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Databricks pros and cons

Vendor: Databricks
4.1 out of 5
Badge Ranked 1

Pros & Cons summary

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Prominent pros & cons

PROS

Databricks offers excellent integration capabilities, making it compatible with various open source technologies and external systems.
The platform excels in machine learning and data science applications, providing scalable and efficient processing power.
Lakehouse architecture offers efficient data governance and integrates well with legacy systems.
High-speed query processing is supported by built-in optimization features.
The platform supports multiple programming languages, enhancing its flexibility and ease of use for various tasks.

CONS

Databricks could improve its integration features by making them more comprehensive and compatible with various platforms, including enhancements to Azure's diagnostics.
Improving visualization capabilities by offering more advanced visualization and machine learning libraries would benefit data scientists.
Error messages in Databricks are often vague, such as "unknown exception," which makes debugging difficult for developers.
The pricing of Databricks is relatively high and could be more cost-effective to provide better value for users.
Databricks requires writing code primarily in Python or SQL, which could pose challenges for users not proficient in these programming languages.
 

Databricks Pros review quotes

Tristan Bergh - PeerSpot reviewer
Data Scientist at a computer software company with 501-1,000 employees
Mar 16, 2020
The built-in optimization recommendations halved the speed of queries and allowed us to reach decision points and deliver insights very quickly.
it_user1050483 - PeerSpot reviewer
CEO at Inosense
Dec 3, 2019
We are completely satisfied with the ease of connecting to different sources of data or pocket files in the search
it_user1146978 - PeerSpot reviewer
Business Intelligence and Analytics Consultant at a tech services company with 201-500 employees
Dec 9, 2019
Automation with Databricks is very easy when using the API.
Learn what your peers think about Databricks. Get advice and tips from experienced pros sharing their opinions. Updated: January 2026.
881,082 professionals have used our research since 2012.
it_user1149000 - PeerSpot reviewer
Data Science Developer at a tech services company with 501-1,000 employees
Dec 11, 2019
Databricks is based on a Spark cluster and it is fast. Performance-wise, it is great.
it_user1235523 - PeerSpot reviewer
Machine Learning Engineer at a tech vendor with 51-200 employees
Dec 25, 2019
The most valuable aspect of the solution is its notebook. It's quite convenient to use, both terms of the research and the development and also the final deployment, I can just declare the spark jobs by the load tables. It's quite convenient.
SH
Data Science Consultant at Syniti
Jan 7, 2020
I work in the data science field and I found Databricks to be very useful.
reviewer1276107 - PeerSpot reviewer
Engineer at a tech services company with 10,001+ employees
Feb 4, 2020
The time travel feature is the solution's most valuable aspect.
reviewer1270416 - PeerSpot reviewer
Vice President, Business Intelligence and Analytics at a tech services company with 10,001+ employees
Feb 5, 2020
I haven't heard about any major stability issues. At this time I feel like it's stable.
reviewer1276782 - PeerSpot reviewer
Data Scientist at a energy/utilities company with 10,001+ employees
Feb 9, 2020
Imageflow is a visual tool that helps make it easier for business people to understand complex workflows.
it_user1322136 - PeerSpot reviewer
Pre-sale Leader, Big Data Enterprise Solutions at Ness Technologies
Apr 13, 2020
The most valuable feature is the ability to use SQL directly with Databricks.
 

Databricks Cons review quotes

Tristan Bergh - PeerSpot reviewer
Data Scientist at a computer software company with 501-1,000 employees
Mar 16, 2020
The product could be improved by offering an expansion of their visualization capabilities, which currently assists in development in their notebook environment.
it_user1050483 - PeerSpot reviewer
CEO at Inosense
Dec 3, 2019
The integration features could be more interesting, more involved.
it_user1146978 - PeerSpot reviewer
Business Intelligence and Analytics Consultant at a tech services company with 201-500 employees
Dec 9, 2019
Some of the error messages that we receive are too vague, saying things like "unknown exception", and these should be improved to make it easier for developers to debug problems.
Learn what your peers think about Databricks. Get advice and tips from experienced pros sharing their opinions. Updated: January 2026.
881,082 professionals have used our research since 2012.
it_user1149000 - PeerSpot reviewer
Data Science Developer at a tech services company with 501-1,000 employees
Dec 11, 2019
It should have more compatible and more advanced visualization and machine learning libraries.
it_user1235523 - PeerSpot reviewer
Machine Learning Engineer at a tech vendor with 51-200 employees
Dec 25, 2019
The solution could be improved by integrating it with data packets. Right now, the load tables provide a function, like team collaboration. Still, it's unclear as to if there's a function to create different branches and/or more branches. Our team had used data packets before, however, I feel it's difficult to integrate the current with the previous data packets.
SH
Data Science Consultant at Syniti
Jan 7, 2020
It would be very helpful if Databricks could integrate with platforms in addition to Azure.
reviewer1276107 - PeerSpot reviewer
Engineer at a tech services company with 10,001+ employees
Feb 4, 2020
Databricks is an analytics platform. It should offer more data science. It should have more features for data scientists to work with.
reviewer1270416 - PeerSpot reviewer
Vice President, Business Intelligence and Analytics at a tech services company with 10,001+ employees
Feb 5, 2020
Pricing is one of the things that could be improved.
reviewer1276782 - PeerSpot reviewer
Data Scientist at a energy/utilities company with 10,001+ employees
Feb 9, 2020
The product needs samples and templates to help invite users to see results and understand what the product can do.
it_user1322136 - PeerSpot reviewer
Pre-sale Leader, Big Data Enterprise Solutions at Ness Technologies
Apr 13, 2020
I have seen better user interfaces, so that is something that can be improved.