🏭 SS Industrial Ops Analytics: From Factory Data to Operational Intelligence

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🏭 SS Industrial Ops Analytics

From Factory Data to Operational Intelligence

Industrial Ops Analytics Playlist

Explore the complete demo series — data generation, analytics dashboards, testing workflows and streaming pipelines.

▶ Open Full Playlist

✨ Turning production data into actionable manufacturing insights.

🟢 What the Platform Delivers

• 📊 OEE Intelligence — Availability × Performance × Quality
• ⚙️ Production Analytics — Trends, line comparisons and production counts
• 🤖 Predictive Maintenance — ML-based machine failure-risk prediction
• 🛠️ Downtime Analytics — Pareto analysis and root-cause insights
• 🔬 Quality Analytics — Rejection rates and shift/product comparisons
• 🚧 Bottleneck Detection — Identify production constraints and capacity impact

🔵 From Data to Insights

The platform supports both batch processing and simulated real-time event streaming, with data flowing through:

Synthetic Data → ETL → PostgreSQL → Analytics → ML Predictions

For streaming:

Event Generator → Kafka → Spark Structured Streaming → PostgreSQL → Live Dashboards

🟣 Application Modules

📈 Executive Summary	⚙️ Production
📊 OEE	💻 Machine Health
🤖 Predictive Maintenance	🔬 Quality
⏱️ Downtime	🚧 Bottlenecks
✅ Data Quality	❤️ System Health

🟠 Quality Engineering

The demo also showcases analytics unit testing and coverage reporting, followed by upcoming demonstrations of:

• ✅ Data analytics testing
• ✅ Integration testing
• ✅ Contract testing
• ✅ Playwright End-to-End testing
• ✅ Batch & live-streaming validation
• ✅ CI/CD automation and security scanning

🚀 Technology Stack

PostgreSQL Python FastAPI React/TypeScript Kafka Spark scikit-learn Docker CI/CD

🎯 The vision is simple: connect industrial data, analytics and AI to help teams understand performance, downtime, quality, machine health and production bottlenecks in one operational intelligence platform.

This is the beginning of a demo series covering the complete journey — from data generation and analytics to automated testing, streaming and CI/CD.

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