Best OLAP Software in 2026
Updated
In short: Exasol is ranked #1 of 31 as of 4 October 2026, ahead of InfluxDB and Timeplus. The best-ranked option with a free plan is InfluxDB. The lowest first paid tier on this page is Amazon Athena at $0.30/mo.
Analytical work that explores and aggregates data can depend on both how data gets in and how people query it. Compared on data source coverage, query language, and real-time ingestion, these OLAP options also vary in deployment, embedded analytics, and row-level security. Included users, free-plan availability, and paid starting price offer further details for assessing fit and access. Exasol, InfluxDB, and Timeplus are among the products to weigh across those dimensions. Consider the data sources and query approaches your work calls for, as well as how results should be accessed.
31 OLAP software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
31ranked
15free plans on this page
$0.30/molowest paid tier
4 Oct 2026last checked
Input list OLAP Software 25 channels on this page · 63 of 200 spec lines stated by the makers
Ch Tool Free planPaid fromDeploymentQuery languageReal-time ingestionRow-level securityEmbedded analyticsIncluded users Spec sheet Score
01 Exasol Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 7.8
02 InfluxDB Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 7.8
03 Timeplus Free planNoPaid from$199/moDeploymenthybridQuery languagesqlReal-time ingestionYesRow-level securityYesEmbedded analyticsnot statedIncluded users20 users 7/8spec lines stated 7.7
04 QuestDB Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 7.6
05 Teradata VantageCloud Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 7.5
06 Oracle Autonomous AI Lakehouse Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 7.4
07 TDengine Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 7.4
08 Apache Druid Free plannot statedPaid fromnot statedDeploymentself hostedQuery languagesqlReal-time ingestionYesRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 3/8spec lines stated 7.3
09 DolphinDB Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 7.3
10 DuckDB UI Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 7.1
11 icCube Free planNoPaid from$1,950/moDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securityYesEmbedded analyticsnot statedIncluded usersnot stated 3/8spec lines stated 7.1
12 Snowflake CoCo Free plannot statedPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 0/8spec lines stated 7.1
13 Apache Impala Free planYesPaid fromnot statedDeploymentself hostedQuery languagesqlReal-time ingestionYesRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 4/8spec lines stated 6.8
14 Apache Pinot Free plannot statedPaid fromnot statedDeploymentself hostedQuery languagesqlReal-time ingestionYesRow-level securityYesEmbedded analyticsYesIncluded usersnot stated 5/8spec lines stated 6.8
15 Databricks Notebooks Free planNoPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 6.8
16 Firebolt Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 6.8
17 StarRocks Free planYesPaid fromnot statedDeploymentself hostedQuery languagesqlReal-time ingestionYesRow-level securityYesEmbedded analyticsnot statedIncluded usersnot stated 5/8spec lines stated 6.8
18 Amazon Redshift Free planNoPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 6.5
19 Apache Doris Free planYesPaid fromnot statedDeploymentself hostedQuery languagesqlReal-time ingestionYesRow-level securityYesEmbedded analyticsYesIncluded usersnot stated 6/8spec lines stated 6.5
20 BigQuery Data Clean Rooms Free planYesPaid fromnot statedDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 1/8spec lines stated 6.5
21 ClickHouse Cloud Free planNoPaid from$50/moDeploymentnot statedQuery languagenot statedReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 2/8spec lines stated 6.5
22 Hydrolix Free planNoPaid fromnot statedDeploymenthybridQuery languagesqlReal-time ingestionYesRow-level securityYesEmbedded analyticsnot statedIncluded usersnot stated 5/8spec lines stated 6.5
23 Oracle PeopleSoft Campus Solutions Financial Aid Free planNoPaid fromnot statedDeploymenthybridQuery languagemdxReal-time ingestionnot statedRow-level securitynot statedEmbedded analyticsYesIncluded usersnot stated 4/8spec lines stated 6.3
24 Amazon Athena Free planNoPaid fromnot statedDeploymentcloudQuery languagesqlReal-time ingestionnot statedRow-level securityYesEmbedded analyticsnot statedIncluded usersnot stated 4/8spec lines stated 6.2
25 MariaDB Enterprise Analytics Free plannot statedPaid fromnot statedDeploymenthybridQuery languagesqlReal-time ingestionYesRow-level securitynot statedEmbedded analyticsnot statedIncluded usersnot stated 3/8spec lines stated 6.2
Compare all 25 in a table
| # | Tool | Score | Free plan | From | Free plan | Paid from | Deployment | Query language |
|---|---|---|---|---|---|---|---|---|
| 1 | Exasol | 7.8 | Free plan | $3.30/mo | Yes | — | — | — |
| 2 | InfluxDB | 7.8 | Free plan | — | Yes | — | — | — |
| 3 | Timeplus | 7.7 | Free plan | $199/mo | No | 199 /mo | hybrid | sql |
| 4 | QuestDB | 7.6 | Free plan | Free | Yes | — | — | — |
| 5 | Teradata VantageCloud | 7.5 | Free plan | Free | Yes | — | — | — |
| 6 | Oracle Autonomous AI Lakehouse | 7.4 | Free plan | Free | Yes | — | — | — |
| 7 | TDengine | 7.4 | Free plan | $281.25/mo | Yes | — | — | — |
| 8 | Apache Druid | 7.3 | Free plan | Free | — | — | self_hosted | sql |
| 9 | DolphinDB | 7.3 | Free plan | Free | Yes | — | — | — |
| 10 | DuckDB UI | 7.1 | Free plan | Free | Yes | — | — | — |
| 11 | icCube | 7.1 | No | — | No | 1,950 /mo | — | — |
| 12 | Snowflake CoCo | 7.1 | No | — | — | — | — | — |
| 13 | Apache Impala | 6.8 | Free plan | Free | Yes | — | self_hosted | sql |
| 14 | Apache Pinot | 6.8 | Free plan | Free | — | — | self_hosted | sql |
| 15 | Databricks Notebooks | 6.8 | Free plan | Free | No | — | — | — |
| 16 | Firebolt | 6.8 | Free plan | Free | Yes | — | — | — |
| 17 | StarRocks | 6.8 | Free plan | Free | Yes | — | self_hosted | sql |
| 18 | Amazon Redshift | 6.5 | No | $0.54/mo | No | — | — | — |
| 19 | Apache Doris | 6.5 | No | — | Yes | — | self_hosted | sql |
| 20 | BigQuery Data Clean Rooms | 6.5 | No | — | Yes | — | — | — |
| 21 | ClickHouse Cloud | 6.5 | No | $53/mo | No | 50 /mo | — | — |
| 22 | Hydrolix | 6.5 | No | — | No | — | hybrid | sql |
| 23 | Oracle PeopleSoft Campus Solutions Financial Aid | 6.3 | No | — | No | — | hybrid | mdx |
| 24 | Amazon Athena | 6.2 | No | $0.30/mo | No | — | cloud | sql |
| 25 | MariaDB Enterprise Analytics | 6.2 | No | — | — | — | hybrid | sql |
Is your tool on this list?
Numbered spots on this list can be sponsored, and a sponsored row is labelled as paid.
Questions about this list
Which OLAP software is ranked first on Specifiction?
Exasol is ranked #1 of 31 with a score of 7.8. InfluxDB is second and Timeplus third.
How many of these have a free plan?
15 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, Amazon Athena has the lowest first paid tier we found: $0.30/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.
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