The Best Analytics Databases in 2026
We researched analytics databases using vendors’ official websites, including pricing pages, plan tables, and product documentation. Rankings focus on each product’s core analytical database job, value for money, and verified features. This category covers software for storing and querying data for analytics.
Our top picks
-
Top ranked
Google BigQuery#1 of 339.4/10BigQuery pairs serverless SQL analytics with a free tier and separately scalable compute and storage.
Free plan
-
Runner-up
Databricks SQL Warehouse#2 of 339.3/10Elastic SQL warehouses connect lakehouse data to BI, streaming, and governance workflows.
-
Top-ranked free plan
Oracle Autonomous Data Warehouse#5 of 339.0/10A managed Oracle analytics database with broad query, lake, streaming, and in-database capabilities.
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 33 tools, best first
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Best forTeams wanting serverless analytics with a free tier
BigQuery pairs serverless SQL analytics with a free tier and separately scalable compute and storage.
- Streaming ingestion
9.4/10★★★★★Visit BigQuery -
Best forLakehouse teams building SQL analytics and BI
Elastic SQL warehouses connect lakehouse data to BI, streaming, and governance workflows.
- Streaming ingestion
9.3/10★★★★★Visit Databricks -
Best forAWS-centric analytics teams
A flexible AWS warehouse with S3, streaming, serverless, and SQL-based ML options.
- Streaming ingestion
9.2/10★★★★★Try Amazon Redshift -
Best forMicrosoft Azure data and analytics teams
A broad Azure analytics service for teams combining warehouse, lake, and machine-learning workloads.
- Streaming ingestion
9.1/10★★★★★Visit Azure Synapse -
Best forTeams wanting managed Oracle analytics and automation
A managed Oracle analytics database with broad query, lake, streaming, and in-database capabilities.
- Streaming ingestion
9.0/10★★★★☆Visit Oracle -
Best forEnterprises with mixed analytics and lakehouse workloads
An enterprise cloud data platform combining elastic compute, lake formats, analytics and ML.
- Streaming ingestion
8.9/10★★★★☆Visit Teradata -
Best forTeams needing open-source real-time analytics
A self-hosted SQL analytics database for real-time, federated, and embedded workloads.
- Open source
8.8/10★★★★☆Visit Apache Doris -
Best forTeams seeking managed ClickHouse analytics
A managed ClickHouse service with elastic scaling, backups, and a 30-day trial.
8.7/10★★★★☆Visit ClickHouse -
Best forTeams needing open-source federated SQL
Query and join data across systems without consolidating it into one store.
- Open source
8.6/10★★★★☆Visit Trino -
Best forTeams prioritizing sub-second streaming OLAP
A focused choice for sub-second OLAP on event-oriented data, with streaming and batch ingestion.
- Open source
8.5/10★★★★☆Visit Apache Druid -
Best forTeams serving real-time customer-facing analytics
A self-hosted SQL database for serving streaming and batch analytics in applications.
- Open source
8.4/10★★★★☆Visit Apache Pinot -
Best forTeams running Hadoop-based SQL warehousing and ETL
A Hadoop-centered SQL warehouse with broad formats, metastore services, and lake integration.
- Open source
- Streaming ingestion
8.3/10★★★★☆Visit Apache Hive -
Best forTeams federating SQL across many systems
Federate SQL across existing systems with a self-hosted distributed query engine.
- Open source
8.2/10★★★★☆Visit PrestoDB -
Best forHadoop teams querying shared data with SQL
A self-hosted distributed SQL engine for interactive analytics on shared Hadoop data.
- Open source
8.1/10★★★★☆Visit Apache Impala -
Best forHuawei Cloud users needing a managed MPP warehouse
A cloud MPP warehouse with SQL, streaming ingestion, and lake querying for Huawei Cloud users.
- Streaming ingestion
8.0/10★★★★☆Visit Huawei Cloud -
Best forHybrid teams standardizing on open table formats
A hybrid lakehouse pairing Presto SQL and Spark with open table formats and governance.
7.9/10★★★★☆Visit IBM -
Best forTeams wanting open-source MPP with lakehouse access
A self-hosted SQL analytics database for teams combining fast queries with lakehouse access.
- Open source
7.8/10★★★★☆Visit StarRocks -
Best forTeams querying and governing open data lakes
Dremio brings federated SQL, Iceberg support, and governance to open data lakes.
7.7/10★★★★☆Visit Dremio -
Best forTeams combining transactional and analytical SQL workloads
A managed SQL database for real-time analytics, with a free workspace and usage-based compute.
7.6/10★★★★☆Visit SingleStore -
Best forSmall teams wanting hosted DuckDB analytics
A hosted DuckDB service with sharing, BI connections, and a free entry plan.
7.5/10★★★★☆Visit MotherDuck -
Best forTeams using precomputed multidimensional analytics
A self-hosted SQL analytics engine built around precomputation and multidimensional models.
- Open source
7.4/10★★★★☆Visit Apache Kylin -
Best forMid-market and enterprise teams needing hybrid deployment
A hybrid SQL warehouse with elastic compute, streaming ingestion and workload controls.
- Streaming ingestion
7.3/10★★★★☆Visit Yellowbrick -
Best forAlibaba Cloud users needing a flexible analytics warehouse
A flexible cloud warehouse for Alibaba Cloud users, with streaming, lake, Spark, and ML support.
- Streaming ingestion
7.2/10★★★★☆Visit Alibaba Cloud -
Best forTeams building fast lakehouse or vector workloads
A flexible SQL analytics database for lakehouse, streaming, and vector workloads.
- Open source
- Streaming ingestion
7.1/10★★★★☆Visit Firebolt -
Best forTeams wanting hybrid in-memory analytics with ML
A fit for teams combining high-concurrency analytics, lake queries, and in-database ML.
- Streaming ingestion
7.0/10★★★★☆Visit Exasol -
Best forOrganizations with mixed transactional and analytic needs
A broad database for organizations combining transactional, analytical and operational workloads.
6.9/10★★★☆☆Visit IBM Db2 -
Best forMariaDB teams adding columnar analytics
An open-source SQL analytics engine that adds distributed columnar queries to MariaDB.
- Open source
6.8/10★★★☆☆Visit MariaDB -
Best forDevelopers needing a free columnar SQL database
A free, self-hosted columnar SQL database with parallel analytics and ACID transactions.
- Open source
6.7/10★★★☆☆Visit MonetDB -
Best forTeams analyzing time-series data with SQL
A SQL-focused time-series database for teams working with high-volume event data.
- Open source
6.6/10★★★☆☆Visit QuestDB -
Best forSnowflake users doing notebook-based data work
A governed notebook workspace for Snowflake teams, not a standalone analytics database.
- Streaming ingestion
6.5/10★★★☆☆Visit Snowflake -
Best forTencent Cloud users wanting managed ClickHouse clusters
Managed ClickHouse clusters with scaling, monitoring, and real-time data input.
- SQL interface
- Streaming ingestion
6.4/10★★★☆☆Visit Tencent Cloud -
Best forOn-premises teams with PostgreSQL-based analytics
An on-premises PostgreSQL-based warehouse built to distribute analytical queries across servers.
6.3/10★★★☆☆Visit Broadcom -
Best forEnterprises unifying customer profiles and audiences
A customer data platform for profile unification and audience activation, not a general analytics database.
6.2/10★★★☆☆Visit SAP
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Open source | Score |
|---|---|---|---|---|---|
| 1 | Google BigQuery | Yes | Free | 9.4 | |
| 2 | Databricks SQL Warehouse | No | 9.3 | ||
| 3 | Amazon Redshift | No | $0.54/unit usage-based | No | 9.2 |
| 4 | Azure Synapse Analytics | No | 9.1 | ||
| 5 | Oracle Autonomous Data Warehouse | Yes | 9.0 | ||
| 6 | Teradata VantageCloud | Yes | $6 usage-based | 8.9 | |
| 7 | Apache Doris | Yes | Free | Yes | 8.8 |
| 8 | ClickHouse Cloud | No | $50/mo | 8.7 | |
| 9 | Trino | Yes | Free | Yes | 8.6 |
| 10 | Apache Druid | Free | Yes | 8.5 | |
| 11 | Apache Pinot | Free | Yes | 8.4 | |
| 12 | Apache Hive | Free | Yes | 8.3 | |
| 13 | PrestoDB | Free | Yes | 8.2 | |
| 14 | Apache Impala | Yes | Free | Yes | 8.1 |
| 15 | Huawei Cloud Data Warehouse Service | 8.0 | |||
| 16 | IBM watsonx.data | No | $83.30/mo | No | 7.9 |
| 17 | StarRocks | Yes | Free | Yes | 7.8 |
| 18 | Dremio | Yes | 7.7 | ||
| 19 | SingleStore Helios | Yes | $0.99 usage-based | 7.6 | |
| 20 | MotherDuck | Yes | $250/mo | 7.5 | |
| 21 | Apache Kylin | Free | Yes | 7.4 | |
| 22 | Yellowbrick Data Warehouse | No | $482/unit/yr | 7.3 | |
| 23 | Alibaba Cloud AnalyticDB | $119/mo | No | 7.2 | |
| 24 | Firebolt | Yes | $0.92/unit usage-based | Yes | 7.1 |
| 25 | Exasol | Yes | $25/GB/mo | No | 7.0 |
| 26 | IBM Db2 | Yes | $630/mo | No | 6.9 |
| 27 | MariaDB ColumnStore | Free | Yes | 6.8 | |
| 28 | MonetDB | Yes | Free | Yes | 6.7 |
| 29 | QuestDB | Yes | Free | Yes | 6.6 |
| 30 | Snowflake Notebooks | No | 6.5 | ||
| 31 | Tencent Cloud TCHouse-C | No | No | 6.4 | |
| 32 | Greenplum Database | No | 6.3 | ||
| 33 | SAP Customer Data Platform | No | 6.2 |
Head-to-head All 2 comparisons →
- Databricks SQL Warehouse vs Oracle Autonomous Data Warehouse
- Databricks SQL Warehouse vs ClickHouse Cloud
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How we rank analytics databases
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