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The 30-Day DE Roadmap: Your Fast-Track to a $150K Job : How to Think Like a Data Engineer
Learn the Right Skills. Skip the Random Tools. Most people learn the wrong things. Here is what actually matters.
Mar 1
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Avantika_Penumarty
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The Daily Edge
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Why Facebook Never Goes Down: The Two Systems Behind 3 Billion Users
Most engineers never study LogDevice and RocksDB. Here is why they should.
Apr 2
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Avantika_Penumarty
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Everyone Talks About Spark. SQL Still Runs the Data World.
How modern data pipelines actually move and scale
Jan 15
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Prefect vs Airflow vs Dagster
What You Pick Tells Me Everything About How You Think
May 24, 2025
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Airflow Best Practices — What to Avoid in Projects & Interviews
From ‘It Worked on My Machine’ to ‘It Survives in Prod’
May 23, 2025
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Break It. Build It.
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Scale Does Not Break Your Code. It Breaks Your Assumptions.
I was wrong about retries. It cost a million users.
Apr 1
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Avantika_Penumarty
Day 30/30 SQL, Python, ETL, Data Modelling Challenge FREE Solutions
April 4th CHALLENGE – unlock solutions + reasoning
Apr 5, 2025
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Day 30/30 - DEEP DIVE SOLUTIONS: SQL, PYTHON, ETL, DATA MODELING
Solutions for April 4th, 2025 Challenge – Final Day Breakdown + Live Runnable Code
Apr 5, 2025
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Avantika_Penumarty
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Day 29/30 SQL, Python, ETL, Data Modelling Challenge FREE Solutions
April 3rd CHALLENGE – unlock solutions + reasoning
Apr 4, 2025
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Avantika_Penumarty
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The Career Playbook
View all
The 30-Day DE Roadmap: Your Fast-Track to a $150K Job : How to Think Like a Data Engineer
Learn the Right Skills. Skip the Random Tools. Most people learn the wrong things. Here is what actually matters.
Mar 1
Â
•
Â
Avantika_Penumarty
29
11
1
Almost Didn’t Apply: I procrastinated applying to data engineering roles for 8 months.
How Imposter Syndrome Nearly Cost Me My Data Engineering Career
Jan 17
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Avantika_Penumarty
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How to Go from New Grad to Data Engineer
Use this roadmap to build your first DE portfolio & land your first offer — without a CS degree or 5 YOE. Designed by Avantikka Penumarty (Ex-META …
Jun 2, 2025
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How to Optimize Your LinkedIn Profile to Attract Recruiters
Your LinkedIn profile is more than just a digital resume—it’s a magnet for job opportunities
Mar 19, 2025
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Avantika_Penumarty
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The Interview Room
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