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Best Query Engine Software 2026
Facts read 20 Sep 2026 – 15 Oct 2026
Query engine software gives teams a way to run SQL against data held in different systems. Compare federated queries, heterogeneous sources, source connectors, and support for streaming sources to see which options suit your data landscape. SQL support and deployment choices also shape how an engine fits into a technical environment, while result caching can be another consideration. The listed comparisons include free-plan availability and paid-from pricing for cost context. Trino, Starburst Galaxy, and PrestoDB are among the entries to consider, alongside Apache Arrow DataFusion and Alibaba Cloud MaxCompute. Weigh the criteria that matter to your workloads and infrastructure as you assess the available engines.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 IBM Db2 | 5.8 | $630 a month | Free plan | Web, Windows, Linux, API | 8 Oct 2026 | |
| 02 Starburst Galaxy | Starburst recommends Galaxy for organizations that do not yet have resources to manage complex data clusters. | 5.6 | Free plan | Free plan | Web, Linux, API | 30 Sep 2026 |
| 03 Starburst Enterprise Context Layer | It is aimed at teams that need governed data products and controlled access across analytics and AI use. | 5.5 | $0.50 usage-based | Free plan | Web, API, Self-hosted | 15 Oct 2026 |
| 04 PrestoDB | PrestoDB is for users who need to run distributed SQL queries across heterogeneous data sources and can manage a self-hosted deployment. | 5.4 | Free plan | Free plan | Web, Mac, Linux, API | 15 Oct 2026 |
| 05 Apache Hive | Apache Hive suits teams managing large datasets with SQL and connecting warehouse clients, storage, and related tools. | 5.1 | Free plan | Free plan | Windows, Mac, Linux, API | 15 Oct 2026 |
| 06 Denodo Platform | It suits organizations bringing together distributed data while needing shared definitions, access controls, and multiple integration methods. | 5.0 | Free plan | Free plan | Web, Windows, Linux, API | 29 Sep 2026 |
| 07 Comunica | Comunica suits researchers and developers who need flexible querying across decentralized RDF sources. | 4.9 | Free plan | Free plan | Web, Windows, Mac, Linux | 30 Sep 2026 |
| 08 Apache Drill | Apache Drill may suit developers and data teams that need SQL access to raw data across supported Hadoop, NoSQL, and cloud sources. | 4.8 | Free plan | Free plan | Windows, Mac, Linux, API | 3 Oct 2026 |
| 09 Ontop | Ontop suits teams that need ontology modeling, semantic reasoning, and SPARQL over relational databases. | 4.8 | Free plan | Free plan | Web, Windows, Mac, Linux | 8 Oct 2026 |
| 10 Apache Impala | Impala suits teams running SQL-based analytics on Hadoop ecosystem data, including multitenant deployments. | 4.6 | Free plan | Free plan | Mac, Linux, API, Self-hosted | 1 Oct 2026 |
02
Starburst Galaxy
Starburst recommends Galaxy for organizations that do not yet have resources to manage complex data clusters.
WebLinuxAPI Record5.6 Visit
03
Starburst Enterprise Context Layer
It is aimed at teams that need governed data products and controlled access across analytics and AI use.
WebAPISelf-hosted Record5.5 Visit
04
PrestoDB
PrestoDB is for users who need to run distributed SQL queries across heterogeneous data sources and can manage a self-hosted deployment.
WebMacLinux+2 Record5.4 Visit
05
Apache Hive
Apache Hive suits teams managing large datasets with SQL and connecting warehouse clients, storage, and related tools.
WindowsMacLinux+2 Record5.1 Visit
6
Denodo Platform
WebWindowsLinux+2 Free plan Record5.0 Visit It suits organizations bringing together distributed data while needing shared definitions, access controls, and multiple integration methods.
7
Comunica
WebWindowsMac+3 Free plan Record4.9 Visit Comunica suits researchers and developers who need flexible querying across decentralized RDF sources.
8
Apache Drill
WindowsMacLinux+2 Free plan Record4.8 Visit Apache Drill may suit developers and data teams that need SQL access to raw data across supported Hadoop, NoSQL, and cloud sources.
9
Ontop
WebWindowsMac+3 Free plan Record4.8 Visit Ontop suits teams that need ontology modeling, semantic reasoning, and SPARQL over relational databases.
10
Apache Impala
MacLinuxAPI+1 Free plan Record4.6 Visit Impala suits teams running SQL-based analytics on Hadoop ecosystem data, including multitenant deployments.
11
Apache Kylin
WebLinuxAPI+1 Free plan Record4.6 Visit Kylin suits teams building analytics systems that use SQL models, streaming or batch data, and supported BI tools.
12
Firebolt
WebLinuxAPI+1 Free plan Record4.6 Visit Firebolt suits engineers choosing between self-managed analytical database deployments and a managed service, including teams working with open storage standards.
13
Trino
WebLinuxAPI+1 Free plan Record4.5 Visit Trino suits teams that need SQL analytics across multiple data sources in cloud or on-premises environments.
14
Apache Arrow DataFusion
MacLinuxSelf-hosted Free plan Record4.4 Visit It suits developers building database and analytics systems for specific workloads who want an in-process query engine.
15
Teiid
LinuxAPISelf-hosted Free plan Record4.4 Visit Teiid is aimed at Java developers integrating multiple enterprise data sources, especially those targeting OpenShift.
18
Query
WebAPI — Record3.6 Visit Query is aimed at security teams investigating distributed data without centralizing it.
19
Alibaba Cloud MaxCompute
Web $22 a month Record3.3 Visit MaxCompute suits users seeking a cloud data platform with separate storage and compute, data lake support, streaming ingestion, or in-database machine learning.
25
Tencent Cloud Data Lake Compute (DLC)
Web — Record2.2 Visit DLC suits teams seeking cloud-based data querying with cataloging, governance, and open table format support.
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