New installs
App OperationsBeginnerFree during launch
Play Console Operations Dashboard
A health dashboard for installs, uninstalls, ratings, and reviews.
35 minHTML / Tailwind / Chart.jsAndroid app operator
Recipe Workspace
Preview the layout, understand the KPIs, copy the starter
Review the dashboard at a practical desktop ratio first, then use the KPI rationale, code starter, and AI IDE prompt below.
Live Recipe Preview
Play Console Operations Dashboard
A health dashboard for installs, uninstalls, ratings, and reviews.
Free launch recipeOpen live view
Live Recipe
Play Console Operations Dashboard
A health dashboard for installs, uninstalls, ratings, and reviews.
Ops workbenchdensesidebarstatus wallmap/list panelincident feed
18,420+8.2%
Uninstalls
Rating
Review response
New installs trend
EChartsStatus Wall
Recharts!Watch
New installs
incident feed
!Watch
Uninstalls
incident feed
!Watch
Rating
incident feed
Watch List
New installsWatch
UninstallsWatch
RatingWatch
Detail Table
New installs
Sample data
18,420
상태Uninstalls
Sample data
34.8%
상태Rating
Sample data
$84.2K
상태Top
Four KPI cards
Middle
Primary trend and segment view
Bottom
Priority table and alerts
KPI Ingredients
New installs
New installs belongs in the primary row when an owner can act on it this week.
Alternative KPI: New installs segment
Uninstalls
Uninstalls belongs in the primary row when an owner can act on it this week.
Alternative KPI: Uninstalls segment
Rating
Rating belongs in the primary row when an owner can act on it this week.
Alternative KPI: Rating segment
Review response
Review response belongs in the primary row when an owner can act on it this week.
Alternative KPI: Review response segment
Code Starter
Copy component starter
const metrics = [
{ label: "New installs", value: "18,420", change: "+8.2%" },
{ label: "Uninstalls", value: "34.8%", change: "+2.1%p" },
{ label: "Rating", value: "$84.2K", change: "+12.4%" }
];
export function PlayConsoleOperationsDashboardPreviewCards() {
return <section className="grid gap-3 md:grid-cols-3">{metrics.map((metric) => <article key={metric.label} className="rounded-xl border border-zinc-200 bg-white p-4"><p className="text-xs font-bold text-zinc-500">{metric.label}</p><strong className="mt-1 block text-2xl font-black">{metric.value}</strong><span className="text-xs font-black text-emerald-600">{metric.change}</span></article>)}</section>;
}AI IDE Prompt
Paste into your AI IDE
Create a Play Console Operations Dashboard. Put KPI cards for New installs, Uninstalls, Rating, Review response, trend and segment charts, a priority table, and empty/loading/error states.
Decision System
Why this dashboard should exist before it is designed
AdSense-quality pages need original explanation, not only screenshots. This section documents the decision, data model, failure patterns, and implementation alternatives.
Operating decision
Play Console Operations Dashboard answers this operating question: Where does store quality change appear first?. The primary row is not a vanity summary; it decides what an owner should do this week.
The recipe is designed for Android app operator, Early product builders who need to choose data definitions, chart priority, and bottom-row actions quickly.
Data sources and event definitions
- Play Console installs, ratings, reviews, release notes
Before implementation, define event names, owner, refresh cadence, and missing-data behavior for each source.
Required KPIs and removal rules
New installs
New installs belongs in the primary row when an owner can act on it this week.
Alternative or removal signal: New installs segment
Uninstalls
Uninstalls belongs in the primary row when an owner can act on it this week.
Alternative or removal signal: Uninstalls segment
Rating
Rating belongs in the primary row when an owner can act on it this week.
Alternative or removal signal: Rating segment
Review response
Review response belongs in the primary row when an owner can act on it this week.
Alternative or removal signal: Review response segment
Common failure patterns
Treat isolated movement in New installs as a signal to inspect data definitions or operating bottlenecks.
Treat isolated movement in Uninstalls as a signal to inspect data definitions or operating bottlenecks.
Treat isolated movement in Rating as a signal to inspect data definitions or operating bottlenecks.
Treat isolated movement in Review response as a signal to inspect data definitions or operating bottlenecks.
Alternative layout
For an MVP, keep Four KPI cards. As data matures, expand Primary trend and segment view into segment comparison or cohort analysis.
Implementation Blueprint
KPI audit protocol before implementation
Use this table before designing the UI. Without a formula, review cadence, and action trigger, a dashboard can look polished but still fail to support an operating meeting.
KPIFormulaReview cadenceAction trigger
New installs
New installs = source event aggregate / comparison baseline. Start segmentation by New installs segment.
Daily morning
If New installs moves more than 10% week over week, inspect the causal segment and action table together.
Uninstalls
Uninstalls = source event aggregate / comparison baseline. Start segmentation by Uninstalls segment.
Weekly review
If Uninstalls moves more than 10% week over week, inspect the causal segment and action table together.
Rating
Rating = source event aggregate / comparison baseline. Start segmentation by Rating segment.
After campaign end
If Rating moves more than 10% week over week, inspect the causal segment and action table together.
Review response
Review response = source event aggregate / comparison baseline. Start segmentation by Review response segment.
Monthly report
If Review response moves more than 10% week over week, inspect the causal segment and action table together.
Event and table starter
When starting from an AI IDE, lock event and table names first. It makes generated components and queries much more consistent.
play_console_operations.viewed
Source event for New installs. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.
play_console_operations.converted
Source event for Uninstalls. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.
play_console_operations.risk_flagged
Source event for Rating. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.
play_console_operations.resolved
Source event for Review response. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.
Weekly review sequence
- 1Separate whether the New installs movement is a real operating issue or short-term noise.
- 2Read it with Uninstalls to narrow the cause to acquisition, conversion, quality, or throughput.
- 3Use the bottom table to choose one owner, one segment, and one action for this week.
- 4At the next review, adjust the layout based on recovery after the action, not on the same chart alone.
Frequently asked questions
Which KPIs should Play Console Operations Dashboard prioritize?
Play Console Operations Dashboard should prioritize New installs, Uninstalls, Rating, Review response. Keep New installs in the primary row only when an owner can act on it this week.
What data sources are required?
Play Console installs, ratings, reviews, release notes are the baseline sources. Define event names, refresh cadence, owner, and missing-data behavior before implementation.
Can this layout be used for an MVP?
For an MVP, start with Four KPI cards and Primary trend and segment view. Add bottom tables and alerts when operating actions become clear.
Which metrics should be removed?
Remove metrics that cannot trigger an action within one weekly review cycle, have unstable definitions, or behave like vanity metrics without adjacent context.
How should the AI IDE prompt be used?
Use the prompt as a starting point, then add real field names, table names, state UI requirements, and accessibility requirements for your project.
Market Pattern
Marketplace-proven dashboard pattern, rewritten for Dashcipe
This section documents the public preview pattern behind the layout and how Dashcipe changes it into original KPI guidance.
ops-workbench / dark
status wallmap/list panelincident feedgauge
Observed pattern
Monitoring templates use dark surfaces, status walls, region panels, incident feeds, and gauges to feel like a control room.
Dashcipe adaptation
Dashcipe applies that density to DevOps, IoT, logistics, and support risk detection.
Originality guard
Only the control-room information density is referenced; original graphics and maps are not used.
Free Resources
What you can use for free
Use the KPI logic, layout, code starter, prompt, Figma SVG, schema, and tokens directly.
Use this recipe when
- The vertical metrics are already roughly known
- You need to prioritize charts and tables quickly
Skip this recipe when
- No events or data definitions exist yet
- You only need a marketing landing page
Expert Notes
How a real operator should read these KPIs
These notes turn each metric into an operating decision, data source, and removal rule.
Android app operator
- Why it matters
- New installs is not a vanity number; it decides the next operating action.
- Failure signal
- Treat isolated movement in New installs as a signal to inspect data definitions or operating bottlenecks.
- Data source
- Play Console installs, ratings, reviews, release notes
- When to remove
- Remove it from the primary row if no owner can act within one weekly review cycle.
Android app operator
- Why it matters
- Uninstalls is not a vanity number; it decides the next operating action.
- Failure signal
- Treat isolated movement in Uninstalls as a signal to inspect data definitions or operating bottlenecks.
- Data source
- Play Console installs, ratings, reviews, release notes
- When to remove
- Remove it from the primary row if no owner can act within one weekly review cycle.
Android app operator
- Why it matters
- Rating is not a vanity number; it decides the next operating action.
- Failure signal
- Treat isolated movement in Rating as a signal to inspect data definitions or operating bottlenecks.
- Data source
- Play Console installs, ratings, reviews, release notes
- When to remove
- Remove it from the primary row if no owner can act within one weekly review cycle.
Android app operator
- Why it matters
- Review response is not a vanity number; it decides the next operating action.
- Failure signal
- Treat isolated movement in Review response as a signal to inspect data definitions or operating bottlenecks.
- Data source
- Play Console installs, ratings, reviews, release notes
- When to remove
- Remove it from the primary row if no owner can act within one weekly review cycle.
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