diff --git a/Makefile b/Makefile index ecd1f96c..0bc14e28 100644 --- a/Makefile +++ b/Makefile @@ -1,11 +1,11 @@ +export SETUPTOOLS_SCM_PRETEND_VERSION ?= 0.0.0 + .PHONY: dependencies dependencies: - SETUPTOOLS_SCM_PRETEND_VERSION=0.0.0 \ uv sync --no-install-project --all-extras --frozen .PHONY: upgrade upgrade: - SETUPTOOLS_SCM_PRETEND_VERSION=0.0.0 \ uv sync --no-install-project --all-extras --upgrade .PHONY: build diff --git a/dbtmetabase/_exposures.py b/dbtmetabase/_exposures.py index 3c5d9aa1..f37c489f 100644 --- a/dbtmetabase/_exposures.py +++ b/dbtmetabase/_exposures.py @@ -20,7 +20,7 @@ from .errors import ArgumentError from .format import Filter, dump_yaml, safe_description, safe_name -from .manifest import Manifest +from .manifest import DEFAULT_SCHEMA, Manifest _RESOURCE_VERSION = 2 @@ -78,9 +78,28 @@ def extract_exposures( models = self.manifest.read_models() + def dbname(details: Mapping) -> str: + """Parse database name from Metabase database details.""" + for key in ("dbname", "db", "project-id", "catalog"): + if key in details: + return details[key] + return "" + ctx = self.__Context( - model_refs={m.alias.lower(): m.ref for m in models if m.ref}, - table_names={t["id"]: t["name"] for t in self.metabase.get_tables()}, + model_refs={m.alias_path.lower(): m.ref for m in models if m.ref}, + database_names={ + d["id"]: dbname(d["details"]) for d in self.metabase.get_databases() + }, + table_names={ + t["id"]: ".".join( + [ + dbname(t["db"]["details"]), + t["schema"] or DEFAULT_SCHEMA, + t["name"], + ] + ).lower() + for t in self.metabase.get_tables() + }, ) exposures = [] @@ -127,7 +146,7 @@ def extract_exposures( f"Visualization: {entity.get('display', 'Unknown').title()}" ) - result = self.__extract_card_exposures(ctx, card=entity) + result = self.__extract_card_exposures(ctx, entity) depends.update(result["depends"]) native_query = result["native_query"] @@ -155,12 +174,9 @@ def extract_exposures( if "id" not in card: continue - depends.update( - self.__extract_card_exposures( - ctx, - card=self.metabase.find_card(uid=card["id"]), - )["depends"] - ) + if card := self.metabase.find_card(uid=card["id"]): + result = self.__extract_card_exposures(ctx, card) + depends.update(result["depends"]) else: _logger.warning("Unexpected collection item '%s'", item["model"]) continue @@ -218,92 +234,91 @@ def extract_exposures( return exposures - def __extract_card_exposures( - self, - ctx: __Context, - card: Optional[Mapping], - ) -> Mapping: + def __extract_card_exposures(self, ctx: __Context, card: Mapping) -> Mapping: """Extracts exposures from Metabase questions.""" depends = set() native_query = "" - if card: - query = card.get("dataset_query", {}) - if query.get("type") == "query": - # Metabase GUI derived query - query_source = query.get("query", {}).get( - "source-table", card.get("table_id") - ) - - if str(query_source).startswith("card__"): + query = card.get("dataset_query", {}) + if query.get("type") == "query": + # Metabase GUI derived query + query_source = query.get("query", {}).get( + "source-table", card.get("table_id") + ) + + if str(query_source).startswith("card__"): + # Handle questions based on other questions + if source_card := self.metabase.find_card( + uid=query_source.split("__")[-1] + ): + result = self.__extract_card_exposures(ctx, source_card) + depends.update(result["depends"]) + elif query_source in ctx.table_names: + # Normal question + source_table = ctx.table_names.get(query_source) + if source_table: + source_table = source_table.lower() + _logger.info("Extracted model '%s' from card", source_table) + depends.add(source_table) + + # Find models exposed through joins + for join in query.get("query", {}).get("joins", []): + join_source = join.get("source-table") + + if str(join_source).startswith("card__"): # Handle questions based on other questions - depends.update( - self.__extract_card_exposures( - ctx, - card=self.metabase.find_card( - uid=query_source.split("__")[-1] - ), - )["depends"] - ) - elif query_source in ctx.table_names: - # Normal question - source_table = ctx.table_names.get(query_source) - if source_table: - source_table = source_table.lower() - _logger.info("Extracted model '%s' from card", source_table) - depends.add(source_table) - - # Find models exposed through joins - for join in query.get("query", {}).get("joins", []): - join_source = join.get("source-table") - - if str(join_source).startswith("card__"): - # Handle questions based on other questions - depends.update( - self.__extract_card_exposures( - ctx, - card=self.metabase.find_card( - uid=join_source.split("__")[-1] - ), - )["depends"] - ) - continue + if source_card := self.metabase.find_card( + uid=join_source.split("__")[-1] + ): + result = self.__extract_card_exposures(ctx, source_card) + depends.update(result["depends"]) - # Joined model parsed - joined_table = ctx.table_names.get(join_source) - if joined_table: - joined_table = joined_table.lower() - _logger.info("Extracted model '%s' from join", joined_table) - depends.add(joined_table) - - elif query.get("type") == "native": - # Metabase native query - native_query = query["native"].get("query") - ctes: MutableSequence[str] = [] - - # Parse common table expressions for exclusion - for matched_cte in re.findall(_CTE_PARSER, native_query): - ctes.extend(group.lower() for group in matched_cte if group) - - # Parse SQL for exposures through FROM or JOIN clauses - for sql_ref in re.findall(_EXPOSURE_PARSER, native_query): - # Grab just the table / model name - parsed_model = sql_ref.split(".")[-1].strip('"').lower() - - # Scrub CTEs (qualified sql_refs can not reference CTEs) - if parsed_model in ctes and "." not in sql_ref: - continue + continue - # Verify this is one of our parsed refable models so exposures dont break the DAG - if not ctx.model_refs.get(parsed_model): - continue + # Joined model parsed + joined_table = ctx.table_names.get(join_source) + if joined_table: + joined_table = joined_table.lower() + _logger.info("Extracted model '%s' from join", joined_table) + depends.add(joined_table) + + elif query.get("type") == "native": + # Metabase native query + native_query = query["native"].get("query") + ctes: MutableSequence[str] = [] + + # Parse common table expressions for exclusion + for matched_cte in re.findall(_CTE_PARSER, native_query): + ctes.extend(group.lower() for group in matched_cte if group) + + # Parse SQL for exposures through FROM or JOIN clauses + for sql_ref in re.findall(_EXPOSURE_PARSER, native_query): + # DATABASE.schema.table -> [database, schema, table] + parsed_model_path = [s.strip('"').lower() for s in sql_ref.split(".")] + + # Scrub CTEs (qualified sql_refs can not reference CTEs) + if parsed_model_path[-1] in ctes and "." not in sql_ref: + continue + + # Missing schema -> use default schema + if len(parsed_model_path) < 2: + parsed_model_path.insert(0, DEFAULT_SCHEMA.lower()) + # Missing database -> use query's database + if len(parsed_model_path) < 3: + database_name = ctx.database_names.get(query["database"], "") + parsed_model_path.insert(0, database_name.lower()) + + # Fully-qualified database.schema.table + parsed_model = ".".join(parsed_model_path) + + # Verify this is one of our parsed refable models so exposures dont break the DAG + if not ctx.model_refs.get(parsed_model): + continue - if parsed_model: - _logger.info( - "Extracted model '%s' from native query", parsed_model - ) - depends.add(parsed_model) + if parsed_model: + _logger.info("Extracted model '%s' from native query", parsed_model) + depends.add(parsed_model) return { "depends": depends, @@ -429,4 +444,5 @@ def __write_exposures( @dc.dataclass class __Context: model_refs: Mapping[str, str] + database_names: Mapping[str, str] table_names: Mapping[str, str] diff --git a/dbtmetabase/manifest.py b/dbtmetabase/manifest.py index 40350d24..a48348c0 100644 --- a/dbtmetabase/manifest.py +++ b/dbtmetabase/manifest.py @@ -409,6 +409,10 @@ def ref(self) -> Optional[str]: return f"source('{self.source}', '{self.name}')" return None + @property + def alias_path(self) -> str: + return ".".join([self.database, self.schema or DEFAULT_SCHEMA, self.alias]) + def format_description( self, append_tags: bool = False, diff --git a/dbtmetabase/metabase.py b/dbtmetabase/metabase.py index c50917bd..61c96206 100644 --- a/dbtmetabase/metabase.py +++ b/dbtmetabase/metabase.py @@ -95,9 +95,13 @@ def _api( return response_json + def get_databases(self) -> Sequence[Mapping]: + """Retrieves all databases.""" + return list(self._api("get", "/api/database")) + def find_database(self, name: str) -> Optional[Mapping]: """Finds database by name attribute or returns none.""" - for api_database in list(self._api("get", "/api/database")): + for api_database in self.get_databases(): if api_database["name"].upper() == name.upper(): return api_database return None diff --git a/uv.lock b/uv.lock index 10cf43ad..575fdb6f 100644 --- a/uv.lock +++ b/uv.lock @@ 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