Spotfire vs. Zoho Analytics

Overview
ProductRatingMost Used ByProduct SummaryStarting Price
Spotfire
Score 8.5 out of 10
N/A
Spotfire, formerly known as TIBCO Spotfire, is a visual data science platform that combines visual analytics, data science, and data wrangling, so users can analyze data at-rest and at-scale to solve complex industry-specific problems.N/A
Zoho Analytics
Score 8.4 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.
$30
per month 2 users
Pricing
SpotfireZoho Analytics
Editions & Modules
No answers on this topic
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
SpotfireZoho Analytics
Free Trial
YesYes
Free/Freemium Version
NoYes
Premium Consulting/Integration Services
YesYes
Entry-level Setup FeeNo setup feeNo setup fee
Additional DetailsFor Enterprise engagements, contact Spotfire directly for a custom price quote.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.
More Pricing Information
Community Pulse
SpotfireZoho Analytics
Features
SpotfireZoho Analytics
Platform Connectivity
Comparison of Platform Connectivity features of Product A and Product B
Spotfire
7.2
8 Ratings
15% below category average
Zoho Analytics
-
Ratings
Connect to Multiple Data Sources7.88 Ratings00 Ratings
Extend Existing Data Sources7.48 Ratings00 Ratings
Automatic Data Format Detection7.88 Ratings00 Ratings
MDM Integration6.05 Ratings00 Ratings
Data Exploration
Comparison of Data Exploration features of Product A and Product B
Spotfire
9.1
8 Ratings
8% above category average
Zoho Analytics
-
Ratings
Visualization9.08 Ratings00 Ratings
Interactive Data Analysis9.28 Ratings00 Ratings
Data Preparation
Comparison of Data Preparation features of Product A and Product B
Spotfire
7.4
8 Ratings
9% below category average
Zoho Analytics
-
Ratings
Interactive Data Cleaning and Enrichment7.28 Ratings00 Ratings
Data Transformations8.08 Ratings00 Ratings
Data Encryption7.05 Ratings00 Ratings
Built-in Processors7.55 Ratings00 Ratings
Platform Data Modeling
Comparison of Platform Data Modeling features of Product A and Product B
Spotfire
7.6
8 Ratings
10% below category average
Zoho Analytics
-
Ratings
Multiple Model Development Languages and Tools7.57 Ratings00 Ratings
Automated Machine Learning8.55 Ratings00 Ratings
Single platform for multiple model development7.68 Ratings00 Ratings
Self-Service Model Delivery6.76 Ratings00 Ratings
Model Deployment
Comparison of Model Deployment features of Product A and Product B
Spotfire
7.4
7 Ratings
14% below category average
Zoho Analytics
-
Ratings
Flexible Model Publishing Options7.87 Ratings00 Ratings
Security, Governance, and Cost Controls7.07 Ratings00 Ratings
BI Standard Reporting
Comparison of BI Standard Reporting features of Product A and Product B
Spotfire
-
Ratings
Zoho Analytics
8.8
135 Ratings
8% above category average
Pixel Perfect reports00 Ratings8.9106 Ratings
Customizable dashboards00 Ratings8.7135 Ratings
Ad-hoc Reporting
Comparison of Ad-hoc Reporting features of Product A and Product B
Spotfire
-
Ratings
Zoho Analytics
8.3
137 Ratings
4% above category average
Drill-down analysis00 Ratings8.3131 Ratings
Formatting capabilities00 Ratings7.8136 Ratings
Report sharing and collaboration00 Ratings8.8137 Ratings
Report Output and Scheduling
Comparison of Report Output and Scheduling features of Product A and Product B
Spotfire
-
Ratings
Zoho Analytics
8.7
129 Ratings
6% above category average
Publish to Web00 Ratings8.6108 Ratings
Publish to PDF00 Ratings8.6127 Ratings
Report Delivery Scheduling00 Ratings8.7112 Ratings
Data Discovery and Visualization
Comparison of Data Discovery and Visualization features of Product A and Product B
Spotfire
-
Ratings
Zoho Analytics
8.2
84 Ratings
3% above category average
Pre-built visualization formats (heatmaps, scatter plots etc.)00 Ratings8.480 Ratings
Location Analytics / Geographic Visualization00 Ratings8.872 Ratings
Predictive Analytics00 Ratings7.466 Ratings
Access Control and Security
Comparison of Access Control and Security features of Product A and Product B
Spotfire
-
Ratings
Zoho Analytics
8.6
129 Ratings
1% above category average
Multi-User Support (named login)00 Ratings8.8127 Ratings
Role-Based Security Model00 Ratings8.972 Ratings
Multiple Access Permission Levels (Create, Read, Delete)00 Ratings8.8122 Ratings
Report-Level Access Control00 Ratings7.830 Ratings
Single Sign-On (SSO)00 Ratings8.674 Ratings
Mobile Capabilities
Comparison of Mobile Capabilities features of Product A and Product B
Spotfire
-
Ratings
Zoho Analytics
7.2
97 Ratings
8% below category average
Responsive Design for Web Access00 Ratings7.871 Ratings
Mobile Application00 Ratings6.073 Ratings
Dashboard / Report / Visualization Interactivity on Mobile00 Ratings7.086 Ratings
Application Program Interfaces (APIs) / Embedding
Comparison of Application Program Interfaces (APIs) / Embedding features of Product A and Product B
Spotfire
-
Ratings
Zoho Analytics
8.4
65 Ratings
9% above category average
REST API00 Ratings8.261 Ratings
iFrames00 Ratings8.653 Ratings
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User Ratings
SpotfireZoho Analytics
Likelihood to Recommend
8.5
(351 ratings)
8.0
(139 ratings)
Likelihood to Renew
9.6
(30 ratings)
9.0
(9 ratings)
Usability
8.0
(27 ratings)
8.2
(83 ratings)
Availability
9.0
(14 ratings)
9.1
(1 ratings)
Performance
7.1
(14 ratings)
9.1
(2 ratings)
Support Rating
8.7
(27 ratings)
5.3
(18 ratings)
In-Person Training
8.3
(52 ratings)
-
(0 ratings)
Online Training
9.0
(55 ratings)
-
(0 ratings)
Implementation Rating
8.4
(17 ratings)
5.5
(3 ratings)
Configurability
7.1
(3 ratings)
-
(0 ratings)
Ease of integration
7.0
(2 ratings)
7.3
(1 ratings)
Product Scalability
7.0
(4 ratings)
7.8
(71 ratings)
Vendor post-sale
5.0
(1 ratings)
7.3
(1 ratings)
Vendor pre-sale
5.0
(1 ratings)
8.2
(1 ratings)
User Testimonials
SpotfireZoho Analytics
Likelihood to Recommend
Spotfire
A high level of data integration is available here it supports various data sources and so on. Collaborating features allow users to give access to the dashboard and merge data analytics with other team members. It can meet the demands of both small and large size business enterprises. A customized dashboard and reports are provided to meet the specific needs and get support of extensibility through APIs and customized scripts.
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Zoho
Zoho Analytics is the best way to consume data created by Zoho products . It's robust and quick build formula libraries and auto generated reports. A data source can be integrated and be ready for consumption within minutes. This gives a well developed baseline for organizing to develop advance analytics. It's mobile dashboards are very intuitive and useful for leaders who are on the move.
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Pros
Spotfire
  • It has the best coding integration (python, R) of any BI product
  • The ability to work with very large datasets (10 mil+) is better than competitors
  • Export options are more complete and have better functionality
  • The data canvas is the best tool to join and transform data vs. competitors
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Zoho
  • Zoho Analytics’ predictive analytics capabilities can help forecast future trends, allowing for proactive planning and risk management.
  • Performance Monitoring: We can track key performance indicators (KPIs) across departments, such as sales, marketing, finance, and HR. This aids in identifying bottlenecks and areas for improvement.
  • Decision making regarding resource allocation.
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Cons
Spotfire
  • The donut chart is I guess a powerful illustrations but I hope it should be done quite simple in Spotfire. But in Spotfire there are lots of steps involve just to build a simple donut chart.
  • Table calculation (like Row or Column Differences) should be made simple or there should be drag and drop function for Table Calculation. No need for scripting.
  • Information Link should be changed. If new columns are added to the table just refreshing the data should be able to capture the new column. No need extra step to add column
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Zoho
  • I'm guessing it's out there somewhere but I really could have used a 'quick start guide' or guided start.
  • Once I figured it out, it makes sense how to make sure the right data is provided in order to make dashboards quite flexible--- but without examples, I found it quite a challenge
  • The initial organization of Analytics is NOT intuitive. Once in context, the organizational features make sense, but (at least initially) it would have been most useful if the organization of Analytics reports in Zoho Analytics had saved me a lot of time.
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Likelihood to Renew
Spotfire
-Easy to distribute information throughout the enterprise using the webplayer. -Ad hoc analysis is possible throughout the enterprise using business author in the webplayer or the thick client. -Low level of support needed by IT team. Access interfaces with LDAP and numerous other authentication methods. -Possible to continually extend the platform with JavaScript, R scripts, HTML, and custom extensions. -Ability to standardize data logic through pre-built queries in the Information Designer. Everyone in the enterprise is using the same logic -Tagging and bookmarking data allows for quick sharing of insights. -Integration with numerous data sources... flat files, data bases, big data, images, etc. -Much improved mapping capability. Also includes the ability to apply data points over any image.
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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
Spotfire
Basic tasks like generating meaningful information from large sets of raw data are very easy. The next step of linking to multiple live data sources and linking those tables and performing on the fly analysis of the imported data is understandably more difficult.
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Zoho
For an end user, Zoho Analytics is pretty easy to use and very easy to access the dashboard. Linking data from multiple sources is very convenient. Multiple people can work on preparing and publishing the dashboards simultaneously, which helps delegate tasks.
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Reliability and Availability
Spotfire
Even though, it's a rather stable and predictable tool that's also fast, it does have some bugs and inconsistencies that shut down the system. Depending on the details, it could happen as often as 2-3 times a week, especially during the development period.
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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
Spotfire
Generally, the Spotfire client runs with very good performance. There are factors that could affect performance, but normally has to do with loading large analysis files from the library if the database is located some distance away and your global network is not optimal. Once you have your data table(s) loaded in the client application, usually the application is quite good performance-wise.
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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
Spotfire
Support has been helpful with issues. Support seems to know their product and its capabilities. It would also seem that they have a good sense of the context of the problem; where we are going with this issue and what we want the end outcome to be.
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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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In-Person Training
Spotfire
The instructor was very in depth and provided relevant training to business users on how to create visualizations. They showed us how to alter settings and filter views, and provided resources for future questions. However, the instructor failed to cover data sources, connecting to data, etc. While it was helpful to see how users can use the data to create reports, they failed to properly instruct us on how to get the dataset in to begin with. We are still trying to figure out connections to certain databases (we have multiple different types).
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Zoho
No answers on this topic
Online Training
Spotfire
The online training is good, provides a good base of knowledge. The video demonstrations were well-done and easy to follow along. Provided exercises are good as well, but I think there could be more challenging exercises. The training has also gone up in price significantly in the last 3 years (in USD, which hurts us even more in Canada), and I'm not sure it is worth the money it now costs (it is worth how much it cost 3 years ago, but not double that.)
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Zoho
No answers on this topic
Implementation Rating
Spotfire
The original architecture I created for our implementation had only a particular set of internal business units in mind. Over the years, Spotfire gained in popularity in our company and was being utilized across many more business units. Soon, its usage went beyond what the original architectural implementation could provide. We've since learned about how the product is used by the different teams and are currently in the middle of rolling out a new architecture. I suggest:
  • Have clearly defined service level agreements with all the teams that will use Spotfire. Your business intelligence group might only need availability during normal working hours, but your production support group might need 24/7 availability. If these groups share one Spotfire server, maintenance of that server might be a problem.
  • Know the different types of data you will be working with. One group might be working with "public" data while another group might work with sensitive data. Design your Library accordingly and with the proper permissions.
  • Know the roles of the users of Spotfire. Will there only be a small set of report writers or does everyone have write access to the Library?
  • ALWAYS add a timestamp prompt to your reports. You don't want multiple users opening a report that will try and pull down millions of rows of data to their local workstations. Another option, of course, is to just hard code a time range in the backing database view (i.e. where activity_date >= sysdate - 90, etc.), but I'd rather educate/train the user base if possible.
  • This probably goes without saying, but if possible, point to a separate reporting database or a logical standby database. You don't want the company pounding on your primaries and take down your order system.
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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
Spotfire
Spotfire is significantly ahead of both products from an ETL and data ingestion capability. Spotfire also has substantially better visualizations than Power BI, and although the native visualizations aren't as flexible in Tableau, Spotfire enables users to create completely custom javascript visaualizations, which neither Tableau or Power BI has. Tableau and Power BI are likely only superior to Spotfire with respect to embedded analysis on a website.
Read full review
Zoho
Zoho Analytics has the best UI and user friendly to create reports and dashboard along with features like Zia Assistance that guide in creating reports and dashboard and also help in the forecasting of the data based on the past records.
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Scalability
Spotfire
In an enterprise architecture, if Spotfire Advanced Data services(Composite Studio),data marts can be managed optimally and scalability in a data perspective is great. As the web player/consumer is directly proportional to RAM, if the enterprise can handle RAM requirement accomodating fail over mechanisms appropraitely, it is definitely scalable,
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Zoho
As far as I know, Zoho Analytics has been able to fulfill every need we've had for it. Our reports have gotten better and more detailed with pretty much every new issue of our magazine. It just keeps getting better, and we keep feeding it more data to digest and present to us.
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Return on Investment
Spotfire
  • It is costly, so not suitable for small scale implementations.
  • Dashboards are as good as the developer, so need experience to get most out of it
  • You need to be on Spotfire 11 at least to implement out of the box visualizations
  • Integration with Python and R is a game changer, it comes very handy to onboard data scientists without much hassle
  • performance is exceptionally well.
  • Secure
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Zoho
  • Analytics has been the foundation of my role. I manage 2000 accounts myself, so I need analytics to help me know whom to serve first.
  • Analytics provides a lot of visualization options that I need to serve my customers.
  • Analytics has excellent options for accountability with our training team to know where each account is in their customer journey.
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ScreenShots

Spotfire Screenshots

Screenshot of Smart Visual AnalyticsScreenshot of Geospatial AnalyticsScreenshot of Intelligent Data WranglingScreenshot of Point-and-click Data ScienceScreenshot of Real-time Streaming Analytics

Zoho Analytics Screenshots

Screenshot of Zia Insights, which provides contextual intelligence with detailed diagnostics.Screenshot of where OpenAI's large language models (LLMs) are leveraged within Ask Zia to build complex queries, construct metrics and formulas, and discover public datasets.Screenshot of key metrics with KPI charts.Screenshot of streaming data, which is available for real-time insights. Users can process streams from Google Pub/Sub, Kafka, PubNub and APIs.Screenshot of reports accessed from iPad and Android tablets.Screenshot of custom machine learning models, available with a no-code assistant.