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Glassbox vs Snowflake Analytics 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:
 

Categories and Ranking

Glassbox
Ranking in Web Analytics
5th
Average Rating
7.8
Number of Reviews
10
Ranking in other categories
Customer Data Analysis (2nd)
Snowflake Analytics
Ranking in Web Analytics
2nd
Average Rating
8.4
Reviews Sentiment
7.1
Number of Reviews
44
Ranking in other categories
Cloud Data Warehouse (12th)
 

Mindshare comparison

As of August 2026, in the Web Analytics category, the mindshare of Glassbox is 3.6%, up from 3.1% compared to the previous year. The mindshare of Snowflake Analytics is 3.3%, down from 5.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Web Analytics Mindshare Distribution
ProductMindshare (%)
Snowflake Analytics3.3%
Glassbox3.6%
Other93.1%
Web Analytics
 

Featured Reviews

James Dascole - PeerSpot reviewer
Manager at Charter Communications
Customer journeys have become clearer and real-time insights now highlight needed reporting improvements
One improvement I want to mention is that the way I had Glassbox set up was through the data layer; I am a technical person, so I used a Google Dev screen to search within Glassbox for segments rather than using the Adobe API connection, which I think would have been preferable since others have reported better success with that. I give Glassbox a seven because I would have preferred it connected through Adobe rather than through the data layer, which complicates training for non-technical staff to build custom reports; having the Adobe API set up would have made finding Adobe segments easier.
Garima Goel - PeerSpot reviewer
Associate Principal Engineer at Nagarro
Have created secure cloud-based data lakes and improved real-time data processing using integrated AI features
There are many capabilities which Snowflake Analytics offers that I find valuable, such as the storage and compute engine that allows working with any cloud system such as AWS or Azure, alongside its efficiencies in storage computation and cost-effectiveness, which saves money compared to on-premise systems. We also have features such as pre-cached results, Time Travel, and fail-safe, which are very useful for restoring data if deleted accidentally, and the streams and data pipes that facilitate real-time ingestion are great features as well. Snowflake Analytics offers multiple new connectors, allowing me to connect it with Kafka, and with Snowpark, I can work with any programming language such as Python, Java, or Scala for data processing and analysis. The data sharing feature offered by Snowflake Analytics is good because it allows sharing specific sets of data to end customers or users from different Snowflake Analytics accounts without exposing the entire dataset for data security reasons. Snowflake Analytics' support for machine learning models and real-time insights has enhanced significantly. Originally, it wasn't strong in AI/ML, but now it has multiple models and forecasting capabilities, providing good competition to tools such as Databricks and Spark. In BI, I have worked majorly with Microsoft Power BI, and the integration with Snowflake Analytics is very easy. The way we integrate Snowflake Analytics with other on-premise systems just requires the warehouse details, username, passwords, and the account name, along with multiple options such as client ID and credentials for logging in and creating a session. The end-to-end encryption provided by Snowflake Analytics is very important because, in my previous firm, working in finance and investment management, data encryption is necessary due to the sensitive nature of customer data and the involvement of people's money. It's crucial to have encryption in transit and at rest, along with data masking features which Snowflake Analytics offers.

Quotes from Members

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

Pros

"One of the biggest benefits of using Glassbox is faster issue identification and better visibility into customer experience problems."
"Glassbox has helped us reduce the time required to investigate customer issues, improve digital experience, and make data-driven decisions."
"One specific outcome I can share about Glassbox is a decrease in customer complaints because as soon as I catch an issue, as soon as there is an event where a particular issue is occurring and it crosses the threshold, the system sends an event and I can check that user session to see what is happening and address that issue immediately and resolve it."
"The customer support is nice; we have a quite strict partnership with continuous feedback, workshops, and they are listening to us because the client is quite important, so it is fine."
"I have noted a return on investment since employees previously took two days to manually identify data, but now they complete the same work within four hours thanks to Glassbox, which reduces working hours and translates into cost savings for us."
"Glassbox has reduced the turnaround time of customer incidents, and it is saving a lot of time and money for us."
"I have seen a return on investment, having saved a lot of money and time."
"Glassbox has helped us save considerable money and time."
"While we've done many complex implementations, Snowflake always has a way of simplifying things."
"Deployment is straightforward as it's a SaaS product. No maintenance required."
"The most valuable feature of Snowflake Analytics is the ability to control and manage the cost."
"We have experienced a 40 to 50% improvement in ROI compared to legacy systems."
"It's cloud-based technology, so users can spin it up a lot faster"
"Considering everything I have accessed, the product's dashboard is good since it provides multiple good options, including customization options."
"The computational power of Snowflake is very good."
"The Snowflake features I find most beneficial for data analysis are primarily related to analytics, particularly their features like materialized views and queues, which are especially useful for dashboarding purposes."
 

Cons

"Glassbox is not the best when it comes to back-end data and capturing things such as server time and response time."
"Glassbox can be improved because it is somewhat complex and there is a steep learning curve that requires training."
"There are sometimes issues with Glassbox itself where some alerts do not get captured or the GIA integration does not show correct results, but it is being learned and improving."
"One frustration I have experienced with Glassbox is that with large amounts of session data, it could sometimes take time to filter and narrow down the exact user journey I want to analyze."
"Glassbox can be improved in various ways. I think performance and lag are areas needing improvements."
"Glassbox is not stable in my experience. Glassbox often has downtime and technical issues; reports are not loading and there are login errors."
"I choose a seven because, despite helping in user behavior and error counting, session replays have been a significant pain point for me, and UI navigation can become complex."
"I give Glassbox a seven because I would have preferred it connected through Adobe rather than through the data layer, which complicates training for non-technical staff to build custom reports; having the Adobe API set up would have made finding Adobe segments easier."
"The pricing visibility is complex. If you understand pricing, you can estimate costs, but if not, it can be challenging."
"The platform could work easier for AI implementation compared to one of its competitors."
"We were experiencing errors while running reports and making connections."
"I cannot comment on the product's stability because we are still struggling with its performance."
"Snowflake should include a WHERE clause for building data pipelines."
"In my opinion, Snowflake Analytics can be improved by introducing more features, such as additional integration options."
"We haven't witnessed any ROI, however, it's not really a goal of the solution."
"One improvement Snowflake Analytics could benefit from is in cost, particularly during peak hours."
 

Pricing and Cost Advice

Information not available
"The tool is quite expensive."
"I rate the product's licensing cost a five or six on a scale of one to ten, where one is low price, and ten is high price."
"I rate the product price a seven on a scale of one to ten, where one is low price, and ten is high price."
"Snowflake Analytics is not an expensive solution, and its pricing is average."
"On a scale of one to ten, where one is a low price, and ten is a high price, I rate the pricing a seven. The solution's pricing is high."
"The product's pricing is subjective."
"It's not costly if you configure it properly to ensure optimal performance. People don't configure it properly, which is why costs go up."
"It is not overly expensive. I would rate the pricing a six out of ten, with ten being expensive."
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Top Industries

By visitors reading reviews
Computer Software Company
20%
Financial Services Firm
15%
Outsourcing Company
11%
Comms Service Provider
8%
Construction Company
17%
Outsourcing Company
10%
Financial Services Firm
8%
Computer Software 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 Business11
Midsize Enterprise13
Large Enterprise23
 

Questions from the Community

What is your experience regarding pricing and costs for Glassbox?
Pricing was fair; while I did not directly manage the budget, we continually renewed at a great rate.
What needs improvement with Glassbox?
One improvement I want to mention is that the way I had Glassbox set up was through the data layer; I am a technical person, so I used a Google Dev screen to search within Glassbox for segments rat...
What is your primary use case for Glassbox?
My main use case for Glassbox is customer journey mapping. I use Glassbox for mapping the customer journey by looking between starting pages and end pages, finding where customers veer off, closing...
What is your experience regarding pricing and costs for Snowflake Analytics?
The pricing for Snowflake Analytics is reasonable, but as I am not part of the management team, I am not certain about our organization's exact costs. Overall, the return on investment for this too...
What needs improvement with Snowflake Analytics?
One improvement Snowflake Analytics could benefit from is in cost, particularly during peak hours. Sometimes, due to its automatic scalability, we think it has scaled up, but it does not always hap...
What is your primary use case for Snowflake Analytics?
I am using Snowflake Analytics because we are already using Snowflake for data engineering and data warehousing tasks, and we are using it for analytics as well as business intelligence reporting. ...
 

Overview

 

Sample Customers

Bank Leumi
Lionsgate, Adobe, Sony, Capital One, Akamai, Deliveroo, Snagajob, Logitech, University of Notre Dame, Runkeeper
Find out what your peers are saying about Glassbox vs. Snowflake Analytics and other solutions. Updated: August 2026.
909,725 professionals have used our research since 2012.