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Google Analytics vs Snowflake Analytics 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

Google Analytics
Ranking in Web Analytics
3rd
Average Rating
8.6
Number of Reviews
16
Ranking in other categories
Cross-Channel Attribution Providers (1st)
Snowflake Analytics
Ranking in Web Analytics
6th
Average Rating
8.4
Reviews Sentiment
7.1
Number of Reviews
44
Ranking in other categories
Cloud Data Warehouse (12th)
 

Mindshare comparison

As of October 2026, in the Web Analytics category, the mindshare of Google Analytics is 10.7%, down from 12.6% compared to the previous year. The mindshare of Snowflake Analytics is 3.5%, down from 4.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Web Analytics Mindshare Distribution
ProductMindshare (%)
Google Analytics10.7%
Snowflake Analytics3.5%
Other85.8%
Web Analytics
 

Featured Reviews

Navcharan Singh - PeerSpot reviewer
Assistent Seo Manager at RTDS
Have improved decision-making with effective reporting
Several positive aspects about the product stand out as advantages. Valuable insights can be gained from the unsampled reports available in the product. The cloud type needs to be specified whether it's public, private, or hybrid. The overall rating for Google Analytics 360 is 9 out of 10, where 10 represents the best product.
Hemanthreddy Vakiti - PeerSpot reviewer
Data Engineer at a tech vendor with 10,001+ employees
Daily restaurant dashboards have become faster and now support simultaneous team analytics
Some of the best features of Snowflake Analytics is how it is separated for compute and storage, which allows multiple teams to run queries without performance impact. Our project has more than nine or ten teams, so if a team is working on a particular dashboard and another team wants to work on Snowflake Analytics, they can easily work on it without disturbing the work of one team, ensuring that the work can be consistent and multiple users can use the tool simultaneously. This is one of the main features I appreciate about Snowflake Analytics.The other aspect is how the query performance is high due to its columnar storage and also automatic optimization, allowing for scaling down during weekdays when there is less data and scaling up during weekends or festivals when the data can be huge. Because of this automatic scaling, if there is less data, we are using only 5 GB instead of 10 GB, which reduces the storage level, and consequently, the cost can be reduced. This automatic scaling and optimization saves us a huge amount of money for our project. Snowflake Analytics has impacted our organization positively by providing faster query performance and better scalability. Previously, we faced issues with slow queries due to traditional systems, but within Snowflake, we can assign separate virtual warehouses for reporting as well as data processing, ensuring that it does not impact tool performance and does not delay reporting to business users. Analysts can run complex queries without affecting ETL workloads due to this separation, which has improved our speed of reporting, and our business users have expressed happiness due to how fast we are generating reports during peak hours.

Quotes from Members

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

Pros

"The customizable reporting feature is important in general, and it helps with making data-driven decisions."
"It allows us to understand where our traffic is coming from, where traffic is dropping off and how our AdWords campaigns are performing."
"A solid choice for users who need simple, straightforward analytics, accessed through an easy to use interface."
"Provides us with useful data and analytics about website traffic, giving us information about how to make our web pages better."
"Every online business needs to know where traffic is coming from and what it does when it gets to you."
"The User Explorer is a definite favorite because it allows us to pinpoint a user and check their entire journey through our website including all the events triggered and the pages visited."
"Google Analytics definitely provided a lot of data that is now available to everyone, and the easy to use interface and the ability to add custom segments allows everyone to carry out their own analysis and come up with insights."
"We found that the source and medium report is very useful when we are analyzing paid and organic campaign performance."
"The advanced features like time travel, zero copy cloning and scalability have been most useful. Snowflake requires zero maintenance for Data Warehousing on the cloud system."
"It is a wonderful tool that easily organizes data, makes it accessible, loads it from the pipeline, and helps with reporting."
"Snowflake Analytics is flexible in nature, allowing for the addition of more data tables without affecting the main structure."
"Time Travel and Snowpipe are good features."
"It is an all-in-one platform that provides the capabilities needed for various analytics tasks, including data warehousing for machine learning."
"The solution is completely managed and that's fantastic."
"The performance has been good."
"Its structure aids in storing, managing, and analyzing large datasets in the cloud, using various relationships like one-to-one and many-to-one, ensuring consistency in the data structure."
 

Cons

"They can improve their Android app."
"Beginner users access the live help section a lot, because of how confusing it is, so it would not be bad if the function was located within the administration section."
"Additionally, Google Analytics can be hard to pick up when you're just starting to use it."
"An area where I would like to see improvement in Google Analytics is the auto-syncing of functions in Google Tag Manager into Goal tracking."
"It would be nice if Google Analytics provided all statistics, rather than a segment of the statistics."
"If you do not use JavaScript, you will be invisible to Google Analytics. If you have the option of JavaScript disabled in your browsers, you will be invisible to the data, since the tool will not be able to register you."
"While it provides a lot of data, the data is not always accurate. So data accuracy could definitely be improved."
"Some spam data is messing up the analytics report; Google should remove spam data."
"One area that could benefit from enhancement is the user interface for more visual ESM features."
"One improvement Snowflake Analytics could benefit from is in cost, particularly during peak hours."
"The tool should support EIM use cases. I guess the product is already working on it. I look forward to seeing inbuilt AI generative tools in the solution's future releases. The tool's price can be a little lower. The solution's on-premises support is also very limited. We have to rely on other support services to deploy it on-premises."
"The solution needs to consider including some updates in the future."
"We were experiencing errors while running reports and making connections."
"Moving data from legacy systems to Snowflake is not that easy. There are some cases where processors are not actually compatible with Snowflake."
"Snowflake could improve in the areas of advanced machine learning AML and generative AI."
"For modeling of data as well as for AI and predictive analytics, they need to improve their integration into different Python and Jupyter notebooks."
 

Pricing and Cost Advice

"The installation cost is really low and does not require a team with a super performance to run."
"The pricing is on the higher side."
"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."
"Snowflake charges per query, which amounts to a very minor cost, such as $0.015 per query."
"The tool is quite expensive."
"I have been using free trial version."
"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."
"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 an expensive solution, but the kind of usability and flexibility it proactively provides for the organizations justify the price."
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Top Industries

By visitors reading reviews
Comms Service Provider
12%
Outsourcing Company
10%
Computer Software Company
9%
Construction Company
8%
Construction Company
16%
Outsourcing Company
14%
Financial Services Firm
10%
Comms Service Provider
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise2
Large Enterprise1
By reviewers
Company SizeCount
Small Business11
Midsize Enterprise13
Large Enterprise23
 

Questions from the Community

What needs improvement with Google Analytics?
My general rating for Google Analytics 360 is nine out of ten, where ten is the best. This is the most important question regarding room for improvement. They could add new features or enhance exis...
What is your primary use case for Google Analytics?
For Google Analytics 360, I can describe a few use cases and their purposes.
What advice do you have for others considering Google Analytics?
Several positive aspects about the product stand out as advantages. Valuable insights can be gained from the unsampled reports available in the product. The cloud type needs to be specified whether...
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. ...
 

Also Known As

Google Attribution 360, Google Analytics 360, GA4
No data available
 

Overview

 

Sample Customers

Air Show Buzz, AlfaStrakhovanie, Amari, Global Tech LED, Klarna, La Tienda, Nissan Motor Company, Rasmussen College, Shoes of Prey, Twiddy
Lionsgate, Adobe, Sony, Capital One, Akamai, Deliveroo, Snagajob, Logitech, University of Notre Dame, Runkeeper
Find out what your peers are saying about Google Analytics vs. Snowflake Analytics and other solutions. Updated: September 2026.
917,433 professionals have used our research since 2012.