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The Scalability analysis takes your app at its current state, projects consumption up to your user target, and answers a direct question: does your architecture hold up? Unlike the security analysis, this stage is driven by user count. You tell us where you are today and where you want to be in 6 months — VibeScale translates that into three concrete answers: web vitals, capacity ceiling, and API limits.

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What’s analyzed

Performance

Web Vitals (LCP, INP, CLS) and JavaScript bundle size. Measures what the user feels when opening your app.

Coupling

Architecture and code structure analysis. Identifies points where growth will amplify technical debt.

Data

How data flows and where it lives. Evaluates whether your data layer survives the target without refactoring.
Each dimension gets an independent score — you see exactly where the app is strong and where it needs attention before scaling.

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Capacity ceiling

The headline output of this stage is the capacity ceiling: a user count above which your app starts to feel real pressure, computed from the limits of the APIs and services your app consumes.
The ceiling isn’t where your app breaks — it’s where you start to feel it. That’s why we apply a 10% safety margin on top of the tightest limit across all detected APIs.
When the ceiling is greater than your target, the report shows “Holds the target”. When it’s lower, the report points to the exact API or service that is the bottleneck and at which tier — so you can decide between upgrading the plan, switching providers, or refactoring consumption.

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Third-party APIs

Almost every modern app depends on external APIs (auth, email, AI, managed databases). Each has limits that vary by plan tier — and those limits surface on the bill at the worst possible moment. The Scalability analysis automatically detects the APIs your app uses, asks which tier you contracted on each, and projects consumption against your target. For each API, you see:
  • Status now — where you are today (green, yellow, red).
  • Status at target — where you’ll be at the 6-month target.
  • Projected usage — absolute number vs. the contracted limit.

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The full flow

The analysis is split into four steps. The two middle ones are interactive wizards — the report only finalizes after you confirm the data.
1

Check

You enter how many users you have today and the 6-month target. VibeScale runs the technical analysis in ~1 minute.
2

Plan Review

The analyzer shows every API it detected and asks you to confirm the tier. APIs it missed, you add.
3

Tune Assumptions

You refine (or accept) the default per-user-per-day usage estimates for each API.
4

Report

VibeScale applies your confirmed inputs, computes the ceiling, and shows the full report.

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Next steps

Start an analysis

How to kick off the analysis and what to expect during the run.

Plan Review

The wizard that confirms the real tier of each API you use.

Tune Assumptions

How to refine consumption estimates per user.

Reading the report

Subscores, capacity ceiling, bottleneck, and the Actions tab.

Methodology

How the ceiling is computed, what the safety margin is, and why only one bottleneck matters.