Google Cloud Datalab vs Zoho Analytics comparison

Google and Zoho are both solutions in the Data Visualization category. Google is ranked #17 with an average rating of 7.5, while Zoho is ranked #7 with an average rating of 8.0. Google holds a 1.1% mindshare in DV, compared to Zoho’s 1.7% mindshare. Additionally, 80% of Google users are willing to recommend the solution, compared to 97% of Zoho users who would recommend it.

Google Cloud Datalab

Read 6 Google Cloud Datalab reviews

989 Views
326 Comparison Views

80% willing to recommend

Zoho Analytics

Read 35 Zoho Analytics reviews

1,830 Views
641 Comparison Views

97% willing to recommend

Google Cloud Datalab

Zoho Analytics

Comparison Buyer's Guide

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Executive SummaryUpdated on Jan 1, 2025

Zoho Analytics and Google Cloud Datalab are competing products in the data analytics and visualization tools category. Zoho Analytics seems to have the upper hand in pricing and ease of use, while Google Cloud Datalab offers more robust features for advanced analytics.

Features: Zoho Analytics offers intuitive drag-and-drop reports, pre-built analytics, and a wide range of integrations that streamline reporting and insights gathering. Google Cloud Datalab provides data exploration tools, integration with Python and Jupyter Notebook, and seamless integration with Google Cloud Platform services, making it suitable for more technical analysis.

Room for Improvement: Zoho Analytics could enhance its advanced analytics capabilities, expand its integration with non-Zoho products, and improve customization options for complex reporting. Google Cloud Datalab may need simpler setup processes, more user-friendly interfaces for non-technical users, and improved pricing models to be competitive with smaller businesses.

Ease of Deployment and Customer Service: Zoho Analytics features straightforward cloud deployment with strong support, ideal for businesses seeking quick solutions. Google Cloud Datalab requires more intricate setup due to integration with Google Cloud services but benefits from robust support documentation and community assistance.

Pricing and ROI: Zoho Analytics offers competitive pricing with lower setup costs and substantial ROI for small to mid-sized businesses. Google Cloud Datalab requires a higher investment upfront but delivers significant ROI for enterprises focused on large-scale analytics through its comprehensive features.

To learn more, read our detailed Google Cloud Datalab vs. Zoho Analytics Report (Updated: December 2025).

Buyer's Guide

Google Cloud Datalab vs. Zoho Analytics

December 2025

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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 Cloud Datalab

Ranking in Data Visualization

17th

Average Rating

7.8

Reviews Sentiment

6.4

Number of Reviews

Ranking in other categories

Data Science Platforms (19th)

Zoho Analytics

Ranking in Data Visualization

7th

Average Rating

8.2

Reviews Sentiment

6.1

Number of Reviews

Ranking in other categories

BI (Business Intelligence) Tools (7th), Reporting (6th), Embedded BI (6th)

Mindshare comparison

As of January 2026, in the Data Visualization category, the mindshare of Google Cloud Datalab is 1.1%, up from 0.5% compared to the previous year. The mindshare of Zoho Analytics is 1.7%, up from 1.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Visualization Market Share Distribution
Product	Market Share (%)
Zoho Analytics	1.7%
Google Cloud Datalab	1.1%
Other	97.2%

Data Visualization

Featured Reviews

LijomonJose

System Architect at UST Global EspaÃ±a

dashboards are good and data visualization is more meaningful for the end-user

Access is always via URL, and unless your network is fast, it would be a little tough in India. In India, if we had a faster network, it would be easier. In a big data environment, like when forcing your database with over a billion records, it can be tough for the end-user to manage the data. You need to have a single entity system in each environment. It's not because of GCP, but it would be great to have options like MongoDB or other similar tools in GCP. Then, we wouldn't always need to connect to the cloud and execute SQL queries. Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated. Once the data is collected, it should be easily sorted.

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Vedhanayagam R

Data Analyst at Mobolution

Has supported trend analysis and forecasting but needs major fixes in customization and reliability

There are some areas where Zoho Analytics needs improvement compared to Power BI. Uploading and interpreting data inside the interface needs enhancement. While Power BI uses Power Query, an intuitive and powerful tool that allows data manipulation in any way, Zoho Analytics has limitations. I usually prepare data in Excel before uploading it to Zoho Analytics. The charts in Zoho Analytics are not as customizable as in Power BI. While all chart types are available, they can only be modified at a basic level, not an advanced level. Though trend analysis features are provided, creating anything out of the box is challenging.

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Quotes from Members

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

Pros

"The APIs are valuable."

"The infrastructure is highly reliable and efficient, contributing to a positive experience."

"For me, it has been a stable product."

"In MLOps, when we are designing the data pipeline, the designing of the data pipeline is easy in Google Cloud."

"All of the features of this product are quite good."

"Google Cloud Datalab is very customizable."

"Scheduling of reports and dashboards is the most valuable feature of Zoho Analytics."

"Zoho Analytics's most valuable feature is the ability to provide excellent analytics through a single platform."

"I like the way I can share dashboards and embed dashboards. I normally use embedding. So, I create a dashboard, and I embed it into specific websites. Sharing of the dashboard is seamless, and it is easier than any other visualization platform, even Tableau."

"It's a very strong analytics tool."

"The initial setup is straightforward."

"The AI called Zia in Zoho Analytics is extremely useful—whenever I build a chart or dashboard, I can generate a summary of insights using this AI tool, which is very convenient for both leadership and manager level teams to understand the data concepts."

"What I appreciate most about Zoho Analytics is the pivot table functionality, as in the pivot table and scheduler table, if we want data in one report, we can use an SQL query and get data from different modules."

"Zoho Analytics' data visualization features have helped me improve decision-making overall by making it easier to draw a story from complex data, backtrack my data, and ensuring accuracy."

More Zoho Analytics pros

Cons

"There is room for improvement in the graphical user interface. So that the initial user would use it properly, that would be a good option."

"Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated."

"The interface should be more user-friendly."

"Connectivity challenges for end-users, particularly when loading data, environments, and libraries, need to be addressed for an enhanced user experience."

"We have also encountered challenges during our transition period in terms of data control and segmentation. The management of each channel and data structure as it has its own unique characteristics requires very detailed and precise control. The allocation should be appropriate and the complexity increases due to the different time zones and geographic locations of our clients. The process usually involves migrating the existing database sets to gcp and ensure data integrity is maintained. This is the only challenge that we faced while navigating the integers of the solution and honestly it was an interesting and unique experience."

"The product must be made more user-friendly."

"The support for Zoho Analytics is pathetic."

"This solution does not support manufacturing facilities."

"The support team doesn't have full awareness of the system capabilities."

"I find it very difficult to handle more than two subqueries or CTE, as I can only have one subquery in the SQL code."

"The tool needs to improve analysis and add more features."

"Regarding stability and reliability, Zoho Analytics has multiple bugs. One significant issue is that you cannot create multiple charts with the same name."

"I like the solution's Query Table feature which helps me write SQL queries. We can get data from different tables and then use it to create reports."

"Zoho Analytics can improve by offering more options in the reports, as there are situations where the types of reports offered are a little limited, and I would like additional types of reports along with more functions in the SQL for queries."

More Zoho Analytics cons

Pricing and Cost Advice

"The product is cheap."

"It is affordable for us because we have a limited number of users."

"The pricing is quite reasonable, and I would give it a rating of four out of ten."

"For one license the pricing is about $35 a user."

"I don't feel that price is an issue for this product."

"I rate the tool's pricing seven out of ten. The licensing costs are yearly."

"This solution is reasonable as far as pricing is concerned."

"I would recommend looking at your usage and whether the Zoho One license model would work for your organisation. It is very cost effective if you use other Zoho tools."

"The pricing is okay. It is fair compared to the market."

"It is very reasonable, and it gives me a good return on investment. Compared to other tools, it is the best choice in terms of pricing."

"The product's licensing is reasonable."

More Zoho Analytics pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

25%

Computer Software Company

10%

University

Government

Computer Software Company

13%

Manufacturing Company

Healthcare Company

Comms Service Provider

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	29
Midsize Enterprise	4
Large Enterprise	4

Questions from the Community

What do you like most about Google Cloud Datalab?

Google Cloud Datalab is very customizable.

See all answers

What needs improvement with Google Cloud Datalab?

See all answers

What is your primary use case for Google Cloud Datalab?

It's for our daily data processing, and there's a batch job that executes it. The process involves more than ten servers or systems. Some of them use a mobile network, some are ONTAP networks, and ...

See all answers

What do you like most about Zoho Analytics?

Zoho Analytics's most valuable feature is the ability to provide excellent analytics through a single platform.

See all answers

What is your experience regarding pricing and costs for Zoho Analytics?

Compared to other analytic tools, Zoho Analytics is cost-effective. The annual subscription cost of Zoho Analytics is equivalent to about half of the monthly cost of tools such as Tableau or Power ...

See all answers

What needs improvement with Zoho Analytics?

For our strategic initiatives, the AI functionality is not useful because it cannot provide requirement-specific insights. It only gives an overview of the report. One major issue I face in Zoho An...

See all answers

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Apache Superset vs Zoho Analytics

Compared 9% of the time

Qlik Sense vs Zoho Analytics

Compared 9% of the time

Profitbase InFront vs Zoho Analytics

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Product Reports

Buyer's Guide

Google Cloud Datalab

December 2025

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Buyer's Guide

Zoho Analytics

December 2025

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Also Known As

No data available

Zoho Reports

Overview

Cloud Datalab is a powerful interactive tool created to explore, analyze, transform and visualize data and build machine learning models on Google Cloud Platform. It runs on Google Compute Engine and connects to multiple cloud services easily so you can focus on your data science tasks.

Google

Zoho Reports is a powerful, easy-to-use and highly scalable cloud-based reporting and business intelligence platform for small to medium-sized businesses. Its flexible pay-as-you-go pricing model and scope for customization allow businesses to tailor it to their unique needs.

Zoho

Sample Customers

Information Not Available

Suzuki, American Pacific Mortgage, KPMG, Air Canada, University of Michigan, BricozOr, WorldWide Express, The University of Melbourne, Novartis, SAIC

Buyer's Guide

Google Cloud Datalab vs. Zoho Analytics

December 2025

Free Report: Google Cloud Datalab vs. Zoho Analytics

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