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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    GoodData.AI

    Score8.8 out of 10
    N/AGoodData is an analytics platform used by organizations to deliver real-time, governed insights, embedded into products, customized for users, and integrated into any data environment.N/A

    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
    Pricing
    GoodData.AISpotfire
    Editions & Modules
    No answers on this topic
    No answers on this topic
    Offerings
    Pricing Offerings
    GoodData.AISpotfire
    Free Trial
    YesYes
    Free/Freemium Version
    NoNo
    Premium Consulting/Integration Services
    YesYes
    Entry-level Setup FeeOptionalNo setup fee
    Additional Details—For Enterprise engagements, contact Spotfire directly for a custom price quote.
    More Pricing Information
    Community Pulse
    GoodData.AISpotfire
    Considered Both Products
    GoodData.AI
    Chose GoodData.AI
    Each one of the above players had an interesting platform. Ultimately, GoodData beat them based on our need for a customizable user experience, ability to embed, affordable license that is NOT on a per user basis (because if you want adoption, you shouldn't directly tie cost …
    Incentivized
    Cloud Software Group
    No answer on this topic
    Key User Insights
    Would buy again
    90%
    Would buy again
    73 Answers
    92%
    Would buy again
    46 Answers
    Delivers good value for the price
    97%
    Delivers good value for the price
    70 Answers
    98%
    Delivers good value for the price
    39 Answers
    Happy with the feature set
    90%
    Happy with the feature set
    73 Answers
    96%
    Happy with the feature set
    48 Answers
    Lived up to sales and marketing promises
    93%
    Lived up to sales and marketing promises
    55 Answers
    100%
    Lived up to sales and marketing promises
    32 Answers
    Implementation went as expected
    84%
    Implementation went as expected
    54 Answers
    94%
    Implementation went as expected
    33 Answers
    Features
    GoodData.AISpotfire
    BI Standard Reporting
    Comparison of BI Standard Reporting features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    8.1
    74 Ratings
    12% above category average
    Spotfire
    -
    Ratings
    Pixel Perfect reports8.055 Ratings00 Ratings
    Customizable dashboards8.974 Ratings00 Ratings
    Report Formatting Templates7.362 Ratings00 Ratings
    Ad-hoc Reporting
    Comparison of Ad-hoc Reporting features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    8.1
    74 Ratings
    4% above category average
    Spotfire
    -
    Ratings
    Drill-down analysis7.772 Ratings00 Ratings
    Formatting capabilities7.674 Ratings00 Ratings
    Report sharing and collaboration8.069 Ratings00 Ratings
    Data Discovery and Visualization
    Comparison of Data Discovery and Visualization features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    7.9
    69 Ratings
    2% above category average
    Spotfire
    -
    Ratings
    Pre-built visualization formats (heatmaps, scatter plots etc.)8.067 Ratings00 Ratings
    Location Analytics / Geographic Visualization7.656 Ratings00 Ratings
    Predictive Analytics6.540 Ratings00 Ratings
    Pattern Recognition and Data Mining9.620 Ratings00 Ratings
    Access Control and Security
    Comparison of Access Control and Security features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    8.0
    75 Ratings
    5% above category average
    Spotfire
    -
    Ratings
    Multi-User Support (named login)8.974 Ratings00 Ratings
    Role-Based Security Model8.666 Ratings00 Ratings
    Multiple Access Permission Levels (Create, Read, Delete)8.072 Ratings00 Ratings
    Single Sign-On (SSO)6.546 Ratings00 Ratings
    Application Program Interfaces (APIs) / Embedding
    Comparison of Application Program Interfaces (APIs) / Embedding features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    8.3
    51 Ratings
    14% above category average
    Spotfire
    -
    Ratings
    REST API8.443 Ratings00 Ratings
    Javascript API8.339 Ratings00 Ratings
    iFrames8.340 Ratings00 Ratings
    Platform Connectivity
    Comparison of Platform Connectivity features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    -
    Ratings
    Spotfire
    7.2
    8 Ratings
    15% below category average
    Connect to Multiple Data Sources00 Ratings7.88 Ratings
    Extend Existing Data Sources00 Ratings7.48 Ratings
    Automatic Data Format Detection00 Ratings7.88 Ratings
    MDM Integration00 Ratings6.05 Ratings
    Data Exploration
    Comparison of Data Exploration features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    -
    Ratings
    Spotfire
    9.1
    8 Ratings
    8% above category average
    Visualization00 Ratings9.08 Ratings
    Interactive Data Analysis00 Ratings9.28 Ratings
    Data Preparation
    Comparison of Data Preparation features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    -
    Ratings
    Spotfire
    7.4
    8 Ratings
    10% below category average
    Interactive Data Cleaning and Enrichment00 Ratings7.28 Ratings
    Data Transformations00 Ratings8.08 Ratings
    Data Encryption00 Ratings7.05 Ratings
    Built-in Processors00 Ratings7.55 Ratings
    Platform Data Modeling
    Comparison of Platform Data Modeling features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    -
    Ratings
    Spotfire
    7.6
    8 Ratings
    11% below category average
    Multiple Model Development Languages and Tools00 Ratings7.57 Ratings
    Automated Machine Learning00 Ratings8.55 Ratings
    Single platform for multiple model development00 Ratings7.68 Ratings
    Self-Service Model Delivery00 Ratings6.76 Ratings
    Model Deployment
    Comparison of Model Deployment features of GoodData.AI and Spotfire
    Feature
    GoodData.AI
    -
    Ratings
    Spotfire
    7.4
    7 Ratings
    14% below category average
    Flexible Model Publishing Options00 Ratings7.87 Ratings
    Security, Governance, and Cost Controls00 Ratings7.07 Ratings
    Best Alternatives
    GoodData.AISpotfire
    Small Businesses
    Yellowfin
    Score8.6 out of 10
    RapidMiner
    Score8.9 out of 10
    Medium-sized Companies
    Reveal
    Score10 out of 10
    Anaconda
    Score8.8 out of 10
    Enterprises
    Microsoft Power BI Embedded
    Score8 out of 10
    IBM Watson Studio
    Score10 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    GoodData.AISpotfire
    Likelihood to Recommend
    9.2
    (102 ratings)
    8.4
    (351 ratings)
    Likelihood to Renew
    8.9
    (19 ratings)
    9.6
    (30 ratings)
    Usability
    9.4
    (81 ratings)
    8.0
    (27 ratings)
    Availability
    8.7
    (3 ratings)
    9.0
    (14 ratings)
    Performance
    8.7
    (3 ratings)
    7.1
    (14 ratings)
    Support Rating
    10.0
    (11 ratings)
    8.7
    (27 ratings)
    In-Person Training
    9.0
    (1 ratings)
    8.3
    (52 ratings)
    Online Training
    8.0
    (1 ratings)
    9.0
    (55 ratings)
    Implementation Rating
    7.0
    (4 ratings)
    8.4
    (17 ratings)
    Configurability
    7.7
    (2 ratings)
    7.1
    (3 ratings)
    Data Sharing and Collaboration
    8.0
    (13 ratings)
    8.5
    (36 ratings)
    Data Sources
    8.0
    (13 ratings)
    9.3
    (36 ratings)
    Ease of integration
    7.3
    (4 ratings)
    7.0
    (2 ratings)
    Product Scalability
    9.2
    (2 ratings)
    7.0
    (4 ratings)
    Vendor post-sale
    8.7
    (2 ratings)
    5.0
    (1 ratings)
    Vendor pre-sale
    8.0
    (1 ratings)
    5.0
    (1 ratings)
    User Testimonials
    GoodData.AISpotfire
    Likelihood to Recommend
    GoodData.AI
    I think it works nicely for shops that want the analytical power and are ok to host their own infrastructure for the data and etl. For smaller operations with limited budgets but still high demand for analytical features the math may not work out.
    Incentivized
    Read full review
    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
    Read full review
    Pros
    GoodData.AI
    • The source datasets are often complex, semi-structured and un-linked to key entities. With GoodData, all of these datasets are unified to serve as a central semantic data model layer, building into a galaxy schema with dimensions, bridge, and facts, which then forms the backbone that powers the [...] data intelligence cloud. Building insights and dashboards become a much easier task once the underlying data model is designed. GoodData enforces certain best practices as a BI tool, which must be adhered to get the true value of the raw data. For e.g. the source FDA dashboard may just show inspection data but the Site Profile dashboard built on GoodData goes beyond the standard information and shows more insight into site risk scores and can be drilled into details. There is blog written on this topic: [...].
    • GoodData provides a rich collection of visualization options that help us create compelling story-telling via dashboards. Being well-prepared for FDA inspections is essential for maintaining product quality, regulatory compliance, and avoiding serious business setbacks. FDA inspections are critical events that can shape a company’s market access and reputation. The FDA itself offers the FDA Data Dashboard, but it doesn’t make every document available. There is a blog written on this topic: [...].
    • Medical devices and technologies do not stop evolving after they receive regulatory approval. Once a product hits the market, it faces real-world usage, compliance challenges, and an array of regulatory scrutiny. Managing these postmarket dynamics is critical to a product’s long-term success and patient safety. However, many companies struggle to keep track of relevant events across a product’s markets, from adverse event reports to changing regulations. Postmarket Intelligence developed on GoodData platform enables us to solve that problem. It empowers MedTech companies to efficiently monitor, assess, and act on postmarket data—saving time, improving decision-making, and ensuring compliance with industry standards. Anyone who is used to trying to get the data they need from the various FDA, and other regulatory agency websites, knows that collecting, cleaning, and structuring that data takes hours. And that’s before any analysis can get done. We enable customers to free up time to focus only on the high-value analysis and subsequent recommendations to leadership, rather than wrangling the data.
    • The data pipeline refresh that is provided by GoodData Platform is also quite useful from data engineering perspective. The Automated Data Distribution v2 or commonly called as ADD refresh follows a set pattern of identifying the analytical data model through output stage which helps abstract the complex table definition to simpler views that can help with quick rebuild at the data warehouse level while loading the data into GoodData's ADS storage layer. The import first way of loading data into GoodData's cloud storage, followed by querying for any aggregations or metrics on the GoodData analyzer, makes this simple and fast.
    • GoodData's latest product i.e. Cloud also offers several good features like Analytics as Code which helps software engineering teams follow a code-first approach to analytics, where building insights, dashboards or even datasets can be done in YAML templates or serviced by REST APIs. This is particularly forward thinking in the modern technology stack and evolving industry requirements. These provide seamless integration options to front-end and backend code, embedded analytics with multiple choices from HTML to React based workloads. At [...], we are currently exploring most of these features while planning for a future migration from Platform to Cloud.
    Incentivized
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    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
    Read full review
    Cons
    GoodData.AI
    • Good Data is already have certain customizable options. However, having more flexibility in customizing reports and dashboards & control over the visual aspects would enhance the overall user experience.
    • To make Good Data even more powerful tool, improving the speed and responsiveness of the tool, especially during data-intensive tasks, would be a significantly helpful.
    • For new users, the interface can be made more user friendly which would promote easy navigation through features of tool.
    Incentivized
    Read full review
    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
    Likelihood to Renew
    GoodData.AI
    Because gooddata really helps us in processing data to make reports or dashboards. So we are very satisfied when we use it. What we like is the flexible use of charts. We change at will the use of charts to display in reports or dashboards. Thank you Gooddata for helping companies like us who need flexibility in usage
    Incentivized
    Read full review
    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
    Usability
    GoodData.AI
    From a customer perspective it is incredibly usable. We have more users building their own reports that would normally need custom work from our support team. The back end can be daunting when trying to configure things like new data elements or push changes to a report to all existing customers.
    Incentivized
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    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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    Reliability and Availability
    GoodData.AI
    We are approximately one month since go-live. There has been one short outage.
    Read full review
    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
    Performance
    GoodData.AI
    I'm generally impressed with how fast it reflects so much data.
    Incentivized
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    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.
    Read full review
    Support Rating
    GoodData.AI
    Support team has been highly responsive and helpful from our first initial deployment to present day. They engage and work with us. know when to escalate for more challenging problems. They also follow up. Overall have had a very good experience with support
    Incentivized
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    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
    Read full review
    In-Person Training
    GoodData.AI
    Petr was a rock star - patient, knowledgeable, clear and easy to work with.
    Read full review
    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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    Online Training
    GoodData.AI
    GoodData implementation team was professional and courteous
    Read full review
    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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    Implementation Rating
    GoodData.AI
    Implementations are hard and we had limited technical resources. We relied too heavily on GD care team. When we found technical gaps, they weren't simple to overcome
    Incentivized
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    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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    Alternatives Considered
    GoodData.AI
    GoodData comparing to other platform is very easy to use, customer support and on-boarding support. Set of features, speed of integration in our platform. Also great benefit for us was very competetive pricing.
    Incentivized
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    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
    Scalability
    GoodData.AI
    We never had any issues with scalability, other than being limited by workspaces
    Incentivized
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    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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    Return on Investment
    GoodData.AI
    • I personally pushed our management to get GoodData implemented, and there on we have been making much more profits than we ever did!
    • Last month we made a decision using the platform and withing a short span of time our ROI gets 7X.
    • We also made a marketing spend of $100,000 every quater using the insights and metrics, and we are really happy with the returs.
    Incentivized
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    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
    Read full review
    ScreenShots

    GoodData.AI Screenshots

    Screenshot of Governed Analytics and AI, Built for ScaleScreenshot of Build and Scale Analytics with CodeScreenshot of Ground AI in Trusted Business ContextScreenshot of Automate Analytics with Assistants, Copilots, and AI WorkflowsScreenshot of Embed and Extend Analytics AnywhereScreenshot of Optimize Performance and Compute Cost

    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