DATA STREAM INTEGRATION
Connect application data streams to ABIS for real-time behavioral analysis
Stream Fundamentals
Data streams are continuous flows of events. Understanding stream types and protocols is the foundation for connecting your application to ABIS behavioral analysis.
- Event streams vs batch processing
- WebSocket connections
- Server-Sent Events (SSE)
- HTTP long polling patterns
- Stream protocol selection
Event Architecture
Well-designed events carry the right context for behavioral analysis. Learn to structure events that maximize ABIS intelligence while minimizing payload overhead.
- Event schema design
- Payload optimization
- Context enrichment
- Event versioning
- Backward compatibility
Real-Time Pipelines
Data pipelines connect event sources to ABIS. Build pipelines that handle high throughput, maintain order, and recover gracefully from failures.
- Pipeline architecture patterns
- Event ordering guarantees
- Backpressure handling
- Fan-out distribution
- Pipeline monitoring
Stream Processing
Raw events need processing before ABIS analysis. Apply transformations, aggregations, and enrichments that optimize behavioral intelligence.
- Stream transformation patterns
- Windowing strategies
- Aggregation techniques
- Stateful processing
- Late event handling
Data Transformation
ABIS expects specific data formats. Build transformation layers that normalize diverse event sources into consistent behavioral signals.
- Schema mapping strategies
- Field normalization
- Type coercion rules
- Null handling patterns
- Transformation testing
Error Recovery
Streams fail. Networks drop. Services timeout. Build error handling that maintains data integrity and ensures no behavioral events are lost.
- Dead letter queues
- Retry strategies
- Idempotency patterns
- Exactly-once semantics
- Recovery procedures
Performance Tuning
High-volume streams demand optimized performance. Learn techniques to maximize throughput while minimizing latency and resource consumption.
- Batching strategies
- Compression techniques
- Connection pooling
- Memory management
- Throughput optimization
Course Overview
This course teaches you how to connect your application's data streams to ABIS for real-time behavioral analysis. You'll learn to design event architectures, build resilient pipelines, and optimize performance for high-throughput scenarios.
What You'll Learn
- ✓Stream protocols and connection patterns
- ✓Event schema design for behavioral analysis
- ✓Real-time pipeline architecture
- ✓Error handling and recovery patterns
- ✓Performance optimization techniques
Prerequisites
- •Understanding of event-driven architecture
- •Familiarity with WebSockets or SSE
- •Basic knowledge of message queues
- •Completed ABIS API Fundamentals course