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Databricks vs ThoughtSpot 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
6.6
Organizations benefit from Databricks' cost-effectiveness and efficiency, though some find evaluating immediate gains challenging due to specific contexts.
Sentiment score
6.2
ThoughtSpot offers time savings and decision-making benefits, though some struggle with costs and measuring financial returns due to adoption issues.
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
Using ThoughtSpot has resulted in significant time savings and improved business sales by allowing us to identify sellers and buyers across regions, facilitating targeted marketing.
Business Intelligence & Reporting Manager at a tech vendor with 51-200 employees
Based on our implementation in one project, we are trying to raise more funding to expand its use.
Senior Business Intelligence Architect at Mphasis
ThoughtSpot saves a significant amount of time compared to other tools and is very user-friendly.
Data Analyst at a tech vendor with 10,001+ employees
 

Customer Service

Sentiment score
7.1
Databricks customer service is praised for responsiveness and expertise, despite occasional delays and communication issues via Microsoft.
Sentiment score
5.7
ThoughtSpot customer service is supportive with quick responses, but some users experience delays and find the knowledge base lacking.
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
I stopped opening tickets due to insufficient and untimely responses.
Software Engineer (Data specialist) at Salesforce
ThoughtSpot provides a dedicated customer success person and the ability to submit tickets online, with a response time of no more than a day.
Business Intelligence & Reporting Manager at a tech vendor with 51-200 employees
The knowledge base for ThoughtSpot is less robust compared to others.
Sr Data Analytics Consultant at Capgemini
 

Scalability Issues

Sentiment score
7.4
Databricks provides excellent scalability, supporting diverse data sizes and sectors with high-performance cloud infrastructure and cost-effective management.
Sentiment score
5.9
ThoughtSpot is highly scalable with data warehouse integration, but security governance and advanced features may be challenging.
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
I would rate the scalability of this solution as very high, about nine out of ten.
Data Engineer at CRAFT Tech
Tableau, Power BI, or Looker have separate tools for preparation, customization, and storytelling.
Sr Data Analytics Consultant at Capgemini
The platform does not have technical problems with scaling data or connections.
Software Engineer (Data specialist) at Salesforce
As our data has grown, I have validated huge datasets and complex models without significant issues.
Data Analyst at a tech vendor with 10,001+ employees
 

Stability Issues

Sentiment score
7.7
Databricks is stable and reliable, with high performance and robustness, despite occasional minor issues resolved quickly.
Sentiment score
6.1
ThoughtSpot is reliable with high stability and minimal issues, but some users face indexing delays and feature limitations.
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
I use it primarily for large datasets, and it performs faster than regular data visualization tools such as Power BI, which has limits on dataset size.
Sr Data Analytics Consultant at Capgemini
The upgrades are smooth with no downtime, which is super important.
Software Engineer (Data specialist) at Salesforce
The responsiveness of accessing live data is exceptional and faster than most other BI tools.
Business Intelligence & Reporting Manager at a tech vendor with 51-200 employees
 

Room For Improvement

Databricks users desire advanced visualization, better integration, enhanced documentation, predictive analytics features, and improved user experience and tools.
ThoughtSpot users seek better visualization, customization, integration, user interface, data loading, pricing, governance, and tool integration features.
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
Currently, it is not as customizable as the options available on Power BI or Tableau.
Sr Data Analytics Consultant at Capgemini
Handling governance when there are many models and dashboards is complex.
Software Engineer (Data specialist) at Salesforce
Enhancing integration capabilities with other tools like DBT would also be beneficial as it would make our lives easier.
Business Intelligence & Reporting Manager at a tech vendor with 51-200 employees
 

Setup Cost

Databricks' pricing is seen as high for large data volumes but competitive for batch processing on cloud platforms.
ThoughtSpot offers flexible, competitive pricing with various models, being comparable to Tableau and higher than Power BI.
It is not a cheap solution.
Data Platform Architect at KELLANOVA
HubSpot is expensive.
Software Engineer (Data specialist) at Salesforce
ThoughtSpot's pricing is reasonable and in line with other BI tools.
Business Intelligence & Reporting Manager at a tech vendor with 51-200 employees
 

Valuable Features

Databricks simplifies large-scale analytics with user-friendly UI, powerful integrations, and scalable features for enhanced performance and collaboration.
ThoughtSpot offers fast data search, AI-driven insights, and self-service analytics, enhancing decision-making and user interaction.
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
Its compatibility with most databases, including the latest from FlexMovely and Redshift, allows users to create joins and worksheets easily.
Sr Data Analytics Consultant at Capgemini
This alerting feature is very beneficial for our company at the moment, and we use it extensively.
When I upload a data dump, AI analytics suggest possible data visualizations and insights, which I can pin to dashboards or live boards for modification.
Data Analyst at a tech vendor with 10,001+ employees
 

Categories and Ranking

Databricks
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
91
Ranking in other categories
Cloud Data Warehouse (9th), Data Science Platforms (1st), Data Management Platforms (DMP) (5th), Streaming Analytics (1st)
ThoughtSpot
Average Rating
8.0
Reviews Sentiment
6.5
Number of Reviews
17
Ranking in other categories
BI (Business Intelligence) Tools (11th), Data Visualization (8th), Embedded BI (6th)
 

Mindshare comparison

While both are Business Intelligence solutions, they serve different purposes. Databricks is designed for Cloud Data Warehouse and holds a mindshare of 8.6%, up 6.5% compared to last year.
ThoughtSpot, on the other hand, focuses on BI (Business Intelligence) Tools, holds 1.5% mindshare, up 1.5% since last year.
Cloud Data Warehouse Market Share Distribution
ProductMarket Share (%)
Databricks8.6%
Snowflake16.1%
Teradata9.0%
Other66.3%
Cloud Data Warehouse
BI (Business Intelligence) Tools Market Share Distribution
ProductMarket Share (%)
ThoughtSpot1.5%
Microsoft Power BI10.8%
Tableau Enterprise7.6%
Other80.1%
BI (Business Intelligence) Tools
 

Featured Reviews

ShubhamSharma7 - PeerSpot reviewer
Data Engineer at a engineering company with 1,001-5,000 employees
Capability to integrate diverse coding languages in a single notebook greatly enhances workflow
Databricks offers various courses that I can use, whether it's PySpark, Scala, or R. I can leverage all these courses in a single notebook, which is beneficial for clients as they can access various tools in one place whenever needed. This is quite significant. I usually work with PySpark based on client requirements. After coding, I feed the Databricks notebooks into the ADF pipeline for updates. Databricks' capability to process data in parallel enhances data processing speed. Furthermore, I can connect our Databricks notebook directly with Power BI and other visualization tools like Qlik. Once we develop code, it allows us to transform raw data into visualizations for clients using analysis diagrams, which is very helpful.
Sushma Polavarapu - PeerSpot reviewer
Sr Data Analytics Consultant at Capgemini
Creates user-friendly analysis environments for large datasets
The tool is user-friendly for the end users. It is primarily a search-based tool. Users do not need a technical background to work directly on the dataset. Its compatibility with most databases, including the latest from FlexMovely and Redshift, allows users to create joins and worksheets easily. ThoughtSpot is fast, even with one to ten terabytes of data.
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Computer Software Company
9%
Manufacturing Company
9%
Healthcare Company
6%
Financial Services Firm
17%
Computer Software Company
12%
Manufacturing Company
10%
Healthcare 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 Business3
Midsize Enterprise1
Large Enterprise12
 

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 ThoughtSpot?
The pricing is on the higher end but reasonable for what ThoughtSpot offers.
What needs improvement with ThoughtSpot?
There should be a free version of it for people to learn easily so that they get adapted easily and get used to supporting the Domo community, which is something very important. The certification c...
What is your primary use case for ThoughtSpot?
I had some experience with ThoughtSpot. It was a very limited use case, as I was just a part of a POC, so I cannot really comment.
 

Comparisons

 

Also Known As

Databricks Unified Analytics, Databricks Unified Analytics Platform, Redash
No data available
 

Overview

 

Sample Customers

Elsevier, MyFitnessPal, Sharethrough, Automatic Labs, Celtra, Radius Intelligence, Yesware
Primary Capital Mortgage, Sterling Backcheck, RichRelevance, Rambus, Batteries Plus Bulbs
Find out what your peers are saying about Snowflake Computing, Microsoft, Teradata and others in Cloud Data Warehouse. Updated: December 2025.
879,259 professionals have used our research since 2012.