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In the age of AI, real-time data processing is no longer a luxury—it is a necessity. **Shift Left** brings data processing closer to the source, mirroring the event-driven architectures of real-time systems like self-driving cars. This approach unlocks benefits like reduced latency, improved data quality, and cost savings, paving the way for faster AI model training, accurate predictions, and continuous learning.