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Databricks Data Intelligence Platform Pros and Cons: Top 5 Advantages and Disadvantages

Quick AI Summary Based on G2 Reviews

Generated from real user reviews

Users value the collaborative editing and broad functionality of Databricks, enhancing teamwork and versatility across teams. (277 mentions)
Users value the ease of use of Databricks Data Intelligence Platform, enhancing their overall user experience significantly. (267 mentions)
Users value the seamless integrations of Databricks, enhancing collaboration and streamlining data processing workflows effectively. (184 mentions)
Users value the powerful collaboration features of Databricks, enhancing teamwork on data projects and insights sharing. (148 mentions)
Users love the easy integrations of Databricks Data Intelligence Platform, seamlessly connecting with various cloud infrastructures. (144 mentions)
Users find the learning curve steep, leading to challenges in adopting the Databricks Data Intelligence Platform effectively. (106 mentions)
Users find Databricks Data Intelligence Platform to be quite expensive, especially when working with large datasets or complex setups. (94 mentions)
Users note a steep learning curve in Databricks, making it challenging for beginners to adopt effectively. (91 mentions)
Users feel the missing features hinder their experience, particularly with offline development and Azure Government integrations. (63 mentions)
Users find the complexity of integration and the interface to be confusing, affecting overall usability. (61 mentions)

5 Pros or Advantages of Databricks Data Intelligence Platform

1. Features
Users value the collaborative editing and broad functionality of Databricks, enhancing teamwork and versatility across teams.
See 277 mentions

See Related User Reviews

Luiz Guilherme S.
LS

Luiz Guilherme S.

Small-Business (50 or fewer emp.)

4.5/5

"God Plataform"

What do you like about Databricks Data Intelligence Platform?

Ease of use, Number of Features and Customer Support

Verified User
U

Verified User

Enterprise (> 1000 emp.)

3.5/5

"Great platform for working collaboratively"

What do you like about Databricks Data Intelligence Platform?

- Ability to edit the same notebook with collaborators - GitLab compatibility - Multiple languages supported - Broad functionality allows most of

2. Ease of Use
Users value the ease of use of Databricks Data Intelligence Platform, enhancing their overall user experience significantly.
See 267 mentions

See Related User Reviews

JW

Joey W.

Mid-Market (51-1000 emp.)

4.5/5

"Data analyst's go to platform !"

What do you like about Databricks Data Intelligence Platform?

Databricks has been amazing to work on. It provides real time data collection and management through big data ML , so resourceful i would say. It comb

JV

Juliana V.

Mid-Market (51-1000 emp.)

5.0/5

"Best for ETL Tools & Data Warehouses"

What do you like about Databricks Data Intelligence Platform?

Best apllication for data warehousing and machine learning. Their ease to use interface gives a great user experience to work on their platform. Datab

3. Integrations
Users value the seamless integrations of Databricks, enhancing collaboration and streamlining data processing workflows effectively.
See 184 mentions

See Related User Reviews

JW

Joey W.

Mid-Market (51-1000 emp.)

4.5/5

"Data analyst's go to platform !"

What do you like about Databricks Data Intelligence Platform?

Databricks has been amazing to work on. It provides real time data collection and management through big data ML , so resourceful i would say. It comb

Hoora R.
HR

Hoora R.

Mid-Market (51-1000 emp.)

5.0/5

"Life-changing Product, simple and easy flow to do hard tasks"

What do you like about Databricks Data Intelligence Platform?

its powerful data analytics and machine learning capabilities. The platform includes built-in tools and libraries for data analysis, visualization, an

4. Collaboration
Users value the powerful collaboration features of Databricks, enhancing teamwork on data projects and insights sharing.
See 148 mentions

See Related User Reviews

EA

Elizabeth A.

Enterprise (> 1000 emp.)

5.0/5

"Excellent Experience with Databricks: Enabling efficient data analytics and insights"

What do you like about Databricks Data Intelligence Platform?

Databricks’ platform is a powerful collaborative tool which allows teams to work together seamlessly on data projects. The integrated environment for

Isaias G.
IG

Isaias G.

Mid-Market (51-1000 emp.)

5.0/5

"Databricks has opened a world of possibilities for me"

What do you like about Databricks Data Intelligence Platform?

Databricks is a tool that is constantly evolving. I really appreciate the number of features they release, and the fact that they are up to date. It's

5. Easy Integrations
Users love the easy integrations of Databricks Data Intelligence Platform, seamlessly connecting with various cloud infrastructures.
See 144 mentions

See Related User Reviews

JW

Joey W.

Mid-Market (51-1000 emp.)

4.5/5

"Data analyst's go to platform !"

What do you like about Databricks Data Intelligence Platform?

Databricks has been amazing to work on. It provides real time data collection and management through big data ML , so resourceful i would say. It comb

Manjeet D.
MD

Manjeet D.

Enterprise (> 1000 emp.)

5.0/5

"Databricks is awesome"

What do you like about Databricks Data Intelligence Platform?

I like delta live tables a lot because of the ease of building integrations for incremental data.

5 Cons or Disadvantages of Databricks Data Intelligence Platform

1. Learning Curve
Users find the learning curve steep, leading to challenges in adopting the Databricks Data Intelligence Platform effectively.
See 106 mentions

See Related User Reviews

Verified User
I

Verified User

Mid-Market (51-1000 emp.)

4.0/5

"Databricks has unlocked ML and AI for our data"

What do you dislike about Databricks Data Intelligence Platform?

It is not very intuitive as a platform — lots of different permissions and compute is confusing

EA

Elizabeth A.

Enterprise (> 1000 emp.)

5.0/5

"Excellent Experience with Databricks: Enabling efficient data analytics and insights"

What do you dislike about Databricks Data Intelligence Platform?

The occasional complexity in managing multiple clusters and environments, which can lead to confusion regarding resource allocation. Additionally, the

2. Expensive
Users find Databricks Data Intelligence Platform to be quite expensive, especially when working with large datasets or complex setups.
See 94 mentions

See Related User Reviews

JW

Joey W.

Mid-Market (51-1000 emp.)

4.5/5

"Data analyst's go to platform !"

What do you dislike about Databricks Data Intelligence Platform?

It is an advance platform although it needs some improvement in ui for beginners and cost can get pretty high for working on large data.

GS

Gowtham S.

Mid-Market (51-1000 emp.)

3.0/5

"Great Data Handling & Management platform."

What do you dislike about Databricks Data Intelligence Platform?

Need a specified or specialized consultant to set up the tool because of the adaptability of this tool is complex. Pricing is high compared to simil

3. Steep Learning Curve
Users note a steep learning curve in Databricks, making it challenging for beginners to adopt effectively.
See 91 mentions

See Related User Reviews

EA

Elizabeth A.

Enterprise (> 1000 emp.)

5.0/5

"Excellent Experience with Databricks: Enabling efficient data analytics and insights"

What do you dislike about Databricks Data Intelligence Platform?

The occasional complexity in managing multiple clusters and environments, which can lead to confusion regarding resource allocation. Additionally, the

Nikhita S.
NS

Nikhita S.

Small-Business (50 or fewer emp.)

5.0/5

"Empowering Data-Driven Success with Databricks' Unified Platform"

What do you dislike about Databricks Data Intelligence Platform?

What I dislike about Databricks is that it can be a bit overwhelming for beginners, and the cost can add up quickly if you're not careful with how you

4. Missing Features
Users feel the missing features hinder their experience, particularly with offline development and Azure Government integrations.
See 63 mentions

See Related User Reviews

Axel R.
AR

Axel R.

Mid-Market (51-1000 emp.)

5.0/5

"Best all-in-one Data Platform environment"

What do you dislike about Databricks Data Intelligence Platform?

The offline development can be improved. The recently release of a VsCode Extension and also Spark connect are steps towards this but still needs more

Benjamin Michael S.
BS

Benjamin Michael S.

Enterprise (> 1000 emp.)

4.5/5

"Data Manager"

What do you dislike about Databricks Data Intelligence Platform?

Azure Government features seem to lag tremendously.

5. Complexity
Users find the complexity of integration and the interface to be confusing, affecting overall usability.
See 61 mentions

See Related User Reviews

SG

Sam G.

Mid-Market (51-1000 emp.)

4.5/5

"Databricks for Data analysis"

What do you dislike about Databricks Data Intelligence Platform?

The interface is not good also pricing is not efficient.

SP

Sylvie P.

Small-Business (50 or fewer emp.)

5.0/5

"Powerful tool to handle big data and run reports"

What do you dislike about Databricks Data Intelligence Platform?

It is a bit confusing at first, especially the user panel.

Databricks Data Intelligence Platform Reviews (658)

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Databricks Data Intelligence Platform Reviews (658)

View 1 Video Reviews
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KK
CFO
Mid-Market (51-1000 emp.)
"Outstanding Experience with This Software"
What do you like best about Databricks Data Intelligence Platform?

Databricks data intelligence is a platform that helps in accommodating all of our business and official data and share it with different team departments so that they can analyse it and create a detailed analytics of past performances and also make required changes on it for future growth. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

One of the major challenge that we face while working with Databricks data intelligence platform is that you cannot use this tool with a single data scientist you will have to keep a team of professionals who can deal with large data and create multiple graphs and analytics according to available information and this complete activity involves lot of financial investment Review collected by and hosted on G2.com.

Response from Janelle Glover of Databricks Data Intelligence Platform

It's fantastic to hear how Databricks Data Intelligence Platform is benefiting your business by streamlining access to data from different departments and facilitating quicker decision-making. We appreciate your feedback on the financial investment and will take it into consideration as we continue to improve user experience and ensure our platform is accessible for all users.

PC
Senior Software Engineer
Mid-Market (51-1000 emp.)
"Finally Databricks Data Intelligence Platform has given us stability with Spark jobs."
What do you like best about Databricks Data Intelligence Platform?

I am glad my leg is not completely dead from having to wait for a query (at least the auto termination feature works and saved me money) History is somewhat useful I rely on it to pull up previous scripts I write because I always seem to forget what I did the day before. I think it helps keep finance off my back by saving them money on the AWS bill. To me, it's simply one central location for managing our big data so I do not have to watch 5 monitors. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

If I want to find a query that was run over 30 days ago the search function does not even come close to being able to help me and also installing R Packages is a complete nightmare and the error messages are as clear as mud. And when working with large amounts of data the user interface becomes sluggish and trying to scroll through a notebook is like pushing through the mud. It would be nice if it were easier to install/ manage external spark packages. Review collected by and hosted on G2.com.

Response from Janelle Glover of Databricks Data Intelligence Platform

Thank you for taking the time to share your feedback! We're glad to hear that our platform has provided stability for your Spark jobs and that the auto-termination feature has been beneficial in saving costs. We appreciate your notes on the history feature and the centralization of big data management and will take these concerns into consideration.

CC
Sales Operations Manager
Small-Business (50 or fewer emp.)
"Databricks Data Intelligence Platform actually works and saves money"
What do you like best about Databricks Data Intelligence Platform?

The autoscale works well; it also helped us reduce the cost of using cloud resources. I thought that was going to be a problem since this is the first time we used autoscale. The support has been good enough, they normally appear on time for their scheduled hours to assist us in fixing the problems we create. The ability to save the query history in order of how the queries were written is nice as I often forget what I write a few minutes after writing it. When working with coworkers who need access to your code you can send them the permalink (link) to the code which is better than having to explain it. Since it supports both Spark and Presto within one tool I do not have to jump between tools. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

I hate the way the search function works. I have never found the results from a month ago, and it is annoying. The UI will occasionally lag behind my typing, and if I am in a rush I feel it takes too long. Also it would make much more sense for the tables drawer to remain open when I click on the notebook and instead of closing automatically which is very time consuming as I need to reopen it again. I have had the support team tell me they cannot replicate an issue which is no help at all. Review collected by and hosted on G2.com.

Response from Janelle Glover of Databricks Data Intelligence Platform

Thank you for sharing your positive experience with Databricks Data Intelligence Platform! We're pleased to hear that the platform has helped you save costs and streamline your data processing. We understand your concerns about the search function and UI, and we'll work on addressing these issues to enhance your user experience. We appreciate your feedback!

ANIKET S.
AS
Student
Mid-Market (51-1000 emp.)
"Unified, User-Friendly Platform That Accelerates Data Insights"
What do you like best about Databricks Data Intelligence Platform?

What I like best about the Databricks Data Intelligence Platform is how it brings everything data engineering, analytics, and machine learning together in one unified environment. It’s very user-friendly despite being powerful, and it makes collaboration between technical and non-technical teams much easier. The platform handles large volumes of data efficiently, scales smoothly, and integrates well with cloud services, which saves a lot of time and effort. Overall, it helps turn raw data into meaningful insights faster without making the process overly complex. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

One thing I dislike about the Databricks Data Intelligence Platform is that it can feel complex and overwhelming for new users, especially those without a strong technical background. The learning curve is quite steep, and it takes time to fully understand how to use all the features effectively. Additionally, the pricing can become expensive as usage scales, and cost management isn’t always very transparent. Sometimes, debugging errors or performance issues can also be challenging, particularly in large or highly integrated workflows. Review collected by and hosted on G2.com.

Response from Janelle Glover of Databricks Data Intelligence Platform

Thank you for highlighting the benefits of the Databricks Data Intelligence Platform in solving the challenges of fragmented data systems. We are committed to providing a unified platform that saves time, improves collaboration, and enables faster access to reliable insights. We also appreciate your feedback about the learning curve and pricing concerns. We are constantly working to improve user experience and transparency, and your input is valuable in that process.

Varun G.
VG
Project Manager
Mid-Market (51-1000 emp.)
"Powerful unified data platform with great collaboration"
What do you like best about Databricks Data Intelligence Platform?

Databricks is easy to use and simple to get started with, even when handling large amounts of data. It brings everything like data processing, analytics, and AI into one place, so my team do not need multiple tools. The platform integrates smoothly with common tools like BI dashboards, workflows, and cloud services. Its notebooks make day to day work frequent and convenient by allowing our teams to collaborate in real time. There are many built in features for data, analytics, and machine learning without added complexity. Customer support, documentation, and community resources make it easier to solve issues quickly. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

Databricks can be expensive and unpredictable in cost, especially for small teams if workloads run longer than expected. It takes technical expertise to set up, manage, and optimize performance, which can be challenging for non-technical users. Costs need frequent monitoring since compute and storage are billed separately. While it has basic dashboards, it still depends on tools like Power BI or Tableau for full reporting. Review collected by and hosted on G2.com.

Response from Janelle Glover of Databricks Data Intelligence Platform

Thank you for highlighting the benefits of using Databricks for managing data and improving collaboration within your team. We understand the importance of cost predictability and ease of use, and we're actively working to enhance these aspects of our platform.

PRATYUSH A.
PA
Student and researcher
Small-Business (50 or fewer emp.)
"Unified Data Platform That Simplifies Complex Workflows"
What do you like best about Databricks Data Intelligence Platform?

What I like best about Databricks is how it brings data engineering, analytics, and machine learning together on one platform. Having a unified environment built around Apache Spark makes collaboration between data teams much easier. The Lakehouse approach works well because it removes the need to move data across multiple tools. Performance is strong for large datasets, and notebooks make experimentation, analysis, and collaboration more efficient. Overall, it simplifies complex data workflows while still being powerful. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

The main downside is the cost and complexity for new users. Pricing can be hard to predict, especially when workloads scale unexpectedly, and compute costs can rise quickly if not monitored closely. There is also a learning curve for teams that are not already familiar with Spark or cloud-based data platforms. Some advanced configurations and optimizations require experienced resources, which can slow adoption for smaller or less mature data teams. Review collected by and hosted on G2.com.

Response from Janelle Glover of Databricks Data Intelligence Platform

It's great to hear that Databricks has helped streamline your data workflows and improve collaboration across teams. We recognize the challenges around cost, complexity, and the learning curve, and we are dedicated to addressing these concerns to ensure a more seamless experience for all users. Thank you for your valuable feedback.

PV
Social Media Manager
Mid-Market (51-1000 emp.)
"Simplifies Data Analysis for Streamlined Workflows"
What do you like best about Databricks Data Intelligence Platform?

Databricks is a Data Analytics tool that is used by our designing engineers to analyse all the different type of financial and operational data of our company and create a summary of everything so that understanding of companies workflow can be simple. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

One of the major disadvantage of databricks is that the software is completely based on programming language like Python, SQL, Scala so if the user does not have knowledge of these programming languages than it is very difficult for them to use this platform. Review collected by and hosted on G2.com.

Response from Janelle Glover of Databricks Data Intelligence Platform

It's great to hear that Databricks has helped you integrate with cloud networks and access historical data for business analytics. We understand that the programming language requirement may be a challenge for some users, and we appreciate you sharing your concerns with this.

DM
Chief Revenue Officer
Mid-Market (51-1000 emp.)
"The smoothest my big data work has ever felt"
What do you like best about Databricks Data Intelligence Platform?

I mostly use the Databricks Data Intelligence Platform to mangle large datasets that we store across cloud buckets and create etl pipelines, as well as stand up notebooks on which I do a lot of explorative work. I very much like that everything feels ready to go such as clusters start quickly, scaling just works in the background and I can really stop worrying about infrastructure stuff and focus on analysis. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

The UI can feel slow especially when I’m deep in the middle of a heavy notebook session and sometimes things are just SLOW to click or jobs don’t cancel when I ask it to. And I’ve only just started messing around with the cluster software actually, and while it’s powerful there’s definitely a learning curve as I still dig through stuff on occasion trying to figure out which cluster or runtime setting is making things run differently than others. Review collected by and hosted on G2.com.

Response from Aunalisa Arellano of Databricks Data Intelligence Platform

We're thrilled to hear that Databricks Data Intelligence Platform has made your big data work feel smooth and hassle-free. Our goal is to provide a platform that allows you to focus on analysis without worrying about infrastructure. We appreciate your feedback about the UI and cluster software, and we're continuously working to improve the user experience and reduce any performance issues.

JA
CEO
Mid-Market (51-1000 emp.)
"It is a very expensive cloud stack but it does deliver the right performance along with it"
What do you like best about Databricks Data Intelligence Platform?

Databricks Data Intelligence Platform is very reliable and that is nice to know that cloud native architecture did not go down right after I deployed it on kubernetes. Honestly, I thought the python/r integration would be busted so that was a shock to find that both ran with out any lag. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

Those license prices are criminal for what you receive. Additionally, the “cas server” management of the product has been an absolute pain to try and figure out. I spent two hours just trying to understand how to use the sessions. There is no straight shot of getting help from the documentation or google. Review collected by and hosted on G2.com.

Response from Aunalisa Arellano of Databricks Data Intelligence Platform

We appreciate your feedback on the reliability and performance of our platform. We understand your frustration with the pricing and product management challenges. Your input will help us in making necessary improvements to better serve our customers.

Rahul D.
RD
Program Analyst
Enterprise (> 1000 emp.)
"All-in-One Data Platform with Seamless Integration and Top Performance"
What do you like best about Databricks Data Intelligence Platform?

I like how Databricks brings data engineering, analytics, and AI into a single platform. The Spark and Delta Lake integration is seamless, performance is excellent, and collaboration through notebooks is very smooth. Its tight integration with Azure services also makes data pipelines, security, and scaling much easier. Review collected by and hosted on G2.com.

What do you dislike about Databricks Data Intelligence Platform?

The main downside is the cost, especially when running large or long-running workloads. Debugging complex Spark jobs can also be challenging at times, and fine-tuning performance often requires a good understanding of Spark internals. Review collected by and hosted on G2.com.

Response from Janelle Glover of Databricks Data Intelligence Platform

It's great to hear that Databricks Data Intelligence Platform is helping you solve the challenge of processing and managing large-scale data efficiently. We acknowledge the concerns about cost and debugging complex Spark jobs, and we are actively working on improvements to address these issues.

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Databricks Data Intelligence Platform