From d52faa35093580f0deaa132c45ba72eeed27a3a2 Mon Sep 17 00:00:00 2001 From: Brandon Morelli Date: Tue, 16 Mar 2021 12:29:28 -0700 Subject: [PATCH] docs: [APM] Correlations (#94620) (#94734) --- docs/apm/correlations.asciidoc | 91 ++++++++++++++++++ docs/apm/how-to-guides.asciidoc | 3 + docs/apm/images/correlations-hover.png | Bin 0 -> 510511 bytes docs/apm/images/correlations.png | Bin 0 -> 517392 bytes docs/apm/images/error-rate-hover.png | Bin 0 -> 524077 bytes .../app/correlations/custom_fields.tsx | 2 +- 6 files changed, 95 insertions(+), 1 deletion(-) create mode 100644 docs/apm/correlations.asciidoc create mode 100644 docs/apm/images/correlations-hover.png create mode 100644 docs/apm/images/correlations.png create mode 100644 docs/apm/images/error-rate-hover.png diff --git a/docs/apm/correlations.asciidoc b/docs/apm/correlations.asciidoc new file mode 100644 index 0000000000000..1776cd72ac584 --- /dev/null +++ b/docs/apm/correlations.asciidoc @@ -0,0 +1,91 @@ +[role="xpack"] +[[correlations]] +=== Find latency and error correlations + +**Correlations** surface attributes of your data that are potentially correlated with high-latency or erroneous transactions. +Surfaced attributes are user-defined, meaning that they are completely customizable to your APM data. +Find something interesting? A quick click of a button will auto-query your data as you work to resolve the underlying issue. + +For example, a site reliability engineer, who is responsible for keeping production systems up and running, +notices an increase in latency in certain transactions. +Analyzing metadata or tags that exist in high-latency transactions but not in lower-latency transactions +can potentially point towards the root cause. +They may find that a particular piece of hardware, like a host or pod, has failed, increasing latency. +Or, perhaps a set of users, based on IP address or region, is physically too far away from the nearest +data center, increasing latency. + +[discrete] +[[view-correlations]] +=== View correlations + +With a service selected, click **View correlations**: + +[role="screenshot"] +image::apm/images/correlations.png[Correlations] + +Queries within the APM app apply to the correlations shown in the correlations fly-out. + +If a correlated field seems noteworthy, use the **Filter** quick links: + +* `+` creates a new query in the APM app for transactions containing the selected value. +* `-` creates a new query in the APM app for transactions without the selected value. + +[discrete] +[[correlations-latency]] +==== Find high-latency correlations + +Correlations help you discover which fields are contributing to increased service latency. + +A latency distribution chart visualizes the overall latency of the selected service's transactions. +Correlated attributes are sorted by _Impact_–a visual representation of the score for the underlying +aggregation that powers correlations. +Attributes with a high impact, or attributes present in a large percentage of slow transactions, +may contribute to increased latency. + +To find high-latency correlations, hover over each potentially correlated attribute to +compare the latency distribution of transactions with and without the selected attribute. + +For example, in the screenshot below, the field `user_agent.name` and value `HeadlessChrome` +exists primarily in higher-latency transactions between 3.7 and 8.7 seconds. + +[role="screenshot"] +image::apm/images/correlations-hover.png[Correlations hover effect] + +Selecting the `+` filter creates a new query in the APM app for transactions with +`user_agent.name: HeadlessChrome`. With the "noise" now filtered out, +you can begin viewing sample traces to continue your investigation. + +[discrete] +[[correlations-error-rate]] +==== Find error rate correlations + +Correlations help you discover which fields are contributing to failed transactions. + +The Error rate over time chart visualizes the change in error rate over the selected time frame. +Correlated attributes are sorted by _Impact_–a visual representation of the score for the underlying +aggregation that powers correlations. +Attributes with a high impact, or attributes present in a large percentage of failed transactions, +may contribute to increased error rates. + +To find error rate correlations, hover over each potentially correlated attribute to +compare the error rate distribution of transactions with and without the selected attribute. + +For example, in the screenshot below, the field `url.original` and value `http://localhost:3100...` +existed in 100% of failed transactions between 6:00 and 10:30. + +[role="screenshot"] +image::apm/images/error-rate-hover.png[Correlations errors hover effect] + +Selecting the `+` filter creates a new query in the APM app for transactions with +`url.original: http://localhost:3100...`. With the "noise" now filtered out, +you can begin viewing sample traces to continue your investigation. + +[discrete] +[[correlations-custom-fields]] +==== Customize fields + +Correlations are only as good as the data they're searching for. +By default, a handful of potentially useful fields are selected, like `lables`, `service.version`, and `host.ip`. +You can remove and add fields to this list under the **Customize fields** dropdown. + +TIP: Want to start over? Select **reset** to clear your customizations. diff --git a/docs/apm/how-to-guides.asciidoc b/docs/apm/how-to-guides.asciidoc index 9a415375f17fd..b4e49a69d5a7e 100644 --- a/docs/apm/how-to-guides.asciidoc +++ b/docs/apm/how-to-guides.asciidoc @@ -9,6 +9,7 @@ Learn how to perform common APM app tasks. * <> * <> * <> +* <> * <> * <> * <> @@ -22,6 +23,8 @@ include::custom-links.asciidoc[] include::filters.asciidoc[] +include::correlations.asciidoc[] + include::machine-learning.asciidoc[] include::advanced-queries.asciidoc[] diff --git a/docs/apm/images/correlations-hover.png b/docs/apm/images/correlations-hover.png new file mode 100644 index 0000000000000000000000000000000000000000..b903a8cdf8de60d1961ca6fc30cfa916290bda8e GIT binary patch literal 510511 zcmeFYbyQr>wm*ml3mzaiG!PsT+@0XwxP{>E4vjm(CAho0LxQ`z26qVBIMeywd*6LC z-#2UBd4JCOopny1>Z;l$dsprKsakuMHQt)MadK$Y)#CqjG>?;!xEDbfGXy=zOUeEQ5e5K#r(i^xI?%YED@A! zGGZ|*O20rXQDiy};2Q}$hT_mK_*24|@FR-7!5Y=5;qYy+EQmD6*=QWIC$LE$Sv_6A 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