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The in-memory metrics buffer was changed from 1000 to 86400 points per metric to support 30-day sparklines, but this pre-allocated ~18 MB per guest (7 slices × 86400 × 32 bytes). With 50 guests that's 920 MB — explaining why users needed to double their LXC memory after upgrading to 5.1.0. - Revert in-memory buffer to 1000 points / 24h retention - Remove eager slice pre-allocation (use append growth instead) - Add LTTB (Largest Triangle Three Buckets) downsampling algorithm - Chart endpoints now use a two-tier strategy: in-memory for ranges ≤ 2h, SQLite persistent store + LTTB for longer ranges - Reduce frontend ring buffer from 86400 to 2000 points Related to #1190
📚 Pulse Documentation
Welcome to the Pulse documentation portal. Here you'll find everything you need to install, configure, and master Pulse.
🚀 Getting Started
- Installation Guide Step-by-step guides for Docker, Kubernetes, and bare metal.
- Configuration
Learn how to configure authentication, notifications (Email, Discord, etc.), and system settings. - Deployment Models
Where config lives, how updates work, and what differs per deployment. - Migration Guide
Moving to a new server? Here's how to export and import your data safely. - Upgrade to v5
Practical upgrade guidance and post-upgrade checks. - FAQ
Common questions and quick answers.
🛠️ Deployment & Operations
- Docker Guide – Advanced Docker & Compose configurations.
- Kubernetes – Helm charts, ingress, and HA setups.
- Reverse Proxy – Nginx, Caddy, Traefik, and Cloudflare Tunnel recipes.
- Troubleshooting – Deep dive into common issues and logs.
🔐 Security
- Security Policy – The core security model (Encryption, Auth, API Scopes).
- Proxy Auth – Authentik/Authelia/Cloudflare proxy authentication configuration.
✨ New in 5.0
- Pulse AI – Optional assistant for chat, patrol findings, alert analysis, and execution workflows.
- Metrics History – Persistent metrics storage with configurable retention.
- Mail Gateway – Proxmox Mail Gateway (PMG) monitoring.
- Auto Updates – One-click updates for supported deployments.
- Kubernetes – Helm deployment (ingress, persistence, HA patterns).
🚀 Pulse Pro
Pulse Pro unlocks Auto-Fix and advanced AI analysis — Pulse Patrol is available to all with BYOK.
- Learn more at pulserelay.pro
- AI Patrol deep dive
- Pulse Pro technical overview
- What you actually get: Auto-fix + autonomous mode, alert-triggered deep dives, Kubernetes AI analysis, reporting, and agent profiles.
- Technical highlights: correlation across nodes/VMs/backups/containers, trend-based capacity predictions, and findings you can resolve/suppress.
- Scheduling: 10 minutes to 7 days (default 6 hours).
- Agent Profiles (Pro): centralized agent configuration profiles. See Centralized Agent Management.
📡 Monitoring & Agents
- Unified Agent – Single binary for host, Docker, and Kubernetes monitoring.
- Centralized Agent Management (Pro) – Agent profiles and remote config.
- Proxmox Backup Server – PBS integration, direct API vs PVE passthrough, token setup.
- VM Disk Monitoring – Enabling QEMU Guest Agent for disk stats.
- Temperature Monitoring – Agent-based temperature monitoring (
pulse-agent --enable-proxmox). Sensor proxy has been removed. - Webhooks – Custom notification payloads.
💻 Development
- API Reference – Complete REST API documentation.
- Architecture – System design and component interaction.
- Contributing – How to contribute to Pulse.
Found a bug or have a suggestion?