Real-Time E-Commerce
Event Orchestration
Process millions of orders, payments, and customer events per second. Handle Black Friday traffic spikes with zero downtime and sub-10ms latency.
E-Commerce Data Challenges
Modern online retail demands real-time orchestration at unprecedented scale
Black Friday Traffic Spikes
50-100x traffic surge in 60 seconds during flash sales. Monolithic systems crash, queues overflow, databases lock. $50K+ revenue loss per minute of downtime.
20+ System Integration Maze
Shopify + Stripe + ShipStation + Klaviyo + 15 more APIs. Every integration is custom point-to-point code. Inventory overselling from 2-hour sync delays.
Cart Abandonment Recovery
70% of carts abandoned. Batch email systems send recovery messages hours later—when customer already bought elsewhere. Real-time triggers needed.
Delayed Fraud Detection
Fraudulent orders processed and shipped before risk scoring completes. Chargebacks, inventory loss, and customer trust erosion from batch fraud analysis.
Multi-Channel Inventory Chaos
Amazon shows 5 in stock, Shopify shows 2, warehouse has 1. Overselling across channels leads to order cancellations and angry customers.
Customer Data Fragmentation
Same customer exists in 6 different systems with conflicting data. No unified view of purchase history, preferences, or lifetime value.
How layline.io Powers E-Commerce
Real-time orchestration for every stage of the customer journey
E-Commerce Use Cases
Real-time orchestration for every commerce scenario
Cart Abandonment Recovery
Trigger personalized emails within 30 seconds of cart abandonment. Real-time event detection streams to Klaviyo/SendGrid with dynamic product images, pricing, and urgency messaging.
- 30-Second TriggerEvent fires on cart inactivity, streams to email platform instantly
- Dynamic ContentProduct images, prices, and cart totals updated in real-time
- 15-25% Recovery RateProven conversion from timely, personalized recovery campaigns
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Multi-Channel Order Sync
Unify orders from Shopify, Amazon, eBay, and social commerce into a single event stream. Real-time deduplication, master data management, and inventory synchronization.
- Single Customer ViewMerge orders across channels, deduplicate customers automatically
- Real-Time Inventory UpdatesAmazon sale updates Shopify stock instantly, prevents overselling
- Unified FulfillmentRoute all orders to warehouse/3PL with normalized data format
Returns & Refunds Automation
Process return requests with automatic policy enforcement, restocking, refund initiation, and customer notifications. Detect return fraud patterns in real-time.
- Policy Automation30-day window checks, condition verification, automatic approval/rejection
- Fraud DetectionFlag customers with 5+ returns, track serial returners, enforce limits
- Instant RefundsTrigger Stripe refund on warehouse scan, customer notification in <1 minute
Shopping Pipeline Architecture
Four-stage real-time orchestration from browsing to fulfillment
Browse
Product Discovery
Track page views, product interactions, search queries
Cart
Inventory Checks
Real-time inventory checks, pricing updates, abandonment detection
Checkout
Payment Processing
Fraud scoring, payment routing, order validation in <50ms
Fulfill
Order Delivery
Warehouse routing, shipment tracking, delivery notifications
Browse
Product Discovery
Track page views, product interactions, search queries
Cart
Inventory Checks
Real-time inventory checks, pricing updates, abandonment detection
Checkout
Payment Processing
Fraud scoring, payment routing, order validation in <50ms
Fulfill
Order Delivery
Warehouse routing, shipment tracking, delivery notifications
Real-Time Fraud Detection
Stream processing pipeline that scores every order for fraud risk in real-time. Enrich with customer history, calculate risk metrics, and route for approval or rejection—all in <50ms.
- Customer enrichment - Join order stream with purchase history in-memory
- Risk scoring - Multi-factor analysis with ML model integration
- Automated routing - Reject, review, or approve based on thresholds
# Real-time fraud detection stream
def detect_fraud(order_stream):
# Enrich with customer history
enriched = order_stream.join(
customer_history,
on="customer_id"
)
# Calculate risk score
risk_score = calculate_risk(
order_value=enriched.total,
order_frequency=enriched.order_count_24h,
shipping_address_mismatch=enriched.addr_mismatch,
device_fingerprint=enriched.device_id
)
# Route based on risk
if risk_score > 0.8:
return reject_order(enriched, reason="high_fraud_risk")
elif risk_score > 0.5:
return manual_review(enriched)
else:
return process_payment(enriched)
Frequently Asked Questions
Everything you need to know about building real-time e-commerce data orchestration with layline.io.
layline.io provides a visual configuration environment where you build custom connectors for any platform—Shopify, WooCommerce, Magento, BigCommerce, or custom storefronts. You configure HTTP processors to subscribe to webhooks, call REST/GraphQL APIs for bidirectional sync, and handle batch imports for historical data. Most e-commerce integrations are configured and tested within days using layline.io drag-and-drop workflow designer.
Yes. layline.io is built for extreme elasticity with stateless processing nodes that auto-scale horizontally based on throughput. We handle 50-100x traffic spikes seamlessly with sub-second failover and no message loss. Our customers process 50M+ orders per day during peak shopping events with 99.99% uptime and <10ms event latency.
You configure fraud scoring pipelines using layline.io's workflow designer to process every order event before payment capture. Connect to fraud detection services (Stripe Radar, Sift, custom ML models), enrich events with customer history and IP geolocation data, apply velocity checks and risk scoring logic, then route decisions in <50ms. The entire workflow—from order intake to fraud verdict—is configured visually without writing integration code.
layline.io includes automatic retry logic with exponential backoff, and circuit breakers to prevent cascade failures. Events are persisted in durable queues (e.g. Kafka) so no data is lost during outages. When services recover, processing resumes automatically from the last checkpoint.
You configure return workflows using layline.io's visual designer to treat returns as first-class events in your pipeline. Define return policy rules (30-day window checks), detect serial returners with pattern matching, trigger Stripe refunds via HTTP processors on warehouse scan events, update inventory streams in real-time, and route customer notifications. The workflow is entirely configurable—no pre-built templates, full flexibility to match your business logic.
Community Edition is free forever with all core features—ideal for startups and growing businesses. Enterprise Edition adds 99.99% SLA commitment, 24/7 premium support with dedicated engineering resources, custom integration assistance, and compliance certifications (SOC2, HIPAA). Enterprise pricing scales with input volume and concurrent engines. Both editions use the same platform and configuration tools; Enterprise provides production guarantees and hands-on help.
E-Commerce Integration Hub
Connect every tool in your commerce stack
Scale Your Commerce Data Today
Choose the edition that fits your e-commerce orchestration needs
Community Edition
Production-ready. Free forever.
- Unlimited order throughput
- All core orchestration features
- Community support
- Deploy anywhere (cloud, on-prem)
Enterprise Edition
Premium support and SLA. Pricing scales with input volume and concurrent engines.
- 99.99% SLA commitment
- 24/7 premium support
- Dedicated integration engineering team
- Custom e-commerce platform migration