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Context QualityIncident ResponseServiceNow

847 Incidents, 73 Minutes, $2.3M: The Splunk Schema Change Story

A detailed post-mortem of the context quality degradation scenario that shaped Sparge's core design. How a single schema version change caused 73 minutes of systematic mis-triage.

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Sparge Team

Engineering ยท March 28, 2026 ยท 10 min read

The Sparge engineering team publishes detailed technical breakdowns on the platform's core concepts and real-world deployment patterns.

โ€œA detailed post-mortem of the context quality degradation scenario that shaped Sparge's core design. How a single schema version change caused 73 minutes of systematic mis-triage.โ€

Read the full post on docs.sparge.ai or explore the open source code on GitHub.