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Cube Reviews & Product Details

RS
Small-Business(50 or fewer emp.)
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Review source: Seller invite
Incentivized Review
What do you like best about Cube?

Two Cube features that were particularly useful was that Cube is queryable with mutliple APIs : REST, GraphQL and SQL. This saved an enormous amount of time from building out this layer and allowed existing apps to query the Cube layer easily for relevant data. The other one was that the Cube store acts as a caching layer that not only caches queries but also provides very fast aggregations for analytical purposes. This helped create applications which could satisfy a broad range of requirements which made it applicable for both internal and external facing use cases. Review collected by and hosted on G2.com.

What do you dislike about Cube?

For a semantic layer, there are few things that make it feel somewhat feature incomplete. This is by design as cube takes an API first approach preferring to focus on doing few things well. But for users looking for a more "all-in-one" type solution, this is not it. For example, a semantic layer might be expected to have data catalog features or visualization features as well. Cube instead chooses (atleast currently) to faciliate these things rather than providing it out of the box. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

Analytics output that can be served in low latency. Helped us save a lot of development time and focus instead of providing the required outputs needed by the business. Review collected by and hosted on G2.com.

Cube Overview

What is Cube?

Cube Cloud is a universal semantic layer that makes it easy to connect siloed data and create consistent metrics that are accessible to any data consumer–AI, BI, spreadsheets, and embedded analytics. The solution provides unmatched integrations and interoperability, supporting a robust set of deployment options, data connectivity, coding languages, and native APIs so that you can build solutions to fit your unique requirements on the modern data stack. With Cube Cloud, business data becomes consistent, accurate, easy to access, and most importantly, trusted. Data engineers and application developers use Cube Cloud’s code-first, developer-oriented platform to: - Organize and govern data from cloud data warehouses into centralized, consistent, and reusable data models and business definitions. - Apply software engineering best practices and processes to data management: CI/CD, isolated environments, and version control with Git integration. - Use intelligent capabilities like data model code generation and front-end embedded analytics code generation to increase productivity. - Optimize query performance and save on cloud data usage with pre-aggregation caching capabilities. - Deliver data to any downstream tool via data APIs: SQL, REST, GraphQL, AI, and MDX. Cube accelerates trusted data-driven decisions, delivering better experiences to employees inside the organization, customers outside the organization, and even machines with our native OpenAI integrations. Build Generative AI experiences with the AI API. For internal BI use cases, Cube Cloud provides a semantic catalog and Generative AI capabilities to simplify discovery, exploration, and access to modeled data and downstream, connected BI content for data analysts and business users. You can add unlimited named user accounts to allow anyone to search and reuse trusted data products and perform natural language queries in a simplified, business user-friendly interface.

Cube Details
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Product Description

Cube is the semantic layer for building data applications powered by consistent, fast, secure, and accessible data. Data engineers and application developers use Cube to access data from modern data stores, organize it upstream into centralized, consistent definitions, and deliver it to every downstream tool via its instant APIs.

How do you position yourself against your competitors?

The explosion of data sources and tools continues in the ever-evolving modern data stack. The variety of data stores and platforms allows the development of a diverse set of applications—but leads to inaccessible, inconsistent, slow, and insecure data.

Cube is the semantic layer for building data apps. Cube is a universally compatible middleware that solves the ‘many-to-many’ problem: Cube sits between your data sources and downstream tools, empowering engineers and developers to access data from any source, organize it into metrics, orchestrate its caching and security, and deliver it to every tool via instant APIs.

Deliver consistent, performant, and secure data applications—fast.


Seller Details
Seller
Cube
Year Founded
2019
HQ Location
San Francisco, CA
Twitter
@the_cube_dev
2,140 Twitter followers
LinkedIn® Page
www.linkedin.com
65 employees on LinkedIn®
Description

Cube is a data modeling and integration platform designed to streamline the process of building and managing data applications. It enables businesses to connect, aggregate, and analyze data from various sources in real-time, providing a unified view of their data landscape. Cube offers flexible pricing options to cater to different organizational needs, making it accessible for teams of all sizes. For more information on pricing and features, visit their website at https://cube.dev/pricing.


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Cube Integrations

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Integration information sourced from real user reviews.

Recent Cube Reviews

Verified User
U
Verified UserMid-Market (51-1000 emp.)
4.5 out of 5
"Great for AI applications and general data apps!"
I'm using CubeJS for a lot of data apps on my company and it is really incredible for leveraging data for my applications. I also use CubeJS daily ...
RL
Rafael L.Small-Business (50 or fewer emp.)
5.0 out of 5
"What a modern semantic layer solution should look like"
Using CubeJS Cloud to build our semantic layer has been great! It really just takes a lot of development effort off our shoulders. This is especial...
Verified User
A
Verified UserMid-Market (51-1000 emp.)
5.0 out of 5
"Easy to setup analytics"
- declarative schema definitions make it easy to built UI interfaces on top of your data - built-in cache - extensibility through express middlew...

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25 Cube Reviews

4.6 out of 5
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25 Cube Reviews
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4.6 out of 5

Cube Pros and Cons

How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Cons
G2 reviews are authentic and verified.
Verified User in Commercial Real Estate
UC
Mid-Market(51-1000 emp.)
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Verified Current User
Review source: Seller invite
Incentivized Review
What do you like best about Cube?

I'm using CubeJS for a lot of data apps on my company and it is really incredible for leveraging data for my applications. I also use CubeJS daily for manual analytics, like taking a look at the charts or copying some data to perform some stronger statistical analysis.

The interface simplicity of consumption for REST APIs is really powerful for integrating in any language and maintaining a standardized consumption around the tech ecosystem.

This can also be used as a "Feature Store" of some sorts, together with the preAggregations layer, for ML and AI applications, making it really really simple to roll them out.

I've already used the Customer Support and their response was really fast and the person helping me was also really proactive.

The ability to test changes to a cube or creating a cube via Git branches is **really powerful**! It really helps!

Finally, implementing cubes, measures, and also configuring dimensions is way too simple: we use it to connect to BigQuery and maintaining the semantics of metrics on CubeJS, which makes it so easy to understand data. Review collected by and hosted on G2.com.

What do you dislike about Cube?

I still think documentation is a bit confusing for some features.

I've faced some issues with preAggregations where some measuers were they were being summed instead of being averaged over for `avg` types. Some logic for the `rollup` timeout is a bit confusing.

Although the REST API interface doens't really need any framework, I feel that a simple SDK providing the objects for serialization would be nice to have.

Some more complex charts in the Playground would also be nice to have, together with a simple export like CSV/JSON from the Playground (I do understand that the Playground is... a Playground... but sometimes I use it as an analytics tool to fetch some informations).

I think that we also lack a propert LSP (or a type checker) for Cube on Javascript. Sometimes I makes some mistakes that are related to Cube JS syntax (use of AI on the Code Editor also makes it more prone to error). This would be really helpful. Some features can only be tested once in production (like preAggregations syntax), which makes it a bit harder to integrate. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

CubeJS helps me solve the issue of integrating data from multiple sources to Applications: from general software to AI-powered applications, CubeJS allows us to have low latency data fetching and only worrying with what to do with the data. Review collected by and hosted on G2.com.

RL
Small-Business(50 or fewer emp.)
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Validated Reviewer
Review source: Seller invite
Incentivized Review
What do you like best about Cube?

Using CubeJS Cloud to build our semantic layer has been great! It really just takes a lot of development effort off our shoulders. This is especially great for small teams that don't have DevOps engineers available to help create and monitor a platform. The development and maintenance have been simple to maintain. Their support is also great where I could solve a build issue with a live chat in a short time. There are many features including different endpoints to consume data, which makes embedding analytics into our product straightforward. Review collected by and hosted on G2.com.

What do you dislike about Cube?

I still feel that integration with BI tools is not totally straightforward yet, some query aggregations fail and require some tweaks. I still have to test the new "Semantic Layer Sync" feature. Also, a thing that was very great about dbt metrics that I miss here in CubeJS is the ability to create a new metric based on other metrics as long as they have the same time granularity, CubeJS could find a way to implement something flexible as this as well. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

We use all major features: serving metrics on endpoints, embedded analytics in our product front-end, and feed BI tools. Review collected by and hosted on G2.com.

Response from Lissa Daniels of Cube

Thank you for the feedback, Rafael. We appreciate your support.

Verified User in Research
AR
Mid-Market(51-1000 emp.)
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Verified Current User
Review source: Seller invite
Incentivized Review
What do you like best about Cube?

- declarative schema definitions make it easy to built UI interfaces on top of your data

- built-in cache

- extensibility through express middlewares

- great slack community

- easy to get setup Review collected by and hosted on G2.com.

What do you dislike about Cube?

we ran into an issue with cube cloud processes restarting too frequently which meant the entire schema needed to be reloaded on subsequent requests which took nearly 5s and triggered our latency alarms. luckily due to cube's extensibility we were able to implement a custom express middleware to trigger loading of the schema when the instance started up which worked around the problem for us.

the schema compiler is a little quirky and has too much magic which makes it a little more difficult to define schemas in typescript, but not insurmountable.

personally I don't like the online schema editor since we discourage folks from making changes outside of the version control. I wish we could have disabled this feature.

out-of-the-box scripts to scaffold out schemas would be nice. we ended up rolling our own.

cube-sql is interesting, but the lack of ability to do basic math in queries made it unusable for us. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

Cube makes it easy to build analytics tools on your data. Review collected by and hosted on G2.com.

Response from Lissa Daniels of Cube

Thank you for your feedback. It is good to have your thoughts.

SL
Small-Business(50 or fewer emp.)
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Validated Reviewer
Verified Current User
Review source: Seller invite
Incentivized Review
What do you like best about Cube?

I have been using Cube for the better part of the last 2.5 years. It gave us an out-of-the-box abstraction to quickly slice and dice our data arbitrarily and provide insights and analytics layers for our customers. As Cube has grown, they have added more robust query result caching and pre-aggregation generation. We were fortunate enough that this lined up perfectly with our growth. As we collected more and more data, we knew Cube had our back in ensuring that we could continue to provide performant analytics to our customers. Review collected by and hosted on G2.com.

What do you dislike about Cube?

Setting up more advanced features, such as cube store + pre-aggregations, is very difficult if you have a large dataset. Seeding the aggregations at the scale of millions of data points is no easy feat. You won't find documentation or ready support in that

Cube does provide a Slack channel where you can ask questions from their team and the community; however, it seems to have been deprioritized recently. I will say that the Cube Cloud support team is very responsive. If you use Cube for production workloads, I highly recommend paying for the managed offering after evaluating its fittingness to your use case. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

Cube is helping us provide performant analytics and insights to our customers. They remove the need for us to think about how our analytics scale. The abstraction of the query language gives us a lot of flexibility to build out new slices and measures of our datapoints quickly. Review collected by and hosted on G2.com.

Verified User in Information Technology and Services
UI
Small-Business(50 or fewer emp.)
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Validated Reviewer
Verified Current User
Review source: Seller invite
Incentivized Review
What do you like best about Cube?

Cube.js has been a game-changer in my development journey, offering an incredible solution for building data-driven applications. With its intuitive data modeling capabilities, I've been able to structure data in a way that truly suits my application's needs. it handles data efficiently, ensuring that my users can explore insights seamlessly. Review collected by and hosted on G2.com.

What do you dislike about Cube?

Cube.js, like any tool with advanced capabilities, has a learning curve. Beginners may find it challenging to grasp all the concepts, especially when dealing with complex data models and SQL queries. However, Cube.js does provide documentation and tutorials to help mitigate this issue. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

Cube.js simplifies complex data modeling by providing a structured way to define cubes, dimensions, and measures. This makes it easier to represent and work with your data, allowing you to create meaningful analytics without getting lost in complex SQL queries or data transformations. Review collected by and hosted on G2.com.

Response from Lissa Daniels of Cube

Thank you for the feedback. We appreciate the support.

MJ
Small-Business(50 or fewer emp.)
More Options
Validated Reviewer
Verified Current User
Review source: Seller invite
Incentivized Review
What do you like best about Cube?

Easy to make pre-aggregations that are a game-changer in modern data analysis systems, as they are a main layer for best in class optimization. Ease of configuration and deployment was a key for me. Review collected by and hosted on G2.com.

What do you dislike about Cube?

I miss a local/system native optimization program like cloud platform panel - possibility to write preaggs and already check them before deployment, analyze queries and requests to optimize my application even more at data layer. That would be an excellent improvement for general DX (Developer Experience) as well. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

I'm untangling data for decision-makers in various companies. One of my customers already got an 2-3 times increased sales because they got critical data and trends right now. Review collected by and hosted on G2.com.

Response from Lissa Daniels of Cube

Thank you for your feedback. We appreciate your support.

WT
Mid-Market(51-1000 emp.)
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Validated Reviewer
Verified Current User
Review source: Organic
What do you like best about Cube?

Cube makes it incredibly easy to expose our reporting data to our businesses. Our shift to using Cube to serve our reporting data has cut the deployment process of new features and bug fixes from hours to minutes. Also, the onboarding process for getting up to speed with the product was swift, and the Cube team has been very responsive to feature requests. Review collected by and hosted on G2.com.

What do you dislike about Cube?

The only real issue we currently have is with the limit of 50k records that can be served. Some of the datasets that are requested go well above this, and we need to go outside of the tool for a way to service these requests. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

The product we used before Cube had complicated deployments and required a lot of specialized knowledge to deliver data to our reporting service. Cube has allowed us to drop our deployment time from hours to minutes, quickly onboard new members to the product, and significantly reduce our platform error rate. Review collected by and hosted on G2.com.

AS
Small-Business(50 or fewer emp.)
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Verified Current User
Review source: Seller invite
Incentivized Review
What do you like best about Cube?

Cube has made it much easier for us to generate information cubes and display them in our app that we are developing. It is very easy to use and has an intuitive playground that helps us build the queries and understand how it would work. Review collected by and hosted on G2.com.

What do you dislike about Cube?

What I think is not good is the model of the number of productive instances over its cost, I believe that the subscription should contemplate the number of productive instances without measuring any cost. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

Cube solving de method of share volumetric information about our app. Review collected by and hosted on G2.com.

BS
Small-Business(50 or fewer emp.)
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Validated Reviewer
Verified Current User
Review source: Organic
What do you like best about Cube?

Cube has a ton of functionality -- from querying, serving and caching to static and dynamic schemas and complicated preaggregations from one or more data sources. Often when a tool nears this level of functionality it becomes hard to use, yet Cube maintains all of the attributes that make it simple to get started with and use. Review collected by and hosted on G2.com.

What do you dislike about Cube?

Our use case includes hundreds of tenants each with tens of BigQuery tables that have hundreds of columns that are all different and we've had to build some logic into both our clients and data processing layers to allow Cube to sit between. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

At Ternary, we help customers understand and manage their cloud expenses. To that end, we've got quite a few different tables we expose to our customers via Cube, most notably GCP billing data, AWS CUR data and Azure billing data. Review collected by and hosted on G2.com.

DR
Small-Business(50 or fewer emp.)
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Validated Reviewer
Verified Current User
Review source: Organic
What do you like best about Cube?

The best part about Cube is how easily we can define and standardize our application's data layer and reporting capabilities. We've ensured consistent calculations of measures across consumers, enforced custom data security rules and, most importantly, scaled our application without friction. Review collected by and hosted on G2.com.

What do you dislike about Cube?

Some aspects of Cube Cloud UI, such as the query performance and pre-aggregation build tabs, can load slowly. On the whole, the product has received consistent and impactful updates and the support team is quick to assist when required. Review collected by and hosted on G2.com.

What problems is Cube solving and how is that benefiting you?

Cube has helped us create a flexible and robust data product providing customizability while ensuring the accuracy of our end users' reports. Cube Cloud has been instrumental in our ability to rapidly scale our application without needing to manage infrastructure for caching, serving or pre-aggregating our data. Review collected by and hosted on G2.com.