dt-obs-frontends — Claude Code skill for Dynatrace RUM
A skill that teaches your agent to query Dynatrace Real User Monitoring: Core Web Vitals, sessions, frontend errors and frontend-backend linking in DQL.
npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a claude-codeWhat dt-obs-frontends does
The skill spells out the RUM data model so the agent picks the right source instead of guessing. Three of them, each for a different question: dt.frontend.* metrics for trends and dashboards, fetch user.events for a single page view or error, fetch user.sessions for bounce rate and session duration. Start with metrics to see the shape of the problem, then drill into events for the why.
Reference files on event characteristics, Web Vitals and session analysis load when a workflow starts, not upfront. Filtering advice is explicit: use frontend.name directly. Resolving a name to a Smartscape entity ID and joining it back to user.events is the wrong path. Mobile gets its own fields, app.short_version and device.model.identifier.
Some fields sit in the builtin-sensitive-user-events-and-sessions fieldset and stay hidden by default. client.ip and user.identifier come back as null, and any filter or grouping on them quietly returns nothing — worth checking before you blame the query. Access needs a policy statement. The skill targets RUM on the latest Dynatrace; RUM Classic data will not work here. Synthetic monitoring is out of scope.
What it helps with
- trace a jump in LCP back to a specific page
- break frontend errors down by browser and version
- measure bounce rate and session duration per application
- separate real users from synthetic traffic and robots
- link a spike in frontend errors to one API endpoint
Example prompts for the agent
- Show Core Web Vitals by frontend.name for the last day, grouped by device.type
- Find frontend errors on this page and split them by browser.name and browser.version
- Calculate bounce rate and average session duration for the mobile app, excluding synthetic traffic
How to install dt-obs-frontends
1Skills CLI (Vercel)
npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a claude-code2Manually: put the files in place
~/.claude/skills/dt-obs-frontends/SKILL.mdCopy the whole skill folder; for one project use .claude/skills/dt-obs-frontends/
1Skills CLI (Vercel)
npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a codex2Manually: put the files in place
.agents/skills/dt-obs-frontends/SKILL.mdFor all projects use ~/.agents/skills/
1Skills CLI (Vercel)
npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a cursor2Manually: put the files in place
.cursor/skills/dt-obs-frontends/SKILL.mdCursor also reads .agents/skills/ and .claude/skills/
1GitHub CLI
gh skill install Dynatrace/dynatrace-for-ai dt-obs-frontends2Manually: put the files in place
.github/skills/dt-obs-frontends/SKILL.md1Skills CLI (Vercel)
npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a gemini-cli2Platform CLI
gemini skills install https://github.com/Dynatrace/dynatrace-for-ai --path skills/dt-obs-frontendsManually: put the files in place
.devin/skills/dt-obs-frontends/SKILL.mdThe legacy .windsurf/skills/ path still works
Skills CLI (Vercel)
npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a opencodeClaude.ai
Zip the folder and upload it in Settings → Capabilities → Skills
Step by step, with commands for each platform: How to install skills in Claude Code: five ways
Questions about dt-obs-frontends
How do I install dt-obs-frontends in Claude?
Run npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a claude-code. The skill lands at ~/.claude/skills/dt-obs-frontends/SKILL.md.
What does dt-obs-frontends do?
It guides the agent through DQL queries against Dynatrace Real User Monitoring data: Core Web Vitals, navigation timing, errors, requests and user actions. It also explains which of the three data sources fits a given question.
Why does a query on client.ip return nothing?
client.ip and user.identifier belong to the builtin-sensitive-user-events-and-sessions fieldset and are hidden by default. Without granted access they return null, and filters or groupings on them silently produce no rows.
Source text
SKILL.md · Apache-2.0
---
name: dt-obs-frontends
description: Real User Monitoring (RUM) on Dynatrace — web and mobile frontends. Core Web Vitals, user sessions, page performance, mobile crashes, frontend errors, and frontend-backend linking. Query via `user.events`, `user.sessions`, and `dt.frontend.*` metrics. Does NOT cover synthetic monitoring (HTTP/browser/network checks) — that's a separate domain.
license: Apache-2.0
---
# Frontend Observability (RUM)
Monitor web and mobile frontends using Real User Monitoring with DQL.
Targets **RUM on the latest Dynatrace** — do not use RUM Classic data.
**Concepts and data model:** https://docs.dynatrace.com/docs/observe/digital-experience/new-rum-experience/concepts
## Data Model
Three data sources, each for a different question:
| Source | Use for | Granularity |
|--------|---------|-------------|
| `timeseries dt.frontend.*` | Trends, dashboards, alerting | Aggregated metric |
| `fetch user.events` | Root cause, individual page views / requests / clicks / errors | Per-event |
| `fetch user.sessions` | Bounce rate, session duration, session-level aggregates | Per-session |
**Rule of thumb**: start with metrics for the shape of the problem, drill into events for the why. Use sessions when the question is about user journeys, not individual interactions.
Full event model: https://docs.dynatrace.com/docs/semantic-dictionary/model/rum/user-events
**DQL language reference (functions, syntax, operators):** https://docs.dynatrace.com/docs/platform/grail/dynatrace-query-language
**Key `dt.frontend.*` metrics** (all support dimensions: `frontend.name`, `device.type`, `geo.country.iso_code`, `browser.name`, `os.name`, `dt.rum.user_type`, `dt.smartscape.frontend`):
- `dt.frontend.web.page.largest_contentful_paint` / `dt.frontend.web.page.interaction_to_next_paint` / `dt.frontend.web.page.cumulative_layout_shift` / `dt.frontend.web.page.first_input_delay` — Core Web Vitals
- `dt.frontend.web.navigation.time_to_first_byte` / `dt.frontend.web.navigation.dom_interactive` / `dt.frontend.web.navigation.load_event_end` — Navigation timing
- `dt.frontend.error.count` — Error counts
- `dt.frontend.request.count` / `dt.frontend.request.duration` — Request volume and latency
- `dt.frontend.user_action.count` / `dt.frontend.user_action.duration` — User action volume and duration
- `dt.frontend.session.active.estimated_count` / `dt.frontend.user.active.estimated_count` — Active sessions and users (cardinality metrics; use `countDistinct()` aggregation)
## Common Filters
**All sources (`user.events` + `user.sessions`):**
- `frontend.name` — frontend identifier (preferred for all filtering); array on `user.sessions` (session can span multiple frontends). `dt.smartscape.frontend` is the Smartscape entity reference — use it to access entity attributes such as tags or linked services, not for name-based filtering. Avoid querying Smartscape to resolve a name to an entity ID and then joining with `user.events` — always filter on `frontend.name` directly.
- `dt.rum.user_type` — `real_user`, `synthetic`, `robot`
- `dt.rum.application.type` — `web` or `mobile`
- `dt.rum.session.id`, `dt.rum.instance.id`
- `os.name`, `geo.country.iso_code`, `client.isp`
- `client.ip` — client IP address *(sensitive field — hidden by default; see Field Permissions below)*
**`user.events` — web only:**
- `browser.name`, `browser.version`, `device.type`
**`user.events` — mobile only:**
- `device.model.identifier`, `device.manufacturer`, `app.short_version`
**Common characteristic filters** (scope `user.events` to a specific event type — use as `| filter characteristics.has_X`):
- `characteristics.has_page_summary` — page loads (web)
- `characteristics.has_view_summary` — views (SPA + mobile screens)
- `characteristics.has_navigation` — navigation events
- `characteristics.has_user_action` — user actions
- `characteristics.has_error` — all errors
Full characteristics reference: [references/characteristics.md](references/characteristics.md)
## Field Permissions
Some fields are **sensitive** and belong to the `builtin-sensitive-user-events-and-sessions` fieldset. They are **hidden by default** on both `user.events` and `user.sessions` — users without access see `null`, and queries that filter or group by these fields silently return no results.
Sensitive fields used in this skill:
- `client.ip` — client IP address
- `user.identifier` — real user identity
Grant access with the following policy statement:
```
ALLOW storage:fieldsets:read WHERE storage:fieldset-name="builtin-sensitive-user-events-and-sessions"
```
Reference: [Field permissions](https://docs.dynatrace.com/docs/shortlink/rum-on-grail-permissions#field-permissions)
## Drill-Down Pattern
Most investigations follow this layered approach regardless of the specific problem domain (errors, performance, background activity, etc.):
**1. Identify the frontend**
Start by grouping `by: {frontend.name}` to find which application is affected. Filter by `dt.rum.application.type` (`web` or `mobile`) if you need to split web from mobile analysis upfront.
**2. Find the affected page or view**
Both fields are available on all events (not scoped to a specific characteristic):
- `page.name` — the page URL normalised to a Dynatrace entity name; **web only**
- `view.name` — the SPA route or mobile screen name; available on **web and mobile**
Both can be present on the same event. For web SPAs, `page.name` reflects the top-level document while `view.name` reflects the current route — grouping by `view.name` gives finer granularity. For mobile, use `view.name` only.
**Additional narrowing dimensions**
| Dimension | Field | Platform | When to use |
|-----------|-------|----------|-------------|
| Specific request / endpoint | `url.domain`, `url.path` | web + mobile | Performance or error pattern on a specific API call |
| Individual user session | `dt.rum.session.id` | web + mobile | Reproduce a specific user's journey; connects to session replay |
| Device form factor | `device.type` | web only | Desktop vs mobile browser vs tablet pattern |
| Browser compatibility | `browser.name`, `browser.version` | web only | Issue only on certain browsers |
| App version | `app.short_version` | mobile only | Regression introduced in a specific app release |
| Geography | `geo.country.iso_code` | web + mobile | Regional infrastructure or CDN issue |
| Synthetic vs real traffic | `dt.rum.user_type` | web + mobile | Exclude synthetic monitors before user-facing analysis |
## Workflows
Each workflow maps to one or more references. Load the reference when you start the workflow, not upfront.
| Workflow | Reference |
|----------|-----------|
| Event characteristics — types, filters, event_type derivation | [references/characteristics.md](references/characteristics.md) |
| Web Vitals (LCP, FCP, FID, INP, CLS) | [references/web-vitals.md](references/web-vitals.md) |
| Session, bounce, engagement analysis | [references/user-sessions.md](references/user-sessions.md) |
| User actions — interaction lifecycle, completion reasons, timeouts | [references/user-actions.md](references/user-actions.md) |
| Errors, exceptions, failed requests | [references/error-tracking.md](references/error-tracking.md) |
| Frontend-backend linking — mechanisms, trace coverage, `frontend.link` | [references/frontend-backend-linking.md](references/frontend-backend-linking.md) |
| CSP violations — security policy enforcement and blocked resources | [references/csp-violations.md](references/csp-violations.md) |
| Mobile app starts, crashes, ANR, native signals | [references/mobile-monitoring.md](references/mobile-monitoring.md) |
| Request latency, long tasks, JS profiling, geo performance | [references/web-performance-analysis.md](references/web-performance-analysis.md) |
| Visibility changes — tab switching, background time, engagement quality | [references/visibility-changes.md](references/visibility-changes.md) |
| Slow page load — backend vs render vs network vs JS triage | [references/slow-page-load-playbook.md](references/slow-page-load-playbook.md) |
| Diagnosing zero results, anomalies, ambiguous data | [references/troubleshooting.md](references/troubleshooting.md) |
## Performance Thresholds (quick reference)
- **LCP**: Good < 2.5 s | Poor > 4.0 s
- **INP**: Good < 200 ms | Poor > 500 ms
- **CLS**: Good < 0.1 | Poor > 0.25
- **FCP**: Good < 1.8 s | Poor > 3.0 s
- **TTFB**: Good < 800 ms | Poor > 1800 ms
- **Mobile cold start**: Good < 3 s | Poor > 5 s
- **Mobile warm start**: Good < 1.5 s | Poor > 2 s
- **Mobile hot start**: Good < 500 ms | Poor > 1 s
- **Long tasks**: > 50 ms problematic, > 250 ms severe
*Web vitals thresholds (LCP, INP, CLS, FCP, TTFB): https://web.dev/articles/vitals*
## When to Use
Use this skill for real-user web and mobile frontend telemetry — Core Web Vitals, sessions, clicks, errors, crashes, request latency from the browser/app, and frontend-backend linking.
Use a different skill for:
- Synthetic monitors / availability checks → `dt-obs-synthetic`
- Backend services, traces, spans → `dt-obs-services`, `dt-obs-tracing`
- Infrastructure, hosts → `dt-obs-hosts`
- Logs → `dt-obs-logs`
- Problems and incidents → `dt-obs-problems`
© Dynatrace · Apache-2.0 · Dynatrace/dynatrace-for-ai