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Databricks vs TIBCO Spotfire comparison

 

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
6.4
Users experience mixed returns with Databricks, noting cost efficiency and scalability but facing challenges with measuring monetary gains.
Sentiment score
5.8
TIBCO Spotfire boosts ROI by reducing maintenance, enhancing efficiency, and improving data analysis for informed decision-making and productivity.
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
I have seen a return on investment with TIBCO Spotfire; it has significantly reduced our manual report creation time and increased data-driven decision-making efficiency, so our ROI is good in that aspect.
Global Head - DevOps and AIOps Startegist at a manufacturing company with 10,001+ employees
 

Customer Service

Sentiment score
7.0
Databricks customer service is praised for prompt, professional support, though some report delays; documentation helps many users.
Sentiment score
6.9
TIBCO Spotfire's customer service is praised for responsiveness and expertise, with some variability in support quality noted.
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 rate the technical support as fine because they have levels of technical support available, especially partners who get really good support from Databricks on new features.
Data Engineer at CRAFT Tech
Having a local partner was crucial for us while they were there.
Production Engineer at Parex Resources Inc
I would rate the customer support for TIBCO Spotfire nine out of ten.
Global Head - DevOps and AIOps Startegist at a manufacturing company with 10,001+ employees
TIBCO's support, especially for integration products, is swift.
Business Enabler at a tech services company with 1-10 employees
 

Scalability Issues

Sentiment score
7.4
Databricks is praised for its scalability, elasticity, and auto-scaling, providing high performance and flexibility across industries.
Sentiment score
7.0
TIBCO Spotfire is highly scalable with improved load balancing, suitable for large datasets, but cost may be a concern.
The sky's the limit with Databricks.
Governance And Engagement Lead
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
Databricks is an easily scalable platform.
Data Platform Architect at KELLANOVA
The platform was able to support multiple simultaneous users and connect to cloud analytics in the backend, making it quite scalable.
Data Governance System Specialist at a energy/utilities company with 1,001-5,000 employees
 

Stability Issues

Sentiment score
7.6
Databricks is highly rated for reliability and efficiency, with minor issues quickly resolved, boasting strong user stability scores.
Sentiment score
6.5
TIBCO Spotfire is stable and reliable, with occasional issues in complex projects, improved by hardware updates and software patches.
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
There are no significant stability issues as long as the product's capabilities are understood and not overly pushed.
Business Enabler at a tech services company with 1-10 employees
The action logs allowed us to check traceability and see how mature and stable the setup was if corruption, performance drift, or synchronization issues occurred.
Data Governance System Specialist at a energy/utilities company with 1,001-5,000 employees
Overall, TIBCO Spotfire is a good product and has been a stable platform.
Lead Data Engineer at a transportation company with 10,001+ employees
 

Room For Improvement

Databricks needs better visualization, integration, clearer errors, UI enhancements, wider platform support, and improved documentation and usability.
TIBCO Spotfire's UI is outdated, lacks customization, struggles with data handling, and users seek better integration and training.
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
TIBCO Spotfire and ClickView need improvement in scheduling, which is critical yet lacking in quality.
Business Enabler at a tech services company with 1-10 employees
It could be very useful if the coding part of using the platform could be more user-friendly in terms of visual capability.
Production Engineer at Parex Resources Inc
For regulatory submissions, we sometimes had to additionally deploy external tools to provide our client with a perfect export.
Data Governance System Specialist at a energy/utilities company with 1,001-5,000 employees
 

Setup Cost

Databricks' pricing varies widely based on usage and data volume, making it cost-effective yet potentially expensive for large-scale use.
TIBCO Spotfire's pricing is high yet valuable, with complex licensing and long negotiation, but offers strong ROI and features.
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
TIBCO Spotfire's pricing is high, particularly in traditional markets like Turkey, impacting market penetration.
Business Enabler at a tech services company with 1-10 employees
My experience with pricing, setup cost, and licensing for TIBCO Spotfire appears fair.
Global Head - DevOps and AIOps Startegist at a manufacturing company with 10,001+ employees
 

Valuable Features

Databricks excels in ease of use, scalability, integration, and data governance, enhancing productivity and collaboration for data engineering.
TIBCO Spotfire offers powerful analytics, easy visualizations, and customization, integrating diverse data sources for insightful business decisions.
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
TIBCO Spotfire integrates with R and Python, offering a differentiator from the competition.
Business Enabler at a tech services company with 1-10 employees
Our client wanted a single analytic environment to serve as a one-stop place where their teams could explore, visualize, and collaborate in real time while maintaining security and regulatory expectations.
Data Governance System Specialist at a energy/utilities company with 1,001-5,000 employees
I think having Python included is a big win because you get the chance to customize your algorithm and your in-house development without having a big dependency on a third party.
Production Engineer at Parex Resources Inc
 

Categories and Ranking

Databricks
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
92
Ranking in other categories
Cloud Data Warehouse (9th), Data Science Platforms (1st), Data Management Platforms (DMP) (5th), Streaming Analytics (1st)
TIBCO Spotfire
Average Rating
8.2
Reviews Sentiment
5.7
Number of Reviews
74
Ranking in other categories
BI (Business Intelligence) Tools (13th)
 

Mindshare comparison

While both are Business Intelligence solutions, they serve different purposes. Databricks is designed for Cloud Data Warehouse and holds a mindshare of 9.2%, up 6.7% compared to last year.
TIBCO Spotfire, on the other hand, focuses on BI (Business Intelligence) Tools, holds 1.1% mindshare, up 1.0% since last year.
Cloud Data Warehouse Market Share Distribution
ProductMarket Share (%)
Databricks9.2%
Snowflake16.1%
Teradata8.5%
Other66.2%
Cloud Data Warehouse
BI (Business Intelligence) Tools Market Share Distribution
ProductMarket Share (%)
TIBCO Spotfire1.1%
Microsoft Power BI9.4%
Tableau Enterprise6.7%
Other82.8%
BI (Business Intelligence) Tools
 

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.
reviewer2774796 - PeerSpot reviewer
Data Governance System Specialist at a energy/utilities company with 1,001-5,000 employees
Clinical teams have transformed trial data into real-time, governed insights for faster decisions
Our client was a biotech company whose clinical pipeline was expanding with teams across clinical operations, biometrics, safety, and translational sciences. All these organizations and departments were drowning in data. Every week, teams stitched together different PowerPoint decks, SAS listings, spreadsheets, and extracts from central labs, CTMS, and warehouses. The problem was not a lack of data but a lack of timely insights. We were constantly asked which sites were falling behind, whether there was any worrying safety drift, or which biomarkers were correlating with response. Analysts would manually rerun scripts or pull static listings, which resulted in delays ranging from two weeks to a month. There were also many inconsistencies in definitions between ORR, PFS censoring rules, and protocol deviation categories, causing confusion and rework. Our client wanted a single analytic environment to serve as a one-stop place where their teams could explore, visualize, and collaborate in real time while maintaining security and regulatory expectations. TIBCO Spotfire became their live analytics workspace. Previously, teams had to collect emailed spreadsheets and various documents. By having one combined place, teams could open dynamic dashboards that were directly governed by curated datasets. The data canvas showed every transformation step, which helped the client maintain traceability for audits. Data functions written in R or Python allowed statisticians to encode and have approved analytic methods that could be used everywhere. Before implementing the tool, we built a framework and strategy. First, we mapped their high-value pain points including trial enrollment forecasting, safety drift monitoring, protocol deviation detection, and biomarker response analysis. Based on these priorities, we defined common language and common rules by aligning calculations with CDISC standards and creating shared data functions for lab shift rules and biomarker classifications. This prevented inconsistent interpretations across studies. We then built the technical foundation by connecting TIBCO Spotfire securely to their EDC, R environment, data lake, and row-level security to ensure adherence to PHI, PII, and regulatory compliances. Clinical operations dashboards provided real-time insights into enrollments and deviations. Safety dashboards were deployed to visualize patterns, biomarker distributions, and tumor burden changes for their cancer-related drug studies. The business validated the dashboards based on GxP principles, and we trained the study teams and built new templates so that trials could launch analytics much faster.
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Manufacturing Company
9%
Computer Software Company
9%
Healthcare Company
6%
Manufacturing Company
18%
Financial Services Firm
9%
Healthcare Company
8%
Energy/Utilities Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business25
Midsize Enterprise12
Large Enterprise56
By reviewers
Company SizeCount
Small Business18
Midsize Enterprise12
Large Enterprise42
 

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 do you like most about TIBCO Spotfire?
TIBCO Spotfire is easy to use. We initiated Spotfire as POC, with support from a tech team based in South Africa. While they assisted with the setup, we conducted the POC ourselves.
What is your experience regarding pricing and costs for TIBCO Spotfire?
My experience with pricing, setup cost, and licensing for TIBCO Spotfire appears fair, and I think they are fairly priced as far as the features are concerned.
What needs improvement with TIBCO Spotfire?
TIBCO Spotfire can be improved in several areas. The UI can be enhanced, and the usage and flexibility need to be better compared to other analytical tools.
 

Also Known As

Databricks Unified Analytics, Databricks Unified Analytics Platform, Redash
Spotfire
 

Overview

 

Sample Customers

Elsevier, MyFitnessPal, Sharethrough, Automatic Labs, Celtra, Radius Intelligence, Yesware
Allergan, ASSS de Montreal, Avantium, Blue River, Bank of Montreal, Citibank, FrieslandCampina, Hellmann Logistics, Merck, Novartis
Find out what your peers are saying about Snowflake Computing, Microsoft, Teradata and others in Cloud Data Warehouse. Updated: January 2026.
881,082 professionals have used our research since 2012.