Vital Signs
Mobile App2023

VITALSIGNS

Real-time vitals monitoring with sub-500ms Firebase sync across iOS and Android.

<500ms
Typical vitals fan-out
2
Production app stores
10+
Tracked vital signal types
SCROLL
Client
Healthcare Client
Domain
Mobile / Healthcare
Platform
Flutter
Duration
2023
Core Stack
Flutter · Node.js · Firebase
The Brief

THE
PROBLEM

Clinical staff and patients needed one mobile surface for vitals, care plans, and timely updates — without pull-to-refresh guesswork about whether a reading was stale or still uploading from a bedside device.

Flutter client, Node.js API for policy and validation, Firebase Realtime Database for sub-second fan-out to authorized clients, plus a durable backing store for history, exports, and audit-friendly reads.

Core Engineering Challenge

Charting and Bluetooth/device-read paths had to stay responsive on iOS and Android, honor consent and role boundaries, and keep Firebase-backed sync feeling instant on congested ward Wi‑Fi with intermittent offline stretches.

2
Platforms
500ms<
Sync Latency
Extended stack
mobile
Flutter
backend
Node.js
database
Firebase
vitalsigns
vitalsigns
How we built it

THE ARCHITECTURE

01
Role-aware Flutter shell

Separate navigation and data scopes for clinical staff vs patients with consent gates.

FlutterRBAC
02
Node validation layer

API enforces business rules, PHI minimization on payloads, and integrates with org auth.

Node.jsAPI
03
Realtime fan-out

Firebase paths mirror active vitals; security rules align to user roles.

FirebaseRealtime DB
04
History & audit

Durable store (SQL/NoSQL per deployment) retains immutable vitals history for charts and compliance exports.

PostgreSQLCompliance
05
Device ingest

Bluetooth/manual entry pipelines with retries and user-visible sync states.

FlutterHardware
System Data Flow
Ingestion
CrawlerContent Hash10K+ pages
Processing
ChunkerDeduplicatorEmbedding API
Storage
pgvectorPostgreSQLRedis Cache
Auth
Identity ProviderJWT BridgeSessions
Query
HNSW SearchRe-rankerLLM Stream
Delivery
Web AppMobile AppUsers
What we delivered

THE RESULTS

2

iOS and Android from one Flutter codebase — shared widgets for vitals tiles and care-plan timelines while still allowing platform-specific permissions prompts for Bluetooth health peripherals.

2
Platforms

iOS and Android from one Flutter codebase — shared widgets for vitals tiles and care-plan timelines while still allowing platform-specific permissions prompts for Bluetooth health peripherals.

500ms<
Sync Latency

Typical fan-out via Firebase Realtime Database for authorized viewers once a reading landed — fast enough that rounding discussions happened on current numbers, not cached copies from minutes ago.

Visual documentation

SCREENS &
INTERFACES

vitalsigns2
vitalsigns2
vitalsigns3
vitalsigns3
vitalsigns4
vitalsigns4
vitalsigns5
vitalsigns5
vitalsigns6
vitalsigns6
Engineering decisions

TECH
DEEP DIVE

RT
Realtime DB for wards

Latency beat polling REST when multiple nurses watch the same bay.

Node middleware kept Firebase rules simpler by pre-validating writes against care-team membership.

1CODE
Single Flutter codebase

Matched staffing constraints while Material/Cupertino theming kept each platform feeling native enough for clinical adoption.

Next Case Study
AI / RAG
Cravli

Voice-first nutrition & meal planning

Next.jsPythonLiveKit
Start a project

LET'S
BUILD
SOMETHING.

We take on a small number of projects at a time. If the problem is hard, we're interested.

Email
hello@techmusketeers.com
Response time
Within 24 hours
Availability
Open for new projects · 2025