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Plotly Dash Enterprise vs Zoho Analytics comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Feb 8, 2026

Review summaries and opinions

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

ROI

Sentiment score
5.5
Plotly Dash Enterprise boosts productivity by significantly reducing development time, improving efficiency, and streamlining communication for organizations.
Sentiment score
4.7
Zoho Analytics boosts decision-making, saves time, enhances sales, and offers great value with real-time data and positive feedback.
Ad-hoc analyses that used to take days have been reduced significantly, with one case where the team saved seven to ten days per month.
Azure Data Engineer at a tech services company with 11-50 employees
My team moved from a six-month dev cycle to two weeks.
Data Scientist at a university with 11-50 employees
I would estimate that it reduced analysis turnaround time by over fifty percent for exploratory questions.
Software Engineer at a university with 10,001+ employees
The integration with Zoho People is particularly important because I can access real-time data at any time, including what's happening in the last minute.
Associate Data Analyst at Monocept
After incorporating Zoho Analytics, now all our decisions come from its reviews.
Pricing Analyst at Transcend
Any time I've integrated customer data using Zoho, I've received great feedback and referrals, and Zoho has gotten me referrals and more customers.
Zoho Analyst BI Consultant at The Digital Monkeys
 

Customer Service

Sentiment score
6.0
Plotly Dash Enterprise offers effective support through community resources and responsive technical assistance, enhancing user experience and performance.
Sentiment score
5.4
Zoho Analytics offers generally effective customer service, though response times and solution completeness can vary based on user experiences.
They assist with installation, deployment, performance tuning, scalable architecture, and troubleshooting, which are valuable for initial setups and production-ready configurations.
Azure Data Engineer at a tech services company with 11-50 employees
Unlike many software companies where the first line of support is non-technical, Plotly splits it into two expert groups: Install Infra group and Solution group.
Data Scientist at a university with 11-50 employees
I have noticed specific outcomes from using Plotly Dash Enterprise.
Product Engineer at a program development consultancy with 1-10 employees
The support team doesn't have full awareness of the system capabilities.
Senior people and systems analyst at B_labs & Mylo
Zoho support provides assistance through live chat to guide us.
Senior Zoho Developer at a cloud solution provider with self employed
If you need help with any issue you face, you can directly call them.
Senior Software Engineer at Transasia Bio-Medicals Ltd.
 

Scalability Issues

Sentiment score
5.5
Plotly Dash Enterprise efficiently scales by leveraging Python, enabling horizontal scaling and infrastructure adaptability, despite some comparability challenges.
Sentiment score
6.3
Zoho Analytics is scalable, managing 1,000 to 2 million records, but needs improvements for better large-scale adaptability.
We can scale by adding more instances to handle multiple users efficiently, with the ability to support hundreds to thousands of users with proper backend performance control.
Azure Data Engineer at a tech services company with 11-50 employees
For infrastructure scalability, we are thinking about Docker or Kubernetes while also utilizing Redis for a shared state, making auto-scaling based on CPU or RAM usage available.
Software Developer at a tech vendor with 10,001+ employees
Plotly Dash Enterprise provides a strong foundation for scalability, but the real performance comes from combining the platform with a good design system.
Software Engineer at a university with 10,001+ employees
Zoho Analytics can easily adapt to our needs when they grow, and you don't need much knowledge to adapt it; even basic Excel knowledge is sufficient.
Pricing Analyst at Transcend
You can utilize URL features to redirect users to their records in Zoho CRM or Zoho Desk with just a click.
Lead Software Engineer at Nexo Solutions Ltd
Zoho Analytics is scalable.
Data Analyst at Mobolution
 

Stability Issues

Sentiment score
7.9
Plotly Dash Enterprise is stable for academic projects but may lack features and be less steady than Tableau or Power BI.
Sentiment score
7.2
Zoho Analytics is stable and reliable, with minimal downtime, though some users report challenges with specific features.
Plotly Dash Enterprise is stable in my experience, being reliable for implementation and deployment to production.
Software Developer at a tech services company with 11-50 employees
Plotly Dash Enterprise is quite stable in my experience.
Undergraduate Student at a computer software company with 11-50 employees
Plotly Dash Enterprise is considered stable and reliable overall.
Data analyst at a non-profit with 51-200 employees
A major missing feature compared to Power BI is the ability to create multiple DAX measures or row-level context, which would be useful for showing custom profit and loss statements.
Data Analyst at Mobolution
The stability and reliability of Zoho Analytics have been good over time.
Lead Software Engineer at Nexo Solutions Ltd
The stability and reliability of the product is crucial for optimal performance.
Software Developer at Cloud Lion
 

Room For Improvement

Plotly Dash Enterprise needs speed, modularity, customization, better documentation, UI modernization, WebSocket integration, optimized tools, and affordable pricing.
Zoho Analytics users seek enhanced visual tools, better support, improved AI, connectivity, and pricing, with faster sync times.
A more guided user interface and low-code features would help with onboarding for beginners and non-technical users, making the platform more accessible.
Azure Data Engineer at a tech services company with 11-50 employees
There should be a focus on mobile responsiveness and shifting from standard CSS to Dash Mantine Components and Dash Bootstrap while utilizing grid systems for large data bottlenecks.
Software Developer at a tech vendor with 10,001+ employees
I wish for features such as auto detection of data and auto analysis to be included.
Student at a university with 51-200 employees
The collaborative features of Zoho Analytics have faced one issue: they have tried to reduce the sync time with most Zoho applications, but even with CRM, the sync still takes one hour.
Lead Software Engineer at Nexo Solutions Ltd
While Power BI uses Power Query, an intuitive and powerful tool that allows data manipulation in any way, Zoho Analytics has limitations.
Data Analyst at Mobolution
Having to pay for 25 users when only 11 are needed creates an issue with the pricing structure.
Senior Zoho Developer at a cloud solution provider with self employed
 

Setup Cost

Plotly Dash Enterprise is cost-effective, though its pricing complexity, ranging from $100K annually, poses challenges for enterprise evaluation.
Zoho Analytics provides cost-effective pricing with flexible billing, competitive against Tableau and Power BI for budget-conscious enterprises.
The cost can be significant, such as tens of thousands per year, but it includes features such as security, deployment, and support, which justifies it for a larger team.
Data analyst at a non-profit with 51-200 employees
The enterprise price can reach around one hundred thousand dollars per year, varying according to organizational size.
Azure Data Engineer at a tech services company with 11-50 employees
The setup cost was nothing and is fine.
Product Engineer at a program development consultancy with 1-10 employees
The annual subscription cost of Zoho Analytics is equivalent to about half of the monthly cost of tools such as Tableau or Power BI.
Data Analyst at Mobolution
The pricing for Zoho Analytics is actually cheaper than the competitors for the kind of service they provide.
Senior Product Analyst at Bureau
 

Valuable Features

Plotly Dash Enterprise enables efficient data workflows, secure dashboards, and rapid prototyping, enhancing decision-making and collaboration while reducing costs.
Zoho Analytics enhances decision-making with customizable dashboards, AI-driven insights, seamless integration, and user-friendly reporting and visualization tools.
The control access feature helps my team by using authentication code, so we can ensure only the people who should have access can view the dashboard.
Sr Data Analyst at a retailer with 10,001+ employees
The centralized data platform holds dashboards and supports version control and app management, along with interactive capabilities such as KPIs and data pipelines connecting databases, ETL systems, and ML models, fitting well into modern data stacks.
Azure Data Engineer at a tech services company with 11-50 employees
I did notice specific outcomes, such as making more accurate decisions and improving data-driven decision making using Plotly.
Student at a university with 51-200 employees
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.
Data Analyst at Mobolution
The best feature is that in the same tool, we can use SQL and business intelligence capabilities.
Associate Data Analyst at Monocept
Regarding integration capabilities, I have found Zoho Analytics' 100+ integrations very effective in consolidating data from various sources.
Business Analyst at a tech consulting company with 51-200 employees
 

Categories and Ranking

Plotly Dash Enterprise
Ranking in Reporting
4th
Average Rating
8.2
Reviews Sentiment
5.7
Number of Reviews
20
Ranking in other categories
No ranking in other categories
Zoho Analytics
Ranking in Reporting
5th
Average Rating
8.2
Reviews Sentiment
6.1
Number of Reviews
35
Ranking in other categories
BI (Business Intelligence) Tools (8th), Data Visualization (8th), Embedded BI (3rd)
 

Mindshare comparison

As of May 2026, in the Reporting category, the mindshare of Plotly Dash Enterprise is 1.6%, up from 1.3% compared to the previous year. The mindshare of Zoho Analytics is 2.3%, up from 0.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Reporting Mindshare Distribution
ProductMindshare (%)
Plotly Dash Enterprise1.6%
Zoho Analytics2.3%
Other96.1%
Reporting
 

Featured Reviews

reviewer2835996 - PeerSpot reviewer
Data analyst at a non-profit with 51-200 employees
Interactive dashboards have transformed reporting and now speed up team decision making
One area where Plotly Dash Enterprise can be improved is the learning curve for beginners. It can take time to understand the callbacks and app structures. Debugging can sometimes be tricky, especially for complex apps. Improving documentation and providing more built-in templates or examples would make it easier for new users to get started. Another improvement could be around performance optimization in Plotly. For example, with a large dataset, a dashboard can sometimes become slow. Better built-in support for handling big data efficiently would help. Additionally, smoother integration with other data tools and cloud services would make it easier to fit into different tech stacks.
VR
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.
report
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Top Industries

By visitors reading reviews
University
17%
Computer Software Company
10%
Outsourcing Company
9%
Comms Service Provider
7%
Construction Company
12%
Financial Services Firm
10%
Computer Software Company
9%
Comms Service Provider
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise2
Large Enterprise10
By reviewers
Company SizeCount
Small Business29
Midsize Enterprise4
Large Enterprise4
 

Questions from the Community

What is your experience regarding pricing and costs for Plotly?
The pricing for Plotly Dash Enterprise is based on custom and variable factors, with no fixed public prices. It depends on the number of users, deployment type, support level, and scale. The enterp...
What needs improvement with Plotly?
There are definitely a few areas where Plotly Dash Enterprise could improve to become even more effective. Currently, most dashboards need to be built from scratch, so having more ready-made templa...
What is your primary use case for Plotly?
My main use case for Plotly Dash Enterprise is building and deploying interactive, production-ready applications for business users. I primarily use it to convert complex data analyses into user-fr...
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 ...
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...
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...
 

Also Known As

No data available
Zoho Reports
 

Overview

 

Sample Customers

Google, Goji, VIT, Smpl Bio, U.S. Air Force, C12 Energy, New York University
Suzuki, American Pacific Mortgage, KPMG, Air Canada, University of Michigan, BricozOr, WorldWide Express, The University of Melbourne, Novartis, SAIC
Find out what your peers are saying about Plotly Dash Enterprise vs. Zoho Analytics and other solutions. Updated: April 2026.
894,738 professionals have used our research since 2012.