observability-manage-slos
Create and manage SLOs in Elastic Observability using the Kibana API. Use when defining SLIs, setting error budgets, or managing SLO lifecycle.
What this skill does
# Service-Level Objectives (SLOs)
Create and manage SLOs in Elastic Observability. SLOs track service performance against measurable targets using
service-level indicators (SLIs) computed from Elasticsearch data.
## Authentication
SLO operations go through the Kibana API. Authenticate with either an API key or basic auth:
```bash
# API key
curl -H "Authorization: ApiKey <base64-encoded-key>" -H "kbn-xsrf: true" <KIBANA_URL>/api/observability/slos
# Basic auth
curl -u "$KIBANA_USER:$KIBANA_PASSWORD" -H "kbn-xsrf: true" <KIBANA_URL>/api/observability/slos
```
For non-default spaces, prefix the path: `/s/<space_id>/api/observability/slos`.
Include `kbn-xsrf: true` on all POST, PUT, and DELETE requests.
## SLI Types
| Type | API value | Use case |
| ----------------------- | ------------------------------ | ------------------------------------------- |
| Custom KQL | `sli.kql.custom` | Raw logs — good/total using KQL queries |
| Custom metric | `sli.metric.custom` | Metric fields — equations with aggregations |
| Timeslice metric | `sli.metric.timeslice` | Metric fields — per-slice threshold check |
| Histogram metric | `sli.histogram.custom` | Histogram fields — range/value_count |
| APM latency | `sli.apm.transactionDuration` | APM — latency threshold |
| APM availability | `sli.apm.transactionErrorRate` | APM — success rate |
| Synthetics availability | `sli.synthetics.availability` | Synthetics monitors — uptime percentage |
## Guidelines
- `objective.target` is a decimal between 0 and 1 (for example `0.995` for 99.5%).
- Timeslice metric indicators require `budgetingMethod: "timeslices"`.
- Updating an SLO resets the underlying transform — historical data is recomputed.
- The cluster needs nodes with both `transform` and `ingest` roles.
- Use `POST .../slos/{id}/_reset` when an SLO is stuck or after index mapping changes.
- Group-by SLOs create one instance per unique value — avoid high-cardinality fields.
- Synthetics SLOs are auto-grouped by monitor and location; do not set `groupBy` manually.
- Burn rate alert rules are not auto-created using the API — set them up separately.
## Additional references
For official documentation, refer to the following resources:
### SLO documentation
- [Service-level objectives (SLOs)](https://www.elastic.co/docs/solutions/observability/incident-management/service-level-objectives-slos)
— concepts, SLI types, budgeting methods, and dashboard panels.
- [Create an SLO](https://www.elastic.co/docs/solutions/observability/incident-management/create-an-slo) — step-by-step
guide for creating SLOs in the Kibana UI.
- [View and manage SLOs](https://www.elastic.co/docs/solutions/observability/incident-management/slo-management) —
searching, filtering, and managing existing SLOs.
### Kibana SLO API
- [Create an SLO](https://www.elastic.co/docs/api/doc/kibana/operation/operation-createsloop) — full request body schema
with all SLI type payloads.
- [Get an SLO](https://www.elastic.co/docs/api/doc/kibana/operation/operation-getsloop) |
[Update](https://www.elastic.co/docs/api/doc/kibana/operation/operation-updatesloop) |
[Delete](https://www.elastic.co/docs/api/doc/kibana/operation/operation-deletesloop) |
[Reset](https://www.elastic.co/docs/api/doc/kibana/operation/operation-resetsloop)
- [Enable](https://www.elastic.co/docs/api/doc/kibana/operation/operation-enablesloop) |
[Disable](https://www.elastic.co/docs/api/doc/kibana/operation/operation-disablesloop) |
[Get definitions](https://www.elastic.co/docs/api/doc/kibana/operation/operation-getdefinitionsop)
### Troubleshooting and access
- [Troubleshoot SLOs](https://www.elastic.co/docs/troubleshoot/observability/troubleshoot-service-level-objectives-slos)
- [Configure SLO access](https://www.elastic.co/docs/solutions/observability/incident-management/configure-service-level-objective-slo-access)
- [Create an SLO burn rate rule](https://www.elastic.co/docs/solutions/observability/incident-management/create-an-slo-burn-rate-rule)
Related in Backend & APIs
jfrog
IncludedInteract with the JFrog Platform via the JFrog CLI and REST/GraphQL APIs. Use this skill when the user wants to manage Artifactory repositories, upload or download artifacts, manage builds, configure permissions, manage users and groups, work with access tokens, configure JFrog CLI servers, search artifacts, manage properties, set up replication, manage JFrog Projects, run security audits or scans, look up CVE details, query exposures scan results from JFrog Advanced Security, manage release bundles and lifecycle operations, aggregate or export platform data, or perform any JFrog Platform administration task. Also use when the user mentions jf, jfrog, artifactory, xray, distribution, evidence, apptrust, onemodel, graphql, workers, mission control, curation, advanced security, exposures, or any JFrog product name.
cupynumeric-migration-readiness
IncludedPre-migration readiness assessor for porting NumPy to cuPyNumeric. Use BEFORE substantial porting work begins when the user asks whether code will scale on GPU, whether they should migrate to cuPyNumeric, which NumPy patterns transfer cleanly, what must be refactored before porting, or mentions pre-port assessment, scaling analysis, or refactor planning. Inspect the user's source code, look up NumPy usage, cross-reference the cuPyNumeric API support manifest, and distinguish distributed-scaling-friendly patterns from blockers such as unsupported APIs, scalar synchronization, host round-trips, Python/object-heavy control flow, shape/data-dependent branching, and in-place mutation hazards. Produce a verdict of READY, LIGHT REFACTOR, SIGNIFICANT REFACTOR, or NOT RECOMMENDED, with concrete refactor pointers.
alibabacloud-data-agent-skill
IncludedInvoke Alibaba Cloud Apsara Data Agent for Analytics via CLI to perform natural language-driven data analysis on enterprise databases. Data Agent for Analytics is an intelligent data analysis agent developed by Alibaba Cloud Database team for enterprise users. It automatically completes requirement analysis, data understanding, analysis insights, and report generation based on natural language descriptions. This tool supports: discovering data resources (instances/databases/tables) managed in DMS, initiating query or deep analysis sessions, real-time progress tracking, and retrieving analysis conclusions and generated reports. Use this Skill when users need to query databases, analyze data trends, generate data reports, ask questions in natural language, or mention "Data Agent", "data analysis", "database query", "SQL analysis", "data insights".
token-optimizer
IncludedReduce OpenClaw token usage and API costs through smart model routing, heartbeat optimization, budget tracking, and native 2026.2.15 features (session pruning, bootstrap size limits, cache TTL alignment). Use when token costs are high, API rate limits are being hit, or hosting multiple agents at scale. The 4 executable scripts (context_optimizer, model_router, heartbeat_optimizer, token_tracker) are local-only — no network requests, no subprocess calls, no system modifications. Reference files (PROVIDERS.md, config-patches.json) document optional multi-provider strategies that require external API keys and network access if you choose to use them. See SECURITY.md for full breakdown.
resend-cli
IncludedUse this skill when the task is specifically about operating Resend from an AI agent, terminal session, or CI job via the official resend CLI: installing/authenticating the CLI, sending/listing/updating/cancelling emails, batch sends, domains and DNS, webhooks and local listeners, inbound receiving, contacts, topics, segments, broadcasts, templates, API keys, profiles, or debugging Resend CLI/API failures. Trigger on mentions of Resend CLI, `resend`, `resend doctor`, `resend emails send`, `resend domains`, `resend webhooks listen`, `resend emails receiving`, or agent-friendly terminal automation.
alibabacloud-odps-maxframe-coding
IncludedUse this skill for MaxFrame SDK development and documentation navigation on Alibaba Cloud MaxCompute (ODPS). Helps answer MaxFrame API, concept, official example, and supported pandas API questions; create data processing programs; read/write MaxCompute tables; debug jobs (remote or local); and build custom DPE runtime images. Trigger when users mention MaxFrame, MaxCompute with MaxFrame, ODPS table processing, DPE runtime, MaxFrame docs/examples, DataFrame/Tensor operations, or GPU runtime setup. Works for both English and Chinese queries about Alibaba Cloud data processing with MaxFrame.