Advanced Concepts
Advanced topics for production deployments, security management, and extending layline.io capabilities.
Overview
This section covers advanced concepts for layline.io deployments. While the Quickstart and Core Concepts sections focus on building basic Workflows and understanding fundamental principles, the topics here address production-grade concerns: managing users across distributed systems, securing sensitive data, monitoring cluster performance, and leveraging artificial intelligence.
These concepts become relevant once you have a solid understanding of layline.io basics and are preparing for or managing production deployments.
Available Topics
Infrastructure & Deployment
| Topic | Description |
|---|---|
| Multi-Node Cluster Setup | Deploy layline.io across multiple machines with MySQL persistence, dedicated configuration server, and reactive engine clustering. Complete tutorial for production-grade deployments. |
| User and Role Management | Manage users and privileges across Configuration Server and Reactive Engine Cluster. Understanding the separation of user stores is essential for multi-environment deployments. |
| Security Storage | Secure management of keys, certificates, and other security tokens. Covers both Configuration Server and Cluster security storage with different trust models. |
Observability & Operations
| Topic | Description |
|---|---|
| Gathering Statistics through Metrics | Export metrics to Prometheus for monitoring cluster health, workflow performance, and custom business metrics via JavaScript. |
Intelligence & Automation
| Topic | Description |
|---|---|
| Artificial Intelligence in Workflows | Train and use AI/ML models within your Workflows using supervised learning algorithms. Includes model training, classification, and prediction. |
Upcoming Topics
The following advanced topics are planned for future releases:
| Topic | Description |
|---|---|
| Deployment Patterns | Strategies for deploying Workflows including blue-green deployments, canary releases, and rolling updates to minimize downtime. |
When to Read This
Read this section when:
- You're moving from development to production environments
- You need to set up user access controls across multiple teams
- You're configuring TLS/SSL or encryption for data in transit
- You want to monitor cluster performance and health metrics
- You're exploring AI/ML capabilities within your data pipelines
- You're planning a distributed multi-node deployment
Before reading this section, you should understand:
- Basic Workflow creation and deployment (Quickstart)
- Core layline.io concepts (Concepts)
- How to configure Sources, Sinks, and Processors (Assets)