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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    Dataiku

    Score8.6 out of 10
    N/AThe Dataiku platform unifies data work from analytics to Generative AI. It supports enterprise analytics with visual, cloud-based tooling for data preparation, visualization, and workflow automation.N/A

    DemandTools

    Score10 out of 10
    N/ADemandTools for AppExchange is a data quality toolset for Salesforce.com CRM centric customers. The product comprises 11 individual modules to control, standardize, verify, deduplicate, import and manipulate Salesforce and/or Force.com data.N/A
    Pricing
    DataikuDemandTools
    Editions & Modules
    Discover
    Contact sales team
    Business
    Contact sales team
    Enterprise
    Contact sales team
    No answers on this topic
    Offerings
    Pricing Offerings
    DataikuDemandTools
    Free Trial
    YesNo
    Free/Freemium Version
    YesNo
    Premium Consulting/Integration Services
    NoNo
    Entry-level Setup FeeNo setup feeNo setup fee
    Additional Details——
    More Pricing Information
    Community Pulse
    DataikuDemandTools
    Considered Both Products
    Dataiku
    No answer on this topic
    Validity
    No answer on this topic
    Key User Insights
    Would buy again
    100%
    Would buy again
    5 Answers
    100%
    Would buy again
    6 Answers
    Delivers good value for the price
    No answers on this topic
    100%
    Delivers good value for the price
    6 Answers
    Happy with the feature set
    100%
    Happy with the feature set
    5 Answers
    100%
    Happy with the feature set
    6 Answers
    Lived up to sales and marketing promises
    No answers on this topic
    100%
    Lived up to sales and marketing promises
    6 Answers
    Implementation went as expected
    No answers on this topic
    83%
    Implementation went as expected
    5 Answers
    Features
    DataikuDemandTools
    Platform Connectivity
    Comparison of Platform Connectivity features of Dataiku and DemandTools
    Feature
    Dataiku
    8.6
    5 Ratings
    3% above category average
    DemandTools
    -
    Ratings
    Connect to Multiple Data Sources8.05 Ratings00 Ratings
    Extend Existing Data Sources10.04 Ratings00 Ratings
    Automatic Data Format Detection10.05 Ratings00 Ratings
    MDM Integration6.52 Ratings00 Ratings
    Data Exploration
    Comparison of Data Exploration features of Dataiku and DemandTools
    Feature
    Dataiku
    10.0
    5 Ratings
    17% above category average
    DemandTools
    -
    Ratings
    Visualization10.05 Ratings00 Ratings
    Interactive Data Analysis10.05 Ratings00 Ratings
    Data Preparation
    Comparison of Data Preparation features of Dataiku and DemandTools
    Feature
    Dataiku
    9.5
    5 Ratings
    15% above category average
    DemandTools
    -
    Ratings
    Interactive Data Cleaning and Enrichment9.05 Ratings00 Ratings
    Data Transformations9.05 Ratings00 Ratings
    Data Encryption10.04 Ratings00 Ratings
    Built-in Processors10.04 Ratings00 Ratings
    Platform Data Modeling
    Comparison of Platform Data Modeling features of Dataiku and DemandTools
    Feature
    Dataiku
    8.5
    5 Ratings
    0% above category average
    DemandTools
    -
    Ratings
    Multiple Model Development Languages and Tools8.05 Ratings00 Ratings
    Automated Machine Learning8.05 Ratings00 Ratings
    Single platform for multiple model development8.05 Ratings00 Ratings
    Self-Service Model Delivery10.04 Ratings00 Ratings
    Model Deployment
    Comparison of Model Deployment features of Dataiku and DemandTools
    Feature
    Dataiku
    8.0
    5 Ratings
    6% below category average
    DemandTools
    -
    Ratings
    Flexible Model Publishing Options8.05 Ratings00 Ratings
    Security, Governance, and Cost Controls8.05 Ratings00 Ratings
    Best Alternatives
    DataikuDemandTools
    Small Businesses
    RapidMiner
    Score8.9 out of 10
    Dataloader.io
    Score10 out of 10
    Medium-sized Companies
    Anaconda
    Score8.8 out of 10
    Informatica Customer 360 for Salesforce
    Score8.7 out of 10
    Enterprises
    IBM Watson Studio
    Score10 out of 10
    Dataloader.io
    Score10 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    DataikuDemandTools
    Likelihood to Recommend
    10.0
    (4 ratings)
    10.0
    (118 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    9.9
    (16 ratings)
    Usability
    10.0
    (1 ratings)
    10.0
    (7 ratings)
    Availability
    -
    (0 ratings)
    9.8
    (2 ratings)
    Performance
    -
    (0 ratings)
    8.5
    (3 ratings)
    Support Rating
    9.4
    (3 ratings)
    9.0
    (5 ratings)
    Online Training
    -
    (0 ratings)
    8.5
    (2 ratings)
    Implementation Rating
    -
    (0 ratings)
    6.9
    (6 ratings)
    Configurability
    -
    (0 ratings)
    7.5
    (2 ratings)
    Ease of integration
    -
    (0 ratings)
    9.0
    (1 ratings)
    Product Scalability
    -
    (0 ratings)
    8.5
    (2 ratings)
    Vendor post-sale
    -
    (0 ratings)
    9.0
    (1 ratings)
    Vendor pre-sale
    -
    (0 ratings)
    9.0
    (1 ratings)
    User Testimonials
    DataikuDemandTools
    Likelihood to Recommend
    Dataiku
    Dataiku is an awesome tool for data scientists. It really makes our lives easier. It is also really good for non technical users to see and follow along with the process. I do think that people can fall into the trap of using it without any knowledge at all because so much is automated, but I dont think that is the fault of Dataiku.
    Incentivized
    Read full review
    Validity
    DemandTools is good for almost everything related to mass data manipulation. The only scenario I haven't tried using DemandTools and was recommended to use Data Loader for was inserting records while keeping the original created date. The issue was that we had a disconnection with an external messaging partner, and when the records were retrieved, a few days had passed since the original day of the incoming messages. To insert the messages while keeping the original created date, DataLoader was helpful. I am not sure how to do that in DemandTools. But again, for everything else, DemandTools is a lifesaver.
    Incentivized
    Read full review
    Pros
    Dataiku
    • Allows users to collaborate and monitor individual tasks
    • Caters to both types of analysts, coders and non-coders, alike
    • Integrate graphs and plots with visualization tools such as Tableau
    Incentivized
    Read full review
    Validity
    • PowerGrid can review and make the updates simultaneously.
    • Single Table Dedupe makes merg[ing] the records easy and can make updates at the same time.
    • BulkBackup [is] just one click, majority data got updated.
    • Scenarios save a lot of time for similar working load.
    Incentivized
    Read full review
    Cons
    Dataiku
    • The integrated windows of frontend and backend in web applications make it cumbersome for the developer.
    • When dealing with multiple data flows, it becomes really confusing, though they have introduced a feature (Zones) to cater to this issue.
    • Bundling, exporting, and importing projects sometimes create issues related to code environment. If the code environment is not available, at least the schema of the flow we should be able to import should be.
    Incentivized
    Read full review
    Validity
    • I wish I could make changes to my existing scenarios using save rather than having to create a whole new scenario. Maybe you can, I just haven't been able to.
    • Some features aren't user intuitive and it takes a while to learn.
    Incentivized
    Read full review
    Likelihood to Renew
    Dataiku
    No answers on this topic
    Validity
    It's a great product. The only thing that holds us back is it was frustrating working with their sales team. We also don't like that when Validity purchased DemandTools they immediately started charging us quite a bit while it had been free for non-profit users when CRMFusion owned it. They also don't let you buy it for just 1 or 2 seats, you have to pay, I believe, in batches of 100 seats.
    Incentivized
    Read full review
    Usability
    Dataiku
    The user experience is very good. Everything feels intuitive and "flows" (sorry excuse the pun) so nicely, and the customization level is also appropriate to the tool. Even as a newer data scientist, it felt easy to use and the explanations/tutorials were very good. The documentation is also at a good level
    Incentivized
    Read full review
    Validity
    Allows for control in uploading lists, saved processes for checking duplicate records.

    Allows for backup files and quick reverts if something goes wrong.

    Extends reporting when Salesforce.com cannot support specific pieces of info being put together in a report.

    Automated processes for set and forget hygiene tasks
    Read full review
    Reliability and Availability
    Dataiku
    No answers on this topic
    Validity
    There has not been a time since I started 9 months ago that I've encountered any kind of downtime.
    Incentivized
    Read full review
    Performance
    Dataiku
    No answers on this topic
    Validity
    DemandTools is a bit clunky and slow at times
    Incentivized
    Read full review
    Support Rating
    Dataiku
    The open source user community is friendly, helpful, and responsive, at times even outdoing commercial software vendors. Documentation is also top notch, and usually resolves issues without the need for human interactions. Great product design, with a focus on user experience, also makes platform use intuitive, thus reducing the need for explicit support.
    Incentivized
    Read full review
    Validity
    Support can be slow so do not expect quick turn for urgent issues.
    Help for specific queries not not there. Product tech support is offered. It would be great if query support, even if paid, was offered
    The training webinars help with the basics but not much if you need advanced functionality.
    Read full review
    Online Training
    Dataiku
    No answers on this topic
    Validity
    The trainings are free live webinars that give you a solid base for getting started with the program. The only weakness is they don't have any advanced classes.
    Read full review
    Implementation Rating
    Dataiku
    No answers on this topic
    Validity
    I had just started using Salesforce about 3 months before I did the implementation myself, and it was easy to do just following their step-by-step instructions.
    Read full review
    Alternatives Considered
    Dataiku
    Anaconda is mainly used by professional data scientists who have profound knowledge of Python coding, mainly used for building some new algorithm block or some optimization, then the module will be integrated into the Dataiku pipeline/workflow. While Dataiku can be used by even other kinds of users.
    Incentivized
    Read full review
    Validity
    Though RingLead has much more to offer in terms of automation (and it is in Salesforce rather than a separate program), DemandTools still has our heart. DemandTools is very cost-friendly and we were able to increase the value of DemandTools by programming in additional saved scenarios. I decreased admin time in the DemandTools suite by approximately 25% after implementing saved scenarios for every reoccurring update or list upload.
    Incentivized
    Read full review
    Scalability
    Dataiku
    No answers on this topic
    Validity
    It's done everything we've needed it to do.
    Incentivized
    Read full review
    Return on Investment
    Dataiku
    • Customer satisfaction
    • Timely project delivery
    Incentivized
    Read full review
    Validity
    • It is a tremendous time saver. It does things Salesforce doesn't even have the capability to do. Tasks that would take hours to manually complete.
    • We can process a tremendous amount of data daily through one person, vs. weeks for the data to be cleaned, reviewed, routed and input.
    • Saves on headcount by allowing a dedicated user to set up batches and jobs for other teams to ensure their data integrity.
    • The return on investment isn't easily quantifiable but it is FELT in our department.
    Incentivized
    Read full review
    ScreenShots

    DemandTools Screenshots

    Screenshot of DemandTools Home ScreenScreenshot of Modify FormulaScreenshot of Data Quality Automation