TDengine is designed for industrial enterprises and organizations using traditional data historians or legacy industrial IoT platforms.
Free plan Free trial Open source WebWindowsMacLinuxAPISelf-hosted
- Home
- Analytics & Data
- OLAP Software
Best OLAP Software 2026
Facts read 29 Sep 2026 – 15 Oct 2026
OLAP software supports analytical work such as exploring and aggregating data. Compare data source coverage, query language, and real-time ingestion to see which options align with your data and query needs. Deployment and embedded analytics can help distinguish how a platform is used, while row-level security is relevant when access needs to vary. Included users, free-plan availability, and paid-from pricing add details for comparing team fit and cost. Among the entries are Exasol, InfluxDB, and Apache Druid. Consider these criteria together with the requirements of your analytics work; a balance of data support, access controls, and deployment choices may matter as much as the features that stand out individually.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 TDengine | TDengine is designed for industrial enterprises and organizations using traditional data historians or legacy industrial IoT platforms. | 6.3 | Free plan | Free plan | Web, Windows, Mac, Linux | 14 Oct 2026 |
| 02 Exasol | Exasol suits organizations needing multi-departmental analytics, in-database machine learning or AI, or complex data integration and virtualization. | 6.0 | $3.30 a month | Free plan | Web, Windows, Mac, Linux | 14 Oct 2026 |
| 03 InfluxDB | InfluxDB 3 may suit teams handling timestamped data for industrial operations, observability, or AI applications. | 5.9 | $0.01 usage-based | Free plan | Web, Windows, Mac, Linux | 29 Sep 2026 |
| 04 IBM Db2 | 5.8 | $630 a month | Free plan | Web, Windows, Linux, API | 8 Oct 2026 | |
| 05 Teradata VantageCloud | 5.6 | Free plan | Free plan | Web, Linux, API, Self-hosted | 2 Oct 2026 | |
| 06 ClickHouse Cloud | 5.5 | $25.30 a month | Free trial | Web, Windows, Mac, Linux | 15 Oct 2026 | |
| 07 icCube | icCube suits B2B SaaS companies embedding analytics into their products, especially those needing self-hosted or cloud deployment and fine-grained access controls. | 5.5 | $1,950 a month | Free trial | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 08 DolphinDB | DolphinDB suits teams that need real-time analytics or stream processing, including those working in finance, energy, transportation, manufacturing, or scientific… | 5.2 | Free plan | Free plan | Web, Windows, Linux, Browser extension | 3 Oct 2026 |
| 09 QuestDB | QuestDB may suit teams handling time-series data in low-latency settings, including capital-markets firms, digital-asset businesses, energy operators, aerospace… | 5.2 | Free plan | Free plan | Web, Windows, Mac, Linux | 30 Sep 2026 |
| 10 Timeplus | Timeplus describes itself as designed for data engineers and platform teams processing streaming and historical data with SQL. | 5.2 | $199 a month | Free plan | Web, Windows, Mac, Linux | 30 Sep 2026 |
02
Exasol
Exasol suits organizations needing multi-departmental analytics, in-database machine learning or AI, or complex data integration and virtualization.
WebWindowsMac+3 Record6.0 Visit
03
InfluxDB
InfluxDB 3 may suit teams handling timestamped data for industrial operations, observability, or AI applications.
WebWindowsMac+3 Record5.9 Visit
04
IBM Db2
WebWindowsLinux+2 Record5.8 Visit
05
Teradata VantageCloud
WebLinuxAPI+1 Record5.6 Visit
7
icCube
WebWindowsMac+3 $1,950 a month Record5.5 Visit icCube suits B2B SaaS companies embedding analytics into their products, especially those needing self-hosted or cloud deployment and fine-grained access controls.
8
DolphinDB
WebWindowsLinux+3 Free plan Record5.2 Visit DolphinDB suits teams that need real-time analytics or stream processing, including those working in finance, energy, transportation, manufacturing, or scientific…
9
QuestDB
WebWindowsMac+3 Free plan Record5.2 Visit QuestDB may suit teams handling time-series data in low-latency settings, including capital-markets firms, digital-asset businesses, energy operators, aerospace…
10
Timeplus
WebWindowsMac+3 $199 a month Record5.2 Visit Timeplus describes itself as designed for data engineers and platform teams processing streaming and historical data with SQL.
11
Yellowbrick Data Warehouse
WebWindowsMac+3 — Record5.2 Visit It suits enterprises with demanding analytics workloads and data residency or security requirements.
13
Apache Druid
WebMacLinux+2 Free plan Record4.8 Visit Druid may suit teams building low-latency analytics for streaming or batch data, especially workloads involving high query concurrency or immediate visibility into…
15
Amazon Redshift
WebAPI $0.54 a month Record4.7 Visit Redshift suits teams running SQL analytics, dashboards, data sharing, application development, or ETL jobs.
16
Apache Impala
MacLinuxAPI+1 Free plan Record4.6 Visit Impala suits teams running SQL-based analytics on Hadoop ecosystem data, including multitenant deployments.
17
Apache Kylin
WebLinuxAPI+1 Free plan Record4.6 Visit Kylin suits teams building analytics systems that use SQL models, streaming or batch data, and supported BI tools.
18
Firebolt
WebLinuxAPI+1 Free plan Record4.6 Visit Firebolt suits engineers choosing between self-managed analytical database deployments and a managed service, including teams working with open storage standards.
19
kdb+
WindowsMacLinux+2 Free plan Record4.6 Visit kdb+ suits organizations handling time-series workloads in areas such as trading, fraud detection, IoT monitoring, and other listed sectors.
20
Greenplum Database
LinuxAPISelf-hosted Free plan Record4.5 Visit Greenplum Database may suit organizations building large analytical warehouses or working with the listed analytics, machine learning, AI, and IoT workloads.
21
Apache Pinot
WebAPISelf-hosted Free plan Record4.4 Visit Pinot suits teams building real-time analytics or user-facing workloads that combine batch and streaming data.
More in Analytics & Data
Web analytics tools 142Statistical Analysis Software 106Business Intelligence Tools 89Database Software 74GIS Software 64Heatmap and session replay tools 63Customer Data Platforms 58A/B Testing Tools 52Marketing Analytics Software 50Product Analytics Tools 45Data Lineage Tools 43Ecommerce Analytics Software 43Interactive Map Software 40Reporting Software 40Conversion Rate Optimization Software 39Marketing Attribution Software 38Customer Lifetime Value Software 37Mobile App Analytics Software 37