Snowflake

Databricks

Lakehouse for Spark, Delta, Mosaic AI and unified analytics + ML.

8.7Data·MLOps

BigQuery

Google's serverless warehouse — SQL over petabytes, connected to the GCP stack.

8.6Data·Warehouse

ClickHouse

Columnar OLAP database for realtime analytics — Cloud or you run the nodes.

8.8Data·Warehouse

dbt

Transform warehouse data as versioned SQL models with tests and docs.

8.9Data·ETL / ELT

MotherDuck

DuckDB in the cloud — local-speed SQL that also syncs a shared warehouse.

8.4Data·Warehouse

Metabase

Open-source BI that non-analysts can actually query, self-host or cloud.

8.5Data·BI

Looker

Google's governed BI layer — LookML models, embeds and Looker Studio sibling.

8.2Data·BI