Data analytics Articles — Developers Voice | The Software Architects Hub

Real-Time Analytics with SignalR and InfluxDB: Building a Production Metrics Dashboard

1 Architectural Foundations for High-Throughput Analytics Modern production systems emit metrics continuously. CPU usage, request latency, cache efficiency, queue depth, and IoT sensor values are

Enterprise Text-to-SQL Analytics: Python, Haystack, and SQL Server for Natural Language BI Queries

1 Introduction: The “Sidecar” Strategy for Modern BI Most enterprise BI platforms were designed for repeatable reporting, not for open-ended questions asked in the middle of a business conversatio

Operational Dashboards at Milli-Scale: Materialized Views, Columnstore & Redis Read Models

1 The Latency Gap: Why Standard Queries Fail at Scale Operational dashboards succeed only if they stay fast. When a dispatcher refreshes a fleet view or a support agent checks live customer metric

Building Production-Ready Dashboards in Python with Streamlit + DuckDB: From Raw Files to Enterprise-Grade Analytics

1 Introduction: The Need for Speed and Simplicity in Data Apps Data is only valuable if decision-makers can interact with it quickly, confidently, and at scale. Yet most organizations still feel t

Conversational Analytics: Building a Production-Ready Natural Language Query Engine for SQL with Semantic Kernel and .NET

1 The Dawn of Conversational Data: Beyond the Dashboard The promise of data-driven decision-making has always been tantalizing: a world where every team member, regardless of technical skill, can

The Self-Writing Report: Architecting Automated Business Insights with Azure OpenAI and Power BI

Executive Summary / Abstract For decades, business intelligence (BI) has been dominated by static dashboards and manual interpretation. While these dashboards excel at visualizing what happened,