Hacker ApprovedDepartments

The best analytical databases, according to hackers

5 analytical databases were recommended on Hacker News between November 2025 and November 2026. We rank them by how many separate people recommend each one, and 2 earn the Hacker Approved badge.

Top picks

The two most recommended analytical databases with the badge. Each figure is 25 people. RecommendsCriticizes One comment

  1. DuckDB

    390 recommend, 53 criticize, 88% approval

    Ranked 1 of 5 by recommenders

    Fast, efficient analytical queries

    An embedded analytical SQL database that makes querying CSV, JSON and Parquet files fast and easy on one machine, though concurrency limits and slow small inserts frustrate some.

  2. ClickHouse

    124 recommend, 32 criticize, 79% approval

    Ranked 2 of 5 by recommenders

    Very fast analytical queries

    A fast open-source columnar database for analytics, logs and observability that handles huge data volumes well, though secondary indexing, resource management and operations can be tricky.

All 5 analytical databases, ranked

Select a column heading to sort. Approval share is recommenders out of everyone who gave an opinion; the tick on each bar marks the 2 to 1 line the badge needs. Months counts the months, out of 13, in which someone recommended it.

Analytical databases ranked by the number of people who recommend them
Rank
1DuckDB3905388%131 yr9 ownersApproved
2ClickHouse1243279%125 yrs9 ownersApproved
3Trino9375%9——
4Exasol8189%310 yrs3 owners—
5chDB60100%6——

How we rank

Rank is the number of separate people who recommend a product in a Hacker News comment over the past year. Someone who praises the same analytical database in five threads counts once.

The badge goes to analytical databases that at least 10 people recommend, with recommenders outnumbering critics at least 2 to 1, recommended in at least 4 of the 13 months.

Rankings are never for sale. We may earn a commission when you buy through our links. It never changes the order.