Real-time Metrics and Ring Balance: A Major TUI Upgrade for LimeDB

Github: namanvashistha/limedb

This commit significantly enhances the Text-based User Interface (TUI) for LimeDB, our lightweight, fast, open-source distributed key-value store. The focus is on providing developers with immediate, actionable insights i…


This content originally appeared on DEV Community and was authored by Naman Vashistha

Github: namanvashistha/limedb

This commit significantly enhances the Text-based User Interface (TUI) for LimeDB, our lightweight, fast, open-source distributed key-value store. The focus is on providing developers with immediate, actionable insights into cluster health and data distribution.

What's New:

  1. Real-time Node Metrics:
    The ClusterStatus widget in the TUI now displays crucial operational metrics for each LimeDB node. These include:

    • CPU Usage: Percentage of system CPU being utilized by the node process.
    • Memory Usage: Amount of JVM memory consumed by the node.
    • Uptime: How long the node process has been running.
    • Latency: Round-trip time to communicate with the node.

    Why this matters: This provides a quick overview of individual node health, helping identify bottlenecks or unresponsive instances without leaving the TUI.

    Implementation Details: This feature is powered by exposing Spring Boot Actuator endpoints. The application.properties file now includes management.endpoints.web.exposure.include=health,info,metrics, enabling the TUI client (tui/client.py) to fetch jvm.memory.used, system.cpu.usage, and process.uptime data directly from the nodes. A new measure_latency method also pings the cluster state endpoint.

  2. Enhanced Ring Distribution Balance Visualization:
    The RingVisualizer widget now goes beyond just showing partition ownership. It provides statistical details to help assess the balance of data distribution across the cluster:

    • Mean Token Share: The average share of the token ring that each node is expected to own.
    • Standard Deviation (Std Dev): A measure of how dispersed the token shares are around the mean.
    • Coefficient of Variation (CV): The standard deviation as a percentage of the mean, providing a normalized measure of dispersion.
    • Per-Node Deviation: Each node's token share is compared to the mean, showing its percentage deviation.

    Why this matters: A well-balanced ring is critical for optimal performance and even load distribution in a distributed key-value store. High standard deviation or CV can indicate an imbalanced cluster, suggesting potential hotspots or underutilized nodes, which might require rebalancing operations.

    Implementation Details: The tui/main.py now uses the statistics module to calculate these values based on the ring data fetched from the cluster.

Impact for Developers:

These enhancements equip developers with a powerful, integrated tool for monitoring and understanding their LimeDB cluster's operational state. You can now quickly diagnose performance issues, identify imbalanced data distribution, and ensure your distributed key-value store is running efficiently, all from a single, intuitive interface.


This content originally appeared on DEV Community and was authored by Naman Vashistha


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Naman Vashistha | Sciencx (2025-11-20T00:16:35+00:00) Real-time Metrics and Ring Balance: A Major TUI Upgrade for LimeDB. Retrieved from https://www.scien.cx/2025/11/20/real-time-metrics-and-ring-balance-a-major-tui-upgrade-for-limedb/

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