web_server.rs: Added bucket domain to observability #608

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jpds wants to merge 1 commit from jpds/garage:domain-web-requests into main
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jpds force-pushed domain-web-requests from 604ad5498f to 0501d722eb 2023-08-02 15:45:47 +00:00 Compare
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I understand why this is interesting to have as a metric, but we have to be very carefull with cardinality explosion in Prometheus. Logging the domain of the bucket with each request means that we are multiplying the cardinality by n, where n is an arbitrarily large number (some Garage deployments will have thousands or more of buckets enabled for static website serving). The official documentation for Prometheus recommends using metrics with cardinality < 100 for best performance, we will definitely be much higher than that with a patch like this one.

I'd be interested in having the opinion of a monitoring expert like @maximilien, but basically I think this patch should not be integrated.

Reading on the subject: https://stackoverflow.com/questions/46373442/how-dangerous-are-high-cardinality-labels-in-prometheus

I understand why this is interesting to have as a metric, but we have to be very carefull with cardinality explosion in Prometheus. Logging the domain of the bucket with each request means that we are multiplying the cardinality by n, where n is an arbitrarily large number (some Garage deployments will have thousands or more of buckets enabled for static website serving). The official documentation for Prometheus recommends using metrics with cardinality < 100 for best performance, we will definitely be much higher than that with a patch like this one. I'd be interested in having the opinion of a monitoring expert like @maximilien, but basically I think this patch should not be integrated. Reading on the subject: <https://stackoverflow.com/questions/46373442/how-dangerous-are-high-cardinality-labels-in-prometheus>
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Even with my little deployment, you have much heavier metrics cardinality-wise than this already:

Screenshot from 2023-08-04 08-47-44

(And that RPC metric is the top 3 in my monitoring behind two heavier GRPC ones from thanos.io itself).

And with domain buckets in the low tens, the Grafana web requests panel with this is far more interesting than "my static site hosting is doing something, but I have zero idea which domains are actually popular with users" on top of having no means of correlation of those requests to other observability signals such as a webserver logs.

https://prometheus.io/docs/practices/instrumentation/#do-not-overuse-labels - from the documentation about the "less than 100" recommendation, you also have examples of exporters such as node_exporter which are, not only, going to hundreds more in cardinality, but on Prometheus deployments monitoring tens/hundreds of thousands of phyiscal nodes... I can attest from experience that as the docs say "is fine for Prometheus to handle".

Caddy also wants to add this level of granularity to their metrics: https://github.com/caddyserver/caddy/issues/3784 - and they simply haven't been able to because of how their rule evaluation is done. Having awareness of how many requests are hitting a frontend before it gets to a backend is very important (especially so once you add in a cache layer and discover a fun bug in the process).

Even with my little deployment, you have **much heavier** metrics cardinality-wise than this already: - https://medium.com/@dotdc/prometheus-performance-and-cardinality-in-practice-74d5d9cd6230 ![Screenshot from 2023-08-04 08-47-44](/attachments/4d677199-04ec-4f7d-b968-5be2a56bcd07) (And that RPC metric is the top 3 in my monitoring behind two heavier GRPC ones from [thanos.io](https://thanos.io/) itself). And with domain buckets in the low tens, the Grafana web requests panel with this is far more interesting than "my static site hosting is doing _something_, but I have zero idea which domains are actually popular with users" on top of having no means of correlation of those requests to other observability signals such as a webserver logs. https://prometheus.io/docs/practices/instrumentation/#do-not-overuse-labels - from the documentation about the "less than 100" recommendation, you also have examples of exporters such as `node_exporter` which are, not only, going to hundreds more in cardinality, but on Prometheus deployments monitoring tens/hundreds of thousands of phyiscal nodes... I can attest from experience that as the docs say "is fine for Prometheus to handle". Caddy also wants to add this level of granularity to their metrics: https://github.com/caddyserver/caddy/issues/3784 - and they simply haven't been able to because of how their rule evaluation is done. Having awareness of how many requests are hitting a frontend before it gets to a backend is very important (especially so once you add in a cache layer and discover a [fun bug](https://github.com/caddyserver/cache-handler/issues/58) in the process).
Owner

Hello, SRE by trade here

TLDR: I think adding per-bucket metrics is fine, we can compromise by adding an option to enable/disable that behavior.

The need for bucket is real, as it is very challenging to actually understand which bucket might be targeted by requests without that - outside of the clunky solution to rest on log parsing. There are multiple layers to what can be considered acceptable as far as cardinality is concerned, and it highly depends on how much memory and storage you are confortable giving prometheus (or you local TSDB backend flavor).

To the argument that the RPC metrics have a higher cardinality, that cardinality is bounded to the number of nodes and the number of RPC calls, two values that are relatively bounded. The number of buckets on the other end, is purely controlled by the user, and is not bounded, hence @lx's reluctance to add that as a label. On the other end, it is a stable value (assuming someone is not creating ephemeral buckets, which could very much be the case in some deployments) so this should have a very limited impact in most deployments. The best is likely to add that as an option, so people can turn it on if they wish so, and we don't impact larger deployments unnecessarily.

Hello, SRE by trade here TLDR: I think adding per-bucket metrics is fine, we can compromise by adding an option to enable/disable that behavior. The need for bucket is real, as it is very challenging to actually understand which bucket might be targeted by requests without that - outside of the clunky solution to rest on log parsing. There are multiple layers to what can be considered _acceptable_ as far as cardinality is concerned, and it highly depends on how much memory and storage you are confortable giving prometheus (or you local TSDB backend flavor). To the argument that the RPC metrics have a higher cardinality, that cardinality is bounded to the number of nodes and the number of RPC calls, two values that are relatively bounded. The number of buckets on the other end, is purely controlled by the user, and is not bounded, hence @lx's reluctance to add that as a label. On the other end, it is a stable value (assuming someone is not creating ephemeral buckets, which could very much be the case in some deployments) so this should have a very limited impact in most deployments. The best is likely to add that as an option, so people can turn it on if they wish so, and we don't impact larger deployments unnecessarily.
Owner

So can we make this optionnal behavior? It can be enabled by default but we need a way to disable it if it ever causes issues on large deployments.

So can we make this optionnal behavior? It can be enabled by default but we need a way to disable it if it ever causes issues on large deployments.
maximilien added this to the v1.1 milestone 2024-08-07 21:50:54 +00:00
maximilien self-assigned this 2024-08-07 21:51:00 +00:00
Owner

@jpds are you willing to rebase and implement a configuration parameter to make this optional? Otherwise I can do it.

@jpds are you willing to rebase and implement a configuration parameter to make this optional? Otherwise I can do it.
maximilien added the
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Reference: Deuxfleurs/garage#608
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