Analytics Engine

Data-Driven Infrastructure Insights

FastAPI-powered analytics engine processes 30 days of time-series data to generate trend reports, capacity forecasts, and peak usage patterns. 6 specialized endpoints deliver actionable insights through interactive visualizations.

Time-Series Data Processing

SIMOOB's analytics engine queries 30 days of historical data stored in SQLite, aggregating metrics into meaningful insights. Complex SQL queries with time-based grouping enable fast analysis of trends, patterns, and anomalies across your infrastructure.

  • Trend analysis over custom time periods
  • Capacity planning recommendations
  • Peak usage detection and alerts
  • Historical comparisons and forecasts
  • Resource optimization suggestions
Analytics Dashboard

Comprehensive Analytics Capabilities

Trend Analysis

Identify patterns in resource usage over days, weeks, or months to understand system behavior and plan for growth.

Capacity Planning

Forecast future resource needs based on historical growth patterns and usage trends to avoid capacity issues.

Peak Detection

Automatically identify peak usage periods and understand what drives resource spikes in your infrastructure.

Resource Balance

Compare resource utilization across containers and systems to identify imbalances and optimization opportunities.

Historical Comparison

Compare current metrics against historical baselines to detect anomalies and performance regressions.

Alert Summaries

Aggregate and summarize alerts to identify recurring issues and prioritize infrastructure improvements.

6 Specialized Analytics Endpoints

GET /api/analytics/trends
Retrieve trend analysis for any metric over custom time periods
GET /api/analytics/capacity
Get capacity planning recommendations based on growth patterns
GET /api/analytics/peaks
Identify peak usage periods and analyze contributing factors
GET /api/analytics/comparison
Compare metrics across containers or time periods
GET /api/analytics/forecast
Generate resource usage forecasts based on historical data
GET /api/analytics/alerts
Retrieve aggregated alert summaries and statistics
Interactive Charts

Interactive Chart.js Visualizations

All analytics data is rendered through responsive Chart.js visualizations, providing interactive graphs, charts, and dashboards. Users can zoom, filter, and export data for presentations and reports.

Real-time updates ensure dashboards always display the latest analytics, while historical views allow deep-dive analysis into past performance.

Analytics Technology Stack

FastAPI

High-performance Python backend

SQLite

Time-series data storage

Chart.js

Interactive visualizations

Pandas

Data analysis and aggregation

Unlock Your Infrastructure Insights

Make data-driven decisions with SIMOOB's powerful analytics engine

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