Part 9/11:

While the system has been largely successful, some challenges exist:

• Fidelity Concerns: Converting raw data into a generic, schema-based structure might raise fears of data loss. Redbus ensures that only structural information changes, with raw data restoration possible if necessary.

• Schema Management Overhead: Managing multiple versions across varying buckets requires careful orchestration.

• Evolving Data Structures: Continuous schema inference prevents manual updates but requires robust algorithms for accuracy.

Future Directions and Key Benefits

Redbus’s approach yields numerous benefits:

• Cost-Effective Storage: Massive data volume retention at minimal cost.

• Enhanced Troubleshooting: Immediate access to raw event data helps quickly resolve issues.