Homer is a production-grade, all-in-one HEP (Homer Encapsulation Protocol) capture and API server for SIP, RTP, RTCP, OTLP, and log data. It powers Homer 11.x data lake with DuckDB, Parquet, and Apache Arrow. The system ingests packets over UDP, TCP, TLS, HTTP, and WebSocket, decodes them using a custom zero-copy SIP parser, and stores them in a columnar DuckLake (DuckDB-backed) storage with SQLite catalog, supporting S3 and Azure backends. It provides a REST API (Echo) for search, dashboards, alerts, and configuration, an Arrow FlightSQL server for Grafana integration, and a React/TypeScript dashboard with drag-and-drop widgets, call flow visualization, and even browser-based games (chess, Doom). Architecture is modular with four main components: Ingest (transport servers), Storage (DuckLake manager with sharded writers, compactor, tiered mover), Node (FlightSQL server, catalog metadata), and Coordinator (REST API, auth, Lua correlation engine, LLM integration). Data flows from HEP/OTLP/Line Protocol receivers through decoders into DuckLake, then served via FlightSQL or REST. External dependencies include DuckDB, S3/Azure SDKs, Lua (golua), OTLP protobuf, and InfluxDB Line Protocol parser. The codebase demonstrates strong engineering practices: object pools for hot-path allocations, idempotent stop patterns, retry with backoff for catalog operations, and a Lua sandbox for scripting. However, it also carries some feature creep (games, LLM) and technical debt (dual SIP parsers, SQL injection risks via string interpolation in some services, and a few commented-out tests). Overall, it is a well-maintained, high-quality observability platform for VoIP and telemetry data.