Google Cloud Datalab vs Zoho Analytics comparison

Google and Zoho are both solutions in the Data Visualization category. Google is ranked #19 with an average rating of 7.8, while Zoho is ranked #16 with an average rating of 7.8. Google holds a 0.7% mindshare in DV, compared to Zoho’s 1.2% mindshare. Additionally, 80% of Google users are willing to recommend the solution, compared to 96% of Zoho users who would recommend it.

Google Cloud Datalab

Read 6 Google Cloud Datalab reviews

740 Views
163 Comparison Views

80% willing to recommend

Zoho Analytics

Read 25 Zoho Analytics reviews

1,133 Views
465 Comparison Views

96% willing to recommend

Google Cloud Datalab

Zoho Analytics

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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: July 2025).

Buyer's Guide

Google Cloud Datalab vs. Zoho Analytics

July 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

19th

Average Rating

7.8

Reviews Sentiment

6.4

Number of Reviews

Ranking in other categories

Data Science Platforms (18th)

Zoho Analytics

Ranking in Data Visualization

16th

Average Rating

8.4

Reviews Sentiment

6.6

Number of Reviews

Ranking in other categories

BI (Business Intelligence) Tools (24th), Reporting (18th), Embedded BI (9th)

Mindshare comparison

As of August 2025, in the Data Visualization category, the mindshare of Google Cloud Datalab is 0.7%, up from 0.5% compared to the previous year. The mindshare of Zoho Analytics is 1.2%, down from 1.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Visualization

Featured Reviews

Nilesh Gode

Project Manager - Data Science at Mettler-Toledo International Inc.

Easy to setup, stable and easy to design data pipelines

The scalability is average. We have not faced any issues with scalability. There are more than 500 end users using this solution in our company. It is an integral part of the daily operations. The usage pattern is not a one-time thing; employees regularly access and utilize the application. We use it at a global level with a scattered user base. This means that users don't all use the application at the same time. So, around 300 out of 500 employees use the solution, and this usage is spread out throughout the day.

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Muljo Witono

CEO and Owner at PT Solusindo Total Teknikatama

Helps to analyze past performance and conduct company performance reviews

Integration with other platforms in Zoho Analytics works fairly well. We've successfully integrated it with other databases. However, the issue lies in the frequency of updates, which happens only every four hours. I rate the overall solution an eight out of ten. I would recommend Zoho Analytics to others. Compared to Microsoft Power BI, it's easier to work with databases for analytics.

Read full review

Quotes from Members

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

Pros

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

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

"The APIs are valuable."

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

"Google Cloud Datalab is very customizable."

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

"The tool's most valuable feature is its dashboard."

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

"We can create advanced-level reports with the tool. We can get data from different Zoho applications and also from other third-party applications. We can create schedules for syncing data from third parties to Zoho Analytics. We can also use table queries for getting data from more than one table."

"We track the sales funnel and set up graph charts and bar charts to analyze the number of leads received in the previous month compared to current leads, helping us figure out and analyze which campaigns are performing well."

"We really like that it's user friendly and has a lot of combinations and charts. They're good compared to other tools. We used a free Elastic product, comparatively, this solution is good because of their support, UI, and connecting to databases is very easy."

"We use the solution for financial and sales analytics. It brings data from our IT incident management tool. Hence, we have three business use cases for IT support, sales and financials."

"We find Zoho Analytics easy to use, making it very beneficial for our operations."

"The initial setup is straightforward."

More Zoho Analytics pros

Cons

"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."

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

"The interface should be more user-friendly."

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

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

"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."

"They should provide white labeling with a cheaper option. I know they have a white labeling feature in which I can white label Zoho Analytics with my company theme, logo, and URL, but it seems a little expensive. If they can make it cheaper, it would be great. The same is applicable to Tableau."

"There is a limitation that we cannot create more than 300 columns in a worksheet on Zoho Analytics."

"In terms of improvement, they have a limited number of graphs available in their store. They should come up with more graph style forms. They should have more charts and at the same time, you can't create panels like with Microsoft BA."

"The analytics plans are very complex because they depend on the users, while other Zoho plans operate on a per-user basis."

"This solution does not support manufacturing facilities."

"A higher degree of artificial intelligence could be included in this solution. The data and overall insights could be improved."

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

"The support for Zoho Analytics is pathetic."

More Zoho Analytics cons

Pricing and Cost Advice

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

"The product is cheap."

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

"The product is expensive."

"The product's licensing is reasonable."

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

"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."

"An exact ROI is hard to calculate. However, we have definitely made sales that would have been much harder, or unlikely, as a result of the speed with which we were able to prepare comprehensive analysis."

"The tool's pricing is similar to other Zoho applications and is affordable."

"Zoho Analytics costs $ 4,200 per month, billed yearly."

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

More Zoho Analytics pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

30%

University

Government

Computer Software Company

14%

Non Profit

Manufacturing Company

Insurance Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

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?

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 forcin...

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?

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

See all answers

What needs improvement with Zoho Analytics?

The improvement needed is regarding the number of API calls. Currently, Zoho Analytics only allows us to update data hourly. It would be much better to have updates more frequently every half an hour.

See all answers

Comparisons

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Compared 19% of the time

KNIME Business Hub vs Google Cloud Datalab

Compared 13% of the time

Oracle Analytics Cloud vs Google Cloud Datalab

Compared 12% of the time

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Compared 26% of the time

Tableau Enterprise vs Zoho Analytics

Compared 19% of the time

Apache Superset vs Zoho Analytics

Compared 14% of the time

SAP Analytics Cloud vs Zoho Analytics

Compared 13% of the time

Profitbase InFront vs Zoho Analytics

Compared 11% of the time

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Product Reports

Buyer's Guide

Google Cloud Datalab

August 2025

Download Google Cloud Datalab product report

Buyer's Guide

Zoho Analytics

July 2025

Download Zoho Analytics product report

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

July 2025

Free Report: Google Cloud Datalab vs. Zoho Analytics

Find out what your peers are saying about Google Cloud Datalab vs. Zoho Analytics and other solutions. Updated: July 2025.

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