Junior — Middle
Tell about a complex technical project you participated in and describe the main challenges you faced.
sobes.tech AI
Answer from AI
In one of my Python projects, I participated in developing an automated system for processing large volumes of data for a financial company. The main challenge was to ensure high performance during parallel processing while maintaining data accuracy and reliability.
Problems I faced:
- Optimizing memory usage when loading and processing large CSV files.
- Implementing efficient multithreaded or asynchronous code to speed up processing.
- Ensuring fault tolerance and proper exception handling.
To solve these tasks, I used pandas with chunking for incremental data loading, multiprocessing for parallel processing, and logging for error tracking. This approach allowed achieving a balance between speed and system stability.