The Best OLAP Software in 2026
iTechGuides researched OLAP software using official vendor websites, including pricing pages, plan tables and product documentation. We ranked products on their core job—multidimensional analysis, aggregation, slicing, dicing and drill-down—alongside value for money and verified features, so teams can compare engines built for organizational data.
Our top picks
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Top ranked
Google BigQuery#1 of 339.4/10A serverless warehouse with separate storage and compute, streaming, ML, and governance.
Free plan
-
Runner-up
Amazon Redshift#2 of 339.3/10A broad AWS-native warehouse for teams balancing SQL analytics, lakes, streaming, and ML.
-
Top-ranked free plan
Oracle Autonomous Data Warehouse#4 of 339.1/10A broad Oracle-centered warehouse for SQL, ML, streaming, graph, spatial, and lakehouse workloads.
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 forCloud-native analytics teams
A serverless warehouse with separate storage and compute, streaming, ML, and governance.
9.4/10★★★★★Try Google BigQuery -
Best forAWS-centric data warehouse teams
A broad AWS-native warehouse for teams balancing SQL analytics, lakes, streaming, and ML.
9.3/10★★★★★Try Amazon Redshift -
Best forLakehouse SQL and BI teams
A usage-based SQL warehouse for lakehouse analytics, BI, governance, and incremental ETL.
9.2/10★★★★★Visit Databricks -
Best forOracle-oriented analytics teams
A broad Oracle-centered warehouse for SQL, ML, streaming, graph, spatial, and lakehouse workloads.
9.1/10★★★★★Visit Oracle -
Best forMicrosoft data platform teams
A broad Microsoft cloud analytics stack for teams spanning warehouses, lakes, streaming, and ML.
9.0/10★★★★☆Visit Microsoft -
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
8.9/10★★★★☆Visit Apache Doris -
Best forReal-time event analytics
A focused choice for sub-second event analytics on high-cardinality data.
- Real-time ingestion
8.8/10★★★★☆Visit Apache Druid -
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
8.7/10★★★★☆Visit 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
8.6/10★★★★☆Visit Amazon Athena -
Best forManaged real-time analytics
A managed, scalable ClickHouse service for teams running real-time analytical workloads.
8.5/10★★★★☆Try ClickHouse Cloud -
Best forPrecomputed multidimensional analytics
A focused self-hosted OLAP engine for fast, precomputed multidimensional analysis.
- Row-level security
- Real-time ingestion
8.4/10★★★★☆Visit Apache Kylin -
Best forSpecialized financial time-series analytics
A specialized OLAP engine for real-time and historical financial time-series analytics.
8.3/10★★★★☆Visit KX -
Best forFlexible enterprise warehouse deployments
Flexible MPP SQL warehousing for hybrid enterprise analytics and AI/ML workloads.
8.2/10★★★★☆Visit IBM -
Best forOpen-source SQL over Hadoop data lakes
Interactive distributed SQL for teams running self-hosted Hadoop data platforms.
- Real-time ingestion
8.1/10★★★★☆Visit Apache Impala -
Best forMariaDB-based analytical workloads
A capable open-source OLAP engine for MariaDB-centered analytical workloads.
- Real-time ingestion
7.9/10★★★★☆Visit MariaDB -
Best forOpen-source lakehouse analytics
A self-hosted MPP SQL engine for teams building real-time lakehouse analytics.
- Row-level security
- Real-time ingestion
7.8/10★★★★☆Visit StarRocks -
Best forHigh-concurrency analytical workloads
A scalable OLAP database for demanding analytics, lakehouse queries, and in-database ML.
7.7/10★★★★☆Visit Exasol -
Best forModern lakehouse query teams
A flexible distributed SQL engine for teams querying lakehouse and streaming data.
7.6/10★★★★☆Visit Firebolt -
Best forHybrid warehouse deployments
A flexible OLAP warehouse for hybrid deployments, streaming data, and mixed analytical workloads.
7.5/10★★★★☆Visit Yellowbrick -
Best forStreaming SQL applications
A SQL-focused platform for streaming analytics, hybrid queries, and real-time pipelines.
- Row-level security
- Real-time ingestion
7.4/10★★★★☆Visit Timeplus -
Best forHigh-volume streaming and log analytics
A SQL analytics platform for streaming logs, observability, and operational data.
- Row-level security
- Real-time ingestion
7.3/10★★★★☆Visit Hydrolix -
Best forOpen-source time-series OLAP
A focused open-source OLAP database for demanding time-series ingestion and analytics.
7.2/10★★★★☆Visit QuestDB -
Best forOpen-source time-series data teams
A flexible time-series platform with open-source, self-managed, and managed cloud editions.
7.1/10★★★★☆Visit InfluxDB -
Best forIndustrial time-series workloads
A focused time-series database with industrial ingestion, streaming, retention, and scaling.
7.0/10★★★★☆Visit TDengine -
Best forHybrid transactional and analytical teams
A hybrid database for teams combining low-latency transactions with real-time analytics.
6.9/10★★★☆☆Visit IBM Db2 -
Best forMultidimensional planning and OLAP
A focused OLAP platform for governed planning, forecasting, and multidimensional analysis.
- Embedded analytics
6.8/10★★★☆☆Visit Oracle Essbase -
Best forPostgreSQL-compatible on-prem OLAP
A PostgreSQL-compatible on-prem warehouse for distributed analytics and lake-connected workloads.
6.7/10★★★☆☆Visit Broadcom -
Best forReal-time time-series analytics
A specialized OLAP platform for distributed, real-time time-series analytics.
6.6/10★★★☆☆Visit DolphinDB -
Best forPremium semantic and multidimensional analytics
A deep semantic analytics platform for SaaS teams that can justify its $1,950 monthly entry price.
- Row-level security
6.5/10★★★☆☆Visit icCube -
Best forLocal SQL exploration
Free, open-source SQL exploration for local DuckDB work, with optional MotherDuck access.
6.4/10★★★☆☆Visit DuckDB UI -
Best forDevelopers building a lightweight relational OLAP API
An open-source Python toolkit for embedding multidimensional OLAP in applications.
6.2/10★★★☆☆Visit Cubes -
Best forEnterprise analytics and ML teams
A cloud OLAP platform for enterprise analytics, lakehouse, AI and ML workloads.
6.1/10★★★☆☆Visit Teradata -
Best forNotebook-based Snowflake analytics
A notebook-centered workspace for Python, SQL, and machine learning on Snowflake.
6.0/10★★★☆☆Visit Snowflake
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 1 | Google BigQuery | Yes | Free | 9.4 |
| 2 | Amazon Redshift | No | $0.54/unit usage-based | 9.3 |
| 3 | Databricks SQL Warehouse | No | 9.2 | |
| 4 | Oracle Autonomous Data Warehouse | Yes | 9.1 | |
| 5 | Azure Synapse Analytics | No | 9.0 | |
| 6 | Apache Doris | Yes | Free | 8.9 |
| 7 | Apache Druid | Free | 8.8 | |
| 8 | Apache Pinot | Free | 8.7 | |
| 9 | Amazon Athena | No | $0.30/unit usage-based | 8.6 |
| 10 | ClickHouse Cloud | No | $50/mo | 8.5 |
| 11 | Apache Kylin | Free | 8.4 | |
| 12 | kdb+ | 8.3 | ||
| 13 | IBM Netezza Performance Server | No | $3.73 usage-based | 8.2 |
| 14 | Apache Impala | Yes | Free | 8.1 |
| 15 | MariaDB ColumnStore | Free | 7.9 | |
| 16 | StarRocks | Yes | Free | 7.8 |
| 17 | Exasol | Yes | $25/GB/mo | 7.7 |
| 18 | Firebolt | Yes | $0.92/unit usage-based | 7.6 |
| 19 | Yellowbrick Data Warehouse | No | $482/unit/yr | 7.5 |
| 20 | Timeplus | No | $199/mo | 7.4 |
| 21 | Hydrolix | No | $0.20/GB usage-based | 7.3 |
| 22 | QuestDB | Yes | Free | 7.2 |
| 23 | InfluxDB | Yes | $0.002/GB usage-based | 7.1 |
| 24 | TDengine | Yes | 7.0 | |
| 25 | IBM Db2 | Yes | $630/mo | 6.9 |
| 26 | Oracle Essbase | No | 6.8 | |
| 27 | Greenplum Database | No | 6.7 | |
| 28 | DolphinDB | Yes | Free | 6.6 |
| 29 | icCube | No | 6.5 | |
| 30 | DuckDB UI | Yes | Free | 6.4 |
| 31 | Cubes | Yes | Free | 6.2 |
| 32 | Teradata VantageCloud | Yes | $6 usage-based | 6.1 |
| 33 | Snowflake Notebooks | 6.0 |
Head-to-head All 17 comparisons →
- Google BigQuery vs Apache Doris
- Google BigQuery vs Apache Druid
- Google BigQuery vs Apache Pinot
- Amazon Redshift vs Apache Druid
- Amazon Redshift vs Apache Pinot
- Databricks SQL Warehouse vs Apache Doris
- Databricks SQL Warehouse vs Apache Druid
- Databricks SQL Warehouse vs Apache Pinot
- Oracle Autonomous Data Warehouse vs Apache Doris
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How we rank OLAP 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