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Load the reference file for the test type you are working on.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"elastic","Elastic","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Felastic.png",[12,16,17,20],{"name":13,"slug":14,"type":15},"QA","qa","tag",{"name":9,"slug":8,"type":15},{"name":18,"slug":19,"type":15},"Engineering","engineering",{"name":21,"slug":22,"type":15},"Testing","testing",11,"https:\u002F\u002Fgithub.com\u002Felastic\u002Fintegration-skills","2026-07-12T07:47:05.261332","Apache-2.0",2,[],{"repoUrl":24,"stars":23,"forks":27,"topics":30,"description":31},[],null,"https:\u002F\u002Fgithub.com\u002Felastic\u002Fintegration-skills\u002Ftree\u002FHEAD\u002Fskills\u002Fintegration-testing","---\nname: integration-testing\ndescription: \"Use when creating, running, or debugging elastic-package tests — pipeline fixture authoring and expected output, system tests with mock API wiring, and script tests for failure paths and upgrades. Load the reference file for the test type you are working on.\"\nlicense: Apache-2.0\nmetadata:\n  author: elastic\n  version: \"1.0\"\n---\n\n# integration-testing\n\n## When to use\n\nLoad this skill whenever tasks include:\n- authoring or debugging pipeline test fixtures (`.log`\u002F`.json` inputs, `*-expected.json` output, config files)\n- setting up or debugging system tests (`_dev\u002Ftest\u002Fsystem\u002F`, `_dev\u002Fdeploy\u002F`, mock APIs, 0-hits failures)\n- writing script tests for failure paths, API error handling, or package upgrades\n\n## When not to use\n\nDo not use this skill as the primary guide for:\n- ingest pipeline processor design and architecture (`ingest-pipelines`)\n- CEL program development (`cel-programs`)\n- broad elastic-package command selection and stack lifecycle (`elastic-package-cli`)\n\n## Reference files — load the one that matches your test type\n\n| Test type | Load when | Reference file |\n|-----------|-----------|----------------|\n| Pipeline tests | Writing fixtures, config files, expected output, debugging pipeline test failures | `references\u002Fpipeline-testing.md` |\n| System tests (generic) | Always load for any system test work — config fields, commands, teardown, debugging | `references\u002Fsystem-testing.md` |\n| Script tests | txtar failure\u002Ferror tests, upgrade tests, mock services embedded in txtar | `references\u002Fscript-testing.md` |\n\n### System test input-specific references\n\nIn addition to the generic `system-testing.md`, load the reference file matching your data stream's input type:\n\n| Input type | Reference file |\n|------------|----------------|\n| `cel` | `references\u002Fsystem-testing-cel.md` |\n| `tcp`, `udp` | `references\u002Fsystem-testing-tcp-udp.md` |\n| `http_endpoint` | `references\u002Fsystem-testing-http-endpoint.md` |\n| `logfile`, `filestream` | `references\u002Fsystem-testing-logfile.md` |\n| `kafka`, `gcp-pubsub` | `references\u002Fsystem-testing-kafka-pubsub.md` |\n| `aws-s3`, `gcs`, `azure-blob-storage`, `azure-eventhub` | `references\u002Fsystem-testing-cloud-skip.md` |\n\nWhen an integration supports multiple input types, load the generic reference plus each applicable input-type reference.\n\nWhen working across multiple test types in one task (e.g. creating a new data stream end-to-end), load all applicable reference files.\n\n## References\n\n- `references\u002Fpipeline-testing.md` — directory layout, naming conventions, fixture formats, config options, expected output format and review, core workflow, fixture scenario coverage, data anonymization, troubleshooting\n- `references\u002Fsystem-testing.md` — generic system test reference: required layout, config fields, core commands, teardown failures, `sample_event.json` verification, general debugging\n- `references\u002Fsystem-testing-cel.md` — CEL mock API wiring, 0-hits debugging for CEL, variable-capture patterns\n- `references\u002Fsystem-testing-tcp-udp.md` — TCP\u002FUDP log sender pattern with `elastic\u002Fstream`, signal coordination, port alignment\n- `references\u002Fsystem-testing-http-endpoint.md` — webhook\u002FHTTP endpoint testing with `STREAM_PROTOCOL=webhook`, auth headers\n- `references\u002Fsystem-testing-logfile.md` — Alpine container + `SERVICE_LOGS_DIR` pattern for logfile\u002Ffilestream inputs\n- `references\u002Fsystem-testing-kafka-pubsub.md` — Kafka broker + stream producer, Pub\u002FSub emulator patterns\n- `references\u002Fsystem-testing-cloud-skip.md` — when and why to skip system tests for cloud storage inputs (aws-s3, gcs, azure-blob-storage, azure-eventhub)\n- `references\u002Fscript-testing.md` — txtar format, env smoke test, system-level skeleton, mock service docker-compose and config.yml, upgrade test pattern, pitfalls, full o365 examples\n- `references\u002Fbuilder-setup-subagent-guidance.md` — subagent operating manual for wiring data collection (docker-compose, sample logs, agent stream template, system test config, manifest var cleanup) for non-CEL data streams. The orchestrator dispatches subagents by passing this file's **path** in the task prompt; the subagent reads it itself in its own fresh context. Do NOT embed\u002Fpaste its contents into the task prompt.\n- `references\u002Fbuilder-system-test-subagent-guidance.md` — subagent operating manual for running `elastic-package test system --generate` after pipeline work completes (any testable input). Same dispatch rule as above: orchestrators pass the path, the subagent reads the file itself.\n",{"data":35,"body":38},{"name":4,"description":6,"license":26,"metadata":36},{"author":8,"version":37},"1.0",{"type":39,"children":40},"root",[41,48,55,61,122,128,133,173,179,278,285,298,487,492,497,503],{"type":42,"tag":43,"props":44,"children":45},"element","h1",{"id":4},[46],{"type":47,"value":4},"text",{"type":42,"tag":49,"props":50,"children":52},"h2",{"id":51},"when-to-use",[53],{"type":47,"value":54},"When to use",{"type":42,"tag":56,"props":57,"children":58},"p",{},[59],{"type":47,"value":60},"Load this skill whenever tasks include:",{"type":42,"tag":62,"props":63,"children":64},"ul",{},[65,96,117],{"type":42,"tag":66,"props":67,"children":68},"li",{},[69,71,78,80,86,88,94],{"type":47,"value":70},"authoring or debugging pipeline test fixtures 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troubleshooting",{"type":42,"tag":66,"props":517,"children":518},{},[519,524,526,532],{"type":42,"tag":72,"props":520,"children":522},{"className":521},[],[523],{"type":47,"value":255},{"type":47,"value":525}," — generic system test reference: required layout, config fields, core commands, teardown failures, ",{"type":42,"tag":72,"props":527,"children":529},{"className":528},[],[530],{"type":47,"value":531},"sample_event.json",{"type":47,"value":533}," verification, general debugging",{"type":42,"tag":66,"props":535,"children":536},{},[537,542],{"type":42,"tag":72,"props":538,"children":540},{"className":539},[],[541],{"type":47,"value":339},{"type":47,"value":543}," — CEL mock API wiring, 0-hits debugging for CEL, variable-capture patterns",{"type":42,"tag":66,"props":545,"children":546},{},[547,552,554,560],{"type":42,"tag":72,"props":548,"children":550},{"className":549},[],[551],{"type":47,"value":367},{"type":47,"value":553}," — TCP\u002FUDP log sender pattern with 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Use when setting up the dev environment, running Rally's tests or linters, navigating its source, debugging Rally's own code, or making changes to Rally itself.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[693,696,697,698],{"name":694,"slug":695,"type":15},"Debugging","debugging",{"name":9,"slug":8,"type":15},{"name":18,"slug":19,"type":15},{"name":699,"slug":700,"type":15},"Local Development","local-development","2026-07-12T07:46:35.976807",{"slug":703,"name":703,"fn":704,"description":705,"org":706,"tags":707,"stars":684,"repoUrl":685,"updatedAt":714},"running-benchmarks","run Rally benchmarks against Elasticsearch","Run Rally benchmarks (races) against Elasticsearch — an existing\u002Fexternal cluster or a Rally-provisioned distribution — and read the summary report. 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},[708,709,712,713],{"name":9,"slug":8,"type":15},{"name":710,"slug":711,"type":15},"Elasticsearch","elasticsearch",{"name":682,"slug":683,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:46:37.277964",{"slug":716,"name":716,"fn":717,"description":718,"org":719,"tags":720,"stars":731,"repoUrl":732,"updatedAt":733},"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},[721,724,725,728],{"name":722,"slug":723,"type":15},"Cloud","cloud",{"name":9,"slug":8,"type":15},{"name":726,"slug":727,"type":15},"Operations","operations",{"name":729,"slug":730,"type":15},"Permissions","permissions",531,"https:\u002F\u002Fgithub.com\u002Felastic\u002Fagent-skills","2026-07-12T07:46:44.946285",{"slug":735,"name":735,"fn":736,"description":737,"org":738,"tags":739,"stars":731,"repoUrl":732,"updatedAt":745},"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},[740,741,744],{"name":722,"slug":723,"type":15},{"name":742,"slug":743,"type":15},"Deployment","deployment",{"name":710,"slug":711,"type":15},"2026-07-12T07:46:42.353362",{"slug":747,"name":747,"fn":748,"description":749,"org":750,"tags":751,"stars":731,"repoUrl":732,"updatedAt":755},"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},[752,753,754],{"name":722,"slug":723,"type":15},{"name":710,"slug":711,"type":15},{"name":726,"slug":727,"type":15},"2026-07-12T07:46:41.097412",{"slug":757,"name":757,"fn":758,"description":759,"org":760,"tags":761,"stars":731,"repoUrl":732,"updatedAt":770},"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},[762,763,764,767],{"name":722,"slug":723,"type":15},{"name":710,"slug":711,"type":15},{"name":765,"slug":766,"type":15},"Networking","networking",{"name":768,"slug":769,"type":15},"Security","security","2026-07-12T07:46:43.675992",{"slug":772,"name":772,"fn":773,"description":774,"org":775,"tags":776,"stars":731,"repoUrl":732,"updatedAt":782},"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},[777,780,781],{"name":778,"slug":779,"type":15},"Authentication","authentication",{"name":722,"slug":723,"type":15},{"name":710,"slug":711,"type":15},"2026-07-12T07:46:39.783105",{"slug":784,"name":784,"fn":785,"description":786,"org":787,"tags":788,"stars":731,"repoUrl":732,"updatedAt":797},"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},[789,792,793,796],{"name":790,"slug":791,"type":15},"Audit","audit",{"name":710,"slug":711,"type":15},{"name":794,"slug":795,"type":15},"Logs","logs",{"name":768,"slug":769,"type":15},"2026-07-12T07:47:35.092599",{"slug":799,"name":799,"fn":800,"description":801,"org":802,"tags":803,"stars":731,"repoUrl":732,"updatedAt":808},"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},[804,805,806,807],{"name":778,"slug":779,"type":15},{"name":9,"slug":8,"type":15},{"name":710,"slug":711,"type":15},{"name":768,"slug":769,"type":15},"2026-07-12T07:47:41.474547",{"slug":810,"name":810,"fn":811,"description":812,"org":813,"tags":814,"stars":731,"repoUrl":732,"updatedAt":821},"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},[815,816,817,820],{"name":9,"slug":8,"type":15},{"name":710,"slug":711,"type":15},{"name":818,"slug":819,"type":15},"RBAC","rbac",{"name":768,"slug":769,"type":15},"2026-07-12T07:47:36.394177",{"slug":823,"name":823,"fn":824,"description":825,"org":826,"tags":827,"stars":731,"repoUrl":732,"updatedAt":834},"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},[828,829,830,831],{"name":675,"slug":676,"type":15},{"name":678,"slug":679,"type":15},{"name":710,"slug":711,"type":15},{"name":832,"slug":833,"type":15},"SQL","sql","2026-07-12T07:47:40.249533",86,{"items":837,"total":935},[838,853,869,878,895,908,923],{"slug":839,"name":839,"fn":840,"description":841,"org":842,"tags":843,"stars":23,"repoUrl":24,"updatedAt":852},"anonymize-logs","anonymize sensitive log data","Anonymize and sanitize customer-provided log files before they are committed as pipeline test fixtures or sample events. Performs a line-by-line review and replaces all sensitive values inline, preserving log structure and format exactly — never reformats, re-indents, or restructures content. Invoke manually with \u002Fanonymize-logs.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[844,847,848,851],{"name":845,"slug":846,"type":15},"Data Cleaning","data-cleaning",{"name":794,"slug":795,"type":15},{"name":849,"slug":850,"type":15},"Privacy","privacy",{"name":768,"slug":769,"type":15},"2026-07-18T05:13:04.420121",{"slug":159,"name":159,"fn":854,"description":855,"org":856,"tags":857,"stars":23,"repoUrl":24,"updatedAt":868},"write CEL programs for data collection","Use for all CEL and mito work on integrations that collect from APIs — writing CEL programs, cel.yml.hbs templates, manifest configuration, mock-first development with the mito CLI, system test mock setup, and answering CEL\u002Fmito questions. Load this skill whenever any data stream uses the cel input type.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[858,861,864,865],{"name":859,"slug":860,"type":15},"API Development","api-development",{"name":862,"slug":863,"type":15},"Data Engineering","data-engineering",{"name":9,"slug":8,"type":15},{"name":866,"slug":867,"type":15},"Integrations","integrations","2026-07-12T07:47:10.207064",{"slug":870,"name":870,"fn":871,"description":872,"org":873,"tags":874,"stars":23,"repoUrl":24,"updatedAt":877},"create-integration","create Elastic integration packages","Use when creating a new Elastic integration package, scaffolding data streams, answering package layout or structure questions, or running the end-to-end integration build workflow. Covers package topology, scaffold commands, post-scaffold edits, and full orchestration of CEL\u002Fpipeline\u002Ftest subagents.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[875,876],{"name":710,"slug":711,"type":15},{"name":866,"slug":867,"type":15},"2026-07-12T07:46:56.318866",{"slug":879,"name":879,"fn":880,"description":881,"org":882,"tags":883,"stars":23,"repoUrl":24,"updatedAt":894},"dashboard-guidelines","create and review Kibana dashboard assets","Use when creating or reviewing Kibana assets in packages, including dashboard export structure, naming, and data stream alignment.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[884,887,888,891],{"name":885,"slug":886,"type":15},"Dashboards","dashboards",{"name":710,"slug":711,"type":15},{"name":889,"slug":890,"type":15},"Kibana","kibana",{"name":892,"slug":893,"type":15},"UI Components","ui-components","2026-07-12T07:47:07.702332",{"slug":896,"name":896,"fn":897,"description":898,"org":899,"tags":900,"stars":23,"repoUrl":24,"updatedAt":907},"dashboard-review","review Elastic dashboard JSON changes","Use when reviewing dashboard JSON changes in a PR or branch. Extracts structured descriptions with kbdash, compares before\u002Fafter, and checks guideline compliance.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[901,904,905,906],{"name":902,"slug":903,"type":15},"Code Review","code-review",{"name":885,"slug":886,"type":15},{"name":9,"slug":8,"type":15},{"name":889,"slug":890,"type":15},"2026-07-12T07:47:06.493988",{"slug":909,"name":909,"fn":910,"description":911,"org":912,"tags":913,"stars":23,"repoUrl":24,"updatedAt":922},"ecs-field-mappings","define ECS field mappings for integrations","Use when defining field mappings for data streams, populating ecs.yml with ECS field references, selecting ECS categorization values, choosing custom field types, or troubleshooting mapping validation failures.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[914,917,920,921],{"name":915,"slug":916,"type":15},"Data Modeling","data-modeling",{"name":918,"slug":919,"type":15},"Data Quality","data-quality",{"name":9,"slug":8,"type":15},{"name":866,"slug":867,"type":15},"2026-07-12T07:47:13.472534",{"slug":171,"name":171,"fn":924,"description":925,"org":926,"tags":927,"stars":23,"repoUrl":24,"updatedAt":934},"develop and validate Elastic integrations","Use when developing or validating Elastic integrations with elastic-package commands such as build, check, lint, format, test, stack, service, install, profiles, and benchmark.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[928,931,932,933],{"name":929,"slug":930,"type":15},"CLI","cli",{"name":9,"slug":8,"type":15},{"name":866,"slug":867,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:46:57.647395",14]