Issues of Multi-GB Spreadsheets in Data Lakes

📰 Dev.to · Toby Patrick

Learn to tackle issues with large spreadsheets in data lakes and how to optimize your data pipeline for better performance

intermediate Published 26 Mar 2026
Action Steps
  1. Identify large files in your data lake using tools like AWS S3 or Azure Blob Storage
  2. Configure data processing tools like Apache Spark or Apache Beam to handle large files
  3. Optimize data storage formats like Parquet or Avro for better compression and querying
  4. Test data pipeline performance with large files using tools like Apache Airflow or Dagster
  5. Apply data partitioning and caching techniques to improve query performance
Who Needs to Know This

Data engineers and data scientists can benefit from this lesson to improve their data pipeline efficiency and handle large files

Key Insight

💡 Large spreadsheets can cause significant performance issues in data lakes, but optimizing data storage and processing can help mitigate these issues

Share This
🚨 Large spreadsheets in data lakes can grind your pipeline to a halt! 🚨 Learn to optimize your data pipeline for better performance #DataEngineering #DataLakes

Key Takeaways

Learn to tackle issues with large spreadsheets in data lakes and how to optimize your data pipeline for better performance

Full Article

Last Tuesday at 3:47 AM, our production data pipeline ground to a halt. The culprit? A 2.8 GB Excel...
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