What users are saying about
Top Rated
81 Ratings
<a href='https://www.trustradius.com/static/about-trustradius-scoring' target='_blank' rel='nofollow noopener noreferrer'>trScore algorithm: Learn more.</a>Score 9 out of 100
Based on 81 reviews and ratings
146 Ratings
<a href='https://www.trustradius.com/static/about-trustradius-scoring' target='_blank' rel='nofollow noopener noreferrer'>trScore algorithm: Learn more.</a>Score 8.3 out of 100
Based on 146 reviews and ratings
Likelihood to Recommend
Anaconda
Anaconda is great for academic and private organizations that cannot afford more expensive Python/R package managers. Also, it is more appropriate for intermediate to advanced Python users--Anaconda can be somewhat frustrating for beginners, as it takes some practice to get comfortable with the workflow. I find it particularly useful for working in teams, because if everyone uses the same package manager, it is easier to troubleshoot issues and makes for reproducible research. For wealthier organizations, a premium package management system (with tech support) would be ideal. Anaconda is also great for people working independently on code development.
Ph.D student
University of VermontHigher Education, 5001-10,000 employees
Zoho Analytics
It's very helpful for small companies with a limited budget to perform some data analysis and visualization. It's probably super helpful if you are tied into the Zoho ecosphere for your other business applications, although we are not in that position. It's also great that Zoho requires no on-prem installed component, for people without access to IT support and limited rights to install applications. Because you will eventually run into charting limitations, if you have high expectations and IT support, however, many people are going to be happier with Tableau from the point of view of options. Please note that my ratings are based on the Basic plan, so there are features Zoho has that I will not rate because, at this level, they are too limited to be practical

Verified User
Director in Other
Higher Education Company, 501-1000 employeesFeature Rating Comparison
Platform Connectivity
Anaconda
8.8
Zoho Analytics
—
Connect to Multiple Data Sources
Anaconda
9.1
Zoho Analytics
—
Extend Existing Data Sources
Anaconda
9.2
Zoho Analytics
—
Automatic Data Format Detection
Anaconda
8.6
Zoho Analytics
—
MDM Integration
Anaconda
8.3
Zoho Analytics
—
Data Exploration
Anaconda
8.6
Zoho Analytics
—
Visualization
Anaconda
8.7
Zoho Analytics
—
Interactive Data Analysis
Anaconda
8.5
Zoho Analytics
—
Data Preparation
Anaconda
8.5
Zoho Analytics
—
Interactive Data Cleaning and Enrichment
Anaconda
8.7
Zoho Analytics
—
Data Transformations
Anaconda
9.1
Zoho Analytics
—
Data Encryption
Anaconda
7.7
Zoho Analytics
—
Built-in Processors
Anaconda
8.6
Zoho Analytics
—
Platform Data Modeling
Anaconda
8.8
Zoho Analytics
—
Multiple Model Development Languages and Tools
Anaconda
9.4
Zoho Analytics
—
Automated Machine Learning
Anaconda
8.3
Zoho Analytics
—
Single platform for multiple model development
Anaconda
8.9
Zoho Analytics
—
Self-Service Model Delivery
Anaconda
8.6
Zoho Analytics
—
Model Deployment
Anaconda
9.1
Zoho Analytics
—
Flexible Model Publishing Options
Anaconda
8.9
Zoho Analytics
—
Security, Governance, and Cost Controls
Anaconda
9.2
Zoho Analytics
—
BI Standard Reporting
Anaconda
—
Zoho Analytics
7.5
Pixel Perfect reports
Anaconda
—
Zoho Analytics
7.9
Customizable dashboards
Anaconda
—
Zoho Analytics
7.0
Ad-hoc Reporting
Anaconda
—
Zoho Analytics
7.4
Drill-down analysis
Anaconda
—
Zoho Analytics
7.5
Formatting capabilities
Anaconda
—
Zoho Analytics
7.0
Report sharing and collaboration
Anaconda
—
Zoho Analytics
7.7
Report Output and Scheduling
Anaconda
—
Zoho Analytics
8.6
Publish to Web
Anaconda
—
Zoho Analytics
7.5
Publish to PDF
Anaconda
—
Zoho Analytics
9.4
Report Delivery Scheduling
Anaconda
—
Zoho Analytics
8.8
Data Discovery and Visualization
Anaconda
—
Zoho Analytics
6.1
Pre-built visualization formats (heatmaps, scatter plots etc.)
Anaconda
—
Zoho Analytics
5.8
Location Analytics / Geographic Visualization
Anaconda
—
Zoho Analytics
6.3
Predictive Analytics
Anaconda
—
Zoho Analytics
6.1
Access Control and Security
Anaconda
—
Zoho Analytics
7.7
Multi-User Support (named login)
Anaconda
—
Zoho Analytics
7.7
Multiple Access Permission Levels (Create, Read, Delete)
Anaconda
—
Zoho Analytics
8.7
Single Sign-On (SSO)
Anaconda
—
Zoho Analytics
6.8
Mobile Capabilities
Anaconda
—
Zoho Analytics
4.6
Responsive Design for Web Access
Anaconda
—
Zoho Analytics
7.1
Dedicated iOS Application
Anaconda
—
Zoho Analytics
2.7
Dedicated Android Application
Anaconda
—
Zoho Analytics
4.4
Dashboard / Report / Visualization Interactivity on Mobile
Anaconda
—
Zoho Analytics
4.0
Application Program Interfaces (APIs) / Embedding
Anaconda
—
Zoho Analytics
4.9
REST API
Anaconda
—
Zoho Analytics
4.5
iFrames
Anaconda
—
Zoho Analytics
5.3
Pros
Anaconda
- First of all it is very easy to install and it is user friendly. You just download a Anaconda from its official site and you can start using it for coding (I usually code using Jupiter Notebook) Compared to Pycharm it is easier navigate in Anaconda(Jupiter Notebook)
- For me it is a best environment to use if I have small projects. Jupiter Notebook is running tasks much faster compared to Pycharm and other IDE's.
- In my work I usually need different scientific packages that are not commonly used. As Anaconda have thousands of libraries it helps me making my job easier
Risk Management Specialist
ACBA-CREDIT AGRICOLE BANKBanking, 5001-10,000 employees
Zoho Analytics
- One small but important feature that I like is that I can show dates by ISO week, this is very helpful for multi-year reporting within a business that works and speaks by ISO week.
- Zoho Reports is a good tool to use for data reporting from Zoho Projects. Very useful if you are already in the Zoho ecosystem.
- We use this tool to provide reports to leadership and review team goals. This is very helpful for users who do not use Zoho Projects but want information on day-to-day operations and goal setting.

Verified User
Project Manager in Marketing
Farming Company, 10,001+ employeesCons
Anaconda
- Anaconda could greatly benefit by integrating with Git and other versioning software.
- The software's default installation is relatively bloated, slower on older machines, and could be improved by allowing for a lean default installation environment.
- Anaconda has an issue with supporting the current version of Computer-Vision, a commonly used machine learning package.
Vice President of Research, Neuroscientist
SPARK NeuroResearch, 11-50 employees
Zoho Analytics
- Reports was challenging to understand initially and some of their documents were out of date so importing did not work.
- It would be nice if the importing instructions were a little more clear for the layman as not all businesses can have an IT department or the like to set up software like this.
- Due to insufficient descriptions, it can be unclear as to what a report is describing or displaying to you.

Verified User
Administrative Assistant in Finance and Accounting
Utilities Company, 1-10 employeesLikelihood to Renew
Anaconda
Anaconda 7.0
Based on 1 answer
It's really good at data processing, but needs to grow more in publishing in a way that a non-programmer can interact with. It also introduces confusion for programmers that are familiar with normal Python processes which are slightly different in Anaconda such as virtualenvs.
Academic Services Manager
The University of KansasHigher Education, 10,001+ employees
Zoho Analytics
No score
No answers yet
No answers on this topic
Usability
Anaconda
Anaconda 8.9
Based on 2 answers
The interface is an easy to use command-line interface, or a GUI for launching and/or discovering different parts of the system.
Software Development Lead / Product Manager at Solution Level
SKA OrganisationResearch, 51-200 employees
Zoho Analytics
Zoho Analytics 9.1
Based on 2 answers
Seemed easy to use from the start to now and doesn't require specific skills to learn how to use.For example, I've got only a vague knowledge of MYSQL but could set up data exchanges myself without problem by using procedures that can be found on the Zoho website.
Director
Prodem ConseilsManagement Consulting, 1-10 employees
Support Rating
Anaconda
Anaconda 8.9
Based on 16 answers
There is a lot of sources to get support for Anaconda based on the large data scientist or data engineer user community. Whenever you need something, you can type it in Google search, and you can find out people who had a similar problem and the solution for it.
Business Analyst
3MCosmetics, 10,001+ employees
Zoho Analytics
Zoho Analytics 9.1
Based on 3 answers
We only needed support services once or twice but they were fast and professional. Tips given "in-app" and procedures you can find on the internet are useful too.
Director
Prodem ConseilsManagement Consulting, 1-10 employees
Alternatives Considered
Anaconda
ANACONDA VS Alteryx Analytics: Even though I find Alteryx to be an excellent tool for managing extremely massive data, Anaconda is much better and easy for analytics.Anaconda VS. MicroStrategy Analytics: Compared with Anaconda, MicroStrategy Analytics is very difficult to use and counter-intuitiveAnaconda VS. Power BI For Office 365: One of the main advantages of BI for Office 364 is its capacity to data connectivity. However, it's very hard to edit data connections, once BI for Office is deployed in other platforms
Senior Cognitive Solutions Consultant
Cognitiva IBM Watson Strategic PartnerComputer Software, 51-200 employees
Zoho Analytics
Very powerful charts and graphs that are much easier to use than Excel. It's like a pivot table combined with a chart. I love the ability to dynamically change the charts just by turning data sets on and off in order to drill down and analyze individual data sets without having to create dozens of new charts.
Digital Instructor
Upper EducationEducation Management, 11-50 employees
Return on Investment
Anaconda
- We can get any new employee set-up on Python for Machine learning in minutes, without any assistance from IT. That's real $ savings.
- We started to experiment with Machine Learning a lot more, which leads to creating new projects which can have a tremendous impact on the business.

Verified User
Team Lead in Engineering
Computer Games Company, 51-200 employeesZoho Analytics
- Zoho offers our company the opportunity to put information from different departments together.
- Zoho helps us to insure that our information is accurate by limiting user abilities.

Verified User
Administrative Assistant in Customer Service
Plastics Company, 51-200 employeesScreenshots
Anaconda
—Pricing Details
Anaconda
General
Free Trial
—Free/Freemium Version
—Premium Consulting/Integration Services
—Entry-level set up fee?
No
Anaconda Editions & Modules
Edition
Commercial Edition | 14.951 |
---|---|
Team Edition | $10,000 |
Enterprise Edition | Contact for quote |
- per month
Additional Pricing Details
—Zoho Analytics
General
Free Trial
Yes
Free/Freemium Version
Yes
Premium Consulting/Integration Services
Yes
Entry-level set up fee?
No
Zoho Analytics Editions & Modules
On-premise Edition
Professional | $301 |
---|
- per user per month billed annually
SaaS Edition
Basic | $301 |
---|---|
Standard | $602 |
Premium | $1453 |
Enterprise | $5754 |
- 0.5M rows, 2 users
- 1M rows, 5 users
- 5M rows, 15 users
- 50M rows, 50 users