What users are saying about
Top Rated
81 Ratings
146 Ratings
Top Rated
81 Ratings
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Score 9 out of 100
146 Ratings
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Score 8.3 out of 100

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.
Maike Holthuijzen | TrustRadius Reviewer

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
Anonymous | TrustRadius Reviewer

Feature 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
Tigran Petrosyan | TrustRadius Reviewer

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.
Anonymous | TrustRadius Reviewer

Cons

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.
Ryan McGarry | TrustRadius Reviewer

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.
Anonymous | TrustRadius Reviewer

Likelihood 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.
Matthew Deakyne | TrustRadius Reviewer

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.
Juande Santander-Vela | TrustRadius Reviewer

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.
Kevin Durussel | TrustRadius Reviewer

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.
Xiaotong Song | TrustRadius Reviewer

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.
Kevin Durussel | TrustRadius Reviewer

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
Mauricio Quiroga-Pascal Ortega | TrustRadius Reviewer

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.
Ramin Sultanov | TrustRadius Reviewer

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.
Anonymous | TrustRadius Reviewer

Zoho 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.
Anonymous | TrustRadius Reviewer

Screenshots

Pricing Details

Anaconda

General

Free Trial
Free/Freemium Version
Premium Consulting/Integration Services
Entry-level set up fee?
No

Anaconda Editions & Modules

Edition
Commercial Edition14.951
Team Edition$10,000
Enterprise EditionContact for quote
  1. 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
  1. per user per month billed annually
SaaS Edition
Basic$301
Standard$602
Premium$1453
Enterprise$5754
  1. 0.5M rows, 2 users
  2. 1M rows, 5 users
  3. 5M rows, 15 users
  4. 50M rows, 50 users
Additional Pricing Details
There is a 20% discount for all plans if subscribed yearly. Customers can buy add-on rows and users, in addition to the plans listed above.

Rating Summary

Likelihood to Recommend

Anaconda
9.0
Zoho Analytics
8.3

Likelihood to Renew

Anaconda
7.0
Zoho Analytics

Usability

Anaconda
8.9
Zoho Analytics
9.1

Support Rating

Anaconda
8.9
Zoho Analytics
9.1

Add comparison