👋 Hi, I'm Kumar Shivam

⚡ Software Engineer | 🚀 Data Engineer | 💻 Cloud Enthusiast

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🔧 What I’m Working On

• 🌐 Designing scalable data pipelines with Azure Data Factory, Synapse, and Databricks
• 🧪 Automating data quality validation through reusable PySpark test suites
• 🧠 Experimenting with AI services in Azure for intelligent data workflows

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📚 What I’m Learning

• 🏗️ Azure architecture patterns for enterprise-scale systems
• ⚡ Advanced Spark performance tuning & job optimization
• 🤝 Best practices in open-source collaboration & DevOps for data teams

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🤝 Let’s Collaborate

I’d love to team up on:

• ☁️ Cloud-native data platforms and automation tools
• 📊 Real-time data streaming and observability pipelines
• 🛠️ Open-source utilities for MLOps and data testing

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💬 Ask Me About

• 🚀 Azure Data Services: ADF, ADLS Gen2, Synapse
• 🔍 PySpark: Transformations, performance tuning, Spark SQL
• ⚙️ Workflow automation using Databricks notebooks & pipelines

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📫 Connect With Me

• ✉️ Email: [v-kumashiva@microsoft.com]
• 💼 LinkedIn: linkedin.com/in/kumarshivam2s

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⚡ Fun Fact

I debug data issues like Sherlock — logs, clues, and all.
But nothing beats a perfectly visualized Power BI dashboard at the end of the chase! 🕵️‍♂️📈

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