1. [Home](https://www.g2.com/)
2. ...
3. [Database Software](https://www.g2.com/categories/database-software)
4. [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)
5. [Dremio](https://www.g2.com/products/dremio/reviews)
6. [Dremio Claims vs Evidence](https://www.g2.com/products/dremio/claims-vs-evidence)

# Dremio Claims vs Evidence

G2 compares Dremio marketing claims from the sources linked below with real user reviews, then assesses how strongly the review evidence supports each claim.

Last updated Sep 30, 2026

## Claim: “Fully managed with automatic scaling and optimization”

Mixed support from reviews.

Reviewers report scalability and automatic performance optimization through reflections and cached query responses, but another reviewer describes the environment as difficult to maintain and resource-intensive. The evidence therefore supports parts of the claim while conflicting with the fully managed aspect.

- 

“Its best part is that it is totally scalable and very secure.”

[Read Full Review](https://www.g2.com/products/dremio/reviews/10356378)
- 

“Dremio accelerates query performance by storing query response. It saves time without any manual intervention.”

[Read Full Review](https://www.g2.com/products/dremio/reviews/10355831)
- 

“The Reflections feature is awesome. It allows you to seamlessly accelerate queries by pre-aggregating query results at various aggregations that you can define over time, based on actual query usage.”

[Read Full Review](https://www.g2.com/products/dremio/reviews/10397596)
- 

“High difficult to mantain the environment, high resources demands”

[Read Full Review](https://www.g2.com/products/dremio/reviews/10385627)

Source: [https://www.dremio.com/pricing/](https://www.dremio.com/pricing/)

## Claim: “Zero infrastructure, automatic updates.”

Disputed by reviews.

Most relevant reviewers describe maintenance and infrastructure demands, lengthy setup, and slow updates, which conflicts with the claim, though one reviewer reports that Dremio is easy to configure and maintain with little implementation effort.

- 

“High difficult to mantain the environment, high resources demands”

[Read Full Review](https://www.g2.com/products/dremio/reviews/10385627)
- 

“Setup took a long time.”

[Read Full Review](https://www.g2.com/products/dremio/reviews/10365880)
- 

“Updates are slow and time taking.”

[Read Full Review](https://www.g2.com/products/dremio/reviews/10362709)
- 

“Dremio is easy to configure and maintain, requiring little effort to implement from small to large clusters.”

[Read Full Review](https://www.g2.com/products/dremio/reviews/10333801)

Source: [https://www.dremio.com/pricing/](https://www.dremio.com/pricing/)