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 #13 with an average rating of 7.7. Google holds a 0.7% mindshare in DV, compared to Zoho’s 1.1% 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

161 Views
61 Comparison Views

80% willing to recommend

Zoho Analytics

Read 24 Zoho Analytics reviews

532 Views
149 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: June 2025).

Buyer's Guide

Google Cloud Datalab vs. Zoho Analytics

June 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 (16th)

Zoho Analytics

Ranking in Data Visualization

13th

Average Rating

8.4

Reviews Sentiment

7.0

Number of Reviews

Ranking in other categories

BI (Business Intelligence) Tools (18th), Reporting (12th), Embedded BI (7th)

Mindshare comparison

As of July 2025, in the Data Visualization category, the mindshare of Google Cloud Datalab is 0.7%, up from 0.4% compared to the previous year. The mindshare of Zoho Analytics is 1.1%, 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.

Read full review

Laban Kipngeno

Network Security and Data Specialist at JW Seagon

It's come along way, reviewing it in 2025, and it's a lot more versatile than it was 2 years ago.

Zia serves as a powerful tool for efficiently navigating and retrieving insights from extensive datasets. It enables users to perform rapid searches and gain quick access to relevant information, streamlining the process of analyzing and understanding large volumes of data. This capability significantly enhances decision-making by providing timely and accurate insights tailored to the user's needs.

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

"The APIs are valuable."

"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."

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

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

"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."

"The front end of this solution including the graph generation using SQL has been most useful."

"The initial setup is straightforward."

"It provides insights into leads, information about the team and about various sales activities. The graphical representations in the form of charts is excellent."

"It's a very strong analytics tool."

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

"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 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."

More Zoho Analytics pros

Cons

"The interface should be more user-friendly."

"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."

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

"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."

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

"The hourly pricing needs improvement."

"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."

"The solution does not provide call center facilities for customer support."

"I have a lower rating when it comes to Zoho Analytics. The tool has poor performance. It needs to improve the dimensions and measures."

"There should be more types of graphics available for use in the reports."

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

"It would be great to have more user input fields which can be used on dashboards."

"This solution does not support manufacturing facilities."

More Zoho Analytics cons

Pricing and Cost Advice

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

"The product is cheap."

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

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

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

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

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

"The product's licensing is reasonable."

"The price is high. The solution advertises that it provides products for 55 AED per user, but these products contain only the basic features. Most of the features are locked. The version of the product that includes Zoho Analytics costs around 199 AED per user per month."

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

"The product is expensive."

More Zoho Analytics pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

23%

University

12%

Computer Software Company

Healthcare Company

Educational Organization

43%

Computer Software Company

11%

Financial Services Firm

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 31% of the time

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Compared 27% of the time

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Compared 14% of the time

Cloudera Data Science Workbench vs Google Cloud Datalab

Compared 14% of the time

Anaconda vs Google Cloud Datalab

Compared 13% of the time

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Compared 32% of the time

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Apache Superset vs Zoho Analytics

Compared 18% of the time

SAP Analytics Cloud vs Zoho Analytics

Compared 16% of the time

Profitbase InFront vs Zoho Analytics

Compared 13% of the time

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Product Reports

Buyer's Guide

Google Cloud Datalab

June 2025

Download Google Cloud Datalab product report

Buyer's Guide

Zoho Analytics

June 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

June 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: June 2025.

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