Anaconda vs. Zoho Analytics

Overview
ProductRatingMost Used ByProduct SummaryStarting Price
Anaconda
Score 8.7 out of 10
N/A
Anaconda provides access to the foundational open-source Python and R packages used in modern AI, data science, and machine learning. These enterprise-grade solutions enable corporate, research, and academic institutions around the world to harness open-source for competitive advantage and research. Anaconda also provides enterprise-grade security to open-source software through the Premium Repository.
$0
per month
Zoho Analytics
Score 8.2 out of 10
Small Businesses (1-50 employees)
Zoho Analytics (formerly Zoho Reports) is a self-service BI and analytics platform that allows users to analyze their business data and create reports and dashboards. It is designed to help users create and share reports quickly, without IT assistance.
$50
per month
Pricing
AnacondaZoho Analytics
Editions & Modules
Free Tier
$0
per month
Starter Tier
$9
per month
Business Tier
$50
per month per user
Enterprise Tier
60.00+
per month per user
Basic
$30
0.5M rows, 2 users
Professional
$30
per user per month billed annually
Standard
$60
1M rows, 5 users
Premium
$145
5M rows, 15 users
Enterprise
$575
50M rows, 50 users
Offerings
Pricing Offerings
AnacondaZoho Analytics
Free Trial
NoYes
Free/Freemium Version
YesYes
Premium Consulting/Integration Services
YesYes
Entry-level Setup FeeNo setup feeNo setup fee
Additional DetailsThere 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.
More Pricing Information
Features
AnacondaZoho Analytics
Platform Connectivity
Comparison of Platform Connectivity features of Product A and Product B
Anaconda
9.4
24 Ratings
11% above category average
Zoho Analytics
-
Ratings
Connect to Multiple Data Sources9.822 Ratings00 Ratings
Extend Existing Data Sources8.923 Ratings00 Ratings
Automatic Data Format Detection9.621 Ratings00 Ratings
MDM Integration9.614 Ratings00 Ratings
Data Exploration
Comparison of Data Exploration features of Product A and Product B
Anaconda
9.2
24 Ratings
9% above category average
Zoho Analytics
-
Ratings
Visualization9.624 Ratings00 Ratings
Interactive Data Analysis8.923 Ratings00 Ratings
Data Preparation
Comparison of Data Preparation features of Product A and Product B
Anaconda
9.4
25 Ratings
13% above category average
Zoho Analytics
-
Ratings
Interactive Data Cleaning and Enrichment8.823 Ratings00 Ratings
Data Transformations9.625 Ratings00 Ratings
Data Encryption9.719 Ratings00 Ratings
Built-in Processors9.520 Ratings00 Ratings
Platform Data Modeling
Comparison of Platform Data Modeling features of Product A and Product B
Anaconda
9.3
23 Ratings
9% above category average
Zoho Analytics
-
Ratings
Multiple Model Development Languages and Tools9.622 Ratings00 Ratings
Automated Machine Learning8.821 Ratings00 Ratings
Single platform for multiple model development8.923 Ratings00 Ratings
Self-Service Model Delivery9.618 Ratings00 Ratings
Model Deployment
Comparison of Model Deployment features of Product A and Product B
Anaconda
9.5
20 Ratings
10% above category average
Zoho Analytics
-
Ratings
Flexible Model Publishing Options9.520 Ratings00 Ratings
Security, Governance, and Cost Controls9.519 Ratings00 Ratings
BI Standard Reporting
Comparison of BI Standard Reporting features of Product A and Product B
Anaconda
-
Ratings
Zoho Analytics
8.3
111 Ratings
1% above category average
Pixel Perfect reports00 Ratings8.289 Ratings
Customizable dashboards00 Ratings8.5111 Ratings
Ad-hoc Reporting
Comparison of Ad-hoc Reporting features of Product A and Product B
Anaconda
-
Ratings
Zoho Analytics
8.0
114 Ratings
1% below category average
Drill-down analysis00 Ratings8.0109 Ratings
Formatting capabilities00 Ratings7.5113 Ratings
Report sharing and collaboration00 Ratings8.5114 Ratings
Report Output and Scheduling
Comparison of Report Output and Scheduling features of Product A and Product B
Anaconda
-
Ratings
Zoho Analytics
8.7
107 Ratings
4% above category average
Publish to Web00 Ratings8.590 Ratings
Publish to PDF00 Ratings8.7106 Ratings
Report Delivery Scheduling00 Ratings8.893 Ratings
Data Discovery and Visualization
Comparison of Data Discovery and Visualization features of Product A and Product B
Anaconda
-
Ratings
Zoho Analytics
7.9
60 Ratings
2% below category average
Pre-built visualization formats (heatmaps, scatter plots etc.)00 Ratings8.057 Ratings
Location Analytics / Geographic Visualization00 Ratings8.153 Ratings
Predictive Analytics00 Ratings7.846 Ratings
Access Control and Security
Comparison of Access Control and Security features of Product A and Product B
Anaconda
-
Ratings
Zoho Analytics
8.5
105 Ratings
1% below category average
Multi-User Support (named login)00 Ratings8.9104 Ratings
Role-Based Security Model00 Ratings8.652 Ratings
Multiple Access Permission Levels (Create, Read, Delete)00 Ratings8.599 Ratings
Report-Level Access Control00 Ratings8.29 Ratings
Single Sign-On (SSO)00 Ratings8.553 Ratings
Mobile Capabilities
Comparison of Mobile Capabilities features of Product A and Product B
Anaconda
-
Ratings
Zoho Analytics
7.6
77 Ratings
4% below category average
Responsive Design for Web Access00 Ratings7.853 Ratings
Mobile Application00 Ratings7.357 Ratings
Dashboard / Report / Visualization Interactivity on Mobile00 Ratings7.368 Ratings
Application Program Interfaces (APIs) / Embedding
Comparison of Application Program Interfaces (APIs) / Embedding features of Product A and Product B
Anaconda
-
Ratings
Zoho Analytics
7.9
46 Ratings
0% below category average
REST API00 Ratings8.242 Ratings
iFrames00 Ratings7.537 Ratings
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User Ratings
AnacondaZoho Analytics
Likelihood to Recommend
9.5
(37 ratings)
8.4
(115 ratings)
Likelihood to Renew
7.0
(1 ratings)
8.7
(7 ratings)
Usability
9.0
(2 ratings)
8.3
(59 ratings)
Availability
-
(0 ratings)
9.1
(1 ratings)
Performance
-
(0 ratings)
9.1
(1 ratings)
Support Rating
8.9
(9 ratings)
7.6
(17 ratings)
Implementation Rating
-
(0 ratings)
9.0
(2 ratings)
Product Scalability
-
(0 ratings)
8.4
(47 ratings)
User Testimonials
AnacondaZoho Analytics
Likelihood to Recommend
Anaconda
As a Data Analyst, it is my job to analyze large datasets using complex mathematical models. Anaconda provides a one-stop destination with tools like PyCharm, Jupyter, Spyder, and RStudio. One case where it is well suited is for someone who has just started his/her career in this field. The ability to install Anaconda requires zero to little skills and its UI is a lot easier for a beginner to try. On the other hand, for a professional, its ability to handle large data sets could be improved. From my experience, it has happened a lot that the system would crash with big files.
Read full review
Zoho
If you've got multiple applications to pull data from, Zoho Analytics is key. As soon as you get beyond hundreds, and into thousands of rows, I'd say you need a tool like Zoho Analytics. We've used it to analyze millions of rows and the engine seems to work well. If you've been able to utilize Excel to create visualizations, you'll find Zoho Analytics to be much more user friendly, in my opinion
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Pros
Anaconda
  • It provides easy access to software like Jupyter, Spyder, R and QT Console etc.
  • Easy installation of Anaconda even without much technical knowledge.
  • Easy to navigate through files in Jupyter and also to install new libraries.
  • R Studio in Anaconda is easy to use for complex machine learning algorithms.
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Zoho
  • It gives a single unified view everyday for our sales team to look at to track their progress and the progress of their peers in achieving the targets
  • It helps Account Executives to analyse their sales pipeline and find out the score for each deal and any high potential deal that is not getting enough attention
  • Some of our consultants have built very powerful stories on how and what impacts sales using storyboards and they are well understood by senior leadership
Read full review
Cons
Anaconda
  • Although I have generally had positive experiences with Anaconda, I have had trouble installing specific python libraries. I tried to remedy the solution by updating other packages, but in the end, things got really messed up, and I ended up having to uninstall and reinstall a total of about 4 times over the past 2 years.
  • If you have the free version of Anaconda, there is not much support. Googling questions and error messages are helpful, but there were times when I wished I would have been able to ask technical support to help me troubleshoot issues.
  • There were a few times when I tried to install tensorflow and tensorboard via Anaconda on a PC, but I could not get them to install properly. Anaconda allows you to create 'environments' , which allow you to install specific versions of python and associated libraries. You can keep your environments separate so they do not conflict with one another. Anyway, I ended up having to create several 'conda envrionments' just so I could use tensforflow/tensorboard and a few other utilities to avoid errors. This was somewhat annoying, because every time I wanted to run a specific model, I'd have to open up the specific conda environment with the appropriate python libraries.
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Zoho
  • Viewers are provided as "add-ons", this should be basic part of the package.
  • Activity logs of every events is important for audit purpose. it should have been provided with every version.
  • More generics and custom reports support. should be extensible
  • Better aspects of Mobile views, UI/UX in small devices.
Read full review
Likelihood to Renew
Anaconda
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.
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Zoho
I'd give this an 11 if I could! As our business moves forward we hope to use Zoho Analytics more then we do now. Creating better reports and dashboards for our management team to evaluate the health of our business and to provide more insightful reports for our customers. The possibilities are endless with this tool
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Usability
Anaconda
The interface is an easy to use command-line interface, or a GUI for launching and/or discovering different parts of the system.
Read full review
Zoho
Zoho Analytics for ease of use and the overall end-user experience. It helps in maintaining data base and creating customized logical data. Report preparation becomes easy, and the visual representation creates a magical presentation. The meaningful data help in business analytics and projections helpful for planning futuristic strategy with the help of Data modelling and figures
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Reliability and Availability
Anaconda
No answers on this topic
Zoho
ZOHO is a very reliable company/product. We never had any issues with downtime or inaccessibility to our data. Any type of maintenance that they had to perform was clearly communicated and never an issue. We use a lot of external hooks and we've never had any issues with getting ZOHO to communicate with any of those hooks.
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Performance
Anaconda
No answers on this topic
Zoho
ZOHO has obviously invested a lot of time effort and money in to creating a reliable infrastructure with high availability. We've never had any issues with performance and all of our data crunching small to large has always been well within reason. We have come to appreciate the performance of ZOHO and will continue to use it for all of our data needs.
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Support Rating
Anaconda
Anaconda provides fast support, and a large number of users moderate its online community. This enables any questions you may have to be answered in a timely fashion, regardless of the topic. The fact that it is based in a Python environment only adds to the size of the online community.
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Zoho
The support team is honestly not that great. At times, it seems as if members of our own team know more about the product than the support team. They must not have a lot of training or the turnaround is quick
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Implementation Rating
Anaconda
No answers on this topic
Zoho
If your external data sources are previously organized and correlated (e.g.: in your datawarehouse or database) your implementation will be easier. Of cource some not previously predicted correlation would be necessary to be done during the implementation, but if your organization let it to be all done into Zoho Analytics, it will take more time from your team.
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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-intuitive Anaconda 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
Read full review
Zoho
We used Yellowfin for 1 year and it really doesn't compare to Zoho Analytics because it doesn't have the native integration with ManageEngine's tools and the customization is more technical, Zoho Analytics lets you create dashboards automatically, immediately when you connect the data source (no matter if that is a MSSQL database, URL or an XLS file), maybe you will require custom some details in the dashboard, but it's not compared to create it from zero.
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Scalability
Anaconda
No answers on this topic
Zoho
I have not really had problems with the operation of the platform; when I accessed it, I managed to do the work in the ideal times. The statistical development responds very quickly to the user’s requirements, and it is easy to extract the data to make the particular combinations that interest the industry.
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Return on Investment
Anaconda
  • Positive: Lower maintenance cost compared to other tools on the market
  • Positive: Ease in hiring professionals already accustomed to the tool in the job market
  • Positive: Projects are portable, allowing you to share projects with others and execute projects on different platforms, reducing deployment costs
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Zoho
  • The ability to create and refresh a report has helped to reduce over 50% of time required to prepare elaborate MIS on a monthly basis.
  • It helped with analyzing data directly from the CRM and imported historical data at the same time.
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ScreenShots

Zoho Analytics Screenshots

Screenshot of Access reports from iPad and Android tablets.Screenshot of Embed reports in your intranet, business application, website or blog.Screenshot of Track your business key metrics with KPI charts.Screenshot of A dashboard with KPI widgets.Screenshot of Access reports from iPad and Android tablets.Screenshot of Share reports with colleagues and clients, with fine grained access control permissions applied.