[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-elastic-accessing-benchmark-results":3,"mdc--r8a2ic-key":35,"related-org-elastic-accessing-benchmark-results":3720,"related-repo-elastic-accessing-benchmark-results":3880},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":23,"repoUrl":24,"updatedAt":25,"license":26,"forks":27,"topics":28,"repo":30,"sourceUrl":33,"mdContent":34},"accessing-benchmark-results","retrieve and analyze Rally benchmark results","Retrieve Rally benchmark results from an external Elasticsearch metrics store. Use to list past races, get a single race's overall (per-task) results, chart a metric's trend across multiple runs, compare two races, or check whether a run converged — e.g. \"show me recent geonames races\", \"what's the service_time trend for nyc_taxis over the last 30 days?\", \"compare these two race-ids\". Applies when datastore.type = elasticsearch is set in ~\u002F.rally\u002Frally.ini.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"elastic","Elastic","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Felastic.png",[12,16,19,20],{"name":13,"slug":14,"type":15},"Performance","performance","tag",{"name":17,"slug":18,"type":15},"Data Analysis","data-analysis",{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},"Analytics","analytics",2027,"https:\u002F\u002Fgithub.com\u002Felastic\u002Frally","2026-07-12T07:46:38.54144",null,339,[29],"elasticsearch",{"repoUrl":24,"stars":23,"forks":27,"topics":31,"description":32},[29],"Macrobenchmarking framework for Elasticsearch","https:\u002F\u002Fgithub.com\u002Felastic\u002Frally\u002Ftree\u002FHEAD\u002Fskills\u002Faccessing-benchmark-results","---\nname: accessing-benchmark-results\ndescription: >-\n  Retrieve Rally benchmark results from an external Elasticsearch metrics store.\n  Use to list past races, get a single race's overall (per-task) results, chart\n  a metric's trend across multiple runs, compare two races, or check whether a\n  run converged — e.g. \"show me recent geonames races\", \"what's the service_time\n  trend for nyc_taxis over the last 30 days?\", \"compare these two race-ids\".\n  Applies when datastore.type = elasticsearch is set in ~\u002F.rally\u002Frally.ini.\n---\n\n# Accessing Rally benchmark results\n\nRally can persist every race to a dedicated Elasticsearch **metrics store** (set\n`datastore.type = elasticsearch` in the `[reporting]` section of `~\u002F.rally\u002Frally.ini`;\nsee `docs\u002Fconfiguration.rst`). This skill covers reading that data back — overall results,\ntrends across runs, comparisons, and convergence checks.\n\nThe metrics store is a separate cluster from the one under test. Point queries at the\nmetrics store host from `[reporting]`, never at the benchmark target.\n\n**Check for an existing report first.** If the race was launched via the\n`running-benchmarks` skill with `--report-file` (e.g. `~\u002Fbenchmarks\u002Fresult.md`), the\nsummary report for that single race is already saved on disk — read that file instead of\nre-querying. Use this skill's queries for anything the saved report doesn't cover: trends\nacross runs, comparisons, convergence, or ad-hoc aggregations.\n\n## When to use\n\n- Browsing past races for a track or time range.\n- Getting one race's overall per-task results (throughput, latency, service_time).\n- Charting how a metric moved across runs (regression \u002F improvement detection).\n- Comparing two specific races to quantify a change.\n- Checking whether a run's metrics stabilized (converged) over its duration.\n\n## Where the data lives\n\nBy default (`datastore.use_data_streams = true`) Rally writes to three data streams;\n`rally-races-v1`, `rally-results-v1`, and `rally-metrics-v1` (detailed below). If you set\n`datastore.use_data_streams = false`, Rally writes to monthly indices instead\n(`rally-races-YYYY-MM`, `rally-results-YYYY-MM`, `rally-metrics-YYYY-MM`). Querying with a\nwildcard (`rally-races-*`, `rally-results-*`, `rally-metrics-*`) covers both layouts.\n\n| Stream \u002F index | One doc per | Contains |\n|---|---|---|\n| `rally-races-v1` | race | race metadata: track, challenge, car, timestamps, user tags |\n| `rally-results-v1` | task+metric | aggregated results — the summary-report numbers |\n| `rally-metrics-v1` | sample | raw time-series samples + node\u002FGC\u002Fsegment metrics |\n\n## Key fields (`docs\u002Fmetrics.rst`)\n\n`race-id` (UUID grouping a run), `race-timestamp`, `@timestamp` (epoch ms per sample),\n`relative-time` (ms since race start), `track`, `challenge`, `car`, `environment`,\n`sample-type` (`normal` = measured samples, `warmup` = warmup-phase samples), `name` (metric name, e.g.\n`service_time`), `value`, `unit`, `task`, `operation`, `operation-type`, and `meta.*`\n(host\u002FCPU\u002FOS info, `source_revision`, `distribution_version`, and user tags stored as\n`meta.tag_\u003Ckey>`).\n\nMetric direction: for `latency`, `service_time`, `processing_time`, and GC time, **lower\nis better**; for `throughput`, **higher is better**.\n\n## Prefer the built-in commands\n\nTwo operations need no query — Rally reads the configured datastore directly:\n\n```bash\n# List past races (filter by track and\u002For user tags); note the race-ids.\nesrally list races --track=pmc --user-tags=\"intention:baseline-8.x\"\n\n# Quantify the difference between two races.\nesrally compare --baseline=\u003Crace-id> --contender=\u003Crace-id>\n```\n\nSee `docs\u002Ftournament.rst`. Reach for direct queries below when you need trends,\naggregations, or fields these commands don't expose.\n\n## Direct queries\n\nRun these against the **metrics store** cluster with any Elasticsearch client, `curl`, or\nKibana Dev Tools. Build complex request bodies programmatically (e.g. a Python dict +\n`json.dumps`) rather than hand-writing nested heredocs.\n\n### List recent races for a track\n\n```json\nGET rally-races-*\u002F_search\n{ \"size\": 20, \"sort\": [{\"race-timestamp\": \"desc\"}],\n  \"query\": {\"bool\": {\"filter\": [{\"term\": {\"track\": \"pmc\"}}]}} }\n```\n\n### Get one race's overall results (per task)\n\nTask and operation names are track-specific — discover them with `esrally info --track=\u003Ctrack>`.\nOmit the `task` filter to return every task.\n\n```json\nGET rally-results-*\u002F_search\n{ \"size\": 200,\n  \"query\": {\"bool\": {\"filter\": [\n    {\"term\": {\"race-id\": \"\u003Cuuid>\"}},\n    {\"term\": {\"task\": \"\u003Ctask>\"}}\n  ]}} }\n```\n\n### Trend of a metric across runs\n\nOne row per race; expand `size`\u002Frange as needed.\n\n```json\nGET rally-metrics-*\u002F_search\n{ \"size\": 0,\n  \"query\": {\"bool\": {\"filter\": [\n    {\"term\": {\"track\": \"geonames\"}},\n    {\"term\": {\"task\": \"\u003Ctask>\"}},\n    {\"term\": {\"name\": \"service_time\"}},\n    {\"term\": {\"sample-type\": \"normal\"}},\n    {\"range\": {\"@timestamp\": {\"gte\": \"now-30d\"}}}\n  ]}},\n  \"aggs\": {\"by_race\": {\n    \"terms\": {\"field\": \"race-id\", \"size\": 100, \"order\": {\"ts\": \"asc\"}},\n    \"aggs\": {\n      \"ts\": {\"min\": {\"field\": \"@timestamp\"}},\n      \"pcts\": {\"percentiles\": {\"field\": \"value\", \"percents\": [50, 90, 99]}}\n    }}} }\n```\n\n### Compare two races by query\n\nWhen you want more than `esrally compare` shows, pull each race's per-task stats and diff\nthem client-side. For latency\u002Fservice_time a positive delta is a regression; for throughput\na negative delta is a regression.\n\n```json\nGET rally-metrics-*\u002F_search\n{ \"size\": 0,\n  \"query\": {\"bool\": {\"filter\": [\n    {\"terms\": {\"race-id\": [\"\u003Cbaseline-uuid>\", \"\u003Ccontender-uuid>\"]}},\n    {\"term\": {\"name\": \"service_time\"}},\n    {\"term\": {\"sample-type\": \"normal\"}}\n  ]}},\n  \"aggs\": {\"by_race\": {\"terms\": {\"field\": \"race-id\", \"size\": 2},\n    \"aggs\": {\"by_task\": {\"terms\": {\"field\": \"task\", \"size\": 100},\n      \"aggs\": {\"pcts\": {\"percentiles\": {\"field\": \"value\", \"percents\": [50, 90, 99]}}}}}}} }\n```\n\n### Convergence \u002F stability check\n\nUse this to check whether a race reached steady state before you trust its numbers. The\nquery splits one task's `service_time` samples into up to ~60 time buckets and reports p50\u002Fp90\u002Fp99\nfor each. If those percentiles level off toward the end of the run, the workload converged and\nthe results are stable; if they keep drifting, the numbers are unreliable — rerun with a longer\nwarmup or more iterations.\n\n```json\nGET rally-metrics-*\u002F_search\n{ \"size\": 0,\n  \"query\": {\"bool\": {\"filter\": [\n    {\"term\": {\"race-id\": \"\u003Cuuid>\"}},\n    {\"term\": {\"name\": \"service_time\"}},\n    {\"term\": {\"task\": \"\u003Ctask>\"}}\n  ]}},\n  \"aggs\": {\"over_time\": {\n    \"auto_date_histogram\": {\"field\": \"@timestamp\", \"buckets\": 60},\n    \"aggs\": {\"pcts\": {\"percentiles\": {\"field\": \"value\", \"percents\": [50, 90, 99]}}}\n  }} }\n```\n\n### Filter by a user tag\n\nTags passed via `--user-tags` are stored under `meta.tag_\u003Ckey>`. Add to any `filter`:\n\n```json\n{\"term\": {\"meta.tag_intention\": \"baseline-8.x\"}}\n```\n\n## Notes\n\n- Exclude warmup with `{\"term\": {\"sample-type\": \"normal\"}}` for reported metrics — unless\n  you specifically want to study cold-start behaviour, in which case keep the `warmup` samples.\n- `task` is unique per invocation of an operation; `operation` may repeat. `task`\u002F`operation`\n  are only set on `latency`\u002F`throughput`\u002F`service_time` samples.\n- Node-level metrics (GC, segments, store size) are only present when Rally provisioned the\n  cluster or the `node-stats` telemetry device was enabled (`docs\u002Ftelemetry.rst`).\n",{"data":36,"body":37},{"name":4,"description":6},{"type":38,"children":39},"root",[40,49,96,108,142,149,179,185,274,370,384,553,600,606,611,750,763,769,796,803,1046,1052,1072,1319,1325,1337,2208,2214,2227,2928,2934,2946,3516,3522,3548,3616,3622,3714],{"type":41,"tag":42,"props":43,"children":45},"element","h1",{"id":44},"accessing-rally-benchmark-results",[46],{"type":47,"value":48},"text","Accessing Rally benchmark results",{"type":41,"tag":50,"props":51,"children":52},"p",{},[53,55,61,63,70,72,78,80,86,88,94],{"type":47,"value":54},"Rally can persist every race to a dedicated Elasticsearch ",{"type":41,"tag":56,"props":57,"children":58},"strong",{},[59],{"type":47,"value":60},"metrics store",{"type":47,"value":62}," (set\n",{"type":41,"tag":64,"props":65,"children":67},"code",{"className":66},[],[68],{"type":47,"value":69},"datastore.type = elasticsearch",{"type":47,"value":71}," in the ",{"type":41,"tag":64,"props":73,"children":75},{"className":74},[],[76],{"type":47,"value":77},"[reporting]",{"type":47,"value":79}," section of ",{"type":41,"tag":64,"props":81,"children":83},{"className":82},[],[84],{"type":47,"value":85},"~\u002F.rally\u002Frally.ini",{"type":47,"value":87},";\nsee ",{"type":41,"tag":64,"props":89,"children":91},{"className":90},[],[92],{"type":47,"value":93},"docs\u002Fconfiguration.rst",{"type":47,"value":95},"). 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Use when running a race (any pipeline, track, challenge, target-hosts, or auth) or when interpreting throughput, latency, and service_time results.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3751,3752,3754,3755],{"name":9,"slug":8,"type":15},{"name":3753,"slug":29,"type":15},"Elasticsearch",{"name":13,"slug":14,"type":15},{"name":3756,"slug":3757,"type":15},"Testing","testing","2026-07-12T07:46:37.277964",{"slug":3760,"name":3760,"fn":3761,"description":3762,"org":3763,"tags":3764,"stars":3775,"repoUrl":3776,"updatedAt":3777},"cloud-access-management","manage Elastic Cloud organization access","Manage Elastic Cloud organization access: invite users, assign roles to Serverless projects, and create or revoke Cloud API keys. Use when granting, modifying, or auditing user access.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3765,3768,3769,3772],{"name":3766,"slug":3767,"type":15},"Cloud","cloud",{"name":9,"slug":8,"type":15},{"name":3770,"slug":3771,"type":15},"Operations","operations",{"name":3773,"slug":3774,"type":15},"Permissions","permissions",531,"https:\u002F\u002Fgithub.com\u002Felastic\u002Fagent-skills","2026-07-12T07:46:44.946285",{"slug":3779,"name":3779,"fn":3780,"description":3781,"org":3782,"tags":3783,"stars":3775,"repoUrl":3776,"updatedAt":3789},"cloud-create-project","create Elastic Cloud Serverless projects","Creates Elastic Cloud Serverless projects (Elasticsearch, Observability, or Security) via the REST API, saves credentials to file, and bootstraps a scoped Elasticsearch API key. Use when creating a new serverless project, provisioning a search or observability environment, or spinning up a new Elastic Cloud project.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3784,3785,3788],{"name":3766,"slug":3767,"type":15},{"name":3786,"slug":3787,"type":15},"Deployment","deployment",{"name":3753,"slug":29,"type":15},"2026-07-12T07:46:42.353362",{"slug":3791,"name":3791,"fn":3792,"description":3793,"org":3794,"tags":3795,"stars":3775,"repoUrl":3776,"updatedAt":3799},"cloud-manage-project","manage Elastic Cloud Serverless projects","Manages existing Elastic Cloud Serverless projects: list, get, update, delete, reset credentials, resume, and load saved credentials. Connects to existing projects by resolving endpoints and acquiring scoped Elasticsearch API keys. Use when performing day-2 operations on serverless projects, connecting to an existing project, loading or resetting project credentials, or looking up project details.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3796,3797,3798],{"name":3766,"slug":3767,"type":15},{"name":3753,"slug":29,"type":15},{"name":3770,"slug":3771,"type":15},"2026-07-12T07:46:41.097412",{"slug":3801,"name":3801,"fn":3802,"description":3803,"org":3804,"tags":3805,"stars":3775,"repoUrl":3776,"updatedAt":3814},"cloud-network-security","manage Elastic Cloud network security","Manage Serverless network security (traffic filters): create, update, and delete IP filters and AWS PrivateLink VPC filters. Use when restricting network access or configuring private connectivity.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3806,3807,3808,3811],{"name":3766,"slug":3767,"type":15},{"name":3753,"slug":29,"type":15},{"name":3809,"slug":3810,"type":15},"Networking","networking",{"name":3812,"slug":3813,"type":15},"Security","security","2026-07-12T07:46:43.675992",{"slug":3816,"name":3816,"fn":3817,"description":3818,"org":3819,"tags":3820,"stars":3775,"repoUrl":3776,"updatedAt":3826},"cloud-setup","configure Elastic Cloud authentication","Configures Elastic Cloud authentication and environment defaults. Use when setting up EC_API_KEY, configuring Cloud API access, or when another cloud skill requires credentials.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3821,3824,3825],{"name":3822,"slug":3823,"type":15},"Authentication","authentication",{"name":3766,"slug":3767,"type":15},{"name":3753,"slug":29,"type":15},"2026-07-12T07:46:39.783105",{"slug":3828,"name":3828,"fn":3829,"description":3830,"org":3831,"tags":3832,"stars":3775,"repoUrl":3776,"updatedAt":3841},"elasticsearch-audit","configure Elasticsearch security audit logs","Enable, configure, and query Elasticsearch security audit logs. Use when the task involves audit logging setup, event filtering, or investigating security incidents like failed logins.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3833,3836,3837,3840],{"name":3834,"slug":3835,"type":15},"Audit","audit",{"name":3753,"slug":29,"type":15},{"name":3838,"slug":3839,"type":15},"Logs","logs",{"name":3812,"slug":3813,"type":15},"2026-07-12T07:47:35.092599",{"slug":3843,"name":3843,"fn":3844,"description":3845,"org":3846,"tags":3847,"stars":3775,"repoUrl":3776,"updatedAt":3852},"elasticsearch-authn","configure Elasticsearch authentication realms","Authenticate to Elasticsearch using native, file-based, LDAP\u002FAD, SAML, OIDC, Kerberos, JWT, or certificate realms. Use when connecting with credentials, choosing a realm, or managing API keys. Assumes the target realms are already configured.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3848,3849,3850,3851],{"name":3822,"slug":3823,"type":15},{"name":9,"slug":8,"type":15},{"name":3753,"slug":29,"type":15},{"name":3812,"slug":3813,"type":15},"2026-07-12T07:47:41.474547",{"slug":3854,"name":3854,"fn":3855,"description":3856,"org":3857,"tags":3858,"stars":3775,"repoUrl":3776,"updatedAt":3865},"elasticsearch-authz","manage Elasticsearch RBAC and security roles","Manage Elasticsearch RBAC: native users, roles, role mappings, document- and field-level security. Use when creating users or roles, assigning privileges, or mapping external realms like LDAP\u002FSAML.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3859,3860,3861,3864],{"name":9,"slug":8,"type":15},{"name":3753,"slug":29,"type":15},{"name":3862,"slug":3863,"type":15},"RBAC","rbac",{"name":3812,"slug":3813,"type":15},"2026-07-12T07:47:36.394177",{"slug":3867,"name":3867,"fn":3868,"description":3869,"org":3870,"tags":3871,"stars":3775,"repoUrl":3776,"updatedAt":3878},"elasticsearch-esql","query Elasticsearch data with ES|QL","Execute ES|QL (Elasticsearch Query Language) queries, use when the user wants to query Elasticsearch data, analyze logs, aggregate metrics, explore data, or create charts and dashboards from ES|QL results.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3872,3873,3874,3875],{"name":21,"slug":22,"type":15},{"name":17,"slug":18,"type":15},{"name":3753,"slug":29,"type":15},{"name":3876,"slug":3877,"type":15},"SQL","sql","2026-07-12T07:47:40.249533",86,{"items":3881,"total":683},[3882,3889,3896],{"slug":4,"name":4,"fn":5,"description":6,"org":3883,"tags":3884,"stars":23,"repoUrl":24,"updatedAt":25},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3885,3886,3887,3888],{"name":21,"slug":22,"type":15},{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":13,"slug":14,"type":15},{"slug":3730,"name":3730,"fn":3731,"description":3732,"org":3890,"tags":3891,"stars":23,"repoUrl":24,"updatedAt":3745},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3892,3893,3894,3895],{"name":3736,"slug":3737,"type":15},{"name":9,"slug":8,"type":15},{"name":3740,"slug":3741,"type":15},{"name":3743,"slug":3744,"type":15},{"slug":123,"name":123,"fn":3747,"description":3748,"org":3897,"tags":3898,"stars":23,"repoUrl":24,"updatedAt":3758},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3899,3900,3901,3902],{"name":9,"slug":8,"type":15},{"name":3753,"slug":29,"type":15},{"name":13,"slug":14,"type":15},{"name":3756,"slug":3757,"type":15}]