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Databricks vs Striim comparison

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Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

ROI

Sentiment score
6.7
Organizations experience mixed ROI from Databricks, with benefits in efficiency but challenges in converting improvements to monetary returns.
Sentiment score
7.2
Striim offers efficient database migration, saving time, reducing costs, and minimizing incidents with near real-time data replication.
This reduction in both time and money resulted in real-time impact and significant cost savings.
Consultant at Nice Software Solutions
For a lot of different tasks, including machine learning, it is a nice solution.
Senior Data Engineer at a logistics company with 51-200 employees
When it comes to big data processing, I prefer Databricks over other solutions.
Head CEO at bizmetric
The incidents have disappeared completely since I have been using Striim.
Cloud architect at a tech vendor with 10,001+ employees
Since it is now one to two hours, I would say it has saved employee hours and time.
Data Engineer
Time savings are crucial since it saves considerable time, which positively impacts the return on investment.
SQL Server Senior DBA at a media company with 11-50 employees
 

Customer Service

Sentiment score
7.0
Databricks' customer service has mixed reviews, with high ratings for professionalism but concerns about response times and partner delays.
Sentiment score
7.2
Striim's responsive, expert support is praised, though some desire a customer portal; its user-friendly design minimizes external reliance.
Whenever we reach out, they respond promptly.
Senior Data Engineer at a logistics company with 51-200 employees
As of now, we are raising issues and they are providing solutions without any problems.
Data Platform Architect at KELLANOVA
I would give Databricks customer support a rating of ten.
Since it originated from Oracle GoldenGate, the customer service, support, or whatever help is required is the best.
Assistant Manager Presales at Euler Research
They are all knowledgeable about what they do.
Data Engineer
When you contact them, they give you a response straight away and help you identify the issue and fix it.
Technology Specialist Database at a retailer with 10,001+ employees
 

Scalability Issues

Sentiment score
7.4
Databricks efficiently handles large datasets, leveraging scalable cloud infrastructure, despite cost and configuration concerns, benefiting various industry users.
Sentiment score
6.4
Striim is scalable and cost-effective for moderate data, excelling in hybrid clouds, though challenging with very high volumes.
The sky's the limit with Databricks.
Governance And Engagement Lead
Databricks offers very good scalability, allowing you to increase or reduce processing resources according to the volume of data and demand.
Analista de Dados at Conta Azul
The patches have sometimes caused issues leading to our jobs being paused for about six hours.
Senior Data Engineer at a logistics company with 51-200 employees
Our licensing was based on the number of cores, so even if we have a high number of events on any given day, our license cost would not go high.
Data Engineer
When it comes to scaling with Striim as workloads increase, it has been quite helpful and could adapt easily, saving considerable time in delegation and follow-up because I only need to roll back scripts to ensure that nothing goes wrong.
SQL Server Senior DBA at a media company with 11-50 employees
I would describe the scalability of Striim as very good, as it adapts well.
Cloud architect at a tech vendor with 10,001+ employees
 

Stability Issues

Sentiment score
7.7
Databricks is highly rated for stability and reliability, with occasional minor issues quickly fixed by support.
Sentiment score
7.8
Striim is generally stable, with minor issues during CDC, resolved synchronization problems, and rare instances of slowdowns.
They release patches that sometimes break our code.
Senior Data Engineer at a logistics company with 51-200 employees
Although it is too early to definitively state the platform's stability, we have not encountered any issues so far.
Data Platform Architect at KELLANOVA
Databricks is definitely a very stable product and reliable.
Data Engineer at a tech vendor with 1,001-5,000 employees
That problem has been completely resolved with Striim.
Cloud architect at a tech vendor with 10,001+ employees
Striim was very stable.
Data Engineer
Striim has proven stable in my experience, as I have not encountered any downtime or disruptions.
SQL Server Senior DBA at a media company with 11-50 employees
 

Room For Improvement

Databricks users seek improved integration, flexible pricing, better interfaces, enhanced tools, and support for various coding languages.
Striim needs to improve CDC handling, documentation, pricing, user-friendliness, and enhance features like schema mapping and AI integration.
Adjusting features like worker nodes and node utilization during cluster creation could mitigate these failures.
Data Engineer at a engineering company with 1,001-5,000 employees
We prefer using a small to mid-sized cluster for many jobs to keep costs low, but this sometimes doesn't support our operations properly.
Senior Data Engineer at a logistics company with 51-200 employees
We use MLflow for managing MLOps, however, further improvement would be beneficial, especially for large language models and related tools.
Solution Architect at Mercedes-Benz AG
I believe if Striim could use some part of AWS secrets or its own secret mechanism to store the password, that would really save a lot of time so that I don't have to keep updating the password whenever there is any change.
Data Engineer
They could improve the documentation by showing how to configure with different platforms.
Technology Specialist Database at a retailer with 10,001+ employees
Striim can be improved by providing tools such as short videos or step-by-step manuals to clearly demonstrate its capabilities and help users learn quickly.
SQL Server Senior DBA at a media company with 11-50 employees
 

Setup Cost

Databricks offers tiered, flexible pricing; though sometimes seen as expensive, it can be cost-effective with efficient resource use.
Striim's pricing can be high due to variable integration costs, but success often justifies expenses despite some challenges.
It is not a cheap solution.
Data Platform Architect at KELLANOVA
I believe that in terms of credits for Databricks, we're spending between £15,000 and £20,000 a month.
Governance And Engagement Lead
I have had a very good experience with pricing, as there was a drop in costs compared to the previous tool.
Analista de Dados at Conta Azul
Licensing was a bit more expensive because Striim has to read from Oracle GoldenGate trail files and also integrate them.
Technology Specialist Database at a retailer with 10,001+ employees
My experience with pricing, setup cost, and licensing is that it is costly.
Senior Analyst at a comms service provider with 5,001-10,000 employees
My experience with the pricing, implementation cost, and licensing of Striim is that it is somewhat expensive.
Cloud architect at a tech vendor with 10,001+ employees
 

Valuable Features

Databricks provides a unified platform with Lakehouse architecture, supporting multiple languages and robust tools for efficient data processing.
Striim offers real-time data streaming, smooth replication, and supports multiple sources, enhancing data migration with no downtime.
Databricks' capability to process data in parallel enhances data processing speed.
Data Engineer at a engineering company with 1,001-5,000 employees
The platform allows us to leverage cloud advantages effectively, enhancing our AI and ML projects.
Data Platform Architect at KELLANOVA
The Unity Catalog is for data governance, and the Delta Lake is to build the lakehouse.
Data Engineer at CRAFT Tech
Striim is capable of absorbing a large number of transactions, and the difference between the two databases is always less than a second, which demonstrates efficiency.
Cloud architect at a tech vendor with 10,001+ employees
There were significant improvements because once we enabled change data capture, the database was not going down at all.
Data Engineer
It reduces manual intervention because it automatically syncs the data from the warehouse.
Technology Specialist Database at a retailer with 10,001+ employees
 

Categories and Ranking

Databricks
Ranking in Streaming Analytics
1st
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
95
Ranking in other categories
Cloud Data Warehouse (3rd), Data Science Platforms (1st), Data Management Platforms (DMP) (3rd)
Striim
Ranking in Streaming Analytics
18th
Average Rating
7.8
Reviews Sentiment
6.4
Number of Reviews
7
Ranking in other categories
Data Integration (27th), Cloud Data Integration (17th)
 

Mindshare comparison

As of November 2026, in the Streaming Analytics category, the mindshare of Databricks is 7.4%, down from 11.7% compared to the previous year. The mindshare of Striim is 1.9%, up from 1.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Streaming Analytics Mindshare Distribution
ProductMindshare (%)
Databricks7.4%
Striim1.9%
Other90.7%
Streaming Analytics
 

Featured Reviews

SimonRobinson - PeerSpot reviewer
Governance And Engagement Lead
Improved data governance has enabled sensitive data tracking but cost management still needs work
I believe we could improve Databricks integration with cloud service providers. The impact of our current integration has not been particularly good, and it's becoming very expensive for us. The inefficiencies in our implementation, such as not shutting down warehouses when they're not in use or reserving the right number of credits, have led to increased costs. We made several beginner mistakes, such as not taking advantage of incremental loading and running overly complicated queries all the time. We should be using ETL tools to help us instead of doing it directly in Databricks. We need more experienced professionals to manage Databricks effectively, as it's not as forgiving as other platforms such as Snowflake. I think introducing customer repositories would facilitate easier implementation with Databricks.
Neelam Joshi - PeerSpot reviewer
Senior Analyst at a comms service provider with 5,001-10,000 employees
Real-time replication has transformed data loads but needs clearer logs and better documentation
Striim offers strong capabilities for real-time database replication. Its core strength is low latency, log-based change data capture, which continuously moves the data without putting heavy load on the source systems. It works especially well in Oracle environments and supports more than 150 sources and targets, including Snowflake, Databricks, and Microsoft Fabric, which is hot in the market right now. It handles the initial load and the ongoing CDC in one platform so we do not have to stitch together Kafka or similar processes ourselves. It offers high availability clustering with failovers and can run self-hosted or fully managed on cloud services. The user interface is pretty good and self-explanatory, so there is no issue if a user lands in the application; they do not have to think more. It is self-explanatory, with all the navigation panes clear. However, the only thing is the searchability; if a user has to search which table belongs to which CDC application connection set up on Striim, it is quite extensive and not fruitful from a user interface point of view. Performance-wise, it is quite good; the queues are long, but as I mentioned earlier, the logs are not that self-explanatory that one can understand what exactly is going on behind the scenes.
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920,769 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
16%
Manufacturing Company
10%
Outsourcing Company
6%
Healthcare Company
6%
Retailer
18%
Construction Company
12%
Healthcare Company
11%
Financial Services Firm
11%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business26
Midsize Enterprise14
Large Enterprise60
By reviewers
Company SizeCount
Small Business2
Large Enterprise5
 

Questions from the Community

Which do you prefer - Databricks or Azure Machine Learning Studio?
Databricks gives you the option of working with several different languages, such as SQL, R, Scala, Apache Spark, or Python. It offers many different cluster choices and excellent integration with ...
How would you compare Databricks vs Amazon SageMaker?
We researched AWS SageMaker, but in the end, we chose Databricks. Databricks is a Unified Analytics Platform designed to accelerate innovation projects. It is based on Spark so it is very fast. It...
Which would you choose - Databricks or Azure Stream Analytics?
Databricks is an easy-to-set-up and versatile tool for data management, analysis, and business analytics. For analytics teams that have to interpret data to further the business goals of their orga...
What is your experience regarding pricing and costs for Striim?
It's very fair. We had a private cloud, and it's not based on the number of events. It was based on the number of cores and CPU cores.
What needs improvement with Striim?
Striim can be improved by providing tools such as short videos or step-by-step manuals to clearly demonstrate its capabilities and help users learn quickly. Regarding needed improvements, it is imp...
What is your primary use case for Striim?
My main use cases for Striim day-to-day include maintenance, database performance, ensuring data integrity, managing transactional log overload, and simplifying data replication. Zero-downtime clou...
 

Comparisons

 

Also Known As

Databricks Unified Analytics, Databricks Unified Analytics Platform, Redash
Striim Platform
 

Overview

 

Sample Customers

Elsevier, MyFitnessPal, Sharethrough, Automatic Labs, Celtra, Radius Intelligence, Yesware
Sky, UPS, MACY'S, EMAAR, HSBC
Find out what your peers are saying about Databricks vs. Striim and other solutions. Updated: September 2026.
920,769 professionals have used our research since 2012.