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Plotly Dash Enterprise vs Zendesk comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jun 3, 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
4.7
Plotly Dash Enterprise boosts efficiency by automating processes, reducing development time, and enabling quicker decision-making with fewer resources.
Sentiment score
6.0
Zendesk provides significant ROI with cost savings, efficient features, and streamlined operations despite challenges in measuring returns exactly.
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
Using Plotly Dash Enterprise built automated portals connected directly to localized storage saves time to insight—dropping it to under five minutes—and saves engineers hundreds of hours annually.
Research Assistant - HMI Researcher/ Designer at a university with 10,001+ employees
I can tell you that we probably saved at least three employees full-time with the ticket management and the automation and the macros and the user follow-up being built in.
Consultant and Startup Founder at AimHi Enterprises
Time saved is definitely a benefit because it puts all of our tickets in one spot.
Technical Solutions Lead at a computer software company with 51-200 employees
I feel that Zendesk helped us set up our platform for providing support way faster than other platforms due to its easy configuration.
Junior system analyst at Wevt clous
 

Customer Service

Sentiment score
5.1
Plotly Dash Enterprise's support is commendable, with effective documentation, forums, and responsive teams providing helpful solutions.
Sentiment score
6.0
Zendesk's customer service is reputable for quick, courteous support but inconsistent ticket handling and knowledge base completeness frustrates some users.
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
There appears to be a lack of connection between the bot and the agents, making it feel scripted rather than helpful.
Technical Support Engineer/ QA at a computer software company with 11-50 employees
The technical support provided by Zendesk has been very satisfactory.
CEO at Etcetera Networks
Their support team from Zendesk is excellent, similar to what you have in Freshdesk.
Customer Success Manager at Mimshackworks Endeavors
 

Scalability Issues

Sentiment score
4.9
Plotly Dash Enterprise scales well, supports many users, integrates with Kubernetes, and excels with optimization, despite large dataset challenges.
Sentiment score
7.0
Zendesk is praised for scalability and customization, despite occasional data migration challenges and pricing considerations.
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.
student at a university with 5,001-10,000 employees
We have not hit a peak or a turn yet that Zendesk has not been able to go with us or been able to grow with us in the process, change or pivot that the company is making.
Project Manager III at City of Union City Government
Zendesk can scale from very small companies to very large ones.
CEO at Etcetera Networks
Zendesk's scalability is excellent.
Technical Support Engineer/ QA at a computer software company with 11-50 employees
 

Stability Issues

Sentiment score
7.9
Plotly Dash Enterprise is stable, handling projects well, with minor issues on large data, rated 7-8/10 for stability.
Sentiment score
7.8
Zendesk is stable with minor outages and bugs, effectively managing high volumes, maintaining efficiency appreciated by most companies.
It allows us to build, design, and deploy production-grade applications independently in Python.
Data Scientist at a healthcare company with 501-1,000 employees
Plotly Dash Enterprise is stable.
Booking Analyst at a financial services firm with 501-1,000 employees
Plotly Dash Enterprise is stable in my experience, being reliable for implementation and deployment to production.
Software Developer at a retailer with 51-200 employees
They are always informing us with a status update and an ETA, and the turnaround time is usually within the same day with no extended downtime that would cause a detriment to our company.
Project Manager III at City of Union City Government
Zendesk is quite stable; we experience major outages only once or twice a year, making it very reliable.
Technical Support Engineer/ QA at a computer software company with 11-50 employees
I did not face any slowdown issue in Zendesk; it smoothly handles a lot of tickets.
Senior Software Developer at a tech services company with 51-200 employees
 

Room For Improvement

Plotly Dash Enterprise users seek better modular callbacks, faster prototyping, enhanced customization, real-time data, and improved documentation.
Zendesk requires improvements in customization, integration, interface usability, pricing, mobile functionality, and incorporating AI for better user experience.
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
Zendesk could actually support HTML on the tickets so we could format our text better than the current options such as size, bold, italic, or underscored, because the text processing is too simple.
Junior system analyst at Wevt clous
Zendesk is missing an AI aspect that could help provide quick answers based on the knowledge housed within the platform.
Technical Support Engineer/ QA at a computer software company with 11-50 employees
Zendesk is amazing, and because they are always working on a new upgrade or a new integration, they are very forward-thinking from an engineering perspective.
Project Manager III at City of Union City Government
 

Setup Cost

Plotly Dash Enterprise pricing varies by user count and support, offering valuable features, especially for larger teams.
Zendesk pricing is flexible but can become expensive, necessitating careful evaluation of needs to choose a cost-effective plan.
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.
Operations 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
My experience with pricing, setup cost, and licensing for Zendesk shows that pricing is really affordable compared to other customer management software.
Dental Virtual Assistant at getreach.co
It is not the cheapest solution nor the most expensive, but it provides value for money.
CEO at Etcetera Networks
The experience with pricing, setup cost, and licensing for Zendesk was quite expensive.
Consultant and Startup Founder at AimHi Enterprises
 

Valuable Features

Plotly Dash Enterprise enhances app development efficiency with Python integration, customizable dashboards, and cost-saving scalability tools.
Zendesk offers intuitive interfaces, rich integrations, and strong automation, streamlining workflows and enhancing productivity for diverse teams.
The built-in handling of Kubernetes and Docker in Plotly Dash Enterprise makes our workflow easier because we only need to configure the dashboard once on how the data should look.
Professional Sd at a university with 10,001+ employees
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
It allows us to handle more support cases with fewer people due to its advanced artificial intelligence capabilities.
CEO at Etcetera Networks
Zendesk is way cheaper than other ITSM platforms such as ServiceNow, providing a good platform at a lower price so we could offer good support with a low budget for the license.
Junior system analyst at Wevt clous
Being able to put response counters on certain tickets and have certain ones that are high priority and have a tighter SLA than lower priority items, being able to categorize them as a question versus an urgent request, and being able to bucket them as feature requests or product enhancements.
Consultant and Startup Founder at AimHi Enterprises
 

Categories and Ranking

Plotly Dash Enterprise
Ranking in Reporting
3rd
Average Rating
8.2
Reviews Sentiment
5.2
Number of Reviews
41
Ranking in other categories
No ranking in other categories
Zendesk
Ranking in Reporting
7th
Average Rating
8.0
Reviews Sentiment
6.5
Number of Reviews
70
Ranking in other categories
CRM Customer Engagement Centers (3rd), CRM (6th), Help Desk Software (3rd), IT Service Management (ITSM) (5th), Knowledge Management Software (3rd), AI Customer Support (9th), AI IT Support (4th)
 

Mindshare comparison

As of August 2026, in the Reporting category, the mindshare of Plotly Dash Enterprise is 1.5%, up from 1.3% compared to the previous year. The mindshare of Zendesk is 1.5%, up from 0.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Reporting Mindshare Distribution
ProductMindshare (%)
Plotly Dash Enterprise1.5%
Zendesk1.5%
Other97.0%
Reporting
 

Featured Reviews

reviewer2835996 - PeerSpot reviewer
Operations 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.
AmandaSanchez - PeerSpot reviewer
Consultant and Startup Founder at AimHi Enterprises
Macros and automation have streamlined workflows and reduced manual effort across support teams
The ability to communicate on the Zendesk ticket through the actual user software, so TOPs, would have been helpful. Somehow seeing a user's ticket history within our app would have been beneficial. That is the only thing that I do not think existed at the time that might have been helpful. Some people struggled with Zendesk, but it was always easy enough to show them how to use it and what they were missing. The only times we really had people report concerns about it was when they did not understand that it could do that or how to use it in that way.
report
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909,725 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
University
21%
Outsourcing Company
14%
Manufacturing Company
11%
Computer Software Company
6%
Construction Company
11%
Outsourcing Company
9%
Financial Services Firm
8%
Manufacturing Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business25
Midsize Enterprise4
Large Enterprise21
By reviewers
Company SizeCount
Small Business37
Midsize Enterprise22
Large Enterprise12
 

Questions from the Community

What is your experience regarding pricing and costs for Plotly?
I find the pricing of Plotly Dash Enterprise to be reasonable.
What needs improvement with Plotly?
The problem with Plotly Dash Enterprise is that it often suffers from callback hell because an output can only be targeted by a single callback in standard architecture, causing developers to write...
What is your primary use case for Plotly?
My main use case for Plotly Dash Enterprise involves production in a Python platform that empowers data teams to build, scale, and deploy interactive analytics and AI-driven data applications direc...
What is your experience regarding pricing and costs for Zendesk Support?
I actually have no idea about pricing, setup costs, and licensing. That was provided by our client, so they handled those kinds of things. We were only using the application, so I have no idea abou...
What needs improvement with Zendesk Support?
The time saved or how quickly we resolve tickets now compared to before depends on the situation we are handling. If a customer is facing issues that need some testing in the backend, it takes time...
What is your primary use case for Zendesk Support?
My main use case for Zendesk is for ticketing purposes. I was replying to customers over Zendesk, and I was also using Zendesk for live chat purposes. As a specific example, suppose a customer is f...
 

Also Known As

No data available
Zendesk Support, Zendesk Guide, Zendesk Sell
 

Overview

 

Sample Customers

Google, Goji, VIT, Smpl Bio, U.S. Air Force, C12 Energy, New York University
Mailchimp, Tesco, Vimeo, Instacart, Mediaocean, Slack, Uber
Find out what your peers are saying about Plotly Dash Enterprise vs. Zendesk and other solutions. Updated: August 2026.
909,725 professionals have used our research since 2012.