Google Cloud Datalab vs Zoho Analytics comparison

Google and Zoho are both solutions in the Data Visualization category. Google is ranked #16 with an average rating of 7.5, while Zoho is ranked #7 with an average rating of 8.0. Google holds a 1.2% mindshare in DV, compared to Zoho’s 2.0% 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

1,246 Views
411 Comparison Views

80% willing to recommend

Zoho Analytics

Read 35 Zoho Analytics reviews

2,404 Views
889 Comparison Views

97% willing to recommend

Google Cloud Datalab

Zoho Analytics

Comparison Buyer's Guide

Download the report

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: March 2026).

Buyer's Guide

Google Cloud Datalab vs. Zoho Analytics

March 2026

Download the complete report

Helped 885,311 peers since 2012

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

16th

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 (5th)

Mindshare comparison

As of March 2026, in the Data Visualization category, the mindshare of Google Cloud Datalab is 1.2%, up from 0.6% compared to the previous year. The mindshare of Zoho Analytics is 2.0%, up from 1.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Visualization Mindshare Distribution
Product	Mindshare (%)
Zoho Analytics	2.0%
Google Cloud Datalab	1.2%
Other	96.8%

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.

Read full review

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.

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."

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

"The APIs are valuable."

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

"Google Cloud Datalab is very customizable."

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

"For $50/mo we are saving dozens of hours of staff-time and making better decisions."

"As a product analyst, one of the best features in Zoho Analytics is its ability to allow stakeholders to access raw data for any kind of metric I've created, significantly reducing my dependency to share data sets repeatedly, saving a lot of time."

"Customer Service: Excellent. the support team have been very helpful, on one occasion even writing a particularly complex query for me, Technical Support: Excellent"

"The initial setup is straightforward."

"The collaborative features in Zoho Analytics have fostered data-driven decision-making within my team and our customers' teams by enabling seamless communication and shared insights."

"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."

"The solution’s dashboard is very good."

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."

"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 interface should be 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."

"The navigation on the interface is not intuitive."

"This solution does not support manufacturing facilities."

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

"Query builder guidance/steps for beginners who need to write actual queries"

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

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

"It should have more options for graphics, if it stayed with the quality of graphs of excel, would be great."

More Zoho Analytics cons

Pricing and Cost Advice

"The product is cheap."

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

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

"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 is expensive."

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

"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 product's licensing is reasonable."

"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."

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

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

More Zoho Analytics pricing and cost advice

See which vendors are best for you

Use our free recommendation engine to learn which Data Visualization solutions are best for your needs.

See recommendations

885,311 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

Financial Services Firm

20%

Construction Company

12%

University

Computer Software Company

Construction Company

12%

Marketing Services Firm

Computer Software 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 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

What is your primary use case for Zoho Analytics?

We are using an HRMS tool, Zoho People. We use automations for our people's convenience. We use automations in Zoho People. For insights regarding Zoho People data, we use Zoho Analytics. In the HR...

See all answers

Comparisons

Databricks vs Google Cloud Datalab

Compared 12% of the time

Anaconda Business vs Google Cloud Datalab

Compared 11% of the time

Dataiku vs Google Cloud Datalab

Compared 7% of the time

Tableau Enterprise vs Google Cloud Datalab

Compared 7% of the time

Qlik Sense vs Google Cloud Datalab

Compared 7% of the time

More Google Cloud Datalab Competitors

Tableau Enterprise vs Zoho Analytics

Compared 10% of the time

Microsoft Power BI vs Zoho Analytics

Compared 9% of the time

Oracle Analytics Cloud vs Zoho Analytics

Compared 5% of the time

Profitbase InFront vs Zoho Analytics

Compared 4% of the time

Apache Superset vs Zoho Analytics

Compared 4% of the time

More Zoho Analytics Competitors

Product Reports

Buyer's Guide

Google Cloud Datalab

March 2026

Download Google Cloud Datalab product report

Buyer's Guide

Zoho Analytics

March 2026

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

March 2026

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: March 2026.

DOWNLOAD NOW

885,311 professionals have used our research since 2012.

See our Google Cloud Datalab vs. Zoho Analytics report.

See our list of best Data Visualization vendors.

We monitor all Data Visualization reviews to prevent fraudulent reviews and keep review quality high. We do not post reviews by company employees or direct competitors. We validate each review for authenticity via cross-reference with LinkedIn, and personal follow-up with the reviewer when necessary.