A developer's months-long odyssey to diagnose intermittent Spark service failures reveals a critical Java anti-pattern: a Snowflake JDBC driver poisoning global JVM proxy settings. The case study exposes why system-wide state changes are dangerous and offers vital lessons for distributed systems architecture.