Best Query Engine Software in 2026
Updated
In short: Denodo Platform is ranked #1 of 25 as of 4 October 2026, ahead of Comunica and Starburst Galaxy. The best-ranked option with a free plan is Comunica. The lowest first paid tier on this page is Alibaba Cloud MaxCompute at $0.05/mo.
Query engine software can be compared by how it handles data sources and query workloads. The listed criteria include federated queries, heterogeneous sources, source connectors, SQL support and streaming sources; deployment and result caching add further technical details. Free-plan availability and paid-from pricing help frame access and cost. Denodo Platform, Comunica and Starburst Galaxy are among the entries, alongside Apache Drill and PrestoDB. Consider the source types and query patterns relevant to your work, then compare the listed connector, deployment and caching details to assess which options suit your data environment.
25 query engine software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
25ranked
13free plans on this page
$0.05/molowest paid tier
4 Oct 2026last checked
Input list Query Engine Software 25 channels on this page · 40 of 200 spec lines stated by the makers
Ch Tool Free planPaid fromFederated queriesHeterogeneous sourcesDeploymentSQL supportSource connectorsResult caching Spec sheet Score
01 Denodo Platform Free planNoPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 7.6
02 Comunica Free plannot statedPaid fromnot statedFederated queriesYesHeterogeneous sourcesYesDeploymentself hostedSQL supportnot statedSource connectorsnot statedResult cachingYes 4/8spec lines stated 7.5
03 Starburst Galaxy Free planYesPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 7.4
04 Starburst Enterprise Context Layer Free planYesPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 7.3
05 Apache Drill Free plannot statedPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 0/8spec lines stated 7.1
06 Apache Hive Free plannot statedPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 0/8spec lines stated 7.1
07 PrestoDB Free plannot statedPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 0/8spec lines stated 7.1
08 Firebolt Free planYesPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 7.0
09 Apache Arrow DataFusion Free planYesPaid fromnot statedFederated queriesYesHeterogeneous sourcesYesDeploymentself hostedSQL supportfullSource connectorsnot statedResult cachingnot stated 5/8spec lines stated 6.9
10 Databricks Notebooks Free planNoPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 6.9
11 Teiid Free plannot statedPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 0/8spec lines stated 6.9
12 Trino Free planYesPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 6.9
13 Apache Impala Free planYesPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentself hostedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 2/8spec lines stated 6.8
14 BigQuery Data Clean Rooms Free planYesPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 6.7
15 e6 Query Engine Free planNoPaid fromnot statedFederated queriesYesHeterogeneous sourcesYesDeploymenthybridSQL supportfullSource connectorsnot statedResult cachingYes 6/8spec lines stated 6.6
16 Cloudera Data Lake Service Free planNoPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 6.5
17 Amazon Athena Free planNoPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentcloudSQL supportnot statedSource connectorsnot statedResult cachingnot stated 2/8spec lines stated 6.3
18 Spotfire Data Virtualization Free plannot statedPaid fromnot statedFederated queriesYesHeterogeneous sourcesYesDeploymenthybridSQL supportpartialSource connectorsnot statedResult cachingYes 5/8spec lines stated 6.2
19 Tencent Cloud CDN Free planNoPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 6.2
20 Alibaba Cloud MaxCompute Free plannot statedPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 0/8spec lines stated 6.1
21 Dremio Free planYesPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 6.0
22 Query Free plannot statedPaid fromnot statedFederated queriesYesHeterogeneous sourcesYesDeploymentcloudSQL supportnot statedSource connectors5Result cachingnot stated 4/8spec lines stated 5.8
23 Tencent Cloud Data Lake Compute (DLC) Free planNoPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 5.8
24 Ontop Free plannot statedPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentnot statedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 0/8spec lines stated 5.6
25 Apache Kylin Free plannot statedPaid fromnot statedFederated queriesnot statedHeterogeneous sourcesnot statedDeploymentself hostedSQL supportnot statedSource connectorsnot statedResult cachingnot stated 1/8spec lines stated 5.4
Compare all 25 in a table
| # | Tool | Score | Free plan | From | Free plan | Paid from | Federated queries | Heterogeneous sources |
|---|---|---|---|---|---|---|---|---|
| 1 | Denodo Platform | 7.6 | Free plan | Free | No | — | — | — |
| 2 | Comunica | 7.5 | Free plan | Free | — | — | Yes | Yes |
| 3 | Starburst Galaxy | 7.4 | Free plan | Free | Yes | — | — | — |
| 4 | Starburst Enterprise Context Layer | 7.3 | Free plan | Free | Yes | — | — | — |
| 5 | Apache Drill | 7.1 | Free plan | Free | — | — | — | — |
| 6 | Apache Hive | 7.1 | Free plan | Free | — | — | — | — |
| 7 | PrestoDB | 7.1 | Free plan | Free | — | — | — | — |
| 8 | Firebolt | 7.0 | Free plan | Free | Yes | — | — | — |
| 9 | Apache Arrow DataFusion | 6.9 | Free plan | Free | Yes | — | Yes | Yes |
| 10 | Databricks Notebooks | 6.9 | Free plan | Free | No | — | — | — |
| 11 | Teiid | 6.9 | Free plan | Free | — | — | — | — |
| 12 | Trino | 6.9 | Free plan | Free | Yes | — | — | — |
| 13 | Apache Impala | 6.8 | Free plan | Free | Yes | — | — | — |
| 14 | BigQuery Data Clean Rooms | 6.7 | No | — | Yes | — | — | — |
| 15 | e6 Query Engine | 6.6 | No | — | No | — | Yes | Yes |
| 16 | Cloudera Data Lake Service | 6.5 | No | — | No | — | — | — |
| 17 | Amazon Athena | 6.3 | No | $0.30/mo | No | — | — | — |
| 18 | Spotfire Data Virtualization | 6.2 | No | — | — | — | Yes | Yes |
| 19 | Tencent Cloud CDN | 6.2 | No | CNY 21/mo | No | — | — | — |
| 20 | Alibaba Cloud MaxCompute | 6.1 | No | $0.05/mo | — | — | — | — |
| 21 | Dremio | 6.0 | No | — | Yes | — | — | — |
| 22 | Query | 5.8 | No | — | — | — | Yes | Yes |
| 23 | Tencent Cloud Data Lake Compute (DLC) | 5.8 | No | — | No | — | — | — |
| 24 | Ontop | 5.6 | No | — | — | — | — | — |
| 25 | Apache Kylin | 5.4 | No | — | — | — | — | — |
Is your tool on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which query engine software is ranked first on Specifiction?
Denodo Platform is ranked #1 of 25 with a score of 7.6. Comunica is second and Starburst Galaxy third.
How many of these have a free plan?
13 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, Alibaba Cloud MaxCompute has the lowest first paid tier we found: $0.05/mo.
How is this list ranked?
Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing. Paid placements never change a rank.
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