Design a system that backs up files from a source location to a destination location. The destination must end up with the same directory structure as the source. The system must scale to large files and handle a large number of files efficiently.
If the source directory has the following structure:
/source /file1.txt /file2.txt /subdir1 /file3.txt
The destination directory should have the same structure:
/destination /file1.txt /file2.txt /subdir1 /file3.txt
The system should be able to handle files of different sizes, from small text files to large video files.
Distributed File System Approach: Use a distributed file system like HDFS (Hadoop Distributed File System) to store the backed-up files. This allows the system to scale horizontally by adding more nodes to the cluster.
Directory Structure: Maintain the same directory structure in the destination by recursively traversing the source directory and creating the corresponding directories in the destination.
File Transfer: Use a parallel file transfer approach to transfer files from the source to the destination. This can be achieved using tools like rsync or custom-built solutions that support parallel transfers.
Checksums/Hashing: Use checksums or hashing algorithms like MD5 or SHA-256 to verify the integrity of the backed-up files. This ensures that the files have been transferred correctly and without corruption.
Incremental Backups: Implement incremental backups to reduce the amount of data transferred and stored. Only the changes made since the last backup are transferred, which significantly reduces the amount of data and time required for backups.
Scalability and Efficiency: To ensure the system scales and is efficient, consider the following:
This solution provides a scalable and efficient approach to designing a file backup system that maintains the same directory structure as the source and handles large files and a large number of files.
Source: DarkInterview URL: https://darkinterview.com/collections/n3f6x9k2/questions/ab779ce7-d1a5-468e-93cf-5135c1c17f48