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The Inner Join
Build Scalable Data Pipelines.

Less NULLs. More value.

Cover Image for Why Streaming ETL Is the Future — and How to Get Started

Streaming ETL is no longer a niche—it's the foundation of real-time, event-driven systems. In this post, I break down when to use streaming pipelines, how Kafka and Flink fit together, and walk through a real-world example.

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Cover Image for What is ETL in 2025? Moving Beyond Extract, Transform, Load

What is ETL in 2025? Moving Beyond Extract, Transform, Load

ETL has evolved—fast. Here's a clear, thoughtful guide on modern ETL vs. ELT, highlighting real-world use cases, tooling insights, and best practices for data engineers.

Cover Image for From Pipelines to Purpose: Why I’m Sharing My Journey in Data Engineering

From Pipelines to Purpose: Why I’m Sharing My Journey in Data Engineering

A senior data engineer's story of building real-time and batch pipelines—and why I'm sharing my journey to land my dream role.