The Best Analytics Data in 2026
We researched analytics data products using official vendor websites, including pricing pages, plan tables, and product documentation. Rankings consider how well each product handles the category’s core job, value for money, and verified features. Compare platforms for storing, preparing, and serving data for analytics.
Our top picks
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Top ranked
Google BigQuery#1 of 329.4/10Serverless SQL analytics with separate storage and compute, streaming, and SQL-based ML.
Free plan
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Runner-up
Amazon Redshift#2 of 329.3/10Flexible AWS warehousing with S3 queries, streaming ingestion, and SQL-based ML.
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Top-ranked free plan
Teradata VantageCloud#5 of 329.0/10A cloud analytics platform pairing Teradata Database with elastic compute and in-database ML.
Free plan · pricing on request
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 32 tools, best first
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Best forTeams wanting serverless cloud analytics and ML
Serverless SQL analytics with separate storage and compute, streaming, and SQL-based ML.
9.4/10★★★★★Visit BigQuery -
Best forTeams building analytics on AWS
Flexible AWS warehousing with S3 queries, streaming ingestion, and SQL-based ML.
9.3/10★★★★★Try Amazon Redshift -
Best forLakehouse teams needing governed SQL analytics
Governed SQL analytics with elastic serverless compute, dashboards, and incremental ETL.
9.2/10★★★★★Visit Databricks -
Best forAzure teams combining SQL, Spark, and pipelines
A broad Azure analytics service for teams bringing SQL, Spark, and pipelines together.
9.1/10★★★★★Visit Microsoft -
Best forEnterprises combining warehouse, lakehouse, and ML workloads
A cloud analytics platform pairing Teradata Database with elastic compute and in-database ML.
Free plan · pricing on request Our Teradata VantageCloud verdict → Visit TeradataFor vendors Sponsor this spot · #5 · $59/mo →9.0/10★★★★☆Visit Teradata -
Best forMid-market and enterprise data teams
A managed warehouse combining SQL analytics, machine learning, and automated database operations.
8.9/10★★★★☆Visit Oracle -
Best forTeams building open-source real-time analytics
A self-hosted MPP database for teams that need streaming analytics and federated SQL.
8.8/10★★★★☆Visit Apache Doris -
Best forHigh-cardinality, low-latency OLAP workloads
A self-hosted OLAP database for fast queries across high-cardinality event data.
8.7/10★★★★☆Visit Apache Druid -
Best forReal-time analytics with embedded access controls
A self-hosted analytics database that pairs streaming and batch data with SQL and access controls.
8.6/10★★★★☆Visit Apache Pinot -
Best forEnterprise teams querying mixed data sources
A hybrid data warehouse for querying mixed sources, with usage-based compute and AI-assisted SQL.
8.5/10★★★★☆Visit Cloudera -
Best forTeams needing open-source federated SQL
Query and join data across systems with distributed SQL, without centralizing it first.
8.4/10★★★★☆Visit Trino -
Best forTeams wanting managed ClickHouse with scaling controls
Managed operations and scaling controls for teams running ClickHouse analytics workloads.
8.3/10★★★★☆Visit ClickHouse -
Best forTeams querying many sources with self-hosted SQL
A self-hosted SQL engine for fast analytics across warehouse and lake data.
8.2/10★★★★☆Explore StarRocks -
Best forTeams federating cloud and self-hosted data
Federated SQL and Iceberg support for teams working across cloud and self-hosted data.
8.1/10★★★★☆Visit Dremio -
Best forTeams needing open table transactions and time travel
A table format for transactional lakehouse data, not a complete analytics warehouse.
8.0/10★★★★☆Explore Delta Lake -
Best forTeams building mutable transactional lakehouse tables
A self-hosted table layer for mutable, streaming, and CDC lakehouse workloads.
7.9/10★★★★☆Visit Apache Hudi -
Best forTeams needing evolving open tables and snapshots
A focused open table format for teams managing shared analytic tables across compute engines.
7.8/10★★★★☆Visit Apache Iceberg -
Best forTeams needing managed federated SQL with a free tier
Federated SQL and Iceberg workloads in a managed cloud service, with a free tier.
7.7/10★★★★☆Try Starburst Galaxy -
Best forTeams needing hybrid in-memory analytics and ML
A hybrid analytics database for concurrent SQL, streaming ingestion, and embedded ML.
7.6/10★★★★☆Visit Exasol -
Best forTeams needing managed SQL with streaming pipelines
Managed SQL with streaming ingestion, scaling options, and usage-based pricing.
7.5/10★★★★☆Visit SingleStore -
Best forHybrid teams needing elastic SQL warehousing
Elastic SQL warehousing with separate storage and compute for hybrid analytics.
7.4/10★★★★☆Visit Yellowbrick -
Best forTeams building analytics and AI on data lakes
A hybrid analytics engine that combines lake queries, streaming ingestion, and vector search.
7.3/10★★★★☆Visit Firebolt -
Best forSmall teams using serverless DuckDB analytics
A cloud DuckDB service with sharing, visualizations, scheduled Python pipelines, and AI-assisted SQL.
7.2/10★★★★☆Visit MotherDuck -
Best forTeams combining analytics with transactional Db2 workloads
Db2 pairs transactional processing with real-time analytics across cloud and self-hosted deployments.
7.1/10★★★★☆Visit IBM Db2 -
Best forTeams analyzing time-series data
A time-series platform with flexible ingestion, query options, and cloud or self-managed deployment.
7.0/10★★★★☆Visit InfluxDB -
Best forTeams building open-source time-series analytics
A focused time-series database with flexible ingestion and SQL analytics.
6.9/10★★★☆☆Visit QuestDB -
Best forTeams processing changing data with incremental SQL views
A streaming SQL database that keeps views current as operational changes arrive.
6.8/10★★★☆☆Visit Materialize -
Best forTeams building exactly-once SQL stream processing
A focused SQL stream-processing platform with exactly-once processing and cloud or self-managed options.
6.7/10★★★☆☆Visit RisingWave -
Best forEnterprises unifying profiles and audiences
A profile and audience platform for organizations connecting customer data across systems.
6.5/10★★★☆☆Visit SAP -
Best forFabric teams doing notebook-based data engineering
A Fabric-native workspace for Spark engineering, lakehouse workflows, and ML.
6.4/10★★★☆☆Visit site -
Best forSnowflake teams building notebook-based analytics
A governed notebook workspace for teams developing Python and SQL workflows on Snowflake.
6.3/10★★★☆☆Visit Snowflake -
Best forSelf-hosted teams needing PostgreSQL-compatible MPP
Greenplum pairs PostgreSQL-compatible SQL with distributed query execution for warehouse workloads.
6.2/10★★★☆☆Visit Greenplum
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 | Azure Synapse Analytics | No | 9.1 | |
| 5 | Teradata VantageCloud | Yes | $6 usage-based | 9.0 |
| 6 | Oracle Autonomous Data Warehouse | Yes | 8.9 | |
| 7 | Apache Doris | Yes | Free | 8.8 |
| 8 | Apache Druid | Free | 8.7 | |
| 9 | Apache Pinot | Free | 8.6 | |
| 10 | Cloudera Data Warehouse | No | $0.07/unit usage-based | 8.5 |
| 11 | Trino | Yes | Free | 8.4 |
| 12 | ClickHouse Cloud | No | $50/mo | 8.3 |
| 13 | StarRocks | Yes | Free | 8.2 |
| 14 | Dremio | Yes | 8.1 | |
| 15 | Delta Lake | Yes | Free | 8.0 |
| 16 | Apache Hudi | Free | 7.9 | |
| 17 | Apache Iceberg | Free | 7.8 | |
| 18 | Starburst Galaxy | Yes | $0.50/unit usage-based | 7.7 |
| 19 | Exasol | Yes | $25/GB/mo | 7.6 |
| 20 | SingleStore Helios | Yes | $0.99 usage-based | 7.5 |
| 21 | Yellowbrick Data Warehouse | No | $482/unit/yr | 7.4 |
| 22 | Firebolt | Yes | $0.92/unit usage-based | 7.3 |
| 23 | MotherDuck | Yes | $250/mo | 7.2 |
| 24 | IBM Db2 | Yes | $630/mo | 7.1 |
| 25 | InfluxDB | Yes | $0.002/GB usage-based | 7.0 |
| 26 | QuestDB | Yes | Free | 6.9 |
| 27 | Materialize | Yes | $1.50/unit usage-based | 6.8 |
| 28 | RisingWave | No | $0.23/unit usage-based | 6.7 |
| 29 | SAP Customer Data Platform | No | 6.5 | |
| 30 | Microsoft Fabric Notebooks | Yes | 6.4 | |
| 31 | Snowflake Notebooks | 6.3 | ||
| 32 | Greenplum Database | No | 6.2 |
Head-to-head All 4 comparisons →
- Google BigQuery vs Databricks SQL Warehouse
- Databricks SQL Warehouse vs Teradata VantageCloud
- Azure Synapse Analytics vs Teradata VantageCloud
- Teradata VantageCloud vs Apache Druid
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How we rank analytics data
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