smithclay
Joined 14 years ago
Joined 14 years ago
In theory, at least.
Observability vendors have been beating the drum for 10+ years that there's so much untapped business value in operational data. Seems like we might be getting close to seeing how real that is.
There's a cool alternate rust/datafusion ecosystem initiative going on at https://github.com/datafusion-contrib/datafusion-ducklake, and think the Quack protocol opens up a lot of cool possibilities too.
If you need an idea for what do do with ducklake: recommend throwing all of your agent traces in it.
Some related work I recommend checking out: - https://arxiv.org/abs/2609.33023 (new last week!) - https://github.com/SREGym/SREGym - https://github.com/hyperdxio/hyperdx/tree/main/packages/hdx-... (Clickstack's version) - https://github.com/grafana/o11y-bench (Grafana's version)
Great when you're a solo dev deploying a worker, but would be incredible for production deployments if this could also just natively output terraform code.
* Cloudflare also seems to have gotten the same idea right with R2 Data Catalog
Haven't had Amazon Prime for 2+ years and don't miss it, but would definitely miss my Costco membership.
duckdb is becoming a kind of data superglue between a lot of data ecosystems (GIS, observability, analytics, lakehouses, object storage, etc) that don't talk to each other typically, and it's worth checking out in 2026.
* https://github.com/duckdb/extension-template * https://duckdb.org/community_extensions/
That said… think duckdb/ducklake/quack could potentially be a future replacement for Mimir or Clickstack with way less operational complexity.
This makes Ducklake much more interesting for my use case, excited where this is going.
* https://fly.io/blog/design-and-implementation/ * https://juicefs.com
I'm coming at it from more of the data infrastructure side (e.g. send all of your logs and metrics to a cheap Iceberg catalog in the cloud so you have a central place to query[1]) but also check out https://github.com/tobilg/ai-observer -- duckdb popping up everything to make this interesting and easy.
For customers, it makes migrations much easier and less-risky between vendors.
For the vendors themselves, it means you can cheaply and reliably port features your competitors have that you don’t have.
Posted this yesterday as well, but seems like a really nice emerging pythonic way to call out to remote infrastructure (see: Modal[1]).
[1]: https://modal.com/docs/examples/hackernews_alerts#defining-t...
[1] https://modal.com/docs/examples/hackernews_alerts [2] https://docs.ray.io/en/latest/ray-overview/getting-started.h...
edit: forgot to mention StackQL [3], which is somewhat similar but takes a SQL-first vs python-first approach. The IaC space is about to get a lot more interesting.
The only other benchmark I've come across is https://sreben.ch/ ... certainly there must be others by now?