# Cloudera Platform Reviews
**Vendor:** Cloudera  
**Category:** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)  
**Average Rating:** 4.1/5.0  
**Total Reviews:** 136
## About Cloudera Platform
Cloudera is the only hybrid data and AI platform company that large organizations trust to bring AI to their data anywhere it lives. Unlike other providers, Cloudera delivers a consistent cloud experience that converges public clouds, on-prem data centers, and the edge, leveraging a proven open-source foundation. As the pioneer in big data, Cloudera empowers businesses to apply AI and assert control over 100% of their data, in all forms, improving security, governance, and real-time and predictive insights. The world’s largest brands across all industries rely on Cloudera to transform decision-making and ultimately boost bottom lines, safeguard against threats, and save lives. The Cloudera data and AI platform includes: Cloudera AI: Deploy and scale any AI model, anywhere. Cloudera brings compute to governed data where it lives for Private AI anywhere by design. Complete control, security, and governance of mission-critical data, models, agents, and inference ensure faster sovereign AI deployments. Cloudera Data-in-Motion: Make fast decisions from real-time data anywhere. Move data with any structure from any source to any destination seamlessly across hybrid environments, enabling in-the-moment business-critical decisions by processing and analyzing real-time data anywhere, from the edge to AI, as business happens. Cloudera Open Data Lakehouse: Process any data, anywhere, for actionable insights. Make smart decisions with an open data lakehouse powered by Apache Iceberg that delivers trusted, reliable, and unified data to fuel agents, AI applications, and analytics, improving collaboration, breaking silos, and simplifying sharing. Cloudera Unified Data Fabric: Unify security and governance across the entire data estate. Move beyond fragmented data management: Break down silos and connect disparate data sources intelligently and securely to provide a unified view of all organizational data and centralized end-to-end control across complex hybrid data environments.



## Cloudera Platform Pros & Cons
**What users like:**

- Users appreciate the **easy-to-use interface** of Cloudera Data Platform, making big data management effortless and efficient. (22 reviews)
- Users value the **easily scalable** nature of Cloudera Data Platform, effectively managing large volumes of data. (17 reviews)
- Users value the **robust security features** of Cloudera Data Platform, ensuring reliable data management and protection. (9 reviews)
- Users value the **scalability and ease of integration** with Cloudera Data Platform for effective big data management. (8 reviews)
- Users value the **scalability and ease of use** of Cloudera Data Platform, enhancing data management and reporting efficiency. (8 reviews)
- Performance (8 reviews)
- Automation (6 reviews)
- Customer Support (6 reviews)
- Easy Integrations (6 reviews)
- Data Security (5 reviews)

**What users dislike:**

- Users highlight the **expensive costs** of Cloudera Data Platform, which could be a barrier for some organizations. (16 reviews)
- Users find the **complexity** of Cloudera Data Platform challenging, especially for those lacking experience in SQL queries. (7 reviews)
- Users note that **difficult learning** curves can hinder new users, making setup and navigation challenging. (5 reviews)
- Users find the **poor documentation** of Cloudera Data Platform challenging, hindering navigation and setup processes. (4 reviews)
- Users face significant **access issues** with Cloudera Data Platform, hampering task execution and increasing frustration. (3 reviews)
- Beginner Unfriendliness (3 reviews)
- Integration Issues (3 reviews)
- Complex Processes (2 reviews)
- Complex Setup (2 reviews)
- Cost (2 reviews)

## Cloudera Platform Reviews
  ### 1. Easy to Use, Reliable, and Great for Team Collaboration

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 27, 2026

**What do you like best about Cloudera Platform?**

Easy to use, collaboration among the team and reliability.

**What do you dislike about Cloudera Platform?**

Not that I know out of my mind. A better UI could be helpful.

**What problems is Cloudera Platform solving and how is that benefiting you?**

A cloud platform for arrnging clsses, running virtual machines easily.

  ### 2. Reliable Platform for Managing Large-Scale Data Pipelines

**Rating:** 4.5/5.0 stars

**Reviewed by:** Paritosh  C. | Talent Acquisition Specialist, Staffing and Recruiting, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 30, 2025

**What do you like best about Cloudera Platform?**

Cloudera Data Engineering provides a solid environment for building and managing data pipelines at scale. 

I like the way it integrates with Apache Spark and Airflow, making batch processing and scheduling efficient

**What do you dislike about Cloudera Platform?**

Initial setup and configuration can be complex, especially in hybrid cloud environments.

**What problems is Cloudera Platform solving and how is that benefiting you?**

We had challenges with slow and unreliable data processing in our ETL pipelines. With Cloudera Data Engineering, we were able to automate our workflows, schedule tasks reliably, and scale up when needed. This significantly improved our data delivery times and overall team productivity.

  ### 3. Awsome product

**Rating:** 5.0/5.0 stars

**Reviewed by:** Shreyas C. | Enterprise (> 1000 emp.)

**Reviewed Date:** November 24, 2023

**What do you like best about Cloudera Platform?**

Cloudera has been an outstanding partner in wanting to understand our main use cases to ensure we are getting value. We have really grown as an organization thanks to their expertise and dedication. In the last three years, we've seen many business problems come up and so far we have been able to solve the majority of them.

**What do you dislike about Cloudera Platform?**

Our implementation grew so quickly that we had scaling and performance issues. We were able to resolve our issues with Cloudera's expertise but we noted that the product documentation was not comprehensive enough.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Cloudera been an outstanding partner in wanting to understand our main use cases to ensure we are getting value. We have really grown as an organization thanks to their expertise and dedication. In the last three years we've seen many business problems come up and so far we have been able to solve the majority of them

  ### 4. Very powerful data platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Yogesh S. | Project Lead, Enterprise (> 1000 emp.)

**Reviewed Date:** December 18, 2023

**What do you like best about Cloudera Platform?**

We used the Cloudera Data Platform to create a robust solution addressing challenges in the extraction, ingestion, and utilization of CSV data, providing a seamless experience for end-users for one of our Projects. We used it to automate the data extraction process and to ingest the processed data into an external table on the Cloudera Data platform to be used for front-end reporting using Plotly Dash.

**What do you dislike about Cloudera Platform?**

We didn't particularly dislike anything about the tool. Overall it was a very effective and powerful tool.

**What problems is Cloudera Platform solving and how is that benefiting you?**

We used the Cloudera Data Platform to create a robust solution addressing challenges in the extraction, ingestion, and utilization of CSV data, providing a seamless experience for end-users
It helped us to solve the problem of data extraction. It also helped us in creating a process for data cleansing and migrating the cleansed data into an external table.

  ### 5. Storage product by Cloudera

**Rating:** 4.5/5.0 stars

**Reviewed by:** Asif  A. | Cloud Administrator (Cloud, Linux, DevOps, Storage & Backup) , Small-Business (50 or fewer emp.)

**Reviewed Date:** March 11, 2024

**What do you like best about Cloudera Platform?**

Usability and security is one of the core feature that I like the most with cloudera DB. Highly scalable and implementation is not a big deal.

**What do you dislike about Cloudera Platform?**

expensive and not supporting intranet to work.

**What problems is Cloudera Platform solving and how is that benefiting you?**

It is solving the very crucial problem of storing the data easily with high security . Being a research guy I have gone through many companies DB system and with no doubt this is one of the best and easiest to use.

  ### 6. The Cloudera Data Platform lacks in terms of its expertise and support during our implementation.

**Rating:** 0.5/5.0 stars

**Reviewed by:** Kenneth D. | Management Assistant, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 01, 2023

**What do you like best about Cloudera Platform?**

They were slow to resolve any scaling and performance issues we faced. The product documentation needs to be more comprehensive. The pricing needs to be better especially considering the merger with Hortonworks.

**What do you dislike about Cloudera Platform?**

Things are mentioned. It does provide flexibility in managing data across platforms there needs improvements in terms of integration. The security measures are not decent. The platform is free to download and use the lack of customer support is difficult for users who encounter issues.

**What problems is Cloudera Platform solving and how is that benefiting you?**

It does not provide data governance capabilities that do not allow us to monitor and audit our data lifecycle. This has obstructed our compliance initiatives and weakened our data protection measures. This does not empower us to make informed decisions, for our business.

  ### 7. Review on Cloudera Data Engineering

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ridhim U. | Small-Business (50 or fewer emp.)

**Reviewed Date:** September 27, 2023

**What do you like best about Cloudera Platform?**

1. The Best thing about Cloudera Data Engineering is its security, it's built for a high scala -enterprise-level data engineering activities.
2. It is user-friendly, which eases the integration of code in case of frequent usage.
3. Customer Care Service is up to the mark when it comes to addressing the issue.
4. It is a platform, built on Apache Spark, with tools such as Apache Airflow for automation, orchestration & monitoring makes it an easily usable tool that too with basic implementation.

**What do you dislike about Cloudera Platform?**

1. One of the major things that I dislike about Cloudera Data Engineering is its documentation and community support. I feel the documentation is very limited.
2. While running the airflow tasks simultaneously it gives an unauthorized error.

**What problems is Cloudera Platform solving and how is that benefiting you?**

It is an integrated all-inclusive data engineering platform built upon Apache Spark, with tools such as Apache Airflow for automation, orchestration, and monitoring making it very helpful. It is benefiting me in providing a security platform to work on data engineering activities with ease. Monitoring is one of the major things that has become accessible for me.

  ### 8. Experience with Cloudera Data Engineering

**Rating:** 4.5/5.0 stars

**Reviewed by:** Shristy S. | Small-Business (50 or fewer emp.)

**Reviewed Date:** September 26, 2023

**What do you like best about Cloudera Platform?**

1)The thing I love about Cloudera Data Engineering is that it is secure, built for a high scala -entreprise level data engineering activities 
2)It is an integrated all inclusive data engineering platform built upon Apache Spark,with tools such as Apache airflow for automation, orchestration and monitoring making it a quite easy to use tool with easy implementation.
3) Customer care service is great across using the platform.
4) Cloud service which eases integration of code, if used regularly we become more and more aware of more features

**What do you dislike about Cloudera Platform?**

1)If we try to run or trigger airflow tasks simultaneously it throws unauthorised error
2) Airflow jobs on running the privileges applied on these jobs are of the ones who created it not submitted the job

**What problems is Cloudera Platform solving and how is that benefiting you?**

The main thing with data comes is the security of such high volumes of data and to extract meaningful information from it,Cloudera Data engineering helps to solve this with enhanced features to analyse,monitor,secure and track data across all its environments.

  ### 9. Not Ensuring Security

**Rating:** 0.0/5.0 stars

**Reviewed by:** Stephen E. | Asset Manager, Automotive, Small-Business (50 or fewer emp.)

**Reviewed Date:** December 04, 2023

**What do you like best about Cloudera Platform?**

Clouderas is unable to solve the problems of scaling and performance. The product documentation need to be more comprehensive their support was not valuable. There isnt anything that I find favorable, about the platform.

**What do you dislike about Cloudera Platform?**

It is difficult to use and meets our expectations. Some aspects leave me unsatisfied. It does not solve data management problems its simplicity is primarily limited to work related tasks.

**What problems is Cloudera Platform solving and how is that benefiting you?**

The platform excels in training machine learning models creating pipelines proves time consuming. It provides flexibility and security. There is room for improvement, in terms of data optimization and warehousing. Its ease of use doesnt fully compensate for its limitations when solving business problems.

  ### 10. Navigating Big Data Challenges with Cloudera's Analytics Solution

**Rating:** 4.0/5.0 stars

**Reviewed by:** Subrat Kumar S. | Data Specialist, Mid-Market (51-1000 emp.)

**Reviewed Date:** November 22, 2023

**What do you like best about Cloudera Platform?**

Cloudera Analytics DB is my top pick because it delivers unmatched performance and seamlessly integrates with powerful analytics features. It just nails it when it comes to handling large datasets – exactly what I need for my analytics tasks.

**What do you dislike about Cloudera Platform?**

Cloudera Analytics DB is strong on data processing, but its documentation could be more detailed, making it challenging for users to navigate complex data configurations. Improving documentation clarity would greatly enhance the overall user experience with the platform.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Cloudera Analytics DB is a game-changer for relational database management. It tackles the headaches of handling extensive relational data with finesse. The optimized performance is a relief, providing me with efficient solutions for data-intensive tasks.

  ### 11. Analytics for Cloudrea DB

**Rating:** 4.5/5.0 stars

**Reviewed by:** Krishna G. | Associated Consultant , Small-Business (50 or fewer emp.)

**Reviewed Date:** September 05, 2023

**What do you like best about Cloudera Platform?**

Cloudera Analytic DB is designed to handle large volumes of data and can scale horizontally to meet the demands of growing datasets and workloads. This scalability can be a significant advantage for organizations dealing with big data.
 Cloudera Analytic DB is designed for high-performance analytics, allowing users to run complex queries on large datasets quickly. This can be crucial for organizations looking to gain insights from their data in real-time or near-real-time. etc..

**What do you dislike about Cloudera Platform?**

It is somehow Complexity
Big data solutions, including Cloudera Analytic DB, can be expensive to implement and maintain. Licensing costs, hardware infrastructure, and ongoing operational expenses can add up quickly.
 Cloudera offers both community and enterprise versions of its products. Some users have experienced limitations in the community version and feel compelled to upgrade to the enterprise version, incurring additional costs.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Analyzing large datasets can be time-consuming. Cloudera Analytic DB is optimized for high-performance analytics, enabling organizations to run complex queries and analytics on massive datasets quickly. This benefits users by reducing the time required to obtain insights.

  ### 12. Analytics via Cloudera Stream Processing

**Rating:** 4.0/5.0 stars

**Reviewed by:** Amit B. | Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** December 06, 2023

**What do you like best about Cloudera Platform?**

One of the best CSPs to convert streams into data points which are useful for analytics.
We use it for all the analytics events. Very easy to maintain and use. Customer Support is really good. Helped a lot during integration.

**What do you dislike about Cloudera Platform?**

Documentation can be better. Integration can be made a bit more easy.

**What problems is Cloudera Platform solving and how is that benefiting you?**

It helps us in solving the analytics piece of the entire product. We are able to stream events into the platform which is used for analysis. We have been able to derive valuable insights.

  ### 13. Product description and it's overview

**Rating:** 4.5/5.0 stars

**Reviewed by:** Surendar P. | Senior Software Engineer, Information Technology and Services, Enterprise (> 1000 emp.)

**Reviewed Date:** September 07, 2023

**What do you like best about Cloudera Platform?**

I have been part of hortonworks software earlier and then cloudera acquired the same. I have used couldera operational DB and the ease of use and efficiency makes it top notch.
The results fetched are awesome with low latency.

**What do you dislike about Cloudera Platform?**

Nothing much to say about dislikes. I haven't seen much drawbacks of this product yet the overall functionality and operations are well enough.

**What problems is Cloudera Platform solving and how is that benefiting you?**

The complexity issues and the time saving efficiency features makes it worth using for business purposes and also I love using the uSer friendly interface and portability.

  ### 14. One of the best platforms for data operations, business intelligence, and machine learning

**Rating:** 4.0/5.0 stars

**Reviewed by:** Neeraj V. | Junior Software Developer - AI Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** November 29, 2023

**What do you like best about Cloudera Platform?**

Excellent support for Machine Learning services. I can create and deploy my own models or use one of the AMPs in a robust environment. And I can easily scale up my applications using the Pyspark or Hadoop

**What do you dislike about Cloudera Platform?**

I couldn't find anything in particular to dislike, but the pricing could be better, but that's understandable after the merger with Horton

**What problems is Cloudera Platform solving and how is that benefiting you?**

It effectively addresses my data management challenges, for academically and sometimes work-related. It makes data handling simple, more efficient and enhances my overall productivity

  ### 15. Review CloudEra data

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** December 26, 2023

**What do you like best about Cloudera Platform?**

Cloudera Data Platform is like a super-smart organizer for data, helping companies handle lots of information easily and securely. It works well with big data and lets businesses analyze and use their data smartly, making decisions based on facts.

**What do you dislike about Cloudera Platform?**

Some folks find Cloudera Data Platform a bit tricky to set up and costly to run, like a high-maintenance gadget. It might feel a bit complicated for beginners, and the buttons aren't as easy to figure out as some other tools.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Cloudera Data Platform helps tp  organize and make sense of their big data, making it easier to find valuable insights and make smart decisions.

  ### 16. Great digital learning experience

**Rating:** 5.0/5.0 stars

**Reviewed by:** Nishaant C. | Associate Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 21, 2023

**What do you like best about Cloudera Platform?**

Cloudera offers robust big data solutions, empowering businesses with efficient data management and analytics. Their user-friendly platform and excellent support enable organizations to harness the power of data for smarter decisions and growth.

**What do you dislike about Cloudera Platform?**

The data engineering course had some drawbacks, including the lack of hands-on practical exercises, outdated course materials, and limited interaction with instructors, which hindered the depth of understanding and real-world application of concepts.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Cloudera Data Engineering solves complex data management and processing challenges for businesses. By offering a scalable, integrated platform, it enables efficient data ingestion, storage, transformation, and analysis. This benefits me by streamlining data workflows, improving data quality, and enhancing decision-making, ultimately leading to greater productivity and competitiveness.

  ### 17. Seamless data ingestion and transformation for Big Data

**Rating:** 4.0/5.0 stars

**Reviewed by:** Rajan Kumar Y. | Lead Machine Learning Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** December 12, 2023

**What do you like best about Cloudera Platform?**

We have recently used Cloudera for one of our data pipeline to ingest and transform the data and finally store to the Data Lake. And the overall process was smooth and the inbuilt tools elevated the experience of data handling at various stages

**What do you dislike about Cloudera Platform?**

There should be some inbuilt integration tool to ingest and transform the data with Azure ADF pipeline integration.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Create sanitized data Lake to achieve data  ingestion and transformation

  ### 18. Awesome

**Rating:** 5.0/5.0 stars

**Reviewed by:** P V S. | Mid-Market (51-1000 emp.)

**Reviewed Date:** September 12, 2023

**What do you like best about Cloudera Platform?**

The cloudera operational db is very good to know that I have been trying to make sure to get a chance to take it up with the team and I am in this group and will be able to connect with that.

**What do you dislike about Cloudera Platform?**

I dislike about cloudera operational db is the same issue I have to go for the same thing in this. This is the last date of the day of the month end term and long time in this.

**What problems is Cloudera Platform solving and how is that benefiting you?**

The cloudera operational db solves the problem in the same question is to be a good idea for that. It benefits me to get the latest version in the group and the following questions.

  ### 19. Cloudera Platform Review

**Rating:** 4.0/5.0 stars

**Reviewed by:** PRASANTH P. | Senior Associate, Enterprise (> 1000 emp.)

**Reviewed Date:** December 21, 2023

**What do you like best about Cloudera Platform?**

Cloudera is known for its comprehensive suite of tools for big data management and analytics. Many users appreciate its scalability, robustness, and the ease with which it integrates various big data technologies.

**What do you dislike about Cloudera Platform?**

However, some users have mentioned challenges with the complexity of setting up and maintaining the Cloudera Data Platform, as well as concerns about licensing costs.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Unified Data Management
Scalability
Advance analytics

  ### 20. Self service analytics in multi cloud environments

**Rating:** 5.0/5.0 stars

**Reviewed by:** LENIN K. | Assistant Manager - Cyber-Transformation-Cloud, Enterprise (> 1000 emp.)

**Reviewed Date:** December 12, 2023

**What do you like best about Cloudera Platform?**

Cloudera is the solution which is providing data analytics in any cloud and any data.

The upside of this approach is to provide support to multi cloud environment and ease of access.

**What do you dislike about Cloudera Platform?**

Cloudera should think about the Regulatory compliance where all the data's are collected and stored in Cloudera and bi-directional data encryption should be maintained and monitored.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Integration between local data sources and Cloudera

  ### 21. Cloudera Operational DB is a large data management and analytics platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Riyaz K. | Staff Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** September 09, 2023

**What do you like best about Cloudera Platform?**

Realtime data processing is one of the feature which I like the most about Cloudera Operational DB. Also, it provides realtime data ingestion, analysis and handles huge amount of data in realtime very effectively.

**What do you dislike about Cloudera Platform?**

Cloudera operational DB is bit complex for sql queries and also cost is also a concern because of huge data processing. Other than that, One should be good in implementing the DB because its bit complicated for unexperienced professional.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Cloudera Operational DB is playing a pivotal role for our Datalake infrastructure. Cloudera Operational DB helping us for our data management and analytics on big data, as we have a realtime data flowing from other sources.

  ### 22. Cloudera Distribution for Hadoop,the open source Hadoop project.

**Rating:** 4.0/5.0 stars

**Reviewed by:** Kuldeep K. | Lead Software Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** June 08, 2023

**What do you like best about Cloudera Platform?**

Enterprise-grade features: Cloudera Distribution for Hadoop includes a number of features that make it easier to use Hadoop for enterprise applications, such as security, scalability, and manageability.
Commercial support: Cloudera offers commercial support for Cloudera Distribution for Hadoop, which can be helpful for businesses that need help with installation, configuration, and troubleshooting.
Community: Cloudera has a large and active community of users and developers, which can be helpful for businesses that need help with using or extending Cloudera Distribution for Hadoop.

**What do you dislike about Cloudera Platform?**

Cost: Cloudera Distribution for Hadoop is a commercial product, so it can be more expensive than using an open source distribution of Hadoop.
Lock-in: Cloudera Distribution for Hadoop is a proprietary product, so businesses that use it may be locked into using Cloudera for support and maintenance.
Complexity: Cloudera Distribution for Hadoop is a complex product, so businesses that use it may need to have a team of experienced engineers to manage it.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Cloudera Distribution for Hadoop is a good choice for businesses that need an enterprise-grade Hadoop distribution with commercial support and a large community of users and developers.

  ### 23. Review for Cloudera Analytic DB

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** December 15, 2023

**What do you like best about Cloudera Platform?**

Cloudera Analytic DB is a hybrid cloud database platform that offers business intelligence (BI) and SQL analytics capabilities. It allows users to derive more value from their data by providing flexibility in data storage and analysis With Cloudera Analytic DB, users can perform real-time analytics on Hadoop, enabling them to gain insights and make data-driven decisions more efficiently.

**What do you dislike about Cloudera Platform?**

While Cloudera Analytic DB offers many benefits, there may be potential challenges or limitations that some users have encountered. These could include:
Complexity
Scalability
Cost

**What problems is Cloudera Platform solving and how is that benefiting you?**

Real-time Analytics on Hadoop,
Data Analysis and Data Engineering

  ### 24. Building a complex data processing stable with Cloudera Engineering

**Rating:** 5.0/5.0 stars

**Reviewed by:** monica m. | Enterprise (> 1000 emp.)

**Reviewed Date:** September 15, 2023

**What do you like best about Cloudera Platform?**

Combining CDE with business execution engine can serve as a solid foundation for complex event processing on big data. we can handle large amount of data easily as it gives us flexiblity to scaleup the resources.
it provides alrge amount of technologies for streaming the live data and we have to pay only for what we are using.

**What do you dislike about Cloudera Platform?**

It is only suitable for large amount of data.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Orchestrastion automation airflow is very much used in my organisation. you can dirctly monitor from tool and fix the jobs there. its noy much complex

  ### 25. Cloudera Big Data Platform a boon for all

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sumeet L. | Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** November 21, 2023

**What do you like best about Cloudera Platform?**

It is easy to use and not much background knowledge of cloud infrastructure is required. Also it is fast and has a great UI. It is reliable.

**What do you dislike about Cloudera Platform?**

Everything is good and is quite easy to use.

**What problems is Cloudera Platform solving and how is that benefiting you?**

For harnessing big data for training machine learning models. Faster pipelines can be made with the help of it.

  ### 26. Cloudera data warehouse

**Rating:** 4.0/5.0 stars

**Reviewed by:** Sumit A. | Data Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 14, 2023

**What do you like best about Cloudera Platform?**

It good scalability, data management with good performance mostly i like it's support as well as documentation and

**What do you dislike about Cloudera Platform?**

No, I like cloudera operational DB. I spend  good time DB also enchance my skill

**What problems is Cloudera Platform solving and how is that benefiting you?**

Data integration, scalability, support , data security and governance one more it's a cost effectively

  ### 27. Big data technology leader

**Rating:** 4.0/5.0 stars

**Reviewed by:** Azam A. | DevOps Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 26, 2023

**What do you like best about Cloudera Platform?**

The way it bundled useful big data technologies in one product and easy to install and use.

**What do you dislike about Cloudera Platform?**

CDP is too costly compared to open source software present.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Solving problems related to big data.

  ### 28. Exclusive and reliable

**Rating:** 4.5/5.0 stars

**Reviewed by:** Suprakash M. | Senior Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 16, 2023

**What do you like best about Cloudera Platform?**

Easy to use , with the benefits of Apache airflow for orchestrations along with Apache spark for heavy lifting and data pipeline automation. Provides seamless integration with data warehouse and machine learning

**What do you dislike about Cloudera Platform?**

It can be costly for organization having large amount of data. The pricing structure for enterprises can be high. Also the platform lacks the unavailability of data science and visualization interface

**What problems is Cloudera Platform solving and how is that benefiting you?**

Writing data pipelines , with Apache airflow and Apache spark which helps in the Etl process

  ### 29. Analytics insights got easier

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** August 29, 2023

**What do you like best about Cloudera Platform?**

I am software developer and i need a DB to store data , the data in cloudera analytics follows HDFS architecture and due to this we can store a large amount of data easily in the database. Data recovery is quite easy as it proides good data replication. The user interface is quite good and easy to access modules . Analytics shown in cloudera is also good and graphs and pie diagrams can easily be understandable , they provide good insights.

**What do you dislike about Cloudera Platform?**

At time I dont find any reason to dislike but In beginning its little bit challenging for new users to get hands on with cloudera . A tutorial or demo must be provided for better understanding

**What problems is Cloudera Platform solving and how is that benefiting you?**

To fetch good insights and required data

  ### 30. Hadoop for processing Bigdata

**Rating:** 4.0/5.0 stars

**Reviewed by:** Khan M. | Enterprise (> 1000 emp.)

**Reviewed Date:** December 12, 2023

**What do you like best about Cloudera Platform?**

Tool like Impala makes difference while processing data which is much faster.

**What do you dislike about Cloudera Platform?**

Need better skilled and supportive support personal.

**What problems is Cloudera Platform solving and how is that benefiting you?**

It's acting as one point solution for etl and processing the data

  ### 31. This is my short review for Cloudera platform.

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.)

**Reviewed Date:** December 26, 2023

**What do you like best about Cloudera Platform?**

Cloudera stands out as a robust platform, especially for aspiring data engineers like me. The user-friendly interface coupled with robust security features makes it a valuable asset for me.

**What do you dislike about Cloudera Platform?**

While Cloudera offers powerful tools, navigating through its interface can be a bit overwhelming initially.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Currently i am running a business just learning new things and best approaches.

  ### 32. Cloudera Data Platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** November 23, 2023

**What do you like best about Cloudera Platform?**

Being a data engineer I specifically like about cloudera data platform is its capability to provide best solutions and security. It has brilliant user interface which is very easy to use.It is great tool for big data industry.

**What do you dislike about Cloudera Platform?**

There is nothing to dislike about cloudera data platform. Working as expected.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Handling big data . Providing excellent security for crucial data. Pipeline creation and handling data visualisation and analytics .

  ### 33. Cloudera for business approval process

**Rating:** 4.0/5.0 stars

**Reviewed by:** Arshad Mehtaj S. | Technical Architect, Enterprise (> 1000 emp.)

**Reviewed Date:** December 12, 2023

**What do you like best about Cloudera Platform?**

Simplified data management and user interaction platform

**What do you dislike about Cloudera Platform?**

The data retrieval speed should be improved

**What problems is Cloudera Platform solving and how is that benefiting you?**

Reducing cost for server maintenance

  ### 34. Great tool to use

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nikhil T. | Senior Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 13, 2023

**What do you like best about Cloudera Platform?**

Fully managed cloud cluster, auto scaling, security, reliance, easy to use. These all functions are best things.

**What do you dislike about Cloudera Platform?**

Can be expensive, Not as flexible as some other solutions, Not as well-known as some other solutions

**What problems is Cloudera Platform solving and how is that benefiting you?**

Cloudera Data Platform is used to submit batch jobs to auto-scaling virtual clusters. CDE enables you to spend more time on your applications, and less time on infrastructure

  ### 35. Scalable and easily adaptable Cloude DB

**Rating:** 5.0/5.0 stars

**Reviewed by:** Murali Krishna T. | Consultant, Small-Business (50 or fewer emp.)

**Reviewed Date:** July 27, 2023

**What do you like best about Cloudera Platform?**

There are several features and few of them are like it supports SQL and NoSQL databases, also it's cloud based. I liked the interface and implementation. Documentation is very clear.

**What do you dislike about Cloudera Platform?**

Initially I felt it's little bit complicated but while exploring it gave me broad view of interesting features and still I think there might be few things which i have not covered but it's all about application requirements.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Maintaining large datasets, performance and team was looking out for scalable solution.

  ### 36. Good support from Cloudera

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ankit S. | Cloud Security (Enterprise Managed Services Cloud WAF), Enterprise (> 1000 emp.)

**Reviewed Date:** September 11, 2023

**What do you like best about Cloudera Platform?**

- Open Source community support
- Easier installation
- Good support teams to respond to your problems

**What do you dislike about Cloudera Platform?**

Nothing as of now, everything seems to be going good for me

**What problems is Cloudera Platform solving and how is that benefiting you?**

--Infinite while loops not working in CDE Sessions
--Name length causes Pod creation error for CDE Sessions
--Python jobs using virtual environment fail with import error

  ### 37. Cloudera is the best data engineering platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ashita K. | Software Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** September 14, 2023

**What do you like best about Cloudera Platform?**

It is easy to use and even a begineer can use cloudera data engineering platform easily.

**What do you dislike about Cloudera Platform?**

The size of the application is very large and sometimes the system hangs because of the laod it takes.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Handling big data situations where large amount of data can not be handled by any other platform.

  ### 38. COD review

**Rating:** 3.5/5.0 stars

**Reviewed by:** Sharath G. | Data Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 09, 2023

**What do you like best about Cloudera Platform?**

COD supports both sql and Nosql with colunnar support. Easily scalable and easy to manage and best platform to handle large amount of data.

**What do you dislike about Cloudera Platform?**

Nothing to dislike as of now need to explore more.

**What problems is Cloudera Platform solving and how is that benefiting you?**

We have our supply chain data warehouse in COD cloudera platforn it easy to store and get analytical insights

  ### 39. Cloudera Operational DB is great product in industry

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sudhir B. | Senior Consultant - Specialist, Mid-Market (51-1000 emp.)

**Reviewed Date:** October 04, 2023

**What do you like best about Cloudera Platform?**

Cloudera Oprational DB is great product to use in industry, most liked features is
1. Auto Scaling
2. Auto Healing
3. Faster Deployment

**What do you dislike about Cloudera Platform?**

Nothing to highlight as its industry gred product.

**What problems is Cloudera Platform solving and how is that benefiting you?**

It helped to store comparitively high volume relational data.

  ### 40. The most comprehensive big data stack

**Rating:** 4.0/5.0 stars

**Reviewed by:** Võ Q. | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 15, 2023

**What do you like best about Cloudera Platform?**

Fullly implement hadoop ecosystem and control version compability as well. It also has quickly supported on technical and setting up issues. The community is really large and good.

**What do you dislike about Cloudera Platform?**

The documentation layout is quite unclear. The community version setting up guides are not working. I think cloudera should provide the simple version in docker or helm chart for trial easier.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Cloudera platform provides the powerful processing tools that help our company save very much time to setup hadoop ecosystem. It also allows us to monitor and control the big data infrastucture easier and more efficient.

  ### 41. Really nice tool for query time optimisations and get results

**Rating:** 5.0/5.0 stars

**Reviewed by:** Aditi S. | Python Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** November 02, 2023

**What do you like best about Cloudera Platform?**

Query optimisations
Data ETL
Talend jobs data handling

**What do you dislike about Cloudera Platform?**

All went good
Had a great experience in data handling

**What problems is Cloudera Platform solving and how is that benefiting you?**

ETL operation on big amount of data

  ### 42. It is a very good platform for transforming Data Pipelines

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Consulting | Mid-Market (51-1000 emp.)

**Reviewed Date:** September 13, 2023

**What do you like best about Cloudera Platform?**

Automate data pipelines to increase efficiency and it is also used for orchasteration.It can streamline and opearationalize the data pipelines securely at any scale.

**What do you dislike about Cloudera Platform?**

The cost is constantly changing and there is a problem in log visibility.cloning from got using SSH is not supported via HTTP proxy .Application does not restart after upgrade

**What problems is Cloudera Platform solving and how is that benefiting you?**

It is automating Data pipelines everywhere  gaining ETL visibility and control it is holistically manage your data life cycle transparently. It is maintaing Data integrity a lot which is good for our organisation.

  ### 43. Pleasant experience using this platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sanjay M. | Enterprise (> 1000 emp.)

**Reviewed Date:** August 08, 2023

**What do you like best about Cloudera Platform?**

I like the features of advanced pipeline monitoring.
This technology really makes the troubleshooting easy if any ambiguity is found, real-time.

**What do you dislike about Cloudera Platform?**

Some-time it takes too much time to load, API integration capabilities are tough.
Users needs supervision and guidance initially to start using this tool.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Major benefit is data - streamlining with less efforts.
Yieliding pre-built automation of pipe-line helps to get result in lesser timeline.

  ### 44. Powerful Data Platform with limited adoption for Analytics application

**Rating:** 2.5/5.0 stars

**Reviewed by:** Nihar K. | Product and Platform Architect - Technology Strategy & Architecture Group, Enterprise (> 1000 emp.)

**Reviewed Date:** September 21, 2023

**What do you like best about Cloudera Platform?**

Real time feature 
Auto scaling functionality 
Many components including HDFS and Hbase

**What do you dislike about Cloudera Platform?**

Adoption with major cloud providers 
Awareness on the usability

**What problems is Cloudera Platform solving and how is that benefiting you?**

Traditional big Data based applications
Powerful on secured applications needing mostly on premise or hybrid 
Large volume of data for analytical usage

  ### 45. The best ever solutions for the big data industry

**Rating:** 4.0/5.0 stars

**Reviewed by:** anand p. | Sr. Engineering Manager, Information Technology and Services, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 06, 2023

**What do you like best about Cloudera Platform?**

The workflows jobs automation and the analytics provided by cloudera with historical and stream data processing

**What do you dislike about Cloudera Platform?**

Needs more robust UI. Needs a user interactive and intutive way of showing the data and data transformation

**What problems is Cloudera Platform solving and how is that benefiting you?**

The data models which cloudera bring in is much needed for the AI industry

  ### 46. I am a data scientist with 8 years experience and overall 23 years experience.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Balarama Murthy P. | Data Scientist, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 28, 2023

**What do you like best about Cloudera Platform?**

Fast in access data and parallel execution.

**What do you dislike about Cloudera Platform?**

Expensive for a middle level organization.

**What problems is Cloudera Platform solving and how is that benefiting you?**

I cant reveal the real usage of this product because of the security issues but it is providing a global accessible data resource.

  ### 47. Data Streaming

**Rating:** 5.0/5.0 stars

**Reviewed by:** Neeraj J. | Enterprise (> 1000 emp.)

**Reviewed Date:** September 07, 2023

**What do you like best about Cloudera Platform?**

Data security and compliance. It follows all industry norms. Easy to use and analyse the big data.

**What do you dislike about Cloudera Platform?**

So far not seen anything like about data engineering.

**What problems is Cloudera Platform solving and how is that benefiting you?**

No, I have not seen so far and still exploring the use cases where we can deploy the big data.

  ### 48. Cloudera Application - Good to use

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Consulting | Mid-Market (51-1000 emp.)

**Reviewed Date:** November 23, 2023

**What do you like best about Cloudera Platform?**

It is an easy to use application with user friendly features and is helpful with Big Data solutions.

**What do you dislike about Cloudera Platform?**

It should have been more cost effective as compared to other available options present in the market.

**What problems is Cloudera Platform solving and how is that benefiting you?**

Data Optimization, warehousing, proving big data solutions and analytics.

  ### 49. WSO2 API Manager integration with Cloudera

**Rating:** 3.5/5.0 stars

**Reviewed by:** Flaviano O. | Consultor Especialista em TI, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 08, 2023

**What do you like best about Cloudera Platform?**

Advantages of Cloudera: Ease of use, Security, Number of components, Scalability and Active community of users.

The main advantages of using Cloudera are scalability and centralized administration, which greatly facilitates the work of monitoring and necessary corrections.

**What do you dislike about Cloudera Platform?**

The difficulty of having a free option after the acquisition of Hadoop this process became more complex and bureaucratic.

As the main thing, I still consider the cost, although I believe it is fair, but it ends up being unfeasible for smaller projects.

**What problems is Cloudera Platform solving and how is that benefiting you?**

The data processing of a large government organization, with millions of records per day.

The data is sent via WSO2 to Kafka, and then with NIFI, the processing is done to save the raw and summarized data in HIVE and force an index in solr to be consumed later by the WSO2 API Manager.

  ### 50. Great software to process huge data

**Rating:** 4.0/5.0 stars

**Reviewed by:** Avadhesh  S. | Site Reliability Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 09, 2023

**What do you like best about Cloudera Platform?**

Easy to use and provide auto scaling features based on your workload and help process transaction in real time.

**What do you dislike about Cloudera Platform?**

Costly as compared to other software available in the market

**What problems is Cloudera Platform solving and how is that benefiting you?**

Process and store structure and unstructured data. Audit and monitor the data process.


## Cloudera Platform Discussions
  - [What is Cloudera used for?](https://www.g2.com/discussions/what-is-cloudera-used-for) - 1 comment
  - [Is cloudera a relational database?](https://www.g2.com/discussions/is-cloudera-a-relational-database) - 1 comment

- [View Cloudera Platform pricing details and edition comparison](https://www.g2.com/products/cloudera-platform/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-09+21%3A14%3A21+-0500&secure%5Bsession_id%5D=bc6114fa-8e87-423c-a43b-0ee591d9e43f&secure%5Btoken%5D=fb827fd7741b3f02a9b0bc29a03d03c0b9b6f2b8096cad4baad64bac5435d078&format=llm_user)

## Cloudera Platform Features
**Reports**
- Reports Interface
- Steps to Answer
- Graphs and Charts
- Score Cards
- Dashboards

**Data Governance**
- User Access Management
- Dynamic Data Masking
- Data Lineage

**Administration**
- Data Modelling
- Recommendations
- Workflow Management
- Dashboards and Visualizations

**Management**
- Reporting
- Auditing

**Deployment**
- Language Flexibility
- Framework Flexibility
- Versioning
- Ease of Deployment
- Scalability

**System**
- Data Ingestion & Wrangling

**Data Preparation**
- Connectors
- Data Governance

**Data Management**
- Data Integration
- Data Discovery
- Multi - Platform
- Metadata

**Data Management**
- Data Integration
- Data Compression
- Data Quality
- Built-In Data Analytics
- In-Database Machine Learning
- Data Lake Analytics

**Management**
- Data dictionary
- Data Replication
- Query Language
- Data Modeling
- Performance Analysis

**Management **
- Data Schema
- Query Language
- ACID - Complaint
- Data Replication

**Data Management**
- Data Model
- Data Types

**Management**
- Business Glossary
- Data Discovery
- Data Profililng
- Reporting and Visualization
- Data Lineage

**Deployment**
- Language Flexibility
- Framework Flexibility
- Versioning
- Ease of Deployment
- Scalability

**Data Management**
- Data Integration
- Metadata
- Self-service
- Automated workflows

**Data management**
- Metadata Management
- Automation Features
- Collaboration
- Data Lineage
- Data Discovery

**Agentic AI - DataOps Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Decision Making

**Model Development**
- Language Support
- Drag and Drop
- Pre-Built Algorithms
- Model Training

**Database**
- Real-Time Data Collection
- Data Distribution
- Data Lake

**Data Transformation**
- Real-Time Analytics
- Data Querying

**Data Preparation**
- Search
- Data Quality and Cleansing
- Data Transformation
- Data Modeling

**Compliance**
- Sensitive Data Compliance
- Training and Guidelines
- Policy Enforcement
- Compliance Monitoring

**Functionality**
- Extraction
- Transformation
- Loading
- Automation
- Scalability

**Management**
- Cataloging
- Monitoring
- Governing
- Model Registry

**Model Development**
- Feature Engineering

**Data Modeling and Blending**
- Data Querying
- Data Filtering
- Data Blending

**Analytics**
- Data Analytics

**Integration**
- AI/ ML Integration
- BI Tool Integration
- Data lake Integration

**Maintenance**
- Data Migration
- Backup and Recovery
- Multi-User Environment

**Support **
- Text Search
- Data Types
- Languages
- Operating Systems

**Availability**
- Auto Sharding
- Auto Recovery
- Data Replication

**Security**
- Access Control
- Roles Management
- Compliance Management

**Operations**
- Metrics
- Infrastructure management
- Collaboration

**Analytics**
- Analytics capabilities
- Dasboard visualizations

**Reporting**
- Intelligent Insights
- Actionable Insights
- Dashboards

**Machine/Deep Learning Services**
- Computer Vision
- Natural Language Processing
- Natural Language Generation
- Artificial Neural Networks

**Integrations**
- Hadoop Integration
- Spark Integration

**Collaboration**
- Commenting
- Profiling and Classification
- Business and Data Glossary
- Metadata Management 

**Data Quality**
- Data Preparation
- Data Distribution
- Data Unification

**Machine/Deep Learning Services**
- Natural Language Understanding
- Deep Learning

**Security**
- Compliance
- Governance
- Data Protection

**Deployment**
- On-Premise
- Cloud

**Security**
- Data Encryption
- User Access Control

**Security**
- Database Locking
- Access Control
- Encryption
- Authentication

**Maintainence**
- Data Quality Management
- Policy Management

**Management**
- Cataloging
- Monitoring
- Governing

**Monitoring and Management**
- Data Observability
- Testing capabilities

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Deployment**
- Managed Service
- Application
- Scalability

**Platform**
- Machine Scaling
- Data Preparation
- Spark Integration

**Connectivity**
- Hadoop Integration
- Spark Integration
- Multi-Source Analysis
- Data Lake

**Artificial Intelligence**
- Machine Learning Recommendations
- Natural Language Query
- Automatic Data Cleansing

**Performance **
- Scalability

**Performance **
- Disaster Recovery
- Data Concurrency
- Workload Management
- Advanced Indexing
- Query Optimizer

**Security**
- Role-Based Authorization
- Authentication
- Encryption

**Cloud Deployment**
- Hybrid cloud support
- Cloud migration capabilities

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Agentic AI - Analytics Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**Self Service **
- Calculated Fields
- Data Column Filtering
- Data Discovery
- Search
- Collaboration / Workflow
- Automodeling

**Processing**
- Cloud Processing
- Workload Processing

**Operations**
- Data Visualization
- Data Workflow
- Governed Discovery
- Notebooks

**Support**
- Multi-Model
- Operating Systems

**Security**
- Data Governance
- Data Security

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Generative AI**
- AI Text Generation
- AI Text Summarization
- AI Text-to-Image

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Agentic AI - Data Governance**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Decision Making

**Agentic AI - Data Fabric**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Decision Making

**Deployment & Integration - Analytics Platforms**
- No-code Dashboard Builder
- Report Scheduling and Automation
- Embedded Analytics and White-labeling
- Data Source Connectivity

**Advanced Analytics**
- Predictive Analytics
- Data Visualization
- Big Data Services

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Agentic AI - Machine Learning Data Catalog**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Decision Making

**Agentic AI - Data Science and Machine Learning Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**Performance & Scalability - Analytics Platforms**
- Large data handling and Query Speed
- Concurrent User Support

**Advanced Analytics & Modeling - Analytics Platforms**
- Data Modeling and Governance
- Notebook and Script Integration
- Built-in Predictive and Statistical Models

**Agentic AI Capabilities - Analytics Platforms**
- Auto-generated Insights and Narratives
- Natural Language Queries
- Proactive KPI Monitoring and Alerts
- AI Agents for Analytical Follow-ups

**Personalized Intelligence - Analytics Platforms**
- Behavioral Learning for Contextual Query Refinement
- Role-based Insight Personalization
- Conversational and Prompt-based Analytics

**Building Reports**
- Data Transformation
- Data Modeling
- WYSIWYG Report Design
- Integration APIs

**Database Features**
- Storage
- Availability
- Stability
- Scalability
- Security
- Data Manipulation
- Query Language

**Platform**
- Mobile User Support
- Customization 
- User, Role, and Access Management
- Internationalization
- Sandbox / Test Environments
- Performance and Reliability
- Breadth of Partner Applications

## Top Cloudera Platform Alternatives
  - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (779 reviews)
  - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.5/5.0 (707 reviews)
  - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) - 4.3/5.0 (355 reviews)

