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Pros & Cons summary

Buyer's Guide

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Prominent pros & cons

PROS

Dremio is highly valued for its ability to integrate with various data storages like Amazon S3, Azure Data Factory, SGFS, and Hive, offering efficient memory competition for materialized views.
Dremio's Reflections feature pre-calculates results for instant query delivery, dramatically reducing wait times for large data queries and providing quick answers.
The federated query functionality in Dremio allows seamless use of multiple endpoints without needing custom SQL for different databases like SQL Server, Postgres, or Redshift.
Dremio effectively manages data lineage, giving users visibility into data sources and transformations within data pipelines.
Dremio significantly impacts organizations by consolidating scattered data into a single source of truth, enabling faster development and efficient proof of concept projects.

CONS

Dremio sometimes shows errors and takes a long time to execute large, correlated, or nested queries.
It lacks the ability to create ETL pipelines directly and doesn't support data from streaming pipelines as effectively as Snowflake.
There are issues with memory leaks in some versions, causing service interruptions.
Dremio does not support the Delta connector and the IT support for Delta is insufficient.
Dremio's Enterprise version is expensive, particularly concerning licensing costs.
 

Dremio Pros review quotes

Corrr Moray - PeerSpot reviewer
SR BI developer at BRQ Digital Solutions
Oct 29, 2025
The first feature that stands out for me in Dremio is the federated type of query, which allows the possibility to use multiple endpoints without worrying about writing custom SQL that runs only for SQL Server or for Postgres and Redshift.
Baptiste Bergelin - PeerSpot reviewer
Data Architect at a consultancy with 51-200 employees
Oct 27, 2026
The primary value I find in Dremio is that this tool is mainly used to query data that are split amongst several sources and to virtualize those sources so that the end user faces it as a single source of truth of data.
Oct 20, 2026
Reflections pre-calculate results which are then just delivered instantly, meaning you do not need to wait to run a query for a longer time on huge amounts of data, and the user gets very quick answers.
Learn what your peers think about Dremio. Get advice and tips from experienced pros sharing their opinions. Updated: October 2026.
920,769 professionals have used our research since 2012.
Joao Silveira - PeerSpot reviewer
Data Analyst at a insurance company with 501-1,000 employees
Oct 30, 2025
Dremio has positively impacted my organization as nowadays we are connected to multiple databases from multiple environments, multiple APIs, and applications, and Dremio organizes everything in an amazing way for me.
KamleshPant - PeerSpot reviewer
Senior Software Architect at USEReady
Jan 9, 2025
It's almost similar, yet it's better than Starburst in spinning up or connecting to the new source since it's on SaaS.
Burak Uğur - PeerSpot reviewer
Data Engineer at a tech services company with 201-500 employees
Oct 7, 2026
Dremio has positively impacted my organization by creating faster development and POC projects.
reviewer2769915 - PeerSpot reviewer
Data Consultant at a comms service provider with 201-500 employees
Oct 21, 2025
Dremio has positively impacted my organization by helping us create a single source of truth, a singular data warehouse where we can have access to all of the data sets.
Vu Thang - PeerSpot reviewer
Investment Banking Associate at Vietcap
Nov 26, 2024
Dremio is very easy to use for building queries.
SS
Sr Manager at a transportation company with 10,001+ employees
Dec 6, 2023
We primarily use Dremio to create a data framework and a data queue.
VA
Senior Software Engineer Technical Lead at Apple
Aug 14, 2024
Everyone uses Dremio in my company; some use it only for the analytics function.
 

Dremio Cons review quotes

Corrr Moray - PeerSpot reviewer
SR BI developer at BRQ Digital Solutions
Oct 29, 2025
We had a memory leak on some versions, which sometimes stopped the service.
Baptiste Bergelin - PeerSpot reviewer
Data Architect at a consultancy with 51-200 employees
Oct 27, 2026
We had some crash issues concerning part of the engine caused by one query that made the engine crash.
Oct 20, 2026
One area where Dremio can be improved is the lack of tooling or functionalities for importing data in a pipeline way, as it is not an ETL or ELT component.
Learn what your peers think about Dremio. Get advice and tips from experienced pros sharing their opinions. Updated: October 2026.
920,769 professionals have used our research since 2012.
Joao Silveira - PeerSpot reviewer
Data Analyst at a insurance company with 501-1,000 employees
Oct 30, 2025
Many developers and programmers, when they are starting to work in this specific field or area, are much more used to SQL Server, the Microsoft way of querying, and Dremio has some features that are different when we are talking about the syntax of coding, so I would improve that.
KamleshPant - PeerSpot reviewer
Senior Software Architect at USEReady
Jan 9, 2025
They need to have multiple connectors.
Burak Uğur - PeerSpot reviewer
Data Engineer at a tech services company with 201-500 employees
Oct 7, 2026
I chose eight out of ten because Dremio is expensive for the Enterprise version, particularly regarding licensing.
reviewer2769915 - PeerSpot reviewer
Data Consultant at a comms service provider with 201-500 employees
Oct 21, 2025
Dremio could be improved by making it easier for data cataloging, especially when working with open table formats, as you have to choose a data format and then go into it.
Vu Thang - PeerSpot reviewer
Investment Banking Associate at Vietcap
Nov 26, 2024
There are performance issues at times due to our limited experience with Dremio, and the fact that we are running it on single nodes using a community version.
SS
Sr Manager at a transportation company with 10,001+ employees
Dec 6, 2023
We've faced a challenge with integrating Dremio and Databricks, specifically regarding authentication. It is not shaking hands very easily.
VA
Senior Software Engineer Technical Lead at Apple
Aug 14, 2024
It shows errors sometimes.