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timescale
timescaledb-toolkit
Rust2021–2022
timescale / timescaledb-toolkit

timescaledb-toolkit

Extension for more hyperfunctions, fully compatible with TimescaleDB and PostgreSQL 📈

2Distinct people
6Mentions
0Explicit recommenders
493GitHub stars
REPOSITORY AT A GLANCE

What to know before exploring

What it is

Extension for more hyperfunctions, fully compatible with TimescaleDB and PostgreSQL 📈

GitHub

Where it is used

No documented product use has been verified yet.

What people are saying

No recommendation phrase was found in the indexed comments.

No classified warning is attached to this page. Read the discussions before treating silence as approval.

Also in these discussions

Mentioned in the same Hacker News threads. That is not proof they are substitutes.

This week on Hacker News

Nov 7–Nov 14 UTC · Direct repository links and separately labeled related project stories. Indexed through 11/14/2026, 5:04:57 PM UTC.

No direct repository links were found in the indexed HN discussions over the past seven days. Older discussions are available below.

Mentions over time

HN mentions by week6 dated mentions

Observed mentions: 2021-08-06 00:44:10 UTC to 2022-02-22 19:21:57 UTC. Weeks start Monday, UTC.

0122021-08-02 00:00:00 UTC to 2021-08-09 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 commentsAug 22021-08-09 00:00:00 UTC to 2021-08-16 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-08-16 00:00:00 UTC to 2021-08-23 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-08-23 00:00:00 UTC to 2021-08-30 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-08-30 00:00:00 UTC to 2021-09-06 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-09-06 00:00:00 UTC to 2021-09-13 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-09-13 00:00:00 UTC to 2021-09-20 00:00:00 UTC (exclusive): 2 mentions; 0 submissions, 2 comments2021-09-20 00:00:00 UTC to 2021-09-27 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-09-27 00:00:00 UTC to 2021-10-04 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-10-04 00:00:00 UTC to 2021-10-11 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-10-11 00:00:00 UTC to 2021-10-18 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-10-18 00:00:00 UTC to 2021-10-25 00:00:00 UTC (exclusive): 2 mentions; 0 submissions, 2 comments2021-10-25 00:00:00 UTC to 2021-11-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-11-01 00:00:00 UTC to 2021-11-08 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-11-08 00:00:00 UTC to 2021-11-15 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 commentsNov 82021-11-15 00:00:00 UTC to 2021-11-22 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-11-22 00:00:00 UTC to 2021-11-29 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-11-29 00:00:00 UTC to 2021-12-06 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-12-06 00:00:00 UTC to 2021-12-13 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-12-13 00:00:00 UTC to 2021-12-20 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-12-20 00:00:00 UTC to 2021-12-27 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2021-12-27 00:00:00 UTC to 2022-01-03 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-01-03 00:00:00 UTC to 2022-01-10 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-01-10 00:00:00 UTC to 2022-01-17 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-01-17 00:00:00 UTC to 2022-01-24 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-01-24 00:00:00 UTC to 2022-01-31 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-01-31 00:00:00 UTC to 2022-02-07 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-02-07 00:00:00 UTC to 2022-02-14 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-02-14 00:00:00 UTC to 2022-02-21 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2022-02-21 00:00:00 UTC to 2022-02-28 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 commentsFeb 21

Counts come from the repository’s dated source evidence. Index cutoff: 2026-11-02 08:16:59 UTC.

View mention counts and date ranges
UTC ranges include their start and exclude their end. Select a period to filter the source evidence.
PeriodStart (UTC)End (exclusive, UTC)MentionsSubmissionsComments
Aug 22021-08-02 00:00:00 UTC2021-08-09 00:00:00 UTC101
Aug 92021-08-09 00:00:00 UTC2021-08-16 00:00:00 UTC000
Aug 162021-08-16 00:00:00 UTC2021-08-23 00:00:00 UTC000
Aug 232021-08-23 00:00:00 UTC2021-08-30 00:00:00 UTC000
Aug 302021-08-30 00:00:00 UTC2021-09-06 00:00:00 UTC000
Sep 62021-09-06 00:00:00 UTC2021-09-13 00:00:00 UTC000
Sep 132021-09-13 00:00:00 UTC2021-09-20 00:00:00 UTC202
Sep 202021-09-20 00:00:00 UTC2021-09-27 00:00:00 UTC000
Sep 272021-09-27 00:00:00 UTC2021-10-04 00:00:00 UTC000
Oct 42021-10-04 00:00:00 UTC2021-10-11 00:00:00 UTC000
Oct 112021-10-11 00:00:00 UTC2021-10-18 00:00:00 UTC000
Oct 182021-10-18 00:00:00 UTC2021-10-25 00:00:00 UTC202
Oct 252021-10-25 00:00:00 UTC2021-11-01 00:00:00 UTC000
Nov 12021-11-01 00:00:00 UTC2021-11-08 00:00:00 UTC000
Nov 82021-11-08 00:00:00 UTC2021-11-15 00:00:00 UTC000
Nov 152021-11-15 00:00:00 UTC2021-11-22 00:00:00 UTC000
Nov 222021-11-22 00:00:00 UTC2021-11-29 00:00:00 UTC000
Nov 292021-11-29 00:00:00 UTC2021-12-06 00:00:00 UTC000
Dec 62021-12-06 00:00:00 UTC2021-12-13 00:00:00 UTC000
Dec 132021-12-13 00:00:00 UTC2021-12-20 00:00:00 UTC000
Dec 202021-12-20 00:00:00 UTC2021-12-27 00:00:00 UTC000
Dec 272021-12-27 00:00:00 UTC2022-01-03 00:00:00 UTC000
Jan 32022-01-03 00:00:00 UTC2022-01-10 00:00:00 UTC000
Jan 102022-01-10 00:00:00 UTC2022-01-17 00:00:00 UTC000
Jan 172022-01-17 00:00:00 UTC2022-01-24 00:00:00 UTC000
Jan 242022-01-24 00:00:00 UTC2022-01-31 00:00:00 UTC000
Jan 312022-01-31 00:00:00 UTC2022-02-07 00:00:00 UTC000
Feb 72022-02-07 00:00:00 UTC2022-02-14 00:00:00 UTC000
Feb 142022-02-14 00:00:00 UTC2022-02-21 00:00:00 UTC000
Feb 212022-02-21 00:00:00 UTC2022-02-28 00:00:00 UTC101

What Hacker News says

6 sources
Hi! So the team is over 100 at this point, but engineering effort is spread across multiple products at this point. The core timescaledb repo [0] currently has 10-15 primary engineers, with a few others working on DB hyperfunctions and our function pipelining [1] in a separate extension [2]. I think generally the set of outside folks who contribute to low-level database internals in C is just smaller than other type of projects. We also have our promscale product [3], which is our observability backend powered by SQL & TimescaleDB. And then there is Timescale Cloud [4], which is obviously a large engineering effort, most of which does not happen in public repos. Interested? We're growing the teams aggressively! Fully remote & global. https://www.timescale.com/careers -- [0] https://github.com/timescale/timescaledb [1] https://www.timesc
Read the rest
In Timescale raises $110M Series C
(NB: Post author here!) This is all true! We have a bit more info on that choice in this post [1]. But in general the Toolkit extension [2] is meant to have a bit of a lighter touch than the core TimescaleDB extension [3], it's meant for moving faster and working almost entirely with the custom functions/types/operators type approach rather than the core extension which is integrated much more deeply into the planner & executor and deals with a number of other hooks. It would be possible to do that in Rust, but because it's so deeply integrated with the main Postgres codebase there would just be a lot of translation going on and you'd get a lot less of the benefits of working in Rust. So C is more natural for much of the core DB extension. PGX [4] is also a huge help for writing this sort of extension. The point of Toolkit is really to m
Read the rest
ove much faster, try lots of things, mostly using the more SQL facing API (CREATE FUNCTION, CREATE AGGREGATE and the like). And PGX helps manage all of that really nicely. The rest of Rust being available is also great and we like working in the language, but without PGX it'd be a lot harder and we couldn't move nearly as fast. [1]: https://blog.timescale.com/blog/introducing-hyperfunctions-n... [2]: https://github.com/timescale/timescaledb-toolkit [3]: https://github.com/timescale/timescaledb [4]: https://github.com/zombodb/pgx
In Function pipelines: Building functional programming into PostgreSQL
Absolutely! We're actually developing a lot of that: https://github.com/timescale/timescaledb-toolkit/tree/main/d... A number of the things you're looking for we've done experimentally and we'll be stabilizing over the next few releases. So we'd love some feedback while we're still able to futz with the API without making breaking changes. But the two you're asking about are, I think, going to be covered by hyperloglog (we just reimplemented the internals with HLL++) and stats_agg family of functions, which have both 1D (which will give you avg, stddev, variance, etc) and 2D (co-variance, slope, intercept, x-intercept etc as well as all the 1D functions). Would also love issues if you think we're missing other stuff, going to be generalizing this and want to make it useful for folks. (NB: Post author here.)
In How PostgreSQL aggregation works and how it inspired our hyperfunctions’ design

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