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Our natural-language tests are extremely stable to code changes. When tests break our AI will repair it in minutes.
The progression to modern application stacks and microservices architectures has resulted in orders of magnitude more logs, metrics, events, and traces. Like gravity, data attracts more data, making it increasingly difficult to move and process as it accumulates over time. More than ever, there is a need to be able to stream-process, filter, mask, transform, aggregate, analyze, and route that data to various data tier destinations optimized for specific usage.
This means every device on your network, and every interface on every device is automatically analyzed for performance, errors, QoS, and configuration.