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The best analytics databases in 2026

Analytics Databases are optimized for running fast queries on large datasets. They support dashboards, BI tools, and advanced analytical workloads.

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Top reviewed analytics databases

Top reviewed
ClickHouse
dominates high‑throughput analytics with millisecond aggregations, effortless scaling, and a polished managed cloud—suited to event data, observability, and real‑time dashboards.
DuckDB
excels for in‑process, local analytics over CSV/Parquet and dataframes, ideal for notebooks and browser apps.
Snowflake
targets multi‑workload data sharing and governed analytics across teams, favoring elastic warehousing and collaboration in the Data Cloud.
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