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How was the reliability of integration with the medical aggregator improved and data loss reduced from 2% to 0.01%? And is 2% data loss in medicine too much?
sobes.tech AI
Answer from AI
To improve the reliability of integration with the medical aggregator and reduce data loss from 2% to 0.01%, a set of measures was implemented:
- Implementation of a reliable message delivery acknowledgment mechanism and retransmission in case of errors.
- Use of transactions and idempotent operations to prevent duplication and loss.
- Logging and monitoring of all data transfer stages with automatic failure notifications.
- Optimization of network interactions: stable connections, timeouts, and retries.
- Data validation on the sender and receiver sides to prevent errors.
Regarding the 2% data loss in medicine — this is a very high indicator. In medical systems, even minimal losses can lead to serious consequences for patients. Therefore, reducing losses to 0.01% is a significant progress, bringing the system closer to industrial reliability standards.