A: The challenge of reducing ingestion by 90% into Splunk was addressed by deploying Edge Delta in the logging pipeline. The approach involved analyzing the existing pipeline and identifying bottlenecks and inefficiencies in log data processing. By integrating Edge Delta, we optimized the data flow, significantly reducing the volume of data ingested into Splunk. This not only decreased storage costs but also improved the efficiency of data analysis and troubleshooting. The reduction in Mean Time to Detect (MTTD) by 30% had a direct impact on our team's ability to quickly identify and address issues, leading to a more agile and responsive operations environment.