-
Notifications
You must be signed in to change notification settings - Fork 1.2k
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Add Prometheus compatibility survey blog #4649
Merged
Merged
Changes from 18 commits
Commits
Show all changes
25 commits
Select commit
Hold shift + click to select a range
dc3201f
add Prometheus compatibility survey blog
dashpole fc09859
Apply suggestions from code review
dashpole 39d818d
fix presubmit
dashpole 4891e01
link to blog questions and results
dashpole 5454ffc
clarify motivation for the survey
dashpole 511d424
Update content/en/blog/2024/prometheus-compatibility-survey/index.md
dashpole 2443dcf
update refcache
dashpole 21a70e0
Apply suggestions from code review
dashpole 87ac89f
formatting
dashpole 0bfe7a9
add links for prometheus components
dashpole aa220ec
update refcache
dashpole 4aba15f
address feedback
dashpole 225a858
refcache
dashpole d4a3c33
note 5 spam responses
dashpole e719c70
fix lint
dashpole aedcde5
try to fix warnings
dashpole 23c2d3c
fix some percentage calculations
dashpole ca81145
Merge branch 'main' into prometheus_survey
svrnm 824e322
Update content/en/blog/2024/prometheus-compatibility-survey/index.md
dashpole c9b7c03
Update content/en/blog/2024/prometheus-compatibility-survey/index.md
dashpole d9388b3
Merge branch 'main' into prometheus_survey
dashpole 84cb594
fix submodules
svrnm ed0cea1
Merge branch 'main' into prometheus_survey
svrnm 0f9a7f3
Update content/en/blog/2024/prometheus-compatibility-survey/index.md
svrnm 3e9fc1f
Results from /fix:all
opentelemetrybot File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
There are no files selected for viewing
Submodule opentelemetry-go
updated
1027 files
Submodule opentelemetry-specification
updated
35 files
Binary file added
BIN
+144 KB
content/en/blog/2024/prometheus-compatibility-survey/dots-vs-underscores.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
197 changes: 197 additions & 0 deletions
197
content/en/blog/2024/prometheus-compatibility-survey/index.md
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,197 @@ | ||
--- | ||
title: Insights from the Prometheus Compatibility Survey | ||
linkTitle: Prometheus Compatibility Survey | ||
date: 2024-06-10 | ||
author: '[David Ashpole](https://github.com/dashpole) (Google)' | ||
dashpole marked this conversation as resolved.
Show resolved
Hide resolved
|
||
issue: https://github.com/open-telemetry/sig-end-user/issues/24 | ||
sig: End-User SIG | ||
cSpell:ignore: Ashpole | ||
--- | ||
|
||
[Prometheus](https://prometheus.io/) and OpenTelemetry are two of the most | ||
active and popular projects in the | ||
[CNCF observability landscape](https://landscape.cncf.io/guide#observability-and-analysis--observability). | ||
The two communities have been working together since the early days of | ||
OpenTelemetry to improve the compatibility between the two projects. The | ||
OpenTelemetry Prometheus SIG has been leading this effort, with the active | ||
participation of maintainers from both OpenTelemetry and Prometheus. | ||
|
||
At this point, there is a | ||
[detailed, experimental specification](/docs/specs/otel/compatibility/prometheus_and_openmetrics/) | ||
describing how to convert between the | ||
[OpenTelemetry metrics data model](/docs/specs/otel/metrics/data-model/#opentelemetry-protocol-data-model) | ||
and | ||
[Prometheus metric formats](https://github.com/prometheus/docs/blob/main/content/docs/instrumenting/exposition_formats.md). | ||
It has been used to implement Prometheus | ||
[(pull) exporters for OpenTelemetry SDKs](https://pkg.go.dev/go.opentelemetry.io/otel/exporters/prometheus), | ||
[OTLP export from Prometheus libraries](https://prometheus.github.io/client_java/otel/otlp/), | ||
[OTLP ingestion for the Prometheus server](https://prometheus.io/docs/prometheus/latest/feature_flags/#otlp-receiver), | ||
and the OpenTelemetry Collector's | ||
[Prometheus Receiver](https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/receiver/prometheusreceiver) | ||
and | ||
[Prometheus exporters](https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/exporter/prometheusremotewriteexporter). | ||
dashpole marked this conversation as resolved.
Show resolved
Hide resolved
dashpole marked this conversation as resolved.
Show resolved
Hide resolved
|
||
|
||
One of the most challenging areas to reconcile is that OpenTelemetry metric | ||
names are changed when exporting to Prometheus. Today, the OpenTelemetry | ||
`http.server.request.duration` metric, with unit `s`, is translated to | ||
`http_server_request_duration_seconds` in Prometheus. Some users are familiar | ||
with the Prometheus naming conventions, and appreciate the consistency this | ||
translation provides with existing metrics in the Prometheus ecosystem. Other | ||
users are confused when querying for the original OpenTelemetry name does not | ||
return any results. | ||
|
||
Prometheus is working on support for UTF-8 characters in metric names as part of | ||
its | ||
[2024 roadmap](https://prometheus.io/blog/2024/03/14/commitment-to-opentelemetry/#support-utf-8-metric-and-label-names), | ||
which potentially allows preserving dots in metric names. To better understand | ||
what users want their Prometheus query experience to look like, | ||
[the OTel x Prometheus Working Group](https://cloud-native.slack.com/archives/C01LSCJBXDZ) | ||
[ran a survey](https://github.com/open-telemetry/sig-end-user/tree/main/end-user-surveys/otel-prom-interoperability) | ||
with the help of the [OpenTelemetry End User SIG](/community/end-user/). | ||
Deciding on the default translation approach is one of the last remaining | ||
blockers for stabilizing the compatibility specification. | ||
|
||
The survey received 86 responses (and 5 spam), and contained many helpful pieces | ||
of feedback. Thank you to everyone that participated! The questions and raw | ||
results can be found | ||
[here](https://github.com/open-telemetry/sig-end-user/blob/main/end-user-surveys/otel-prom-interoperability/otel-prom-interoperability-survey.csv). | ||
|
||
## Overall takeaways | ||
|
||
- A majority (60%) prefer leaving the dots in the metric name, rather | ||
than translating to underscores. | ||
- A slight majority (54%) prefer having the unit in the name, but only 37% think | ||
it should be required. | ||
- Respondents who prefer units in the metric name are likely to also prefer | ||
translating dots to underscores. | ||
- The best predictors of the "units and underscores" group are Prometheus server | ||
experts and being an SRE. | ||
- The best predictors of the "no units and dots" group are OpenTelemetry library | ||
experts and being a developer. | ||
|
||
## Who took the survey | ||
|
||
Survey respondents were mostly from large (>1000 employees) companies (52%) in | ||
the Technology industry (71%). Respondents were more likely to consider | ||
themselves experts with Prometheus-related topics than with | ||
OpenTelemetry-related topics, and were evenly distributed across roles. Nearly | ||
all respondents (>90%) stored metrics in the Prometheus server or another open | ||
source Prometheus backend, and nearly all use PromQL to query their metrics. | ||
|
||
## Sentiment on the Current State | ||
|
||
Overall, respondents were neutral on the question of whether OpenTelemetry was | ||
easy to use with Prometheus, and considered the current translation between | ||
OpenTelemetry and Prometheus somewhat confusing. This was consistent regardless | ||
of their opinions on units or delimiters. | ||
|
||
## Dots and Underscores | ||
|
||
OpenTelemetry [specifies](/docs/specs/semconv/general/attribute-naming/) that | ||
conventions should use dots as the namespace delimiter, and underscores as the | ||
delimiter between "multi-word-dot-delimited components" (for example, | ||
`http.response.status_code`). On the other hand, Prometheus | ||
[uses underscores](https://prometheus.io/docs/concepts/data_model/#metric-names-and-labels) | ||
as its delimiter. | ||
|
||
Currently, when exporting in Prometheus format from an OpenTelemetry SDK, all | ||
dots are changed to underscores to comply with the Prometheus requirements. We | ||
wanted to learn whether OpenTelemetry users who used these exporters preferred | ||
to keep the dots in the original metric name, or liked the consistency with | ||
existing Prometheus metrics of translating to underscores. | ||
|
||
Of users who indicated they used OpenTelemetry for metrics, and PromQL as their | ||
query language, 60% preferred keeping the original OpenTelemetry metric name | ||
including dots, and 40% want metric names that match Prometheus conventions with | ||
only underscores. | ||
|
||
![Dots vs underscores pie chart](dots-vs-underscores.png) | ||
|
||
When we asked about specific example PromQL queries or alerts, the results | ||
dashpole marked this conversation as resolved.
Show resolved
Hide resolved
|
||
roughly aligned with the results above. Around 42% of users only selected | ||
queries with dots, and around 39% only selected queries that had underscores. | ||
The final 19% selected a mix of queries that included dots or underscores, | ||
indicating they are likely OK with either approach. | ||
|
||
## Units in Metric Names | ||
|
||
OpenTelemetry [specifies](/docs/specs/semconv/general/metrics/#units) that units | ||
should not generally be included in the metric name. Prometheus conventions | ||
[recommend](https://prometheus.io/docs/practices/naming/#metric-names) that the | ||
unit be included as a suffix of the metric name. OpenMetrics goes a step further | ||
and | ||
[requires this unit suffix](https://github.com/OpenObservability/OpenMetrics/blob/main/specification/OpenMetrics.md#unit). | ||
Currently, when exporting in Prometheus format from an OpenTelemetry SDK, the | ||
unit is added as a suffix to the metric name. | ||
|
||
Of users who indicated they used OpenTelemetry for metrics, and PromQL as their | ||
query language, 37% thought units should be a required suffix for metric names, | ||
and 46% thought units should not be added to metric names. The final 17% | ||
preferred the unit in the metric name, but didn't think it should be required. | ||
|
||
![Units in metric name pie chart](units-in-metric-name.png) | ||
|
||
When we asked about specific example PromQL queries or alerts, the results were | ||
somewhat more favorable to including the unit in the metric name compared with | ||
the question above. Around 45% of users only selected queries that included the | ||
unit, and around 28% only selected queries that excluded the unit. The final 27% | ||
selected a mix of queries that included or excluded the unit, indicating they | ||
are likely OK with either approach. | ||
|
||
## Trends | ||
|
||
### Correlation between Unit and Delimiter Preferences | ||
|
||
Preferences generally split into two groups: Those that want to preserve the | ||
original OpenTelemetry metric names, including dots, and without a unit suffix, | ||
and those that prefer changing the name to match Prometheus conventions. 57% of | ||
respondents who want to require units in metric names want to also want to | ||
change dots to underscores. 77% of respondents who don't want units in metric | ||
names prefer dots in metric names. | ||
|
||
### Group Differences | ||
|
||
The best predictors of a preference for units required in the name and changing | ||
dots to underscores were having a role of SRE, and being an expert with the | ||
Prometheus server configuration. For example, 88% of SRE respondents preferred | ||
translating dots to underscores. | ||
|
||
The best predictors of a preference for preserving the OpenTelemetry name with | ||
dots, and without units were having the role of developer, and being an expert | ||
with OpenTelemetry libraries. For example, 88% of developers preferred not | ||
translating dots to underscores. | ||
|
||
## Other feedback | ||
|
||
The most common challenge for all respondents was the instability of | ||
OpenTelemetry instrumentation, and confusion over the conversion logic. | ||
Respondents who preferred OpenTelemetry's conventions listed Prometheus' current | ||
lack of support for OpenTelemetry concepts (resource, scope, delta temporality, | ||
and unit metadata) as their most significant challenge. Respondents who | ||
preferred Prometheus' conventions listed OpenTelemetry's new concepts as | ||
confusing, and were unhappy that OpenTelemetry had deviated from Prometheus' | ||
existing conventions. | ||
dashpole marked this conversation as resolved.
Show resolved
Hide resolved
|
||
|
||
For the most part, this feedback aligns with the future plans in the | ||
OpenTelemetry and Prometheus communities. The OpenTelemetry semantic conventions | ||
SIG is working on stabilizing conventions for a a wide variety of | ||
instrumentation. The OpenTelemetry Prometheus interoperability SIG is working on | ||
incorporating the results of this survey into the compatibility specification. | ||
The Prometheus community has | ||
[ambitious plans](https://prometheus.io/blog/2024/03/14/commitment-to-opentelemetry/) | ||
to add support for OpenTelemetry concepts. | ||
|
||
## Keep in touch | ||
|
||
Thanks again to everyone who participated in the survey! We rely on your | ||
feedback to help guide the future development of OpenTelemetry and to ensure it | ||
continues to meet your evolving needs. We will post upcoming surveys in the | ||
following avenues: | ||
|
||
- [#otel-sig-end-user Slack channel](https://cloud-native.slack.com/archives/C01RT3MSWGZ) | ||
– you can also reach out to us here! | ||
- [End user resources page](/community/end-user/) | ||
|
||
You can provide further feedback or participate in discussions concerning | ||
OpenTelemetry and Prometheus interoperability in the | ||
[#otel-prometheus-wg Slack channel](https://cloud-native.slack.com/archives/C01LSCJBXDZ). |
Binary file added
BIN
+112 KB
content/en/blog/2024/prometheus-compatibility-survey/units-in-metric-name.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
@dashpole happy to publish this! Let me know what day works for you
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Lets do next Monday (7/15), if that works for you.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
I am so sorry, this slipped through the cracks, will publish it asap!