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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    Spotfire

    Score7.8 out of 10
    N/ASpotfire, 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

    Score8.4 out of 10
    Small Businesses (1-50 employees)
    Zoho Analytics is a self-service BI and analytics platform that uncovers patterns, spots emerging trends, tracks business metrics, and detects anomalies. Designed for ease of use, it enables business users to create reports and dashboards independently, without relying on IT.

    $60

    per month 5 users

    Pricing
    SpotfireZoho Analytics
    Editions & Modules
    No answers on this topic
    Standard
    $60
    per month Starts at 5 Users
    Premium
    $145
    per month Starts at 15 Users
    Enterprise
    $575
    per month Starts at 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
    Considered Both Products
    Cloud Software Group
    No answer on this topic
    Zoho
    No answer on this topic
    Key User Insights
    Would buy again
    92%
    Would buy again
    46 Answers
    95%
    Would buy again
    78 Answers
    Delivers good value for the price
    98%
    Delivers good value for the price
    39 Answers
    96%
    Delivers good value for the price
    71 Answers
    Happy with the feature set
    96%
    Happy with the feature set
    48 Answers
    96%
    Happy with the feature set
    79 Answers
    Lived up to sales and marketing promises
    100%
    Lived up to sales and marketing promises
    32 Answers
    96%
    Lived up to sales and marketing promises
    70 Answers
    Implementation went as expected
    94%
    Implementation went as expected
    33 Answers
    95%
    Implementation went as expected
    72 Answers
    Features
    SpotfireZoho Analytics
    Platform Connectivity
    Comparison of Platform Connectivity features of Spotfire and Zoho Analytics
    Feature
    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 Spotfire and Zoho Analytics
    Feature
    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 Spotfire and Zoho Analytics
    Feature
    Spotfire
    7.4
    8 Ratings
    10% 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 Spotfire and Zoho Analytics
    Feature
    Spotfire
    7.6
    8 Ratings
    11% 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 Spotfire and Zoho Analytics
    Feature
    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 Spotfire and Zoho Analytics
    Feature
    Spotfire
    -
    Ratings
    Zoho Analytics
    8.6
    135 Ratings
    5% above category average
    Pixel Perfect reports00 Ratings8.8106 Ratings
    Customizable dashboards00 Ratings8.5135 Ratings
    Ad-hoc Reporting
    Comparison of Ad-hoc Reporting features of Spotfire and Zoho Analytics
    Feature
    Spotfire
    -
    Ratings
    Zoho Analytics
    8.1
    137 Ratings
    1% above category average
    Drill-down analysis00 Ratings8.0131 Ratings
    Formatting capabilities00 Ratings7.6136 Ratings
    Report sharing and collaboration00 Ratings8.6137 Ratings
    Report Output and Scheduling
    Comparison of Report Output and Scheduling features of Spotfire and Zoho Analytics
    Feature
    Spotfire
    -
    Ratings
    Zoho Analytics
    8.4
    129 Ratings
    2% above category average
    Publish to Web00 Ratings8.2108 Ratings
    Publish to PDF00 Ratings8.6127 Ratings
    Report Delivery Scheduling00 Ratings8.4112 Ratings
    Data Discovery and Visualization
    Comparison of Data Discovery and Visualization features of Spotfire and Zoho Analytics
    Feature
    Spotfire
    -
    Ratings
    Zoho Analytics
    8.0
    84 Ratings
    0% above category average
    Pre-built visualization formats (heatmaps, scatter plots etc.)00 Ratings8.280 Ratings
    Location Analytics / Geographic Visualization00 Ratings8.572 Ratings
    Predictive Analytics00 Ratings7.566 Ratings
    Access Control and Security
    Comparison of Access Control and Security features of Spotfire and Zoho Analytics
    Feature
    Spotfire
    -
    Ratings
    Zoho Analytics
    8.5
    129 Ratings
    0% above category average
    Multi-User Support (named login)00 Ratings8.6127 Ratings
    Role-Based Security Model00 Ratings8.972 Ratings
    Multiple Access Permission Levels (Create, Read, Delete)00 Ratings8.5122 Ratings
    Report-Level Access Control00 Ratings8.030 Ratings
    Single Sign-On (SSO)00 Ratings8.574 Ratings
    Mobile Capabilities
    Comparison of Mobile Capabilities features of Spotfire and Zoho Analytics
    Feature
    Spotfire
    -
    Ratings
    Zoho Analytics
    6.4
    97 Ratings
    19% below category average
    Responsive Design for Web Access00 Ratings7.371 Ratings
    Mobile Application00 Ratings4.373 Ratings
    Dashboard / Report / Visualization Interactivity on Mobile00 Ratings5.986 Ratings
    Application Program Interfaces (APIs) / Embedding
    Comparison of Application Program Interfaces (APIs) / Embedding features of Spotfire and Zoho Analytics
    Feature
    Spotfire
    -
    Ratings
    Zoho Analytics
    8.3
    65 Ratings
    7% above category average
    REST API00 Ratings8.161 Ratings
    iFrames00 Ratings8.553 Ratings
    Best Alternatives
    SpotfireZoho Analytics
    Small Businesses
    RapidMiner
    Score8.9 out of 10
    Cyfe
    Score4 out of 10
    Medium-sized Companies
    Anaconda
    Score8.8 out of 10
    Qlik Cloud Analytics (Qlik Sense)
    Score8.1 out of 10
    Enterprises
    IBM Watson Studio
    Score10 out of 10
    Sisense
    Score6.9 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    SpotfireZoho Analytics
    Likelihood to Recommend
    8.4
    (351 ratings)
    7.2
    (139 ratings)
    Likelihood to Renew
    9.6
    (30 ratings)
    8.9
    (9 ratings)
    Usability
    8.0
    (27 ratings)
    7.8
    (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)
    5.4
    (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)
    Data Sharing and Collaboration
    8.5
    (36 ratings)
    7.7
    (51 ratings)
    Data Sources
    9.3
    (36 ratings)
    8.8
    (51 ratings)
    Ease of integration
    7.0
    (2 ratings)
    7.3
    (1 ratings)
    Product Scalability
    7.0
    (4 ratings)
    7.2
    (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
    Cloud Software Group
    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.
    Incentivized
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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.
    Read full review
    Pros
    Cloud Software Group
    • 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
    Incentivized
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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.
    Incentivized
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    Cons
    Cloud Software Group
    • 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
    Incentivized
    Read full review
    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.
    Incentivized
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    Likelihood to Renew
    Cloud Software Group
    -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.
    Read full review
    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
    Incentivized
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    Usability
    Cloud Software Group
    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.
    Incentivized
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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.
    Incentivized
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    Reliability and Availability
    Cloud Software Group
    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.
    Read full review
    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.
    Incentivized
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    Performance
    Cloud Software Group
    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.
    Incentivized
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    Support Rating
    Cloud Software Group
    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.
    Incentivized
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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
    Incentivized
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    In-Person Training
    Cloud Software Group
    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).
    Incentivized
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    Zoho
    No answers on this topic
    Online Training
    Cloud Software Group
    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.)
    Incentivized
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    Zoho
    No answers on this topic
    Implementation Rating
    Cloud Software Group
    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.
    Incentivized
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    Alternatives Considered
    Cloud Software Group
    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.
    Read full review
    Scalability
    Cloud Software Group
    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,
    Incentivized
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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.
    Incentivized
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    Return on Investment
    Cloud Software Group
    • 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
    Incentivized
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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.
    Incentivized
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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 some of the available 500+ native integrations that unify data across a business for a holistic analysisScreenshot of the visual data pipeline builder used to create data flows with data stagesScreenshot of where to turn questions into insights with Ask Zia.Screenshot of an example of the actionable insights, powered by Zia insights's key driver analysis.Screenshot of Get instant, at-a-glance insights with dynamic dashboards.Screenshot of the interface to build and deploy ML models with the no-code AutoML platform