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CloudLabs vs Snowplow comparison

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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:
 

Categories and Ranking

CloudLabs
Ranking in AWS Marketplace
43rd
Average Rating
8.6
Number of Reviews
3
Ranking in other categories
No ranking in other categories
Snowplow
Ranking in AWS Marketplace
21st
Average Rating
8.0
Number of Reviews
6
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of October 2026, in the AWS Marketplace category, the mindshare of CloudLabs is 0.2%, down from 0.3% compared to the previous year. The mindshare of Snowplow is 0.2%, down from 0.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
Snowplow0.2%
CloudLabs0.2%
Other99.6%
AWS Marketplace
 

Featured Reviews

Akashkhurana Hirana - PeerSpot reviewer
Senior Software Engineer 2 at Porch
Hands-on cloud labs have transformed my training and save hours on every learning project
The best features CloudLabs offers, in my opinion, include being cloud-based and accessible from anywhere, which eliminates the need for local installation. It is cost-effective, and unlike other training platforms that focus solely on teaching, CloudLabs provides hands-on learning in a realistic environment that is easy for anyone to understand. Additionally, it has progress tracking for monitoring my completion and assignments that are designed as small tests after modules, which are optional. The hands-on learning feature in CloudLabs is exceptional compared to other platforms where learning is primarily theoretical, with trainers explaining concepts. CloudLabs provides labs integrated with GCP, AWS, and Microsoft Azure, allowing users to create their own work in a cloud environment without needing local installation. For example, I created multiple agents that interacted with each other all within the cloud environment. CloudLabs has positively impacted my organization by allowing everyone to get hands-on training. Without CloudLabs, we could only do training without practical experience. Now, I gain hands-on experience without significant installations on my systems, enhancing the knowledge of my teammates and everyone in my organization. It has also reduced hardware costs, which is a beneficial aspect.
Neha Lall - PeerSpot reviewer
Product Analytics Lead at MSE Technology
Granular behavioral tracking has transformed how we understand user journeys and optimize funnels
Snowplow could be improved in a couple of areas. The Snowplow team is readily available and proactive, always jumping on calls to make changes, especially how we track consent and non-consent data for the EU market. One area of improvement could be its vast canvas, which might feel overwhelming and confusing to people who are less technical or are not sure how to best structure their data. Although Snowplow is powerful, getting value from this granular event data does require strong SQL skills and knowledge of the underlying data model. Therefore, making the data more accessible to less technical users could enhance intuitive self-service exploration, funnel visualization, and easier debugging of tracking issues, allowing product teams to gain insights without relying heavily on analysts. Snowplow could also automate most processes and implement smarter monitoring alerts for fallback. Better documentation and easier debugging when event tracking or schemas change would help, given that managing event definitions centrally can be a hassle when there is a breaking change. Having automated systems to inform users about changes in events or properties would make things smoother across teams.

Quotes from Members

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

Pros

"CloudLabs provides a good experience and is a solid platform; it saves my time, builds my skills, and enhances my technical knowledge."
"In terms of efficiency improvements, I estimate around eighty percent of patients and doctors' time has been saved because previously, they spent a lot of time waiting for report deliveries, but now, through patient-centric reporting, reports are delivered instantly."
"CloudLabs is the best in the market for labs and hands-on experience."
"Snowplow has impacted my organization positively, very well. For DPG Media, it is the most important data source that we have, delivering a lot of value in the company."
"Snowplow is excellent at what it is designed for: full control over data collection and processing, strong schema-driven tracking, and works really well with warehouse-first stacks like Google BigQuery."
"We have a lot more insight into our user behaviour and can now make the correct decisions."
"Snowplow is doing perfectly what it says it is doing; it meets everything it promises and develops the product all the time."
"Snowplow has positively impacted my organization by enabling me to see user behavior in real time."
"On a broader level, Snowplow has brought a lot of credibility to the analysis and dashboards that I have created, with the biggest positive impact being that it gives us reliable, centralized behavioral data that teams can use consistently."
 

Cons

"CloudLabs can be improved by reducing its dependency on internet connectivity, which is currently a significant issue, and also by addressing the pricing structure, as costs per visit may become expensive for high-volume labs."
"CloudLabs is perfect for me, and I have no suggestions for improvement."
"However, there are areas where CloudLabs can be improved. In some labs, the instructions are not very clear, which can be confusing at times."
"Maintenance overhead was high, debugging and schema management were time-consuming, and there were increasing security concerns due to it no longer being actively maintained."
"Snowplow can be improved by reducing the pricing, as it is currently too high."
"Setup is challenging because getting the pipeline infrastructure right is hard."
"The only issue that we had at a certain moment was that Snowplow was offering more services and asking us to pay more, but we did not use all these services."
"One area of improvement could be its vast canvas, which might feel overwhelming and confusing to people who are less technical or are not sure how to best structure their data."
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Top Industries

By visitors reading reviews
Construction Company
34%
Insurance Company
21%
Comms Service Provider
7%
Financial Services Firm
7%
Construction Company
33%
Insurance Company
27%
Outsourcing Company
9%
Comms Service Provider
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

What needs improvement with CloudLabs?
CloudLabs is perfect for me, and I have no suggestions for improvement. It is very easy to learn compared to other platforms in the market. However, there could be advantages to adding AI-powered a...
What is your primary use case for CloudLabs?
My main use cases for CloudLabs are training, experimenting, software development, and learning. I use it for training, experiments, software development, practice, and learning. CloudLabs is integ...
What advice do you have for others considering CloudLabs?
CloudLabs has saved considerable time. As a senior software engineer, if I had to install everything locally, it would take considerable time. Instead, the environment is already set up, so I can w...
What needs improvement with Snowplow?
Snowplow could be improved in a couple of areas. The Snowplow team is readily available and proactive, always jumping on calls to make changes, especially how we track consent and non-consent data ...
What is your primary use case for Snowplow?
I have been using Snowplow for the past four or five years. We migrated from Google Analytics to Snowplow, and our main use case for Snowplow is for tracking events for instrumentation. We also use...
 

Comparisons

No data available
 

Overview

Find out what your peers are saying about CloudLabs vs. Snowplow and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.