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Amplitude vs Cloudera Data Platform comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

ROI

Sentiment score
4.3
Amplitude enhances targeting and personalization, saving time and effort, but higher pricing requires careful consideration for ROI.
Sentiment score
4.8
Organizations see varied ROI from Cloudera Data Platform, with benefits in efficiency and costs, but experiences and expectations differ.
I have seen a return on investment with Amplitude, saving about 120 man hours per month for a specific report that needs to be created.
Technical Co-Founder at Crankshaft.ai
It has saved us a lot of time since I can see the analysis as quickly as possible in the dashboard, resulting in significant time and money saved.
Senior data engineer at a financial services firm with 10,001+ employees
There are licensing costs that have been saved when we moved some of the data platforms, decommissioned them, and moved on to this platform.
Data engineer at a tech vendor with 10,001+ employees
In terms of return on investment, I see great changes in operational effectiveness measured by RTO when comparing on-premises solutions with cloud solutions.
Cloud Data Administrator at a financial services firm with 10,001+ employees
A specific example of the positive impact of Cloudera Data Platform is the clearly saved time and improved performance, which is the main result of it.
Data Platform Specialist at Lutech
 

Customer Service

Sentiment score
5.7
Amplitude's customer service is timely with multiple channels, though technical expertise varies, complemented by an active Slack group.
Sentiment score
6.0
Cloudera Data Platform's customer service is praised for responsiveness but experiences vary; community resources aid those without paid service.
You can pursue answers whichever way you would prefer through the normal support routes or you can source it from the community that they offer on Slack.
Data Analyst & Data Protection Officer at WeSalute
There could be live chat support for different types of charges or solutions that would be more helpful.
Data Science Engineer at BebopBee, Inc.
Amplitude customer support is responsive.
Technical Co-Founder at Crankshaft.ai
I would rate the customer support of Cloudera Data Platform ten out of ten.
Principal Consultant Data Analytics at a outsourcing company with 5,001-10,000 employees
I have communicated with technical support, and they are responsive and helpful.
Data Architect at ubl
Cloudera support is timely and responsive, adhering to the SLAs they provide.
Cloud Data Administrator at a financial services firm with 10,001+ employees
 

Scalability Issues

Sentiment score
7.2
Amplitude is highly praised for its scalability, handling large data and real-time processing efficiently for millions of users.
Sentiment score
6.4
Cloudera Data Platform is praised for its scalability and seamless cloud integration, though some face challenges during upgrades or on-premises.
Amplitude's scalability is fine; I have millions of active users, tens of millions, with high throughput, and it performs great.
Technical Co-Founder at Crankshaft.ai
Amplitude is very scalable, considering that we do not have to do any manual work ourselves.
Data Analyst & Data Protection Officer at WeSalute
Amplitude is quite scalable.
Senior data engineer at a financial services firm with 10,001+ employees
CDP allows for easy, mostly automated scalability where I can schedule job workflows, fine-tune system resource metrics, and add nodes with just a click.
Cloud Data Administrator at a financial services firm with 10,001+ employees
They have the cloud burst feature available where if the on-premises capacity is not sufficient at a point in time, you can run that Spark job on the cloud itself.
Data engineer at a tech vendor with 10,001+ employees
The ability to scale processing capacity on demand for batch jobs without impacting other workloads, and support for a growing number of concurrent users and teams accessing the platform simultaneously are significant advantages.
Software Engineer at a tech vendor with 10,001+ employees
 

Stability Issues

Sentiment score
8.4
Amplitude is praised for stability and speed with large datasets, though improvements in latency and error messages are suggested.
Sentiment score
6.5
Cloudera Data Platform offers reliable performance with minor issues, requiring careful configuration, especially in complex environments to prevent downtime.
I did not notice any delays or issues with Amplitude's performance and speed when handling large datasets.
Senior Business Analyst at Arcteryx
Sometimes the end user is not experienced or does not have all the expertise related to Cloudera specifically, making it very difficult to manage properly
Data architect at SentientAI, Karachi
Sometimes a node goes down, but it automatically returns to a healthy state.
Cloud Data Administrator at a financial services firm with 10,001+ employees
Cloudera Data Platform is pretty stable in my experience; there are not any downtime or reliability issues.
Data engineer at a tech vendor with 10,001+ employees
 

Room For Improvement

Users desire improved report setup, visualization, query building, tagging, data retention, support, and feature discovery for enhanced analytics.
Cloudera Data Platform needs usability, stability, and security improvements, enhanced AI/ML features, and better multi-tenancy and cloud integration.
Support could be improved. Sometimes I need to create a ticket and communicate with one of their advisors via email.
Data Science Engineer at BebopBee, Inc.
Longer form time series analysis seems nearly impossible to do on this platform.
Data Analyst & Data Protection Officer at WeSalute
Reconciling clickstream data with Databricks or other AWS systems could help analysts spend less time verifying the accuracy of both sources, which would be really helpful.
Senior Business Analyst at Arcteryx
We aim to address these issues with a Kubernetes-based platform that will simplify the task of upgrading services.
Senior Architect at a comms service provider with 1,001-5,000 employees
Cloudera Data Platform should include additional capabilities and features similar to those offered by other data management solutions like Azure and Databricks.
Data Architect at ubl
Cloudera Data Platform can be improved by addressing the feasibility of using it in the cloud; there are some complexities around the components used in cloud by Cloudera Data Platform that are not really convenient.
ML Engineer - Director at a financial services firm with 10,001+ employees
 

Setup Cost

Amplitude's high pricing and complex billing for larger data volumes cause challenges and lengthy negotiations for users.
Enterprise buyers find Cloudera cost-effective versus Oracle, though pricing complexity varies based on deployment size and negotiations.
Pricing is often egregiously high, and the company has changed billing models on us once already.
Data Analyst & Data Protection Officer at WeSalute
We are using a free version and would upgrade to a paid version if it were cheaper.
CEO at a tech vendor with 10,001+ employees
Amplitude's pricing is good and not overpriced; it is fair for the amount of data we are extracting and the analysis we perform.
Senior data engineer at a financial services firm with 10,001+ employees
Initially, CDH had a straightforward pricing model based on nodes, but CDP includes factors like processors, cores, terabytes, and drives, making it difficult to calculate costs.
Senior Architect at a comms service provider with 1,001-5,000 employees
We find Cloudera Data Platform to be cost-effective.
Cloud Data Administrator at a financial services firm with 10,001+ employees
So far, I would say that it is competitive pricing that we have received.
Data engineer at a tech vendor with 10,001+ employees
 

Valuable Features

Amplitude excels in segmentation, cohort analysis, and integration, enhancing data-driven decision-making and user experience optimization.
Cloudera Data Platform offers scalability, user-friendly interface, integration, cost-effective storage, security, and simplifies administration for hybrid environments.
Based on Amplitude charts and outcomes, our product team takes decisions, so it has improved decision-making.
Data Science Engineer at BebopBee, Inc.
Amplitude has positively impacted my organization as it allows us to make decisions based on data and iterate faster.
CEO at a tech vendor with 10,001+ employees
Collaboration was a significant part. What improves collaboration is the self-serve functionality, which was a big deal for PMs to have access to just that data and also the base layer of how that data is structured, which connects to clicks that every report refers to.
Senior Business Analyst at Arcteryx
By using the Hadoop File System for distributed storage, we have 1.5 petabytes of physical storage with 500 terabytes of effective storage due to a replication factor of three.
Senior Architect at a comms service provider with 1,001-5,000 employees
The Ranger integration makes it more flexible and reliable for me by allowing control over data access, specifying who can access at what level, such as table level, masking, or data layer level.
Cloud Data Administrator at a financial services firm with 10,001+ employees
What stands out the most in Cloudera Manager are SDX, which provide centralized control for governance, security, and data lineage across multiple sources.
Data Platform Specialist at Lutech
 

Categories and Ranking

Amplitude
Ranking in AI Data Analysis
5th
Average Rating
8.6
Reviews Sentiment
5.3
Number of Reviews
11
Ranking in other categories
Customer Data Analysis (1st), Web Analytics (1st), Mobile Marketing and Advertising (1st), User Activity Monitoring (4th), AI Customer Experience Personalization (5th)
Cloudera Data Platform
Ranking in AI Data Analysis
12th
Average Rating
7.6
Reviews Sentiment
5.5
Number of Reviews
37
Ranking in other categories
Cloud Master Data Management (MDM) (8th), Data Management Platforms (DMP) (4th)
 

Mindshare comparison

As of January 2026, in the AI Data Analysis category, the mindshare of Amplitude is 0.5%. The mindshare of Cloudera Data Platform is 0.7%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Data Analysis Market Share Distribution
ProductMarket Share (%)
Amplitude0.5%
Cloudera Data Platform0.7%
Other98.8%
AI Data Analysis
 

Featured Reviews

Saurav Bhattacharjee - PeerSpot reviewer
Senior Business Analyst at Arcteryx
Empowers teams to build visualization-rich reports and make faster decisions using historical user behavior data
I think areas for Amplitude's improvement include data retention. The maximum data I have worked with, the clickstream data on Amplitude, is two years, whereas we rely on Tableau for historical data of at least two years. I am not sure whether it was my organization paying for lower retention or not, but having historical data would take away the reliance on Tableau. Secondly, reconciling clickstream data with Databricks or other AWS systems could help analysts spend less time verifying the accuracy of both sources, which would be really helpful. Lastly, a more focused approach on error logs is necessary. I have found that, at least with Intuit, we used Splunk more for error logs than Amplitude. Although Amplitude had the capability, developers seemed to prefer Splunk, so if that could be improved, it would be good.
T Sarwar - PeerSpot reviewer
Data architect at SentientAI, Karachi
Has enabled efficient big data processing and querying but remains complex to manage and configure
Cloudera Data Platform should use fewer tools and remove the complexity between them. It should make it easier for the end user to change the configuration and understand it better. The UI tool for jobs in Cloudera Data Platform can be improved to provide a proper image of ETL jobs and detailed consolidated graphs to monitor Spark-based Hue jobs.
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Top Industries

By visitors reading reviews
Computer Software Company
10%
Insurance Company
7%
Financial Services Firm
6%
Comms Service Provider
6%
Manufacturing Company
10%
Performing Arts
10%
Financial Services Firm
9%
Transportation Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Large Enterprise9
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise7
Large Enterprise26
 

Questions from the Community

What do you like most about Amplitude?
I loved using Amplitude because it allowed me to dive deep into product usage and analyze different customer segments.
What needs improvement with Amplitude?
Amplitude can be improved by allowing more than a two-year look back window for most analyses. Usually, all they offer is that two-year look back window, and longer form time series analysis seems ...
What is your primary use case for Amplitude?
Amplitude is our main product insights system, and it allows us to view the activity on our website and quantify certain KPIs about how users interact with the site. We measure things such as month...
What is your experience regarding pricing and costs for Hortonworks Data Platform?
The experience with pricing, setup cost, and licensing is very good.
What needs improvement with Hortonworks Data Platform?
Areas for improvement with Cloudera Data Platform could be the initial learning curve that can be a step for teams new to big data economy systems. Platform setup and configuration require careful ...
What is your primary use case for Hortonworks Data Platform?
Cloudera Data Platform on AWS was adopted as the core enterprise data platform, covering the full data lifecycle from ingestion to analytics and advanced use cases. Cloudera Data Platform was used ...
 

Also Known As

ClearBrain
No data available
 

Overview

 

Sample Customers

Nokia, Yik Yak, QuizUp, CrunchBase, Rhapsody, PlanGrid, Acquia, Patreon, SeatGeek, Etermax
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Find out what your peers are saying about Amplitude vs. Cloudera Data Platform and other solutions. Updated: December 2025.
881,114 professionals have used our research since 2012.