Best MariaDB ColumnStore Alternatives in 2026
15 OLAP software our editors would look at instead of MariaDB ColumnStore, in our ranking order.
MariaDB ColumnStore: A capable open-source OLAP engine for MariaDB-centered analytical workloads. Where it falls short: feature depth is narrower than general-purpose analytical warehouses.
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Best forCloud-native analytics teams
A serverless warehouse with separate storage and compute, streaming, ML, and governance.
5.0/10★★☆☆☆Try Google BigQuery -
Best forAWS-centric data warehouse teams
A broad AWS-native warehouse for teams balancing SQL analytics, lakes, streaming, and ML.
4.0/10★★☆☆☆Try Amazon Redshift -
Best forLakehouse SQL and BI teams
A usage-based SQL warehouse for lakehouse analytics, BI, governance, and incremental ETL.
3.0/10★★☆☆☆Visit Databricks -
Best forOracle-oriented analytics teams
A broad Oracle-centered warehouse for SQL, ML, streaming, graph, spatial, and lakehouse workloads.
4.0/10★★☆☆☆Visit Oracle -
Best forMicrosoft data platform teams
A broad Microsoft cloud analytics stack for teams spanning warehouses, lakes, streaming, and ML.
3.0/10★★☆☆☆Visit Microsoft -
Apache Doris not yet scored
Best forTeams wanting open-source OLAP
A broad, SQL-compatible OLAP database for teams prepared to manage self-hosting.
- Embedded analytics
- Row-level security
- Real-time ingestion
—not yet scoredVisit Apache Doris -
Apache Druid not yet scored
Best forReal-time event analytics
A focused choice for sub-second event analytics on high-cardinality data.
- Real-time ingestion
—not yet scoredVisit Apache Druid -
Apache Pinot not yet scored
Best forEmbedded real-time analytics builders
A self-hosted OLAP database for embedding low-latency analytics into products.
- Embedded analytics
- Row-level security
- Real-time ingestion
—not yet scoredVisit Apache Pinot -
Best forServerless SQL over data in Amazon S3
A flexible serverless SQL service for querying S3 and connected data sources.
- Row-level security
5.3/10★★★☆☆Visit Amazon Athena -
ClickHouse Cloud not yet scored
Best forManaged real-time analytics
A managed, scalable ClickHouse service for teams running real-time analytical workloads.
—not yet scoredTry ClickHouse Cloud -
Apache Kylin not yet scored
Best forPrecomputed multidimensional analytics
A focused self-hosted OLAP engine for fast, precomputed multidimensional analysis.
- Row-level security
- Real-time ingestion
—not yet scoredVisit Apache Kylin -
kdb+ not yet scored
Best forSpecialized financial time-series analytics
A specialized OLAP engine for real-time and historical financial time-series analytics.
—not yet scoredVisit KX -
Best forFlexible enterprise warehouse deployments
Flexible MPP SQL warehousing for hybrid enterprise analytics and AI/ML workloads.
4.0/10★★☆☆☆Visit IBM -
Apache Impala not yet scored
Best forOpen-source SQL over Hadoop data lakes
Interactive distributed SQL for teams running self-hosted Hadoop data platforms.
- Real-time ingestion
—not yet scoredVisit Apache Impala -
StarRocks not yet scored
Best forOpen-source lakehouse analytics
A self-hosted MPP SQL engine for teams building real-time lakehouse analytics.
- Row-level security
- Real-time ingestion
—not yet scoredVisit StarRocks
MariaDB ColumnStore Alternatives: Common Questions
What is the best alternative to MariaDB ColumnStore?
Google BigQuery: #1 in our OLAP Software ranking, with an editor score of 5.0 out of 10. A serverless warehouse with separate storage and compute, streaming, ML, and governance.
Is there a free alternative to MariaDB ColumnStore?
Yes. Google BigQuery, Oracle Autonomous Data Warehouse, Apache Doris, Apache Druid and Apache Pinot have a free plan or a free tier (8 of the 15 alternatives on this page).
MariaDB ColumnStore vs Each Alternative
| # | Tool | Free plan | Paid from | Deployment | Query language | Real-time ingestion | Row-level security | Score |
|---|---|---|---|---|---|---|---|---|
| not scored | MariaDB ColumnStore | — | None | Hybrid | Sql | Yes | — | — |
| 1 | Google BigQuery | Yes | None | — | — | — | — | 5.0 |
| 2 | Amazon Redshift | No | — | — | — | — | — | 4.0 |
| 3 | Databricks SQL Warehouse | No | — | — | — | — | — | 3.0 |
| 4 | Oracle Autonomous Data Warehouse | Yes | — | — | — | — | — | 4.0 |
| 5 | Azure Synapse Analytics | No | — | — | — | — | — | 3.0 |
| not scored | Apache Doris | Yes | None | Self_hosted | Sql | Yes | Yes | — |
| not scored | Apache Druid | — | None | Self_hosted | Sql | Yes | — | — |
| not scored | Apache Pinot | — | None | Self_hosted | Sql | Yes | Yes | — |
| 9 | Amazon Athena | No | — | Cloud | Sql | — | Yes | 5.3 |
| not scored | ClickHouse Cloud | No | $50/mo | — | — | — | — | — |
| not scored | Apache Kylin | — | None | Self_hosted | Sql | Yes | Yes | — |
| not scored | kdb+ | — | — | — | — | — | — | — |
| 13 | IBM Netezza Performance Server | No | — | — | — | — | — | 4.0 |
| not scored | Apache Impala | Yes | None | Self_hosted | Sql | Yes | — | — |
| not scored | StarRocks | Yes | None | Self_hosted | Sql | Yes | Yes | — |
Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026