📰 Dev.to · DataDriven

Entry-level DE roles fell 67%. Nearly half of tech postings are ghost jobs. DE hiring is 'up 23%.' All three are true. Here's how that's possible.

A real 2026 DE job required SQL, Spark, Kafka, Flink, dbt, Terraform, K8s, and LLM skills. Three staff engineers reviewed it. Zero qualified.

I've watched candidates with 8 years of experience go blank when asked to define the grain of a fact...

12 real Spark interview problems on shuffle, skew, caching, AQE, window functions, and OOM debugging, with detailed answers.

52K+ tech cuts in Q1 2026, junior DE roles hit hardest. AI is doing entry-level work now. Here's the brutal split , and how to land on the right side.

Google L4 hits $307K. Generalists can't get callbacks. The 2026 DE salary gap is widening fast , and most engineers don't know which side they're on.

Most interview prep teaches you what to know. Not how to think. That's a problem, because data...

Last year, I was reviewing resumes for a senior data engineering role on my team. Out of maybe 40...

LeetCode screens are driving senior DE talent away. Here's what the viral DSA debate exposes about who really benefits from broken hiring loops.

Q1 2026 numbers are in. 78,557 cuts, nearly half officially attributed to AI. Here's what data engineers actually need to worry about.

LeetCode for pipeline roles, 10-hour take-homes, and AI tools that replaced the skills being tested. The DE interview is failing everyone.