Hacker ApprovedDepartments

Sirius DB

Shares rank 18 of 22 databases by recommenders

Recommended for its top ClickBench ranking and for preparing data in place before AI work. Critics say the gain over DuckDB is marginal.

Recommended for its top ClickBench ranking and for preparing data in place before AI work. Critics say the gain over DuckDB is marginal.

6 people gave an opinion

recommend it
5
criticize it
1
approval share
83%
Each figure is one person. RecommendsCriticizes

Recommended in 1 of 13 months

  1. November 2025: not recommended
  2. December 2025: not recommended
  3. January 2026: recommended
  4. February 2026: not recommended
  5. March 2026: not recommended
  6. April 2026: not recommended
  7. May 2026: not recommended
  8. June 2026: not recommended
  9. July 2026: not recommended
  10. August 2026: not recommended
  11. September 2026: not recommended
  12. October 2026: not recommended
  13. November 2026: not recommended (month in progress)

Why it doesn’t carry the badge

  • 5 people recommend itNeeds 10 or more, not met.
  • 5 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 1 of 13 monthsNeeds 4 or more, not met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Top ClickBench ranking

    “Its sitting at the top in clickbench .Pretty cool”

    Comment from 3 Jan 2026 in “Sirius DB”
  • Prepares data in place

    “need something like SiriusDB to manipulate and prepare data in-place before the AI algorithms get to work”

    Comment from 3 Jan 2026 in “Sirius DB”
  • Makes sense in some niches

    “There are niches where this makes sense”

    Comment from 3 Jan 2026 in “Sirius DB”

What people warn about

Each mark is one comment

  • Marginal gain over DuckDB

    “its marginal compared to promised 10x improvement”

    Comment from 4 Jan 2026 in “Sirius DB”

    “improvement over DuckDb is kinda marginal (44%)”

    Comment from 3 Jan 2026 in “Sirius DB”
  • Only suits some niches

    “There are niches where this makes sense”

    Comment from 3 Jan 2026 in “Sirius DB”

Other databases people recommend

The four most recommended other databases, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

Sirius DB compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
PostgreSQL81623378%1310 yrs42 ownersApproved
MySQL12410754%12——
Microsoft SQL Server735955%1220 yrs6 owners—
Microsoft Access623961%12——
Sirius DBThis page5183%1——
See all 22 databases, ranked

What people said

5 of the 7 comments that mention it, newest first. Each links to the original comment.

“its marginal compared to promised 10x improvement”

CriticizesComment from 4 Jan 2026 in “Sirius DB”

“improvement over DuckDb is kinda marginal (44%)”

CriticizesComment from 3 Jan 2026 in “Sirius DB”

“Its sitting at the top in clickbench .Pretty cool”

RecommendsComment from 3 Jan 2026 in “Sirius DB”

“There are niches where this makes sense”

MixedComment from 3 Jan 2026 in “Sirius DB”

“need something like SiriusDB to manipulate and prepare data in-place before the AI algorithms get to work”

RecommendsComment from 3 Jan 2026 in “Sirius DB”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.