The Best Analytical Data Store Software in 2026
We researched analytical data store software using official vendor websites, including pricing pages, plan tables, and product documentation. Rankings focus on the category’s core job, value for money, and verified features so you can compare options for storing and querying analytical data.
Our top picks
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Top ranked
Google BigQuery#1 of 299.4/10A flexible SQL analytics store with separate storage and compute and a free tier.
Free plan
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Runner-up
Amazon Redshift#2 of 299.2/10Redshift combines provisioned and serverless warehousing with AWS data-lake and streaming access.
-
Top-ranked free plan
Oracle Autonomous Data Warehouse#3 of 299.1/10A governed Oracle warehouse with autonomous operations, broad analytics, and an always-free tier.
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 29 tools, best first
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Best forTeams building serverless analytics across data sources
A flexible SQL analytics store with separate storage and compute and a free tier.
9.4/10★★★★★Visit Google Cloud -
Best forAWS-native enterprise warehousing
Redshift combines provisioned and serverless warehousing with AWS data-lake and streaming access.
9.2/10★★★★★Try Amazon Redshift -
Best forOracle-centric governed analytics
A governed Oracle warehouse with autonomous operations, broad analytics, and an always-free tier.
9.1/10★★★★★Visit Oracle -
Best forEnterprise lakehouse analytics and ML
A cloud lakehouse and analytics platform built for enterprise data and ML workloads.
Free plan · pricing on request Our Teradata VantageCloud verdict → Visit TeradataFor vendors Sponsor this spot · #4 · $69/mo →9.0/10★★★★☆Visit Teradata -
Best forLarge-scale cloud warehouse workloads
A cloud warehouse combining MPP analytics, separate scaling, streaming ingestion and Spark ML.
8.9/10★★★★☆Visit Alibaba Cloud -
Best forTeams seeking an open-source real-time analytical store
A self-hosted MPP SQL store spanning streaming ingestion, lake queries, and embedded analytics.
8.8/10★★★★☆Visit Apache Doris -
Best forAzure-native telemetry analytics
A managed Azure service for streaming analytics, KQL queries and telemetry workloads.
8.7/10★★★★☆Visit Microsoft -
Best forTeams running managed SQL analytics workloads
Managed ClickHouse pairs SQL analytics with elastic compute and storage.
8.6/10★★★★☆Visit ClickHouse -
Best forTeams building real-time OLAP applications
A self-hosted analytics database for sub-second OLAP across streaming and batch data.
8.5/10★★★★☆Visit Apache Druid -
Best forTeams building real-time embedded analytics
A self-hosted analytical store for low-latency, customer-facing analytics.
8.4/10★★★★☆Visit Apache Pinot -
Best forHybrid transactional and analytical estates
Db2 combines transactions, real-time analytics and vector search, with a small free tier.
8.3/10★★★★☆Visit IBM Db2 -
Best forMid-market and enterprise Huawei Cloud data warehousing
A Huawei Cloud MPP warehouse that combines SQL analytics with lake queries and streaming ingestion.
8.2/10★★★★☆Visit Huawei Cloud -
Best forTeams modeling large-scale BI analytics
A self-hosted SQL OLAP engine built for multidimensional BI modeling at scale.
8.1/10★★★★☆Visit Apache Kylin -
Best forTeams running managed real-time distributed SQL
A managed SQL service that pairs real-time analytics with independent compute and storage scaling.
8.0/10★★★★☆Visit SingleStore -
Best forTeams building open-source lake analytics
A self-hosted analytical database combining MPP queries, real-time updates, and lake access.
7.9/10★★★★☆Visit StarRocks -
Best forTeams building lakehouse SQL and AI applications
A flexible SQL analytical store for teams combining lakehouse queries, streaming, and AI workloads.
7.9/10★★★★☆Visit Firebolt -
Best forTeams needing hybrid SQL and vector analytics
A flexible analytical store pairing vectorized SQL with search, streaming, and lake storage.
7.8/10★★★★☆Visit Databend -
Best forHigh-concurrency in-memory analytics
A scalable in-memory analytical database with broad connectivity and hourly SaaS pricing.
7.8/10★★★★☆Visit Exasol -
Best forTeams sharing serverless DuckDB analytics
A collaborative cloud analytics workspace built around serverless DuckDB SQL.
7.7/10★★★★☆Visit MotherDuck -
Best forHybrid analytics with elastic compute
A hybrid analytical warehouse with elastic compute, streaming ingestion, and PostgreSQL-compatible SQL.
7.6/10★★★★☆Visit Yellowbrick -
Best forTime-series analytical workloads
A SQL-based time-series store for event data, with Kafka ingestion and optional Enterprise scaling.
- SQL support
7.5/10★★★★☆Visit QuestDB -
Best forFree embedded columnar analytics
Free SQL-based columnar analytics with parallel execution and self-hosted deployment.
7.4/10★★★★☆Visit MonetDB -
Best forVector-centric analytical retrieval
A self-hosted vector store with hybrid retrieval and broad deployment options.
7.2/10★★★★☆Visit site -
Best forNotebook-based lakehouse analytics
A collaborative Spark notebook environment for lakehouse engineering, analytics, and ML workflows.
7.1/10★★★★☆Visit site -
Best forSnowflake-governed notebook analytics
Governed notebooks and managed compute for teams building on Snowflake data.
7.0/10★★★★☆Visit Snowflake -
Best forDatabricks users federating queries across external catalogs
A governed way for Databricks teams to query external databases and catalogs in place.
- SQL support
6.9/10★★★☆☆Visit Databricks -
Best forOn-premises PostgreSQL MPP
A self-hosted PostgreSQL MPP warehouse with broad lake and external-database connectivity.
6.8/10★★★☆☆Visit Greenplum -
Best forTeams needing managed or self-hosted SQL analytics
SelectDB combines columnar, vectorized SQL analytics with cloud-managed and self-managed deployment.
- SQL support
6.7/10★★★☆☆Visit SelectDB -
Best forFree DuckDB desktop exploration
A free DuckDB UI for SQL notebooks, profiling, browsing, and exports.
6.6/10★★★☆☆Visit DuckDB UI
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 | 9.2 |
| 3 | Oracle Autonomous Data Warehouse | Yes | 9.1 | |
| 4 | Teradata VantageCloud | Yes | $6 usage-based | 9.0 |
| 5 | Alibaba Cloud AnalyticDB | $119/mo | 8.9 | |
| 6 | Apache Doris | Yes | Free | 8.8 |
| 7 | Microsoft Azure Data Explorer | 8.7 | ||
| 8 | ClickHouse Cloud | No | $50/mo | 8.6 |
| 9 | Apache Druid | Free | 8.5 | |
| 10 | Apache Pinot | Free | 8.4 | |
| 11 | IBM Db2 | Yes | $630/mo | 8.3 |
| 12 | Huawei Cloud Data Warehouse Service | 8.2 | ||
| 13 | Apache Kylin | Free | 8.1 | |
| 14 | SingleStore Helios | Yes | $0.99 usage-based | 8.0 |
| 15 | StarRocks | Yes | Free | 7.9 |
| 16 | Firebolt | Yes | $0.92/unit usage-based | 7.9 |
| 17 | Databend | Yes | $23/GB/mo | 7.8 |
| 18 | Exasol | Yes | $25/GB/mo | 7.8 |
| 19 | MotherDuck | Yes | $250/mo | 7.7 |
| 20 | Yellowbrick Data Warehouse | No | $482/unit/yr | 7.6 |
| 21 | QuestDB | Yes | Free | 7.5 |
| 22 | MonetDB | Yes | Free | 7.4 |
| 23 | Actian VectorAI DB | Yes | $417/mo | 7.2 |
| 24 | Microsoft Fabric Notebooks | Yes | 7.1 | |
| 25 | Snowflake Notebooks | 7.0 | ||
| 26 | Databricks Lakehouse Federation | No | 6.9 | |
| 27 | Greenplum Database | No | 6.8 | |
| 28 | SelectDB | 6.7 | ||
| 29 | DuckDB UI | Yes | Free | 6.6 |
Head-to-head All 14 comparisons →
- Google BigQuery vs Teradata VantageCloud
- Amazon Redshift vs Teradata VantageCloud
- Oracle Autonomous Data Warehouse vs Teradata VantageCloud
- Oracle Autonomous Data Warehouse vs Microsoft Azure Data Explorer
- Oracle Autonomous Data Warehouse vs ClickHouse Cloud
- Teradata VantageCloud vs Alibaba Cloud AnalyticDB
- Teradata VantageCloud vs Apache Doris
- Teradata VantageCloud vs Microsoft Azure Data Explorer
- Alibaba Cloud AnalyticDB vs Apache Doris
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How we rank analytical data store 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