Data & Analytics

The Best Data & Analytics Software

Ranked on query performance, cost predictability, semantic modelling and value at real contract sizes.

1
Snowflake
Cloud data warehouse with separated storage and compute and per-second billing.
4.5(6,100)$2 per credit, consumption-based
Query performance
4.6
Cost predictability
3.3
Governance
4.6
Ecosystem
4.7
2
Databricks
Lakehouse platform unifying data engineering, analytics and machine learning on open formats.
4.5(4,300)$0.07 per DBU, consumption-based
Query performance
4.5
Cost predictability
3.5
Governance
4.4
ML workflows
4.9
3
Metabase
Open-source BI that non-technical users can actually operate without SQL.
4.5(2,800)$0 self-hosted / $85 per month cloud
Semantic modelling
3.1
Self-serve usability
4.8
Governance
3.6
Embedding
4.0
4
BigQuery
Serverless warehouse with no cluster management and pricing by bytes scanned.
4.4(5,200)$6.25 per TB scanned
Query performance
4.4
Cost predictability
3.6
Governance
4.2
Ecosystem
4.1
5
Amplitude
Product analytics for behavioural cohorts, funnels and retention analysis.
4.4(3,900)$0 / $61 per month
Behavioural analysis
4.8
Self-serve usability
4.3
Governance
4.0
Experimentation
4.2
6
Looker
Governed BI built on a version-controlled semantic layer.
4.2(3,400)Custom, typically $60k+ per year
Semantic modelling
5.0
Self-serve usability
3.4
Governance
4.9
Embedding
4.6

FAQ

Common questions

What's the best data & analytics?

Snowflake tops this list, rated 4.5/5 from 6,100 reviews.

How many data & analytics tools are ranked here?

6. Ranked on query performance, cost predictability, semantic modelling and value at real contract sizes.

Is there a free data & analytics tool?

Yes — Snowflake has a free tier ($2 per credit, consumption-based).