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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    dbt

    Score9.2 out of 10
    N/Adbt is an SQL development environment, developed by Fishtown Analytics, now known as dbt Labs. The vendor states that with dbt, analysts take ownership of the entire analytics engineering workflow, from writing data transformation code to deployment and documentation. dbt Core is distributed under the Apache 2.0 license, and paid Teams and Enterprise editions are available.

    $0

    per month per seat

    Looker

    Score8.1 out of 10
    N/ALooker is a BI application with an analytics-oriented application server that sits on top of relational data stores. It includes an end-user interface for exploring data, a reusable development paradigm for data discovery, and an API for supporting data in other systems.N/A

    Mixpanel

    Score8.3 out of 10
    N/AMixpanel helps companies measure what matters, make decisions fast, and build better products through data. With self-serve product analytics solution, teams can analyze how and why people engage, convert, and retain—in real-time, across devices—to improve their user experience. Mixpanel serves over 26,000 companies from different industries around the world, including Expedia, Uber, Ancestry, DocuSign, and Lemonade. Headquartered in San Francisco, Mixpanel has offices in New York,…

    $0

    per month

    Pricing
    dbtLookerMixpanel
    Editions & Modules
    No answers on this topic
    No answers on this topic
    Free
    $0
    per month
    Growth
    $17
    per month
    Enterprise
    Contact sales
    Offerings
    Pricing Offerings
    dbtLookerMixpanel
    Free Trial
    YesYesNo
    Free/Freemium Version
    YesNoYes
    Premium Consulting/Integration Services
    YesYesNo
    Entry-level Setup FeeNo setup feeRequiredNo setup fee
    Additional DetailsMust contact sales team for pricing.Mixpanel uses MTU (Monthly Tracked User) pricing, which is designed to scale with your company. MTUs are roughly equivalent to the number of unique visitors on your product and each user is counted once per month, even if they use multiple devices. If Events based pricing makes more sense for your business, reach out to us and we can work with you!
    More Pricing Information
    Community Pulse
    dbtLookerMixpanel
    Considered Multiple Products
    dbt Labs
    Chose dbt
    Airflow can accomplish the same work as dbt (data build tool), however, dbt's (data build tool) development workflow and UI can open up data transformation and modeling work to non-data engineering teams. Looker might also be able to define data models via LookML with a …
    Incentivized
    Chose dbt
    dbt is very flexible and can fit into most data pipelines. This is a pro for most organizations that aren't fully bought into one platform (Google Cloud, etc.)
    Incentivized
    Chose dbt
    I haven't come across anything like DBT before.
    Incentivized
    Google
    Chose Looker
    Mixpanel is the behemoth of the industry, but given Looker's acquisition by Google, it now offers better value in my opinion
    Incentivized
    Chose Looker
    I used Mixpanel a bit a while ago at the same company and our set-up of the program wasn't good so it was impossible to find what I needed to do my reporting. Now with Looker the setup is generally solid and if you have SQL Runner access in Looker you can get anything you need.
    Incentivized
    Chose Looker
    Looker is a free and easier analytics and dashboard tool. It provides enough data and features to get things done and analyze marketing data. The other tools have more advanced features and are more suited for other things besides marketing.
    Incentivized
    Chose Looker
    If you company is using Google suite products, Looker is a no-brainer. Tableau is probably the most flexibly but as a result it has the least governance capabilities. Power BI is kind of old-school in terms of how it feels to use it. I think in general, Looker brings a lot of …
    Incentivized
    Chose Looker
    Looker is more mailable; it allows more dynamic visualisations, filters, drilldowns etc. It's sharing capabilities are also more streamlined than AWS Quicksight. However in contrast to this AWS Quicksight can leverage AWS IAM roles and policies which can be quite scalable. …
    Incentivized
    Chose Looker
    RJMetrics - Looker is clearly better than RJMetrics. RJMetrics was getting the connector ready for Mixpanel and they were working on one for Facebook. But we had too many issues with it. The data had to be taken from MySQL and ported into their data warehouse and it took hours …
    Incentivized
    Chose Looker
    I considered Looker along with RJ Metrics and Domo. The other platforms seemed to be offering much more of a service-focused offering, with fees that would likely scale quite high without certainty. Looker is focused on more of a product-driven approach and would be a good fit …
    Incentivized
    Mixpanel
    Chose Mixpanel
    These two aren't the same but can fulfill some of the funnel optimisation purposes of Mixpanel.
    Incentivized
    Key User Insights
    Would buy again
    100%
    Would buy again
    10 Answers
    98%
    Would buy again
    85 Answers
    86%
    Would buy again
    12 Answers
    Delivers good value for the price
    100%
    Delivers good value for the price
    9 Answers
    99%
    Delivers good value for the price
    75 Answers
    91%
    Delivers good value for the price
    10 Answers
    Happy with the feature set
    100%
    Happy with the feature set
    10 Answers
    100%
    Happy with the feature set
    87 Answers
    93%
    Happy with the feature set
    13 Answers
    Lived up to sales and marketing promises
    100%
    Lived up to sales and marketing promises
    8 Answers
    98%
    Lived up to sales and marketing promises
    55 Answers
    88%
    Lived up to sales and marketing promises
    7 Answers
    Implementation went as expected
    90%
    Implementation went as expected
    9 Answers
    97%
    Implementation went as expected
    69 Answers
    90%
    Implementation went as expected
    9 Answers
    Features
    dbtLookerMixpanel
    Data Transformations
    Comparison of Data Transformations features of dbt and Looker and Mixpanel
    Feature
    dbt
    9.8
    8 Ratings
    19% above category average
    Looker
    -
    Ratings
    Mixpanel
    -
    Ratings
    Simple transformations10.08 Ratings00 Ratings00 Ratings
    Complex transformations9.58 Ratings00 Ratings00 Ratings
    Data Modeling
    Comparison of Data Modeling features of dbt and Looker and Mixpanel
    Feature
    dbt
    9.1
    8 Ratings
    14% above category average
    Looker
    -
    Ratings
    Mixpanel
    -
    Ratings
    Data model creation9.88 Ratings00 Ratings00 Ratings
    Metadata management8.88 Ratings00 Ratings00 Ratings
    Business rules and workflow9.08 Ratings00 Ratings00 Ratings
    Collaboration10.06 Ratings00 Ratings00 Ratings
    Testing and debugging8.08 Ratings00 Ratings00 Ratings
    BI Standard Reporting
    Comparison of BI Standard Reporting features of dbt and Looker and Mixpanel
    Feature
    dbt
    -
    Ratings
    Looker
    7.4
    134 Ratings
    10% below category average
    Mixpanel
    -
    Ratings
    Pixel Perfect reports00 Ratings6.5110 Ratings00 Ratings
    Customizable dashboards00 Ratings8.2133 Ratings00 Ratings
    Report Formatting Templates00 Ratings7.5115 Ratings00 Ratings
    Ad-hoc Reporting
    Comparison of Ad-hoc Reporting features of dbt and Looker and Mixpanel
    Feature
    dbt
    -
    Ratings
    Looker
    6.8
    132 Ratings
    16% below category average
    Mixpanel
    -
    Ratings
    Drill-down analysis00 Ratings6.3128 Ratings00 Ratings
    Formatting capabilities00 Ratings6.6130 Ratings00 Ratings
    Integration with R or other statistical packages00 Ratings5.655 Ratings00 Ratings
    Report sharing and collaboration00 Ratings8.8131 Ratings00 Ratings
    Report Output and Scheduling
    Comparison of Report Output and Scheduling features of dbt and Looker and Mixpanel
    Feature
    dbt
    -
    Ratings
    Looker
    7.9
    128 Ratings
    4% below category average
    Mixpanel
    -
    Ratings
    Publish to Web00 Ratings7.7105 Ratings00 Ratings
    Publish to PDF00 Ratings7.8113 Ratings00 Ratings
    Report Versioning00 Ratings7.984 Ratings00 Ratings
    Report Delivery Scheduling00 Ratings8.3110 Ratings00 Ratings
    Data Discovery and Visualization
    Comparison of Data Discovery and Visualization features of dbt and Looker and Mixpanel
    Feature
    dbt
    -
    Ratings
    Looker
    6.6
    128 Ratings
    19% below category average
    Mixpanel
    -
    Ratings
    Pre-built visualization formats (heatmaps, scatter plots etc.)00 Ratings7.7124 Ratings00 Ratings
    Location Analytics / Geographic Visualization00 Ratings7.5110 Ratings00 Ratings
    Predictive Analytics00 Ratings4.66 Ratings00 Ratings
    Access Control and Security
    Comparison of Access Control and Security features of dbt and Looker and Mixpanel
    Feature
    dbt
    -
    Ratings
    Looker
    7.3
    128 Ratings
    15% below category average
    Mixpanel
    -
    Ratings
    Multi-User Support (named login)00 Ratings7.6120 Ratings00 Ratings
    Role-Based Security Model00 Ratings7.2105 Ratings00 Ratings
    Multiple Access Permission Levels (Create, Read, Delete)00 Ratings7.2122 Ratings00 Ratings
    Report-Level Access Control00 Ratings7.360 Ratings00 Ratings
    Mobile Capabilities
    Comparison of Mobile Capabilities features of dbt and Looker and Mixpanel
    Feature
    dbt
    -
    Ratings
    Looker
    5.2
    95 Ratings
    39% below category average
    Mixpanel
    -
    Ratings
    Responsive Design for Web Access00 Ratings5.091 Ratings00 Ratings
    Mobile Application00 Ratings5.01 Ratings00 Ratings
    Dashboard / Report / Visualization Interactivity on Mobile00 Ratings5.885 Ratings00 Ratings
    Best Alternatives
    dbtLookerMixpanel
    Small Businesses
    Skyvia
    Score10 out of 10
    Cyfe
    Score4 out of 10
    PostHog
    Score8.3 out of 10
    Medium-sized Companies
    IBM InfoSphere Information Server
    Score10 out of 10
    Qlik Cloud Analytics (Qlik Sense)
    Score8.2 out of 10
    Heap
    Score8.1 out of 10
    Enterprises
    SolarWinds Task Factory
    Score8.3 out of 10
    Jaspersoft Community Edition
    Score7 out of 10
    Gainsight PX
    Score7.6 out of 10
    All AlternativesView all alternativesView all alternativesView all alternatives
    User Ratings
    dbtLookerMixpanel
    Likelihood to Recommend
    10.0
    (10 ratings)
    8.0
    (134 ratings)
    9.0
    (50 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    9.2
    (8 ratings)
    10.0
    (13 ratings)
    Usability
    9.8
    (3 ratings)
    8.8
    (12 ratings)
    9.0
    (2 ratings)
    Availability
    -
    (0 ratings)
    10.0
    (1 ratings)
    -
    (0 ratings)
    Performance
    -
    (0 ratings)
    6.0
    (1 ratings)
    -
    (0 ratings)
    Support Rating
    -
    (0 ratings)
    8.8
    (14 ratings)
    1.0
    (8 ratings)
    Online Training
    -
    (0 ratings)
    -
    (0 ratings)
    8.0
    (2 ratings)
    Implementation Rating
    -
    (0 ratings)
    10.0
    (1 ratings)
    8.9
    (3 ratings)
    Configurability
    -
    (0 ratings)
    10.0
    (1 ratings)
    -
    (0 ratings)
    Contract Terms and Pricing Model
    -
    (0 ratings)
    10.0
    (1 ratings)
    -
    (0 ratings)
    Data Sharing and Collaboration
    -
    (0 ratings)
    8.5
    (51 ratings)
    -
    (0 ratings)
    Data Sources
    -
    (0 ratings)
    7.3
    (51 ratings)
    -
    (0 ratings)
    Ease of integration
    -
    (0 ratings)
    10.0
    (1 ratings)
    -
    (0 ratings)
    Product Scalability
    -
    (0 ratings)
    10.0
    (1 ratings)
    -
    (0 ratings)
    Professional Services
    -
    (0 ratings)
    10.0
    (1 ratings)
    -
    (0 ratings)
    Vendor post-sale
    -
    (0 ratings)
    10.0
    (1 ratings)
    -
    (0 ratings)
    Vendor pre-sale
    -
    (0 ratings)
    10.0
    (1 ratings)
    -
    (0 ratings)
    User Testimonials
    dbtLookerMixpanel
    Likelihood to Recommend
    dbt Labs
    The prerequisite is that you have a supported database/data warehouse and have already found a way to ingest your raw data. Then dbt is very well suited to manage your transformation logic if the people using it are familiar with SQL. If you want to benefit from bringing engineering practices to data, dbt is a great fit. It can bring CI/CD practices, version control, automated testing, documentation generation, etc. It is not so well suited if the people managing the transformation logic do not like to code (in SQL) but prefer graphical user interfaces.
    Incentivized
    Read full review
    Google
    When data drives potential for new orders, Looker earns its place in our tech stack. If, on the other hand, we are hoping for pipeline generation, Looker is useful if you are willing to repeatedly go check customer utilizations .... it is not appropriate if you are hoping to automate data analysis for this purpose.
    Incentivized
    Read full review
    Mixpanel
    As a worker in the sales area, I see closely how complex it can be to evaluate the commercial funnel and Mixpanel has been an indispensable guide to prioritize above all what customers expect to receive from our company, and thus be able to determine the main service we offer. Without a doubt, Mixpanel has special functions to be the one that guides the route and marks the objectives much more clearly.
    Incentivized
    Read full review
    Pros
    dbt Labs
    • dbt supports version control through GIT, this allows teams to collaborate and track the data transformation logic.
    • dbt allows us to build data models which helps to break complex transformation logic into simple and smaller logic.
    • dbt is completely based on SQL which allows data analyst and data engineers to build the transformation logic.
    • dbt can be easily integrated with snowflake.
    Incentivized
    Read full review
    Google
    • Show visited pages - sessions, pageviews - which programs are viewed the most.
    • Displays session source/medium views to see where users are coming from.
    • It shows the video titles, URLs, and event counts so we can monitor the performance of our videos.
    • It gives a graphic face to the numbers, such as using bar charts, pie graphs, and other charts to show user trends or which channels are driving engagement.
    • Our clients like to see the top pages visited for a month.
    • I like the drop-and-drag approach, and building charts is a little easier than it was before.
    Incentivized
    Read full review
    Mixpanel
    • Mixpanel is a daily use application for everyone in my organization; it helps us have a better flow of information and interaction between work teams.
    • The user interface of this platform is simple and has a wide variety of functions and resources to help us work in the most organized way, have better team coordination, and keep efficiency high.
    • I love that it is so easy to program our calendar to our liking, so we can prioritize our activities and know what is pending, and the best thing is that I can update the calendar if necessary.
    • The chat function is great to improve the interaction between colleagues and share work schedules and any information with third parties.
    Incentivized
    Read full review
    Cons
    dbt Labs
    • Field-level lineage (currently at table level)
    • Documentation inheritance - if a field is documented the downstream field of the same name could inherit the doc info
    • Adding python model support (in beta now)
    Incentivized
    Read full review
    Google
    • Documentation is scarce, and very difficult to find when you need it.
    • Pricing is unclear, particularly as you look to scale your reports across the business.
    • Data from other sources is not represented in the system as well as first party Google services.
    Incentivized
    Read full review
    Mixpanel
    • Mixpanel requires an explicit setting of events from your app. This means you need to be very thoughtful in the design of your events because missing one means you aren't collecting any data from it. Inserting it into the process later on then brings challenges in tracking when certain events came online.
    • A tool like Mixpanel comes packed with features that sometimes are harder to discover. It's very easy to get sucked into one part of its toolset and not be aware of other tools which may be very useful.
    Incentivized
    Read full review
    Likelihood to Renew
    dbt Labs
    No answers on this topic
    Google
    I give it this rating because it deems as effective, I am able to complete majority of my tasks using this app. It is very helpful when analyzing the data provided and shown in the app and it's just overall a great app for Operational use, despite the small hiccups it has (live data).
    Incentivized
    Read full review
    Mixpanel
    It's not an all encompassing solution like Google Analytics tries to be, but MixPanel offers much easier to use and understandable data insights. That's valuable when juggling many responsibilities as startup life demands, so a renewal would be easily justified.
    Read full review
    Usability
    dbt Labs
    dbt is very easy to use. Basically if you can write SQL, you will be able to use dbt to get what you need done. Of course more advanced users with more technical skills can do more things.
    Incentivized
    Read full review
    Google
    Looker is relatively easy to use, even as it is set up. The customers for the front-end only have issues with the initial setup for looker ml creations. Other "looks" are relatively easy to set up, depending on the ETL and the data which is coming into Looker on a regular basis.
    Incentivized
    Read full review
    Mixpanel
    Relativity easy to use. Once you get the hang of it, very easy to create dashboards for different use cases. I split my dashboards between customers or use cases
    Incentivized
    Read full review
    Reliability and Availability
    dbt Labs
    No answers on this topic
    Google
    No objections
    Incentivized
    Read full review
    Mixpanel
    No answers on this topic
    Performance
    dbt Labs
    No answers on this topic
    Google
    Somehow resources heavy, both on server and client. I recommned at least 50Mbs data rate and high performance desktop comouter to be abke to run comolex tasks and configure larger amount of data. On the other hand, the client does not need to worry when viewing, the performance is usually ok
    Incentivized
    Read full review
    Mixpanel
    No answers on this topic
    Support Rating
    dbt Labs
    No answers on this topic
    Google
    Never had to work with support for issues. Any questions we had, they would respond promptly and clearly. The one-time setup was easy, by reading documentation. If the feature is not supported, they will add a feature request. In this case, LDAP support was requested over OKTA. They are looking into it.
    Incentivized
    Read full review
    Mixpanel
    We have only ever had to use their support once, when we were setting up the account, but their responses were prompt and the solutions were well documented. The people who solved our issues were helpful, even to non-tech people.
    Incentivized
    Read full review
    Online Training
    dbt Labs
    No answers on this topic
    Google
    No answers on this topic
    Mixpanel
    Mixpanel has a great resource about their product, with videos on how to use it and real world examples from other companies on how they integrate Mixpanel into their business processes.
    Read full review
    Implementation Rating
    dbt Labs
    No answers on this topic
    Google
    Very satisfied, easy to implement
    Incentivized
    Read full review
    Mixpanel
    Again, somewhat annoying to be charged based on data points when many other analytics providers have one flat fee. Implementation was good, but I might have tracked a few more detailed points if I had the option.
    Read full review
    Alternatives Considered
    dbt Labs
    I actually don't know what the alternative to dbt is. I'm sure one must exist other than more 'roll your own' options like Apache Airflow, say, bu tin terms of super easy managed/cloud data transforms, dbt really does seem to be THE tool to use. It's $50/month per dev, BUT there's a FREE version for 1 dev seat with no read-only access for anyone else, so you can always start with that and then buy yourself a seat later.
    Incentivized
    Read full review
    Google
    Looker Studio, you can easily report on data from various sources without programming. Looker Studio is available at no charge for creators and report viewers. Enterprise customers who upgrade to Looker Studio Pro will receive support and expanded administrative features, including team content management. So it's good.
    Incentivized
    Read full review
    Mixpanel
    • There was not really any other competitors for this specific use case that had a chance
    • We used Google Analytics for some things but obviously, GA is anonymous data so not useful for product teams with users
    • Other solutions out there seemed to be too expensive and this was the most recommended
    • Heap seemed to be the best OTHER option but didn't take the time to evaluate
    Incentivized
    Read full review
    Contract Terms and Pricing Model
    dbt Labs
    No answers on this topic
    Google
    Perfect price to performance
    Incentivized
    Read full review
    Mixpanel
    No answers on this topic
    Return on Investment
    dbt Labs
    • Simplified our BI layer for faster load times
    • Increased the quality of data reaching our end users
    • Makes complex transformations manageable
    Incentivized
    Read full review
    Google
    • Looker has a poignant impact on our business's ROI objectives. As an advertising exchange we have specific goals for daily requests and fill, and having premade Looks to monitor this is an integral piece of our operational capability
    • To facilitate an efficient monthly billing cycle in our organization, Looker is essential to track estimated revenue and impression delivery by publisher. Without the Looks we have set up, we would spend considerably more time and effort segmenting revenue by vertical.
    • Looker's unique value proposition is making analytical tools more digestible to people without conventional analytical experience. Other competing tools like Tableau require considerably more training and context to successfully use, and the ability to easily plot different visualizations is one of its greatest selling points.
    Incentivized
    Read full review
    Mixpanel
    • We've been able to increase the funnel conversions of one of our new product funnels from a 1% conversion rate to a 5% conversion rate.
    • We've been able to increase the CTR on another of our main product pages from ~3% to ~10% (so far)
    • We've been able to segment out how users from different traffic sources behave, allowing us to eliminate thousands of dollars of wasteful spending on advertising campaigns that weren't working.
    Incentivized
    Read full review
    ScreenShots

    Looker Screenshots

    Screenshot of a Looker dashboard with a geo chart.

    Mixpanel Screenshots

    Screenshot of Mixpanel's Insights report enables you to see how often users perform meaningful actions, monitor growth of key user cohorts, like power users, and slice and dice trends by any attribute.Screenshot of Mixpanel's powerful Flows report enables you to identify top user paths to see where people get stuck, and discover actions users take before, after, or between key events.Screenshot of Mixpanel's Retention report helps you understand how often users return and visualize feature stickiness. You can also slice and dice retention data to identify user groups that retain best and to find out what causes churn.