--- title: IBM Cloud Pak for Data Reviews meta\_title: 'IBM Cloud Pak for Data Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 90 reviews by the users' company size, role or industry to find out how IBM Cloud Pak for Data works for a business like yours. aggregate\_rating: rating\_value: 4.3 review\_count: 90 scale: '5' date\_modified: '2026-08-09' parent\_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- # IBM Cloud Pak for Data Reviews & Product Details Claimed ###### Profile Status This profile is currently managed by IBM Cloud Pak for Data but has limited features. Are you part of the IBM Cloud Pak for Data team? [Upgrade your plan](https://sell.g2.com) to enhance your branding and engage with visitors to your profile! IBM Cloud Pak® for Data is a fully integrated data and AI platform that modernizes how businesses collect, organize and analyze data, forming the foundation to infuse AI across their organization. Running on Red Hat OpenShift and available on any cloud, this unified platform helps companies automate the end-to-end AI lifecycle. The intelligent data fabric in IBM Cloud Pak for Data enables automated distributed queries at scale without data movement; automated discovery and understanding of business-ready data; automated universal privacy and usage policies across the data ecosystem; and optimized model training, accuracy and explainability. View the demo: https://mediacenter.ibm.com/media/1\_je41fqqz. The platform delivers on the below use cases: • Data access and availability – Eliminate data silos and simplify your data landscape to enable faster, cost-effective extraction of value from your data. • Data quality and governance - Apply governance solutions and methodologies to deliver trusted, business data. • Data privacy and security - Fully understand and manage sensitive data with a pervasive privacy framework. • ModelOps - Automate the AI lifecycle and synchronize application and model pipelines to scale AI deployments. • AI governance – Ensure your AI is transparent, compliant and trustworthy with greater visibility into model development, with capabilities such as explainable AI, model risk management and bias detection. • AI for Financial Operations - Automate and integrate planning across your organization, from financial planning & analysis to workforce planning, sales forecasting and supply chain planning. • AI for Customer care - Reduce time to resolution, decrease call volume and increase customer satisfaction. IBM Watson Assistant (WA) can provide AI-powered automated assistance and enable human agents to better handle inquiries. IBM Watson Discovery (WD) complements Watson Assistant and can help unlock insights from complex business content. Discover IBM Cloud Pak for Data Industry Accelerators: https://dataplatform.cloud.ibm.com/gallery?context=cpdaas See a case study: https://mediacenter.ibm.com/media/1\_sr6lx8sz Try at no-cost: http://ibm.biz/dataplatformtrial * * * Seller [IBM](https://www.g2.com/sellers/ibm) Discussions [IBM Cloud Pak for Data Community](https://www.g2.com/products/ibm-cloud-pak-for-data/discuss) Solution Type All-in-One Overview by Pearl Chen Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 4 months ### Return on Investment 19 months [ View More Pricing Information ](https://www.g2.com/products/ibm-cloud-pak-for-data/pricing) ## Top-Rated Alternatives [ ![Databricks](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Databricks") Databricks 4.6/5(1,364) ](https://www.g2.com/products/databricks/reviews) [ ![Snowflake](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Snowflake") Snowflake 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews) [ ![Cloudera](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Cloudera") Cloudera 4.1/5(136) ](https://www.g2.com/products/cloudera/reviews) [ View All Alternatives ](https://www.g2.com/products/ibm-cloud-pak-for-data/competitors/alternatives) ## User Insights Average based on 90 real user reviews. Implementation Time 4 months Perceived Cost $$$$$ [Log in to unlock pricing and user insights](/login) ## IBM Cloud Pak for Data Integrations (2) What do users say about integrations? Integration information sourced from real user reviews. [ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") IBM watsonx.ai ](https://www.g2.com/products/ibm-watsonx-ai/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") IBM watsonx Orchestrate ](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews) Show More ![Juliano R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Juliano R.") JR Juliano R. Database Specialist Telecommunications Mid-Market (51-1000 emp.) 5/4/2022 "A good business solution proposal" 3.5/5 What do you like best about IBM Cloud Pak for Data? The final interface of the system is excellent because users who are not IT experts quickly learn how to use the system. The UX was well used in this product/system. Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? Often corporate solutions try to look simple, but corporate environments are not. The propaganda that you can quickly: build, test, approve and maintain an environment like this. It is not easy, much less fast, because the bureaucracy and financial costs of corporate environments are high. So implementing projects like this takes months, if not years. Review collected by and hosted on G2.com. Recommendations to others considering IBM Cloud Pak for Data: Like any other product in this segment, you're going to hate the implementation/deploy step. But after a lot of suffering to make the integrations with the other systems of the corporation. Ah, a good product. Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? It shares the same problems as the competition, and it promises miraculously quick and efficient solutions. But the reality is not that they are projects with a high level of complexity to achieve the promised result in advertising. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Surendra S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Surendra S.") SS Surendra S. Project Manager Enterprise (\> 1000 emp.) 5/9/2022 "IBM Cloud Pak - All-in-one hybrid cloud platform. Achieve better business performance." 4/5 What do you like best about IBM Cloud Pak for Data? Cloud Pak can use AWS services and features. Cloud-native development solution. Provide a secure way of cloud. Security. Hybrid cloud. Helps with data preparation for artificial intelligence. Collect, organize and analyze data, irrespective of where that data actually resides. Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? Not that famous in the industry yet. Not very user-friendly. Multi-user login can be granted. Implementation is not that simple. Documentation and videos are limited. Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? All-in-one hybrid cloud platform. Business automation. Help to provide security for the cloud environment. Helps to get info about potential risks and respond faster to those threats. Review collected by and hosted on G2.com. Show More 8/25/2022 Validated ReviewerIncentivizedSource: G2 invite ![Ramesh B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ramesh B.") RB Ramesh B. Senior Tech Lead Enterprise (\> 1000 emp.) 10/31/2022 "Not just handling of Data, its more than that!!" 5/5 What do you like best about IBM Cloud Pak for Data? It provides multiple components and integrations to handle data, provides key insights around it. This AI platform makes all data available for analytics on any cloud. Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? UI is not so user friendly and not well documented. Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? AI powered Data Analytics improves the operational efficiency. Decision making has become easier because it provides great insights around the data. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Jai P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jai P.") JP Jai P. Systems Reliability Engineer II Enterprise (\> 1000 emp.) 10/25/2022 "Competing solution in AI powered cloud native solution" 4/5 What do you like best about IBM Cloud Pak for Data? Scalability, Quick deployment, solution integration with public cloud. Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? Local backup solution like snapshots for DB. Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? Various customer have their operation running in a hybrid model and heterogeneous work models like my medical client are able to manage lesser work intensive but require AI-powered compute to IBM's solution Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![NITESH SINGH .](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "NITESH SINGH .") N NITESH SINGH . System reliability engineer Enterprise (\> 1000 emp.) 10/25/2022 "Secure way to cloud solution" 4/5 What do you like best about IBM Cloud Pak for Data? It is high performance computing solution which used for common platform across the cloud. Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? It doesn't allow to start with small infrastructure which is drawback of it. Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? It helps us to providd on-prem cloud solution to our . It help to utilize the resources well. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Puneet P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Puneet P.") PP Puneet P. Technology Architect Small-Business (50 or fewer emp.) 10/25/2022 "IBM Cloud Pak - Overall Experience" 4.5/5 What do you like best about IBM Cloud Pak for Data? End to end cloud with smart solution and automation Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? Lots of legacy code makes it difficult for finding the right solution Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? Very powerful suite for building epm apps Complications makes it hard in implementing the solution Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Information Technology and Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Information Technology and Services") UI Verified User in Information Technology and Services Enterprise (\> 1000 emp.) 12/10/2020 "Cp4D platform" 3.5/5 What do you like best about IBM Cloud Pak for Data? One-stop shop for all Analytics needs from collecting to analyzing allowing users to have everything needed to achieve optimal performance without affecting the underlying sources. Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? Need to have open shift skills (container technology), requires more of a culture shift. It’s good in the long run but harder for users newer to containerization Review collected by and hosted on G2.com. Recommendations to others considering IBM Cloud Pak for Data: Launching a new Analytics project, this is a one UI integrating all the tools needed on the backend for a fully governed and functional Analytics environment Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? Getting faster time to value by having everything needed for a proper ad hoc analysis. Then as we adopt ML & AI capabilities we have the tools necessary to create, test, deploy, and manage those models. Review collected by and hosted on G2.com. Show More 5/4/2022 Current UserValidated ReviewerIncentivizedSource: G2 invite ![Verified User in Pharmaceuticals](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Pharmaceuticals") UP Verified User in Pharmaceuticals Mid-Market (51-1000 emp.) 11/30/2022 "Secure organiser for AWS cloud" 4/5 What do you like best about IBM Cloud Pak for Data? It is quite easy to use as it comes with a dashboard that can be customized with any of the underlying cloud services. Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? Like any other IBM offering the enterprise version is quite costly. Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? I am using it to manage my various amount of sources datasets Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Akshay D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshay D.") AD Akshay D. Cloud Operations Administrator CXOne Enterprise (\> 1000 emp.) 10/19/2022 "IBM CLOUD PAK is best product in data" 5/5 What do you like best about IBM Cloud Pak for Data? Platform build with data fabric architecture. Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? Not yet, because we used and integrate it Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? Improve productiity and reduce complexity Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Ankitkumar Y.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ankitkumar Y.") AY Ankitkumar Y. Programmer Small-Business (50 or fewer emp.) 10/3/2022 "This could help the best experiance operating the console and the good for hybrid cloud platform" 3.5/5 What do you like best about IBM Cloud Pak for Data? Dat ware house and cloud stores solution are the best Review collected by and hosted on G2.com. What do you dislike about IBM Cloud Pak for Data? A little bit UI experience and pricing model Review collected by and hosted on G2.com. What problems is IBM Cloud Pak for Data solving and how is that benefiting you? Higher cost for bigger projects, features the package 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 4 months ### Return on Investment 19 months ### Perceived Cost $$$$$ [ View More Pricing Information ](https://www.g2.com/products/ibm-cloud-pak-for-data/pricing) IBM Cloud Pak for Data Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_13aba37ae908d9cf29a2452925257ccc/azure-databricks.jpeg "Product Avatar Image") Azure Databricks 4.5/5(239) [ Compare Now ](https://www.g2.com/compare/azure-databricks-vs-ibm-cloud-pak-for-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-cloud-pak-for-data) ![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-cloud-pak-for-data-vs-snowflake) ##### ##### IBM Cloud Pak for Data Features Model Development Feature Engineering Deployment Application Scalability Data Transformation Real-Time Analytics Data Querying Connectivity Hadoop Integration Spark Integration Multi-Source Analysis [ View More Features ](https://www.g2.com/products/ibm-cloud-pak-for-data/features) ##### Categories on G2 [Predictive Analytics](https://www.g2.com/categories/predictive-analytics)[Infrastructure as a Service (IaaS)](https://www.g2.com/categories/infrastructure-as-a-service-iaas)[Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) [Predictive Analytics](https://www.g2.com/categories/predictive-analytics)[Infrastructure as a Service (IaaS)](https://www.g2.com/categories/infrastructure-as-a-service-iaas)[Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)[Big Data Analytics](https://www.g2.com/categories/big-data-analytics)[Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure)[Data Fabric](https://www.g2.com/categories/data-fabric)[Virtual Private Cloud (VPC)](https://www.g2.com/categories/virtual-private-cloud-vpc) [Show MoreShow Less](javascript:void(0);) ##### Explore More [Which emergency management software is most reliable based on reviews from business resilience teams?](https://www.g2.com/discussions/which-emergency-management-software-is-most-reliable-based-on-reviews-from-business-resilience-teams)[Which rebate management platforms are best for distributors that need detailed accrual tracking so rebates are correctly accrued before the vendor statement arrives?](https://www.g2.com/discussions/which-rebate-management-platforms-are-best-for-distributors-that-need-detailed-accrual-tracking-so-rebates-are-correctly-accrued-before-the-vendor-statement-arrives)[What is the best platform for managing visitor check-ins?](https://www.g2.com/discussions/what-is-the-best-platform-for-managing-visitor-check-ins) [Which vendor offers real-time audience engagement features?](https://www.g2.com/discussions/which-vendor-offers-real-time-audience-engagement-features)[Which apparel business management and ERP software supports EDI integration for fashion brands managing wholesale and retail operations?](https://www.g2.com/discussions/which-apparel-business-management-and-erp-software-supports-edi-integration-for-fashion-brands-managing-wholesale-and-retail-operations)[Best online backup service for small business](https://www.g2.com/discussions/what-s-the-best-online-backup-service-for-small-businesses) [Show MoreShow Less](javascript:void(0);)