Split the single lakehouse.duckdb into two files to eliminate the exclusive write-lock conflict between SQLMesh (pipeline) and the Quart web app (reader): lakehouse.duckdb — SQLMesh exclusive (all pipeline layers) serving.duckdb — web app reads (serving tables only, atomically swapped) Changes: web/src/beanflows/analytics.py - Replace persistent global _conn with per-thread connections (threading.local) - Add _get_conn(): opens read_only=True on first call per thread, reopens automatically on inode change (~1μs os.stat) to pick up atomic file swaps - Switch env var from DUCKDB_PATH → SERVING_DUCKDB_PATH - Add module docstring documenting architecture + DuckLake migration path web/src/beanflows/app.py - Startup check: use SERVING_DUCKDB_PATH - Health check: use _db_path instead of _conn src/materia/export_serving.py (new) - Reads all serving.* tables from lakehouse.duckdb (read_only) - Writes to serving_new.duckdb, then os.rename → serving.duckdb (atomic) - ~50 lines; runs after each SQLMesh transform src/materia/pipelines.py - Add export_serving pipeline entry (uv run python -c ...) infra/supervisor/supervisor.sh - Add SERVING_DUCKDB_PATH env var comment - Add export step: uv run materia pipeline run export_serving infra/supervisor/materia-supervisor.service - Add Environment=SERVING_DUCKDB_PATH=/data/materia/serving.duckdb infra/bootstrap_supervisor.sh - Add SERVING_DUCKDB_PATH to .env template web/.env.example + web/docker-compose.yml - Document both env vars; switch web service to SERVING_DUCKDB_PATH web/src/beanflows/dashboard/templates/settings.html - Minor settings page fix from prior session Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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