This article details the re-architecture of Reddit's Signals-Joiner application, which enhances real-time signal enrichment for anti-abuse measures. The team shifted from a Tumbling Window approach to a custom windowing strategy, significantly boosting enrichment rates by aligning windows with content keys and handling early signals.