The Best Query Engine Software in 2026
We researched query engine software from official websites, including pricing pages, plan tables and product documentation. Products are ranked on their core job, value for money and verified features, helping teams compare query execution across distributed, federated and heterogeneous data sources.
Our top picks
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Top ranked
Google BigQuery#1 of 289.3/10A broad, serverless query engine with flexible pricing and extensive analytics capabilities.
Free plan
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Runner-up
Databricks SQL Warehouse#2 of 289.1/10A flexible SQL warehouse for enterprise lakehouse analytics, BI, and governed data access.
-
Top-ranked free plan
Trino#3 of 289.0/10A flexible federated SQL engine for querying diverse systems without centralizing data.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 28 tools, best first
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Best forBroad, low-friction cloud analytics
A broad, serverless query engine with flexible pricing and extensive analytics capabilities.
9.3/10★★★★★Try Google BigQuery -
Best forEnterprise lakehouse SQL and BI
A flexible SQL warehouse for enterprise lakehouse analytics, BI, and governed data access.
9.1/10★★★★★Visit Databricks -
Best forOpen-source federated SQL infrastructure
A flexible federated SQL engine for querying diverse systems without centralizing data.
9.0/10★★★★☆Visit Trino -
Best forS3-centric serverless SQL
A usage-priced serverless SQL engine for querying S3 and connected data sources.
8.9/10★★★★☆Visit Amazon Athena -
Best forMicrosoft-centric enterprise analytics
A broad Azure analytics service for warehousing, lake queries, Spark, streaming, and machine learning.
8.8/10★★★★☆Visit Microsoft -
Best forAlibaba-centered lakehouse analytics
A broad query engine for lakehouse, streaming, BI, and machine learning workloads.
8.7/10★★★★☆Visit Alibaba Cloud -
Best forInteractive Hadoop-lake SQL
A strong fit for interactive SQL on self-hosted Hadoop and lake data.
8.6/10★★★★☆Visit Apache Impala -
Best forOpen-source heterogeneous data querying
A flexible self-hosted query engine for federated analytics across many systems.
8.5/10★★★★☆Visit PrestoDB -
Best forOpen-source warehouse and ETL workloads
A broad open-source query engine for Hadoop, data lakes, ETL, and warehouse workloads.
8.4/10★★★★☆Visit Apache Hive -
Best forEmbedded or self-hosted query execution
A free, open-source query engine for embedding or self-hosting in data systems.
- Streaming sources
- Federated queries
- Heterogeneous sources
8.3/10★★★★☆Visit DataFusion -
Best forPrecomputed, sub-second analytical queries
A self-hosted SQL engine for fast, precomputed analytics across large datasets.
8.2/10★★★★☆Visit Apache Kylin -
Best forGoverned enterprise data virtualization
A governed data virtualization layer for federated SQL, APIs, metadata, and enterprise access control.
8.1/10★★★★☆Visit Denodo -
Best forIBM-governed virtual data access
A governed virtual query layer for IBM-centered access to distributed data.
8.0/10★★★★☆Visit IBM -
Best forFederated lakehouse querying with a free plan
A flexible federated query engine with a free tier and broad lakehouse support.
7.9/10★★★★☆Visit Dremio -
Best forManaged federated SQL with a free tier
A managed federated SQL service with Iceberg, streaming ingestion, and a free tier.
7.8/10★★★★☆Try Starburst Galaxy -
Best forHuawei ecosystem lake analytics
A cloud query engine combining SQL, Spark, Flink, lakehouse formats, and cross-source analysis.
7.7/10★★★★☆Visit Huawei Cloud -
Best forTencent Cloud data-lake analytics
A cloud query engine for federated SQL analytics across Tencent Cloud data services.
7.6/10★★★★☆Visit Tencent Cloud -
Best forGoverned enterprise warehouse operations
A usage-based warehouse for governed SQL analytics, federation, and isolated workloads.
7.5/10★★★★☆Visit Cloudera -
Best forFast lakehouse SQL with streaming and vector search
A flexible lakehouse query engine with streaming ingestion, vector search, and hybrid deployment.
7.4/10★★★★☆Visit Firebolt -
Best forEnterprises federating diverse data with caching
Federates diverse data sources with caching, modeling, and access controls.
- Streaming sources
- Result caching
- Federated queries
7.2/10★★★★☆Visit Spotfire -
Best forTransactional and analytical database workloads
A broad Db2 engine for transactional, analytical, and operational workloads.
7.1/10★★★★☆Visit IBM Db2 -
Best forSchema-free semi-structured data querying
A schema-free SQL engine for querying nested data across many storage systems.
7.0/10★★★★☆Visit Apache Drill -
Best forGoverned semantic data products
A governed semantic layer for teams connecting distributed data to BI, APIs, and AI.
6.9/10★★★☆☆Visit Starburst -
Best forLightweight open-source data virtualization
A focused open-source engine for federated SQL and virtual data access.
6.8/10★★★☆☆Visit Red Hat -
Best forControlled, high-concurrency lakehouse SQL
A paid lakehouse query engine for high-concurrency SQL, vector search, and controlled deployment.
- Result caching
- Federated queries
- Heterogeneous sources
6.7/10★★★☆☆Try e6 Query Engine -
Best forRDF and ontology-backed federation
A specialized open-source engine for SPARQL queries over ontology-backed relational data.
6.6/10★★★☆☆Visit Ontop -
Best forFederated RDF and SPARQL applications
A flexible RDF federation framework for SPARQL and GraphQL-LD applications.
- Result caching
- Federated queries
- Heterogeneous sources
6.5/10★★★☆☆Visit Comunica -
Best forFederated security-data investigation
A focused cloud query engine for investigating security data across connected platforms.
- Federated queries
- Heterogeneous sources
6.4/10★★★☆☆Visit Query
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 1 | Google BigQuery | Yes | Free | 9.3 |
| 2 | Databricks SQL Warehouse | No | 9.1 | |
| 3 | Trino | Yes | Free | 9.0 |
| 4 | Amazon Athena | No | $0.30/unit usage-based | 8.9 |
| 5 | Azure Synapse Analytics | No | 8.8 | |
| 6 | Alibaba Cloud MaxCompute | $22/unit/mo | 8.7 | |
| 7 | Apache Impala | Yes | Free | 8.6 |
| 8 | PrestoDB | Free | 8.5 | |
| 9 | Apache Hive | Free | 8.4 | |
| 10 | Apache Arrow DataFusion | Yes | Free | 8.3 |
| 11 | Apache Kylin | Free | 8.2 | |
| 12 | Denodo Platform | No | 8.1 | |
| 13 | IBM Data Virtualization | No | 8.0 | |
| 14 | Dremio | Yes | 7.9 | |
| 15 | Starburst Galaxy | Yes | $0.50/unit usage-based | 7.8 |
| 16 | Huawei Cloud Data Lake Insight | 7.7 | ||
| 17 | Tencent Cloud Data Lake Compute (DLC) | No | 7.6 | |
| 18 | Cloudera Data Warehouse | No | $0.07/unit usage-based | 7.5 |
| 19 | Firebolt | Yes | $0.92/unit usage-based | 7.4 |
| 20 | Spotfire Data Virtualization | 7.2 | ||
| 21 | IBM Db2 | Yes | $630/mo | 7.1 |
| 22 | Apache Drill | Free | 7.0 | |
| 23 | Starburst Enterprise Context Layer | Yes | $0.50/unit usage-based | 6.9 |
| 24 | Teiid | Free | 6.8 | |
| 25 | e6 Query Engine | No | $0.17/unit usage-based | 6.7 |
| 26 | Ontop | Free | 6.6 | |
| 27 | Comunica | Free | 6.5 | |
| 28 | Query | 6.4 |
Head-to-head All 19 comparisons →
- Google BigQuery vs Trino
- Google BigQuery vs Amazon Athena
- Google BigQuery vs Apache Impala
- Databricks SQL Warehouse vs Trino
- Databricks SQL Warehouse vs Amazon Athena
- Databricks SQL Warehouse vs Apache Impala
- Databricks SQL Warehouse vs PrestoDB
- Trino vs Amazon Athena
- Trino vs Azure Synapse Analytics
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How we rank query engine software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update