Use Cases

See how djust powers real-time applications across FinTech, SaaS, E-commerce, Healthcare, and Enterprise.

FinTech & Banking

Build secure, real-time financial dashboards without exposing business logic to the browser. Zero API attack surface.

Perfect For:

✓Trading platforms with real-time market data
✓Banking dashboards with live transaction feeds
✓Fraud detection systems with instant alerts
✓Portfolio management tools

Key Benefits:

→Keep pricing algorithms on the server
→Real-time updates via WebSocket
→Sub-millisecond rendering for live data

Example: Trading Dashboard

from djust import LiveView
from decimal import Decimal

class TradingDashboard(LiveView):
    template_name = 'trading.html'

    def mount(self, request):
        self.portfolio = self.load_portfolio()
        self.live_prices = {}

        # Subscribe to price feed
        self.subscribe('market:prices')

    def handle_info(self, event, data):
        # Real-time price updates
        if event == 'price_update':
            self.live_prices[data['symbol']] = data['price']
            self.update_portfolio_value()

    def execute_trade(self, symbol, quantity):
        # Business logic stays on server
        if self.check_compliance(symbol, quantity):
            self.broker.execute(symbol, quantity)
            self.portfolio = self.load_portfolio()

AI & Machine Learning

Stream LLM responses token-by-token, build ML dashboards with real-time metrics, and create RAG interfaces — all in Python.

Perfect For:

✓LLM chat interfaces with streaming responses
✓ML model monitoring dashboards
✓RAG (Retrieval-Augmented Generation) apps
✓AI agent control panels with live status

Key Benefits:

→Built-in StreamingMixin for token-by-token output
→Server push for model training progress
→Keep API keys and model weights server-side

Example: LLM Chat with Streaming

from djust import LiveView
from djust.streaming import StreamingMixin

class AIChat(StreamingMixin, LiveView):
    template_name = 'chat.html'

    def mount(self, request):
        self.messages = []

    async def send_message(self, prompt):
        self.messages.append({'role': 'user', 'content': prompt})
        self.stream_start('response')

        # Stream tokens as they arrive
        async for token in llm.stream(prompt):
            self.stream_text('response', token)

        self.stream_done('response')

Example: Analytics Dashboard

from djust import LiveView
from djust.decorators import debounce, cache

class AnalyticsDashboard(LiveView):
    template_name = 'analytics.html'

    def mount(self, request):
        self._metrics = Metric.objects.all()
        self.time_range = '7d'

    @debounce(wait=0.5)
    @cache(ttl=300, key_params=['time_range'])
    def filter_metrics(self, time_range='7d'):
        self.time_range = time_range
        self._refresh_metrics()

    def _refresh_metrics(self):
        # Complex aggregation on server
        self._metrics = (
            Metric.objects
            .filter(timestamp__gte=self.get_start_date())
            .aggregate_by_hour()
        )

    def get_context_data(self, **kwargs):
        self.metrics = self._metrics  # JIT serialization
        return super().get_context_data(**kwargs)

SaaS Dashboards

Build data-intensive dashboards with complex aggregations, real-time updates, and responsive filtering.

Perfect For:

✓Analytics platforms with complex queries
✓Admin panels with live data tables
✓Monitoring dashboards with metrics
✓CRM tools with contact management

Key Benefits:

→Automatic N+1 query elimination
→Built-in debouncing and caching
→Server-side aggregations (no client processing)

E-commerce

Create interactive shopping experiences with real-time inventory, dynamic pricing, and instant cart updates.

Perfect For:

✓Product catalogs with live search/filtering
✓Shopping carts with instant updates
✓Inventory management systems
✓Checkout flows with validation

Key Benefits:

→Real-time inventory updates
→Django Forms integration for checkout
→Keep pricing logic server-side

Example: Product Search

from djust import LiveView
from djust.decorators import debounce

class ProductSearch(LiveView):
    template_name = 'products.html'

    def mount(self, request):
        self._products = Product.objects.filter(active=True)
        self.search_query = ''
        self.category = 'all'

    @debounce(wait=0.3)
    def search(self, value='', **kwargs):
        self.search_query = value
        self._refresh_products()

    def filter_category(self, category='all'):
        self.category = category
        self._refresh_products()

    def add_to_cart(self, product_id: int):
        product = Product.objects.get(id=product_id)

        # Check inventory server-side
        if product.inventory > 0:
            self.cart.add(product)
            self.success = f'Added {product.name}'

    def _refresh_products(self):
        queryset = Product.objects.filter(active=True)

        if self.search_query:
            queryset = queryset.filter(
                name__icontains=self.search_query
            )

        if self.category != 'all':
            queryset = queryset.filter(category=self.category)

        self._products = queryset

Healthcare

HIPAA-compliant patient portals, EHR systems, and medical device dashboards with maximum security.

Perfect For:

✓Patient portals with medical records
✓Real-time vital signs monitoring
✓Appointment scheduling systems
✓Lab results dashboards

Key Benefits:

→Zero API attack surface (HIPAA compliance)
→Server-side access control
→Audit logs for all data access
→Real-time vital signs updates

Enterprise Internal Tools

Rapidly build internal tools, admin panels, and workflow automation with minimal JavaScript.

Perfect For:

✓Admin dashboards for operations teams
✓Data entry and approval workflows
✓Internal reporting tools
✓Configuration management interfaces

Key Benefits:

→10x faster development than React SPAs
→Leverage existing Django models/forms
→Zero build step complexity
→Easy to maintain and extend

Real-Time Collaboration

Multi-user applications with presence indicators, live cursors, and instant synchronization.

Perfect For:

✓Chat applications and messaging
✓Collaborative document editing
✓Project management tools
✓Live polling and surveys

Key Benefits:

→Built-in WebSocket pub/sub
→PresenceMixin for real-time user tracking
→LiveCursorMixin for collaborative cursors
→10,000+ concurrent connections per server
→Redis backend for horizontal scaling

Example: Collaborative Editor

from djust import LiveView
from djust.presence import PresenceMixin
from djust.cursors import LiveCursorMixin

class CollabEditor(PresenceMixin, LiveCursorMixin, LiveView):
    template_name = 'editor.html'

    def mount(self, request):
        self.document = Document.objects.get(id=self.doc_id)
        self.track_presence(request.user)

    def on_presence_change(self, presences):
        # Auto-called when users join/leave
        self.online_users = presences

    def update_content(self, content):
        self.document.content = content
        self.document.save()
        self._broadcast('content_updated')

Ready to Build Your Application?

Explore examples or dive into the documentation to see how djust fits your use case.

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