfect technology partner to build AI applications" 5/5 What do you like best about IBM watsonx.data? Astra's Vector capabilites is one of the foundations of our product. From vectorising product catalogues and partner data to searching complex queries, in real-time, on unstructured data, it's an incredibly powerful tool. When working with larger brands it's imperative that we're enterprise-ready, that our models are fully customizable and can be hosted in partner environments - something which DataStax allows us to do. Finally, the team at DataStax are just awesome. They have been supportive from day 1, supporting us from MVP to enterprise-ready software. The team do an amazing job at ensuring the tech is up to date and providing us with great support whenever we need it. Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? There isn't much to dislike about DataStax. The team and product is brilliant. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? Vexctorising unstructured data and providing large customers with an enterprise-ready solution. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: G2 invite on behalf of seller ![Dheeraz C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Dheeraz C.") DC Dheeraz C. Advanced Application Engineering Senior Analyst Mid-Market (51-1000 emp.) 9/23/2024 "Short review" 4.5/5 What do you like best about IBM watsonx.data? It's perfect and unique which helps all the stakeholders in the future. Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? 1. Complexity: Setting up and configuring the platform may be challenging for users without prior experience or technical knowledge in big data environments. 2. Pricing: For small or medium-sized enterprises, the cost associated with Watsonx.data could be considered high compared to other cloud-based data platforms. 3. Integration challenges: Although Watsonx.data supports multiple data sources, integrating with certain legacy systems or less common third-party tools might require additional effort. 4. Learning curve: For users new to IBM's ecosystem, mastering the various features and functionalities of Watsonx.data could take time. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? 1. Unified Data Access: It enables access to diverse data sources (structured, unstructured, and semi-structured) from a single platform, eliminating the need to move or duplicate data across systems. Benefit: This simplifies data management, allowing easier analysis and decision-making from a unified interface, improving productivity. 2. Scalable Data Processing: Watsonx.data supports large-scale analytics with distributed computing and integration of big data technologies like Apache Spark and Hadoop. Benefit: This helps in processing massive datasets efficiently, which is crucial for data-driven decision-making in real-time scenarios. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![SP (Saladi Pullaya) N.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "SP (Saladi Pullaya) N.") SN SP (Saladi Pullaya) N. Director Mid-Market (51-1000 emp.) 8/13/2024 "Astra DB adoption in Enterprise" 5/5 What do you like best about IBM watsonx.data? Datastax was able to provide enterprise class product for an Open Source project Apache Cassandra. It is continuing to contribute to open source project. Datastax provides multiple offerings of Cassandra - Dedicated On prem model, Managed Service and Pay per use model. While migrating from Self managed to Datstax Astra DB, it was ease of implementation that made migration super successful. On going improvements to the product with its roadmap is great to work with Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? Datastax Enterprise Support is still not completely matured, it is still work in progress. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? We wanted to address two problems - Ongoing maintenance of clusters and high cost associated with Self managed Apache Cassandra clusters. By migrating to Astra DB Database as Service pay per use model, we are able to solve both the problems effectively Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller SY Sheron Y. Manager, Finance Small-Business (50 or fewer emp.) 7/30/2024 "The top data tool that can handle any and all requirements of a company." 4.5/5 What do you like best about IBM watsonx.data? IBM Watsonx.data is the best choice for the safe use and best-featured data for your management. Working in a large collection just when needed, starting from scratch up to using the data to get solutions for various data problems, could be helpful in terms of time and effort. With WatsonX.Data, we can quickly train, tweak, and test different machine learning models and then put them to use. The sandstone models are used for fine-tuning tasks that are specific to them, and granite is the base for GPT-like architecture. It saves time, money, friendly to the environment, and is also so much effective. Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? The APIs integration could be improved and the performance lag should be reduced also. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? With it we can quickly train, teak, and test different machine learning models, which saves us both time and money. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Mashhood S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mashhood S.") MS Mashhood S. Senior Software Engineer Small-Business (50 or fewer emp.) 5/13/2025 "IBM Watson studio best for learning and application for machine learning" 4/5 What do you like best about IBM watsonx.data? Best in using loaded data interact with datasets and use accordingly and learn with projects Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? UI can be more specific and easy to understand the flow Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? Learning project through ciursera Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![💎Gianni M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "💎Gianni M.") 💎M 💎Gianni M. Freelance Rails Engineer Small-Business (50 or fewer emp.) 10/24/2024 "More than a partner" 4/5 What do you like best about IBM watsonx.data? I started using AstraDB because it was mentioned as one of the options available to implement memory in Langchain. The implementation was straightforward and it's worked seamesly from day one. In the DataStrax team I found a reliable partner and they helped me to find solutions when I was stuck in the process, advicing and using their experience and experties to our service. Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? Honestly nothing. Even when my requests were outside their main experities, they found a way to be supportive. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? Storing conversation for a GenAI application Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: G2 invite on behalf of seller VL Victor L. CEO Information Technology and Services Enterprise (\> 1000 emp.) 6/12/2024 "IBM Watsonx.data is one of the best Data Analysis tool." 4.5/5 What do you like best about IBM watsonx.data? After almost five years of use, I must say that I have been very impressed by IBM Watsonx.data. However, this is such a powerful and intuitive platform for easier data administration and analysis. Due to its adaptability, it can deal with different data types. It interacts seamlessly with the AI tools. The most striking feature is the visualization of data with advanced analytics. It could handle both structured and unorganized data with absolute brilliance, thus increasing my productivity by significant margins. Watsonx.data has been my tool of choice in all my data work. Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? IBM Watson.data is very resource heavy and since the introduction of AI, it can consume quite a bit of RAM. So the cost can drastically increase if you don't keep an eye on how much resources it is consuming. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? Unlike other data analysis platform, IBM watsonx.data can deal with different types of data types and is much more quicker and efficient. Review collected by and hosted on G2.com. Show More 6/17/2024 Current UserValidated ReviewerIncentivizedSource: Seller invite ![Venkat Koushik S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Venkat Koushik S.") VS Venkat Koushik S. Software Engineer Mid-Market (51-1000 emp.) 9/27/2024 "Quality of Product" 5/5 What do you like best about IBM watsonx.data? It is safe to use with high security. This helps businesses extract meaningful patterns and predictions, making data-driven decision-making much more efficient. It supports multi-cloud and hybrid data deployments, which gives businesses the flexibility to choose their cloud providers while maintaining control over their data. Review collected by and hosted on G2.com. What do you dislike about IBM watsonx.data? Managing and configuring the full range of tools may require a steep learning curve. This might make it harder or more expensive to switch to another provider down the line.Compared to more widely used open-source tools like Apache Hadoop or Spark, Watsonx.data has a smaller community of developers and experts. Review collected by and hosted on G2.com. What problems is IBM watsonx.data solving and how is that benefiting you? This helps users create a single source of truth for all their data, making it easier to access, manage, and analyze. Users benefit from faster insights and AI-powered automation, helping them make quicker, more informed decisions. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ## Pricing Insights Averages based on real user reviews. ### Time to Implement 3 months ### Return on Investment 11 months ### Average Discount 32% [ View More Pricing Information ](https://www.g2.com/products/ibm-watsonx-data/pricing) IBM watsonx.data Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_2b00e05c107c3273cea5264090c3c1d0/snowflake.jpg "Product Avatar Image") Snowflake 4.6/5(764) [ Compare Now ](https://www.g2.com/compare/ibm-watsonx-data-vs-snowflake) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") Databricks 4.6/5(1,363) [ Compare Now ](https://www.g2.com/compare/databricks-vs-ibm-watsonx-data) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_d1fd454b6f4ef5fb0bbdaabe8681b035/cloudera.png "Product Avatar Image") Cloudera 4.1/5(136) [ Compare Now ](https://www.g2.com/compare/cloudera-vs-ibm-watsonx-data) ##### ##### IBM watsonx.data Features Database Real-Time Data Collection Data Distribution Data Lake Integrations Spark Integration Platform Machine Scaling Data Preparation Spark Integration Processing Cloud Processing [ View More Features ](https://www.g2.com/products/ibm-watsonx-data/features) ## Top-Rated Alternatives [ ![Snowflake](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Snowflake") Snowflake 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews) [ ![Databricks](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Databricks") Databricks 4.6/5(1,363) ](https://www.g2.com/products/databricks/reviews) [ ![Google Cloud BigQuery](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Google Cloud BigQuery") Google Cloud BigQuery 4.5/5(1,224) ](https://www.g2.com/products/google-cloud-bigquery/reviews) [ View All Alternatives ](https://www.g2.com/products/ibm-watsonx-data/competitors/alternatives) ##### Categories on G2 [ETL Tools](https://www.g2.com/categories/etl-tools)[Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)[Data Governance](https://www.g2.com/categories/data-governance-tools) [ETL Tools](https://www.g2.com/categories/etl-tools)[Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)[Data Governance](https://www.g2.com/categories/data-governance-tools)[Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution)[Big Data Analytics](https://www.g2.com/categories/big-data-analytics)[Data Warehouse](https://www.g2.com/categories/data-warehouse)[Data as a Service (DaaS)](https://www.g2.com/categories/data-as-a-service-daas) [Show MoreShow Less](javascript:void(0);) ##### Explore More [ServiceNow HR Service Delivery vs Leapsome for a mid-size company that wants to modernize how employees interact with HR without committing to a full platform migration?](https://www.g2.com/discussions/hr-service-delivery-servicenow-hr-service-delivery-vs-leapsome-for-a-mid-size-company-that-wants-to-modernize-how-employe)[Top-rated platforms for workforce shift planning](https://www.g2.com/discussions/top-rated-platforms-for-workforce-shift-planning)[Best rated SEO software for local business marketing](https://www.g2.com/discussions/best-rated-seo-software-for-local-business-marketing) [Which academic advising tools provide same-day support for emergency schedule changes and placement adjustments?](https://www.g2.com/discussions/which-academic-advising-tools-provide-same-day-support-for-emergency-schedule-changes-and-placement-adjustments)[Recommendations for best event management platforms](https://www.g2.com/discussions/what-are-the-best-event-management-platform-recommendations)[Pros and Cons Details](https://www.g2.com/products/ibm-watsonx-data/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)