From 5c33cb21b2a4ea81ea02b748a1df76f0c9020d03 Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Wed, 30 Sep 2026 10:56:58 +0200
Subject: [PATCH 1/9] added demo implementation which allows a customer to
 specify their own impl of measurement_db.py

---
 docs/impulse/docs/config/configuration.md     | 50 ++++++++++
 src/impulse_query_engine/measurement_db.py    | 17 +---
 .../measurement_db_abstract.py                | 63 ++++++++++++
 .../measurement_db_registry.py                | 40 ++++++++
 src/impulse_reporting/core/report.py          | 30 +++---
 .../unit/measurement_db_registry_test.py      | 57 +++++++++++
 .../unit/measurement_db_versioning_test.py    | 20 ++++
 .../custom_measurement_db_report_test.py      | 99 +++++++++++++++++++
 .../unit/config/config_parser_test.py         | 49 +++++++++
 .../unit/core/create_measurement_db_test.py   | 63 ++++++++++++
 10 files changed, 458 insertions(+), 30 deletions(-)
 create mode 100644 src/impulse_query_engine/measurement_db_abstract.py
 create mode 100644 src/impulse_query_engine/measurement_db_registry.py
 create mode 100644 tests/impulse_query_engine/unit/measurement_db_registry_test.py
 create mode 100644 tests/impulse_reporting/integration/custom_measurement_db_report_test.py
 create mode 100644 tests/impulse_reporting/unit/core/create_measurement_db_test.py

diff --git a/docs/impulse/docs/config/configuration.md b/docs/impulse/docs/config/configuration.md
index d8199953..160a6052 100644
--- a/docs/impulse/docs/config/configuration.md
+++ b/docs/impulse/docs/config/configuration.md
@@ -142,12 +142,62 @@ Two independent filter families:
 | `max_channels_per_batch` | `int`         | `500`                    | Caps how many distinct channels are read in one solve batch, to bound per-solve memory. Counts channel selections (each distinct `channel(...)` / `poi_channel(...)` in your expressions). Applies to events, aggregations, and calculated channels; for calculated channels it counts the *input* channels they read, not the number of calculated channels. The cap is a packing target, not a hard limit: an expression that on its own reads more channels than the cap still runs, in a batch of its own. Must be `>= 1`. The old name `batch_size` is a **deprecated alias** (still accepted, warns, removed in a future release); setting both raises a validation error. |
 | `max_containers_per_batch` | `int`       | `null`                   | Caps how many containers are solved at once, to bound per-solve memory. `null` disables the cap; when set it must be `>= 1`. On an **incremental** run, `Report.run()` commits at most this many upserted containers per iteration and loops until the population is drained (see [incremental](#incremental-optional)). On a **full** run, and when a changed definition recomputes over all containers, the population is split into chunks of about this size and solved chunk by chunk. Chunk sizes are approximate (the cap is a memory heuristic, not an exact bound). |
 | `solver_config`         | `SolverConfig` | `null`                   | Per-table column mappings, per-table equality filters, and project scoping. Set `project_id` to scope reads by project — it is applied to `container_tags` (if configured), `container_metrics`, and `channel_mapping` (if configured), so it works in both narrow EAV and wide-only data models. Omit it when you don't need project scoping. See [Solver column mappings and filters](#solver-column-mappings-and-filters). |
+| `measurement_db`        | `str`          | `"MeasurementDB"`        | Registered name of the read seam that loads the silver tables. The default is the built-in reader. Select a custom implementation to reshape a different source schema at read time. See [Custom measurement DB](#custom-measurement-db). |
+| `measurement_db_config` | `dict`         | `null`                   | Constructor arguments for the selected read seam's config class, passed alongside the `source` tables (e.g. extra source tables, prefilter keys). |
 
 If `query_engine` is omitted, the default is `DefaultSolver` with
 `data_type = "RLE"`.
 
 ---
 
+## Custom measurement DB
+
+When your raw tables need more than column renames to match the silver model (unions, joins, a
+grain change, an EAV unpivot), plug in your own read seam instead of changing Impulse:
+
+```python
+from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
+from impulse_query_engine.measurement_db_registry import register_measurement_db
+
+
+class MyDBConfig(MeasurementDBConfig):
+    def __init__(self, *, session_table: str, **base_kwargs):  # required: no default
+        super().__init__(**base_kwargs)
+        self.session_table = session_table
+
+    def configured_table_uris(self) -> list[str]:
+        # Extra tables listed here are pinned to one Delta snapshot per run.
+        return super().configured_table_uris() + [self.session_table]
+
+
+@register_measurement_db("MyMeasurementDB", MyDBConfig)
+class MyMeasurementDB(MeasurementDB):
+    def container_metrics(self, spark):
+        raw = super().container_metrics(spark)
+        sessions = self._read_table(spark, self.config.session_table)  # pinned read
+        return ...  # reshape into the silver container_metrics shape
+```
+
+```json
+"query_engine": {
+  "measurement_db": "MyMeasurementDB",
+  "measurement_db_config": { "session_table": "catalog.raw.sessions" }
+}
+```
+
+- **Import the package that registers the DB before the report config is parsed.** The config is
+  validated when it is loaded: an unregistered `measurement_db`, a missing required argument, an
+  unknown key, or a key that also appears in `source` raises a validation error.
+- **Required settings must be keyword-only arguments without a default**, otherwise a missing value
+  is not detected.
+- **Read extra tables through `self._read_table`** and list them in `configured_table_uris()`, so they
+  are read at the run's pinned Delta version. Views are never pinned.
+- **Your DB is responsible for returning the columns, types, row grain and time unit the solver
+  expects.** Impulse does not validate the returned frames. The built-in `MeasurementDB` is the
+  reference.
+
+---
+
 ## Solver column mappings and filters
 
 The framework references columns by a fixed set of **internal names** (e.g. `container_id`, `channel_id`,
diff --git a/src/impulse_query_engine/measurement_db.py b/src/impulse_query_engine/measurement_db.py
index 2b1145fc..95a38afc 100644
--- a/src/impulse_query_engine/measurement_db.py
+++ b/src/impulse_query_engine/measurement_db.py
@@ -1,11 +1,9 @@
 import warnings
 
-from databricks.sdk import WorkspaceClient
 from pyspark.sql import DataFrame
 
-from impulse_query_engine import __version__
-from impulse_query_engine.telemetry import verify_workspace_client
-from .analyze.query.query_builder import QueryBuilder
+from .measurement_db_abstract import AbstractMeasurementDB
+from .measurement_db_registry import register_measurement_db
 
 
 class MeasurementDBConfig:
@@ -100,15 +98,8 @@ def configured_table_uris(self) -> list[str]:
         ]
 
 
-class MeasurementDB:
-    def __init__(self, config: MeasurementDBConfig, ws: WorkspaceClient):
-        self.config = config
-        self.ws = verify_workspace_client(ws, "databricks-impulse", __version__)
-
-    @property
-    def query(self):
-        return QueryBuilder(db=self)
-
+@register_measurement_db("MeasurementDB", MeasurementDBConfig)
+class MeasurementDB(AbstractMeasurementDB):
     def _current_delta_version(self, spark, uri: str) -> int | None:
         """Latest committed Delta version of ``uri``, or ``None`` if unpinnable.
 
diff --git a/src/impulse_query_engine/measurement_db_abstract.py b/src/impulse_query_engine/measurement_db_abstract.py
new file mode 100644
index 00000000..ab450357
--- /dev/null
+++ b/src/impulse_query_engine/measurement_db_abstract.py
@@ -0,0 +1,63 @@
+from abc import ABC, abstractmethod
+from typing import TYPE_CHECKING
+
+from databricks.sdk import WorkspaceClient
+from pyspark.sql import DataFrame
+
+from impulse_query_engine import __version__
+from impulse_query_engine.telemetry import verify_workspace_client
+
+from .analyze.query.query_builder import QueryBuilder
+
+if TYPE_CHECKING:
+    from .measurement_db import MeasurementDBConfig
+
+
+class AbstractMeasurementDB(ABC):
+    """Read seam contract: returns silver-shaped frames for the solver.
+
+    Implementations are selected by name via ``register_measurement_db`` and built as
+    ``db_cls(config, ws)``. The returned frames must match the silver model the solver expects.
+    """
+
+    def __init__(self, config: "MeasurementDBConfig", ws: WorkspaceClient):
+        self.config = config
+        self.ws = verify_workspace_client(ws, "databricks-impulse", __version__)
+
+    @property
+    def query(self) -> QueryBuilder:
+        return QueryBuilder(db=self)
+
+    @abstractmethod
+    def pin_versions(self, spark) -> None:
+        """Pin every read table to one Delta snapshot for the run (called by ``Report``)."""
+
+    @abstractmethod
+    def container_tags(self, spark) -> DataFrame: ...
+
+    @abstractmethod
+    def container_metrics(self, spark) -> DataFrame: ...
+
+    @abstractmethod
+    def channel_tags(self, spark) -> DataFrame: ...
+
+    @abstractmethod
+    def channel_metrics(self, spark) -> DataFrame: ...
+
+    @abstractmethod
+    def channels(self, spark) -> DataFrame: ...
+
+    @abstractmethod
+    def has_poi_channels(self) -> bool: ...
+
+    @abstractmethod
+    def poi_channels(self, spark) -> DataFrame: ...
+
+    @abstractmethod
+    def channel_mapping(self, spark) -> DataFrame: ...
+
+    @abstractmethod
+    def unit_conversion(self, spark) -> DataFrame: ...
+
+    @abstractmethod
+    def channel_uri(self) -> str | None: ...
diff --git a/src/impulse_query_engine/measurement_db_registry.py b/src/impulse_query_engine/measurement_db_registry.py
new file mode 100644
index 00000000..5c5c0ba2
--- /dev/null
+++ b/src/impulse_query_engine/measurement_db_registry.py
@@ -0,0 +1,40 @@
+from typing import TYPE_CHECKING, NamedTuple
+
+from .measurement_db_abstract import AbstractMeasurementDB
+
+if TYPE_CHECKING:
+    from .measurement_db import MeasurementDBConfig
+
+
+class Registration(NamedTuple):
+    db_cls: type[AbstractMeasurementDB]
+    config_cls: type["MeasurementDBConfig"]
+
+
+_REGISTRY: dict[str, Registration] = {}
+
+
+def register_measurement_db(name: str, config_cls: type["MeasurementDBConfig"]):
+    """Register an ``AbstractMeasurementDB`` subclass under *name*, built with *config_cls*.
+
+    Re-registering a name replaces the previous entry.
+    """
+
+    def decorator[T: type[AbstractMeasurementDB]](db_cls: T) -> T:
+        if not issubclass(db_cls, AbstractMeasurementDB):
+            raise TypeError(f"{db_cls!r} must subclass AbstractMeasurementDB")
+        _REGISTRY[name] = Registration(db_cls, config_cls)
+        return db_cls
+
+    return decorator
+
+
+def resolve_measurement_db(name: str) -> Registration:
+    """Return the registration for *name*; raises ``KeyError`` listing the registered names."""
+    try:
+        return _REGISTRY[name]
+    except KeyError:
+        raise KeyError(
+            f"Unknown measurement DB {name!r}; registered: {sorted(_REGISTRY)}. "
+            "Import the package that registers it before parsing the report config."
+        ) from None
diff --git a/src/impulse_reporting/core/report.py b/src/impulse_reporting/core/report.py
index 1a6b6f9f..cd09b037 100644
--- a/src/impulse_reporting/core/report.py
+++ b/src/impulse_reporting/core/report.py
@@ -13,13 +13,14 @@
 from impulse_query_engine.analyze.query.query_builder import QueryBuilder
 from impulse_query_engine.analyze.query.solvers.default_solver import DefaultSolver
 from impulse_query_engine.analyze.query.solvers.query_solver import QuerySolver
-from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
+from impulse_query_engine.measurement_db import AbstractMeasurementDB
 from impulse_reporting.aggregations.aggregation_types import AggregationType
 from impulse_reporting.channels.channel_types import ChannelType
 from impulse_reporting.config.config_parser import (
     ImpulseConfig,
     Solvers,
     DataType,
+    build_measurement_db_config,
 )
 from impulse_reporting.core.page import Page
 from impulse_reporting.core.report_utils import (
@@ -157,13 +158,13 @@ def get_id(self) -> int:
         """
         return zlib.crc32(self.name.encode()) & 0x7FFFFFFF  # Ensures positive 32-bit int
 
-    def get_db(self) -> MeasurementDB:
+    def get_db(self) -> AbstractMeasurementDB:
         """
         Get the measurement database associated with this report.
 
         Returns
         -------
-        MeasurementDB
+        AbstractMeasurementDB
             The measurement database instance.
         """
         return self.db
@@ -215,13 +216,12 @@ def load_config_from_dict(config_info: dict[str, Any]) -> ImpulseConfig:
         return ImpulseConfig.model_validate(config_info)
 
     @staticmethod
-    def create_measurement_db(config: ImpulseConfig, ws: WorkspaceClient) -> MeasurementDB:
+    def create_measurement_db(config: ImpulseConfig, ws: WorkspaceClient) -> AbstractMeasurementDB:
         """
-        Create a measurement database based on the provided configuration.
+        Create the measurement database selected by ``query_engine.measurement_db``.
 
-        Maps the optional ``container_tags`` field from the Source config
-        to the ``container_tags_table`` parameter expected by
-        ``MeasurementDBConfig``.
+        Builds the registered config class from the ``source`` tables plus
+        ``query_engine.measurement_db_config``, then the registered DB class.
 
         Parameters
         ----------
@@ -232,18 +232,14 @@ def create_measurement_db(config: ImpulseConfig, ws: WorkspaceClient) -> Measure
 
         Returns
         -------
-        MeasurementDB
+        AbstractMeasurementDB
             The measurement database instance.
         """
-        source_dict = dict(config.source)
-        # Map config field name to MeasurementDBConfig parameter name
-        if "container_tags" in source_dict:
-            source_dict["container_tags_table"] = source_dict.pop("container_tags")
-        measurement_db_config = MeasurementDBConfig(**source_dict, table_locations="unity_catalog")
-        return MeasurementDB(config=measurement_db_config, ws=ws)
+        db_cls, db_config = build_measurement_db_config(config.source, config.query_engine)
+        return db_cls(db_config, ws)
 
     @staticmethod
-    def create_query_builder(db: MeasurementDB, config: ImpulseConfig) -> QueryBuilder:
+    def create_query_builder(db: AbstractMeasurementDB, config: ImpulseConfig) -> QueryBuilder:
         """
         Create a query builder based on the provided configuration and set container filters.
 
@@ -254,7 +250,7 @@ def create_query_builder(db: MeasurementDB, config: ImpulseConfig) -> QueryBuild
 
         Parameters
         ----------
-        db : MeasurementDB
+        db : AbstractMeasurementDB
             The measurement database instance.
         config : ImpulseConfig
             The Impulse configuration.
diff --git a/tests/impulse_query_engine/unit/measurement_db_registry_test.py b/tests/impulse_query_engine/unit/measurement_db_registry_test.py
new file mode 100644
index 00000000..20783e1d
--- /dev/null
+++ b/tests/impulse_query_engine/unit/measurement_db_registry_test.py
@@ -0,0 +1,57 @@
+# pylint: disable=missing-function-docstring
+"""Tests for the ``AbstractMeasurementDB`` contract and the name registry."""
+
+import pytest
+
+import impulse_query_engine.measurement_db_registry as registry
+from impulse_query_engine.measurement_db import (
+    AbstractMeasurementDB,
+    MeasurementDB,
+    MeasurementDBConfig,
+)
+from impulse_query_engine.measurement_db_registry import (
+    register_measurement_db,
+    resolve_measurement_db,
+)
+
+
+@pytest.fixture(autouse=True)
+def isolated_registry(monkeypatch):
+    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
+
+
+def test_measurement_db_implements_the_contract():
+    assert issubclass(MeasurementDB, AbstractMeasurementDB)
+    assert not MeasurementDB.__abstractmethods__
+
+
+def test_incomplete_implementation_cannot_be_instantiated():
+    class Incomplete(AbstractMeasurementDB):
+        pass
+
+    with pytest.raises(TypeError, match="abstract"):
+        Incomplete(MeasurementDBConfig(), ws=None)
+
+
+def test_builtin_is_registered():
+    assert resolve_measurement_db("MeasurementDB") == (MeasurementDB, MeasurementDBConfig)
+
+
+def test_unknown_name_lists_registered_names():
+    with pytest.raises(KeyError, match=r"'Missing'.*\['MeasurementDB'\]"):
+        resolve_measurement_db("Missing")
+
+
+def test_register_returns_class_and_last_registration_wins():
+    class First(MeasurementDB): ...
+
+    class Second(MeasurementDB): ...
+
+    assert register_measurement_db("Custom", MeasurementDBConfig)(First) is First
+    register_measurement_db("Custom", MeasurementDBConfig)(Second)
+    assert resolve_measurement_db("Custom").db_cls is Second
+
+
+def test_register_rejects_non_subclass():
+    with pytest.raises(TypeError, match="must subclass AbstractMeasurementDB"):
+        register_measurement_db("Bad", MeasurementDBConfig)(object)
diff --git a/tests/impulse_query_engine/unit/measurement_db_versioning_test.py b/tests/impulse_query_engine/unit/measurement_db_versioning_test.py
index da45275b..4ead7b7c 100644
--- a/tests/impulse_query_engine/unit/measurement_db_versioning_test.py
+++ b/tests/impulse_query_engine/unit/measurement_db_versioning_test.py
@@ -54,6 +54,26 @@ def test_pin_versions_freezes_snapshot(spark, pin_schema):  # noqa: F811
     assert db.container_metrics(spark).count() == 10
 
 
+def test_pin_versions_pins_extra_table_declared_by_config_subclass(spark, pin_schema):  # noqa: F811
+    # A custom read seam declares its extra tables via ``configured_table_uris``; the inherited
+    # ``pin_versions`` then pins them together with the silver tables.
+    extra = f"{pin_schema}.sessions"
+    spark.range(3).toDF("session_id").write.format("delta").mode("overwrite").saveAsTable(extra)
+
+    class ConfigWithExtra(MeasurementDBConfig):
+        def configured_table_uris(self) -> list[str]:
+            return super().configured_table_uris() + [extra]
+
+    cfg = ConfigWithExtra(table_locations="unity_catalog")
+    db = _db(cfg)
+    db.pin_versions(spark)
+    assert cfg.pinned_versions == {extra: 0}
+
+    spark.range(3, 5).toDF("session_id").write.format("delta").mode("append").saveAsTable(extra)
+
+    assert db._read_table(spark, extra).count() == 3
+
+
 def test_pin_versions_freezes_snapshot_path_mode(spark, tmp_path):  # noqa: F811
     # Path mode (``external_locations``): reads and version resolution go through
     # the filesystem path rather than a catalog name.
diff --git a/tests/impulse_reporting/integration/custom_measurement_db_report_test.py b/tests/impulse_reporting/integration/custom_measurement_db_report_test.py
new file mode 100644
index 00000000..0267c676
--- /dev/null
+++ b/tests/impulse_reporting/integration/custom_measurement_db_report_test.py
@@ -0,0 +1,99 @@
+# pylint: disable=missing-function-docstring
+"""End-to-end: a registered custom read seam selected via ``query_engine.measurement_db``.
+
+The custom DB reads a "raw" copy of ``container_metrics`` whose id column is ``session_id`` and
+renames it back, so the solve *and* incremental container detection only work if every read goes
+through the DB.
+"""
+
+from unittest.mock import create_autospec
+
+import pyspark.sql.functions as F
+import pytest
+from databricks.sdk import WorkspaceClient
+
+import impulse_query_engine.measurement_db_registry as registry
+from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
+from impulse_query_engine.measurement_db_registry import register_measurement_db
+from impulse_reporting.aggregations.histogram import HistogramDuration
+from impulse_reporting.config.config_parser import (
+    IncrementalConfig,
+    ImpulseConfig,
+    QueryEngine,
+    Source,
+    UnitySink,
+)
+from impulse_reporting.core.page import Page
+from impulse_reporting.core.report import Report
+
+_RAW_CONTAINER_METRICS = "spark_catalog.silver.custom_db_container_metrics_raw"
+
+
+class SessionKeyedDB(MeasurementDB):
+    """Reshapes the raw container read: ``session_id`` -> ``container_id``."""
+
+    def container_metrics(self, spark):
+        return super().container_metrics(spark).withColumnRenamed("session_id", "container_id")
+
+
+@pytest.fixture(autouse=True)
+def custom_db(spark, monkeypatch):
+    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
+    register_measurement_db("SessionKeyedDB", MeasurementDBConfig)(SessionKeyedDB)
+    spark.read.table("spark_catalog.silver.container_metrics").withColumnRenamed(
+        "container_id", "session_id"
+    ).write.format("delta").mode("overwrite").saveAsTable(_RAW_CONTAINER_METRICS)
+    yield
+    spark.sql(f"DROP TABLE IF EXISTS {_RAW_CONTAINER_METRICS}")
+
+
+def _report(spark, *, incremental: bool) -> Report:
+    config = ImpulseConfig(
+        source=Source(
+            container_metrics_table=_RAW_CONTAINER_METRICS,
+            channel_metrics_table="spark_catalog.silver.channel_metrics",
+            channels_uri="spark_catalog.silver.channels",
+        ),
+        unity_sink=UnitySink(catalog="spark_catalog", schema="gold", table_prefix="evaluation"),
+        query_engine=QueryEngine(measurement_db="SessionKeyedDB"),
+        incremental=IncrementalConfig(enabled=incremental),
+    )
+    report = Report(
+        name="custom_db_report",
+        spark=spark,
+        workspace_client=create_autospec(WorkspaceClient),
+        config=dict(config),
+    )
+    rpm = report.get_db().query.channel(channel_name="Engine RPM")
+    page = Page(page_number=1)
+    report.add_page(page)
+    page.add_aggregation(
+        HistogramDuration("rpm_hist", base_expr=rpm, bins=[float(b) for b in range(0, 8000, 500)])
+    )
+    return report
+
+
+def test_report_runs_through_custom_db(spark):
+    report = _report(spark, incremental=False)
+    assert type(report.get_db()) is SessionKeyedDB
+
+    report.determine_report()
+
+    hist = report.aggregation_dfs["HISTOGRAM"]["changed"]
+    assert hist.filter(F.col("hist_value") > 0).count() > 0
+
+
+def test_incremental_second_run_processes_no_containers(spark):
+    first = _report(spark, incremental=False)
+    first.determine_report()
+    first.persist_results()
+    gold = "spark_catalog.gold.evaluation_measurement_dimension"
+    before = sorted(spark.read.table(gold).collect())
+
+    second = _report(spark, incremental=True)
+    second.determine_report()
+    second.persist_results()
+
+    # Detection reads the reshaped container_metrics through the DB, so it matches gold.
+    assert second._has_processed_containers is False
+    assert sorted(spark.read.table(gold).collect()) == before
diff --git a/tests/impulse_reporting/unit/config/config_parser_test.py b/tests/impulse_reporting/unit/config/config_parser_test.py
index 7ed5b12d..d8dcd3eb 100644
--- a/tests/impulse_reporting/unit/config/config_parser_test.py
+++ b/tests/impulse_reporting/unit/config/config_parser_test.py
@@ -3,6 +3,9 @@
 import pytest
 from pydantic import ValidationError
 
+import impulse_query_engine.measurement_db_registry as registry
+from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
+from impulse_query_engine.measurement_db_registry import register_measurement_db
 from impulse_reporting.config.config_parser import (
     CalculatedChannels,
     CastType,
@@ -128,6 +131,52 @@ def test_impulse_config_data_format_raw():
     assert config.query_engine.data_type == DataType.RAW
 
 
+def test_impulse_config_measurement_db_defaults():
+    config = ImpulseConfig.model_validate(impulse_config_JSON)
+    assert config.query_engine.measurement_db == "MeasurementDB"
+    assert config.query_engine.measurement_db_config is None
+
+
+class _SessionDBConfig(MeasurementDBConfig):
+    def __init__(self, *, session_table: str, **base_kwargs):
+        super().__init__(**base_kwargs)
+        self.session_table = session_table
+
+
+@pytest.fixture
+def session_db_registered(monkeypatch):
+    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
+    register_measurement_db("SessionDB", _SessionDBConfig)(MeasurementDB)
+
+
+def _with_measurement_db(name: str, extra: dict | None = None) -> dict:
+    query_engine = {"measurement_db": name, "measurement_db_config": extra}
+    return {**impulse_config_JSON, "query_engine": query_engine}
+
+
+def test_impulse_config_measurement_db_selector_parsed(session_db_registered):
+    config_json = _with_measurement_db("SessionDB", {"session_table": "cat.raw.sessions"})
+    config = ImpulseConfig.model_validate(config_json)
+    assert config.query_engine.measurement_db == "SessionDB"
+    assert config.query_engine.measurement_db_config == {"session_table": "cat.raw.sessions"}
+
+
+@pytest.mark.parametrize(
+    ("name", "extra", "error"),
+    [
+        ("NotRegistered", None, "Unknown measurement DB 'NotRegistered'"),
+        ("SessionDB", None, "missing 1 required keyword-only argument: 'session_table'"),
+        ("SessionDB", {"session_table": "t", "typo": 1}, "unexpected keyword argument 'typo'"),
+        ("SessionDB", {"session_table": "t", "channels_uri": "x"}, "multiple values"),
+    ],
+)
+def test_impulse_config_measurement_db_config_rejected_at_parse_time(
+    session_db_registered, name, extra, error
+):
+    with pytest.raises(ValidationError, match=error):
+        ImpulseConfig.model_validate(_with_measurement_db(name, extra))
+
+
 def test_impulse_config_drop_in_plausible_data_defaults_to_false():
     config_json = impulse_config_JSON.copy()
     config = ImpulseConfig.model_validate(config_json)
diff --git a/tests/impulse_reporting/unit/core/create_measurement_db_test.py b/tests/impulse_reporting/unit/core/create_measurement_db_test.py
new file mode 100644
index 00000000..370226ce
--- /dev/null
+++ b/tests/impulse_reporting/unit/core/create_measurement_db_test.py
@@ -0,0 +1,63 @@
+# pylint: disable=missing-function-docstring
+"""Tests for selecting the read seam via ``query_engine.measurement_db``."""
+
+from unittest.mock import create_autospec
+
+import pytest
+from databricks.sdk import WorkspaceClient
+
+import impulse_query_engine.measurement_db_registry as registry
+from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
+from impulse_query_engine.measurement_db_registry import register_measurement_db
+from impulse_reporting.config.config_parser import ImpulseConfig
+from impulse_reporting.core.report import Report
+
+_SOURCE = {
+    "container_metrics_table": "cat.silver.container_metrics",
+    "channel_metrics_table": "cat.silver.channel_metrics",
+    "channels_uri": "cat.silver.channels",
+}
+_SINK = {"catalog": "cat", "schema": "gold", "table_prefix": "t"}
+
+
+class AcmeConfig(MeasurementDBConfig):
+    def __init__(self, *, session_table=None, **base_kwargs):
+        super().__init__(**base_kwargs)
+        self.session_table = session_table
+
+
+class AcmeDB(MeasurementDB): ...
+
+
+@pytest.fixture(autouse=True)
+def acme_registered(monkeypatch):
+    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
+    register_measurement_db("AcmeDB", AcmeConfig)(AcmeDB)
+
+
+def _build(query_engine=None):
+    config = ImpulseConfig.model_validate(
+        {"source": _SOURCE, "unity_sink": _SINK, "query_engine": query_engine or {}}
+    )
+    return Report.create_measurement_db(config, create_autospec(WorkspaceClient))
+
+
+def test_defaults_to_builtin():
+    db = _build()
+    assert type(db) is MeasurementDB
+    assert type(db.config) is MeasurementDBConfig
+    assert db.config.channels_uri == "cat.silver.channels"
+    assert db.config.table_locations == "unity_catalog"
+
+
+def test_selector_builds_registered_config_and_db():
+    db = _build(
+        {
+            "measurement_db": "AcmeDB",
+            "measurement_db_config": {"session_table": "cat.raw.sessions"},
+        }
+    )
+    assert type(db) is AcmeDB
+    assert type(db.config) is AcmeConfig
+    assert db.config.session_table == "cat.raw.sessions"
+    assert db.config.container_metrics_table == "cat.silver.container_metrics"

From ca3129f7525acf5432c7b393c1399f32498516c9 Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Wed, 30 Sep 2026 14:31:24 +0200
Subject: [PATCH 2/9] updated implementation to use dataclass instead of
 NamedTuple

---
 docs/impulse/docs/config/configuration.md     |    6 +-
 .../measurement_db_abstract.py                |    2 +-
 .../measurement_db_registry.py                |   12 +-
 src/impulse_reporting/core/report.py          |    9 +-
 uv.lock                                       | 1030 ++++++++---------
 5 files changed, 534 insertions(+), 525 deletions(-)

diff --git a/docs/impulse/docs/config/configuration.md b/docs/impulse/docs/config/configuration.md
index 160a6052..31490603 100644
--- a/docs/impulse/docs/config/configuration.md
+++ b/docs/impulse/docs/config/configuration.md
@@ -142,8 +142,8 @@ Two independent filter families:
 | `max_channels_per_batch` | `int`         | `500`                    | Caps how many distinct channels are read in one solve batch, to bound per-solve memory. Counts channel selections (each distinct `channel(...)` / `poi_channel(...)` in your expressions). Applies to events, aggregations, and calculated channels; for calculated channels it counts the *input* channels they read, not the number of calculated channels. The cap is a packing target, not a hard limit: an expression that on its own reads more channels than the cap still runs, in a batch of its own. Must be `>= 1`. The old name `batch_size` is a **deprecated alias** (still accepted, warns, removed in a future release); setting both raises a validation error. |
 | `max_containers_per_batch` | `int`       | `null`                   | Caps how many containers are solved at once, to bound per-solve memory. `null` disables the cap; when set it must be `>= 1`. On an **incremental** run, `Report.run()` commits at most this many upserted containers per iteration and loops until the population is drained (see [incremental](#incremental-optional)). On a **full** run, and when a changed definition recomputes over all containers, the population is split into chunks of about this size and solved chunk by chunk. Chunk sizes are approximate (the cap is a memory heuristic, not an exact bound). |
 | `solver_config`         | `SolverConfig` | `null`                   | Per-table column mappings, per-table equality filters, and project scoping. Set `project_id` to scope reads by project — it is applied to `container_tags` (if configured), `container_metrics`, and `channel_mapping` (if configured), so it works in both narrow EAV and wide-only data models. Omit it when you don't need project scoping. See [Solver column mappings and filters](#solver-column-mappings-and-filters). |
-| `measurement_db`        | `str`          | `"MeasurementDB"`        | Registered name of the read seam that loads the silver tables. The default is the built-in reader. Select a custom implementation to reshape a different source schema at read time. See [Custom measurement DB](#custom-measurement-db). |
-| `measurement_db_config` | `dict`         | `null`                   | Constructor arguments for the selected read seam's config class, passed alongside the `source` tables (e.g. extra source tables, prefilter keys). |
+| `measurement_db`        | `str`          | `"MeasurementDB"`        | Registered name of the MeasurementDB implementation to use. The default is the built-in reader; a custom implementation can reshape a different source schema at read time. See [Custom measurement DB](#custom-measurement-db). |
+| `measurement_db_config` | `dict`         | `null`                   | Keyword arguments for that implementation's config class, merged with the `source` tables (e.g. extra source tables, prefilter keys). |
 
 If `query_engine` is omitted, the default is `DefaultSolver` with
 `data_type = "RLE"`.
@@ -153,7 +153,7 @@ If `query_engine` is omitted, the default is `DefaultSolver` with
 ## Custom measurement DB
 
 When your raw tables need more than column renames to match the silver model (unions, joins, a
-grain change, an EAV unpivot), plug in your own read seam instead of changing Impulse:
+grain change, an EAV unpivot), plug in your own MeasurementDB implementation instead of changing Impulse:
 
 ```python
 from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
diff --git a/src/impulse_query_engine/measurement_db_abstract.py b/src/impulse_query_engine/measurement_db_abstract.py
index ab450357..827a63e1 100644
--- a/src/impulse_query_engine/measurement_db_abstract.py
+++ b/src/impulse_query_engine/measurement_db_abstract.py
@@ -14,7 +14,7 @@
 
 
 class AbstractMeasurementDB(ABC):
-    """Read seam contract: returns silver-shaped frames for the solver.
+    """Contract for a MeasurementDB implementation: returns silver-shaped frames for the solver.
 
     Implementations are selected by name via ``register_measurement_db`` and built as
     ``db_cls(config, ws)``. The returned frames must match the silver model the solver expects.
diff --git a/src/impulse_query_engine/measurement_db_registry.py b/src/impulse_query_engine/measurement_db_registry.py
index 5c5c0ba2..9b9a0e40 100644
--- a/src/impulse_query_engine/measurement_db_registry.py
+++ b/src/impulse_query_engine/measurement_db_registry.py
@@ -1,4 +1,5 @@
-from typing import TYPE_CHECKING, NamedTuple
+from dataclasses import dataclass
+from typing import TYPE_CHECKING
 
 from .measurement_db_abstract import AbstractMeasurementDB
 
@@ -6,12 +7,13 @@
     from .measurement_db import MeasurementDBConfig
 
 
-class Registration(NamedTuple):
+@dataclass(frozen=True, slots=True)
+class MeasurementDatabaseRegistration:
     db_cls: type[AbstractMeasurementDB]
     config_cls: type["MeasurementDBConfig"]
 
 
-_REGISTRY: dict[str, Registration] = {}
+_REGISTRY: dict[str, MeasurementDatabaseRegistration] = {}
 
 
 def register_measurement_db(name: str, config_cls: type["MeasurementDBConfig"]):
@@ -23,13 +25,13 @@ def register_measurement_db(name: str, config_cls: type["MeasurementDBConfig"]):
     def decorator[T: type[AbstractMeasurementDB]](db_cls: T) -> T:
         if not issubclass(db_cls, AbstractMeasurementDB):
             raise TypeError(f"{db_cls!r} must subclass AbstractMeasurementDB")
-        _REGISTRY[name] = Registration(db_cls, config_cls)
+        _REGISTRY[name] = MeasurementDatabaseRegistration(db_cls, config_cls)
         return db_cls
 
     return decorator
 
 
-def resolve_measurement_db(name: str) -> Registration:
+def resolve_measurement_db(name: str) -> MeasurementDatabaseRegistration:
     """Return the registration for *name*; raises ``KeyError`` listing the registered names."""
     try:
         return _REGISTRY[name]
diff --git a/src/impulse_reporting/core/report.py b/src/impulse_reporting/core/report.py
index cd09b037..17c9e8e2 100644
--- a/src/impulse_reporting/core/report.py
+++ b/src/impulse_reporting/core/report.py
@@ -222,6 +222,9 @@ def create_measurement_db(config: ImpulseConfig, ws: WorkspaceClient) -> Abstrac
 
         Builds the registered config class from the ``source`` tables plus
         ``query_engine.measurement_db_config``, then the registered DB class.
+        Maps the optional ``container_tags`` field from the Source config
+        to the ``container_tags_table`` parameter expected by
+        ``MeasurementDBConfig``.
 
         Parameters
         ----------
@@ -235,7 +238,11 @@ def create_measurement_db(config: ImpulseConfig, ws: WorkspaceClient) -> Abstrac
         AbstractMeasurementDB
             The measurement database instance.
         """
-        db_cls, db_config = build_measurement_db_config(config.source, config.query_engine)
+        source_dict = dict(config.source)
+        # Map config field name to MeasurementDBConfig parameter name
+        if "container_tags" in source_dict:
+            source_dict["container_tags_table"] = source_dict.pop("container_tags")
+        db_cls, db_config = build_measurement_db_config(source_dict, config.query_engine)
         return db_cls(db_config, ws)
 
     @staticmethod
diff --git a/uv.lock b/uv.lock
index 7e4ab952..7f6785fe 100644
--- a/uv.lock
+++ b/uv.lock
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+source = { registry = "https://pypi-proxy.cloud.databricks.com/simple/" }
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     { name = "click" },
     { name = "mypy-extensions" },
@@ -23,201 +23,201 @@ dependencies = [
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 name = "yapf"
 version = "0.43.0"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi-proxy.cloud.databricks.com/simple/" }
 dependencies = [
     { name = "platformdirs" },
 ]
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+sdist = { url = "https://pypi-proxy.cloud.databricks.com/packages/23/97/b6f296d1e9cc1ec25c7604178b48532fa5901f721bcf1b8d8148b13e5588/yapf-0.43.0.tar.gz", hash = "sha256:00d3aa24bfedff9420b2e0d5d9f5ab6d9d4268e72afbf59bb3fa542781d5218e", size = 254907, upload-time = "2024-11-14T00:11:41.584Z" }
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+    { url = "https://pypi-proxy.cloud.databricks.com/packages/37/81/6acd6601f61e31cfb8729d3da6d5df966f80f374b78eff83760714487338/yapf-0.43.0-py3-none-any.whl", hash = "sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca", size = 256158, upload-time = "2024-11-14T00:11:39.37Z" },
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 version = "3.23.1"
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+source = { registry = "https://pypi-proxy.cloud.databricks.com/simple/" }
+sdist = { url = "https://pypi-proxy.cloud.databricks.com/packages/30/21/093488dfc7cc8964ded15ab726fad40f25fd3d788fd741cc1c5a17d78ee8/zipp-3.23.1.tar.gz", hash = "sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110", size = 25965, upload-time = "2026-04-13T23:21:46.6Z" }
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+    { url = "https://pypi-proxy.cloud.databricks.com/packages/08/8a/0861bec20485572fbddf3dfba2910e38fe249796cb73ecdeb74e07eeb8d3/zipp-3.23.1-py3-none-any.whl", hash = "sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc", size = 10378, upload-time = "2026-04-13T23:21:45.386Z" },
 ]

From 289b697519d8af4c89e2afd280adf513f6b808ae Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Fri, 2 Oct 2026 08:11:12 +0200
Subject: [PATCH 3/9] updated docs, skills and adjusted unit tests

---
 docs/impulse/docs/config/configuration.md     |  53 +-----
 .../docs/extensibility/_category_.json        |  11 ++
 .../extensibility/custom_measurement_db.md    | 120 ++++++++++++
 .../impulse_reporting/config/config_parser.md |  45 +++++
 .../api/impulse_reporting/core/report.md      |  16 +-
 .../unit/measurement_db_registry_test.py      |  24 ++-
 .../unit/measurement_db_versioning_test.py    |   4 +-
 .../custom_measurement_db_report_test.py      | 155 ++++++++++------
 .../unit/config/config_parser_test.py         | 173 ++++++++++++++----
 .../unit/core/create_measurement_db_test.py   |  63 -------
 10 files changed, 448 insertions(+), 216 deletions(-)
 create mode 100644 docs/impulse/docs/extensibility/_category_.json
 create mode 100644 docs/impulse/docs/extensibility/custom_measurement_db.md
 delete mode 100644 tests/impulse_reporting/unit/core/create_measurement_db_test.py

diff --git a/docs/impulse/docs/config/configuration.md b/docs/impulse/docs/config/configuration.md
index 31490603..0bd04141 100644
--- a/docs/impulse/docs/config/configuration.md
+++ b/docs/impulse/docs/config/configuration.md
@@ -142,61 +142,14 @@ Two independent filter families:
 | `max_channels_per_batch` | `int`         | `500`                    | Caps how many distinct channels are read in one solve batch, to bound per-solve memory. Counts channel selections (each distinct `channel(...)` / `poi_channel(...)` in your expressions). Applies to events, aggregations, and calculated channels; for calculated channels it counts the *input* channels they read, not the number of calculated channels. The cap is a packing target, not a hard limit: an expression that on its own reads more channels than the cap still runs, in a batch of its own. Must be `>= 1`. The old name `batch_size` is a **deprecated alias** (still accepted, warns, removed in a future release); setting both raises a validation error. |
 | `max_containers_per_batch` | `int`       | `null`                   | Caps how many containers are solved at once, to bound per-solve memory. `null` disables the cap; when set it must be `>= 1`. On an **incremental** run, `Report.run()` commits at most this many upserted containers per iteration and loops until the population is drained (see [incremental](#incremental-optional)). On a **full** run, and when a changed definition recomputes over all containers, the population is split into chunks of about this size and solved chunk by chunk. Chunk sizes are approximate (the cap is a memory heuristic, not an exact bound). |
 | `solver_config`         | `SolverConfig` | `null`                   | Per-table column mappings, per-table equality filters, and project scoping. Set `project_id` to scope reads by project — it is applied to `container_tags` (if configured), `container_metrics`, and `channel_mapping` (if configured), so it works in both narrow EAV and wide-only data models. Omit it when you don't need project scoping. See [Solver column mappings and filters](#solver-column-mappings-and-filters). |
-| `measurement_db`        | `str`          | `"MeasurementDB"`        | Registered name of the MeasurementDB implementation to use. The default is the built-in reader; a custom implementation can reshape a different source schema at read time. See [Custom measurement DB](#custom-measurement-db). |
+| `measurement_db`        | `str`          | `"MeasurementDB"`        | Registered name of the MeasurementDB implementation to use. The default is the built-in reader; a custom implementation can reshape a different source schema at read time. See [Custom measurement DB](../extensibility/custom_measurement_db.md). |
 | `measurement_db_config` | `dict`         | `null`                   | Keyword arguments for that implementation's config class, merged with the `source` tables (e.g. extra source tables, prefilter keys). |
 
 If `query_engine` is omitted, the default is `DefaultSolver` with
 `data_type = "RLE"`.
 
----
-
-## Custom measurement DB
-
-When your raw tables need more than column renames to match the silver model (unions, joins, a
-grain change, an EAV unpivot), plug in your own MeasurementDB implementation instead of changing Impulse:
-
-```python
-from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
-from impulse_query_engine.measurement_db_registry import register_measurement_db
-
-
-class MyDBConfig(MeasurementDBConfig):
-    def __init__(self, *, session_table: str, **base_kwargs):  # required: no default
-        super().__init__(**base_kwargs)
-        self.session_table = session_table
-
-    def configured_table_uris(self) -> list[str]:
-        # Extra tables listed here are pinned to one Delta snapshot per run.
-        return super().configured_table_uris() + [self.session_table]
-
-
-@register_measurement_db("MyMeasurementDB", MyDBConfig)
-class MyMeasurementDB(MeasurementDB):
-    def container_metrics(self, spark):
-        raw = super().container_metrics(spark)
-        sessions = self._read_table(spark, self.config.session_table)  # pinned read
-        return ...  # reshape into the silver container_metrics shape
-```
-
-```json
-"query_engine": {
-  "measurement_db": "MyMeasurementDB",
-  "measurement_db_config": { "session_table": "catalog.raw.sessions" }
-}
-```
-
-- **Import the package that registers the DB before the report config is parsed.** The config is
-  validated when it is loaded: an unregistered `measurement_db`, a missing required argument, an
-  unknown key, or a key that also appears in `source` raises a validation error.
-- **Required settings must be keyword-only arguments without a default**, otherwise a missing value
-  is not detected.
-- **Read extra tables through `self._read_table`** and list them in `configured_table_uris()`, so they
-  are read at the run's pinned Delta version. Views are never pinned.
-- **Your DB is responsible for returning the columns, types, row grain and time unit the solver
-  expects.** Impulse does not validate the returned frames. The built-in `MeasurementDB` is the
-  reference.
-
----
+For a source schema that needs reshaping beyond column renames, select your own read seam — see
+[Custom measurement DB](../extensibility/custom_measurement_db.md).
 
 ## Solver column mappings and filters
 
diff --git a/docs/impulse/docs/extensibility/_category_.json b/docs/impulse/docs/extensibility/_category_.json
new file mode 100644
index 00000000..909e70f6
--- /dev/null
+++ b/docs/impulse/docs/extensibility/_category_.json
@@ -0,0 +1,11 @@
+{
+  "label": "Extensibility",
+  "position": 5,
+  "link": {
+    "type": "generated-index",
+    "title": "Extensibility",
+    "description": "Extension points for adapting Impulse to data or behaviour that the built-in configuration cannot express.",
+    "slug": "/extensibility"
+  },
+  "collapsed": true
+}
diff --git a/docs/impulse/docs/extensibility/custom_measurement_db.md b/docs/impulse/docs/extensibility/custom_measurement_db.md
new file mode 100644
index 00000000..598fde57
--- /dev/null
+++ b/docs/impulse/docs/extensibility/custom_measurement_db.md
@@ -0,0 +1,120 @@
+---
+sidebar_position: 1
+title: Custom measurement DB
+---
+
+# Custom measurement DB
+
+The **MeasurementDB** is the layer between your stored tables and everything that reads them — the
+solve, incremental container detection, and ad-hoc analysis all read through it. Impulse ships a
+built-in MeasurementDB that reads the [silver model](../data_model/silver_layer_schema.md) directly.
+When your raw tables need more than column renames to match that model — unions, joins, a grain
+change, an EAV unpivot, or a row filter that must run *before* a reshape — you can register your own
+MeasurementDB and select it by name in the report config. The stock solver then runs unchanged, and
+every read path sees the same silver-shaped data.
+
+This is an additive, opt-in extension point: with nothing configured, the built-in MeasurementDB is
+used and behaviour is unchanged.
+
+## When to use it
+
+| Your data differs from the silver model by… | Use |
+|---|---|
+| Column names, or narrow-EAV vs. wide layout | `DefaultSolver` + [`solver_config`](../config/configuration.md#solver-column-mappings-and-filters) — no code |
+| Different tables, unions, joins, grain changes, EAV unpivots, or a pre-reshape row filter | **A custom MeasurementDB** (this page) |
+| Query planning / execution the config cannot express | A change to the solver in Impulse (solvers are not customer-pluggable as of now) |
+
+## Select it in the report config
+
+Two optional keys under `query_engine` choose the implementation and pass it settings:
+
+```json
+"query_engine": {
+  "measurement_db": "MyMeasurementDB",
+  "measurement_db_config": { "session_table": "catalog.raw.sessions" }
+}
+```
+
+- `measurement_db` — the **registered name** of the implementation (default `"MeasurementDB"`, the built-in reader).
+- `measurement_db_config` — keyword arguments for that implementation's config class, merged with the
+  `source` tables (e.g. extra source tables, prefilter keys).
+
+In Python the same keys go on `QueryEngine`:
+`QueryEngine(measurement_db="MyMeasurementDB", measurement_db_config={...})`.
+
+## Implement one
+
+A custom MeasurementDB is a small subclass of the built-in `MeasurementDB`, plus a config subclass of
+`MeasurementDBConfig`, registered under a name:
+
+```python
+from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
+from impulse_query_engine.measurement_db_registry import register_measurement_db
+
+
+class MyDBConfig(MeasurementDBConfig):
+    def __init__(self, *, session_table: str, **base_kwargs):  # required: no default
+        super().__init__(**base_kwargs)   # keeps the source tables, table_locations, and pinning state
+        self.session_table = session_table
+
+    def configured_table_uris(self) -> list[str]:
+        # Declare extra tables so they are pinned to one Delta snapshot per run (see below).
+        return super().configured_table_uris() + [self.session_table]
+
+
+@register_measurement_db("MyMeasurementDB", MyDBConfig)
+class MyMeasurementDB(MeasurementDB):
+    def container_metrics(self, spark):
+        raw = super().container_metrics(spark)                         # raw read, pinned
+        sessions = self._read_table(spark, self.config.session_table)  # extra read, pinned
+        return ...  # reshape into the silver container_metrics shape
+```
+
+Override one method per silver table you need to reshape; the rest fall back to the base read. Each
+override follows the same shape: call `super().<table>(spark)` for the raw, pinned read, then
+join / union / reshape into the silver frame the solver expects.
+
+## Rules
+
+- **Import the registering package before the report config is parsed.** Selection is by name only
+  (config data never triggers an import), so the package whose import runs `@register_measurement_db`
+  must be imported first — including in any tool that only *generates* or *edits* a config.
+- **Subclass `MeasurementDBConfig` and call `super().__init__(**base_kwargs)`.** The base initializer
+  sets the source tables, `table_locations`, and the per-run pinning state the reads rely on.
+- **Keep the config `__init__` free of side effects** — it is constructed once to validate the config
+  at parse time and once more to build the DB.
+- **Keep the DB constructor signature `__init__(self, config, ws)`** — Impulse builds it as `db_cls(config, ws)`.
+- **Your DB owns correctness.** Impulse does not validate the frames a custom DB returns; it must
+  provide the columns, types, row grain, and time unit the solver expects. The built-in `MeasurementDB`
+  and the schemas in `impulse_query_engine/schema.py` are the reference.
+
+## Parse-time validation
+
+The config is checked when it is loaded (`ImpulseConfig.model_validate`), so these fail fast as a
+validation error rather than at run time:
+
+- an unregistered `measurement_db` name (the message lists the registered names);
+- a missing required argument of the config class;
+- an unknown or misspelled key;
+- a key present in both `source` and `measurement_db_config`.
+
+## Snapshot pinning (extra tables)
+
+At the start of each run Impulse pins every configured table to one Delta version so all lazy reads
+observe a consistent snapshot. The built-in pinning iterates `configured_table_uris()`, so any extra
+table your DB reads must be:
+
+1. **declared** — override `configured_table_uris()` to add its URI; and
+2. **read through `self._read_table(spark, uri)`** (never `spark.read.table`), using the **same URI
+   string** you declared.
+
+Views and non-Delta tables cannot be time-travelled: they are skipped with a warning and read at the
+latest version.
+
+## Incremental reporting
+
+Because every reader goes through the MeasurementDB, incremental container detection reads the same
+reshaped `container_metrics` as the solve, so the silver↔gold join stays aligned by construction. If
+your reshape renames the physical container-id column, the rename is applied in exactly one place and
+both the solve and detection see it. See [incremental](../config/configuration.md#incremental-optional)
+for how the mode is resolved.
diff --git a/docs/impulse/docs/references/api/impulse_reporting/config/config_parser.md b/docs/impulse/docs/references/api/impulse_reporting/config/config_parser.md
index dcaca28e..94bd00e2 100644
--- a/docs/impulse/docs/references/api/impulse_reporting/config/config_parser.md
+++ b/docs/impulse/docs/references/api/impulse_reporting/config/config_parser.md
@@ -208,6 +208,9 @@ scoping.  Key sub-fields:
 
 When omitted, all default column names are used and no
 project/toolbox filtering is applied.
+- `measurement_db` (`str, default="MeasurementDB"`): Registered name of the MeasurementDB implementation to use.
+- `measurement_db_config` (`dict`): Keyword arguments for that implementation's config class,
+merged with the ``source`` tables.
 
 #### validate\_drop\_implausible\_data\_requires\_raw
 
@@ -221,6 +224,32 @@ The filter is applied inside the RAW -> interval conversion path by the
 selected ``raw_encoder`` (``RleEncoder`` / ``IntervalEncoder``).
 
 
+#### reject\_channels\_filter\_on\_is\_plausible\_in\_raw
+
+```python
+def reject_channels_filter_on_is_plausible_in_raw()
+```
+
+Reject an is_plausible channels filter in RAW mode (delegates to SolverConfig).
+
+The shared invariant lives on ``SolverConfig`` so direct query-engine use
+(``DefaultSolver``) enforces the same rule; here we surface it at config-parse time.
+
+
+#### warn\_channels\_filters\_bridge\_in\_raw
+
+```python
+def warn_channels_filters_bridge_in_raw()
+```
+
+Warn (not reject) on any non-plausibility channels filter in RAW mode.
+
+Such filters run before raw encoding and bridge intervals across dropped
+samples. That is fine for whole-channel scoping but corrupts per-sample cleaning,
+and the two cannot be told apart statically, so we warn. ``is_plausible`` is
+hard-rejected above as the one unambiguously per-sample case.
+
+
 #### default\_raw\_encoder\_for\_raw\_data
 
 ```python
@@ -294,6 +323,22 @@ Names that do not match any registered entity are rejected at the start of
 - `events` (`list of str, default=[]`): Names of events to fully recalculate.
 - `calculated_channels` (`list of str, default=[]`): Names of calculated channels to fully recalculate.
 
+#### build\_measurement\_db\_config
+
+```python
+def build_measurement_db_config(
+    source_dict: dict[str, Any], query_engine: QueryEngine
+) -> tuple[type[AbstractMeasurementDB], MeasurementDBConfig]
+```
+
+Resolve the selected MeasurementDB implementation and build its config class from
+
+``measurement_db_config`` merged with the ``source`` tables in *source_dict*.
+
+Raises ``KeyError`` for an unregistered ``measurement_db`` and ``TypeError`` for a missing,
+unknown or duplicated config key.
+
+
 ## ImpulseConfig
 
 ```python
diff --git a/docs/impulse/docs/references/api/impulse_reporting/core/report.md b/docs/impulse/docs/references/api/impulse_reporting/core/report.md
index 3d4a8fb2..d9e7b8e1 100644
--- a/docs/impulse/docs/references/api/impulse_reporting/core/report.md
+++ b/docs/impulse/docs/references/api/impulse_reporting/core/report.md
@@ -52,14 +52,14 @@ Returns a unique identifier for the report.
 #### get\_db
 
 ```python
-def get_db() -> MeasurementDB
+def get_db() -> AbstractMeasurementDB
 ```
 
 Get the measurement database associated with this report.
 
 **Returns**:
 
-`MeasurementDB`: The measurement database instance.
+`AbstractMeasurementDB`: The measurement database instance.
 
 #### get\_solver
 
@@ -109,11 +109,13 @@ Load Impulse configuration from a dictionary.
 
 ```python
 def create_measurement_db(config: ImpulseConfig,
-                          ws: WorkspaceClient) -> MeasurementDB
+                          ws: WorkspaceClient) -> AbstractMeasurementDB
 ```
 
-Create a measurement database based on the provided configuration.
+Create the measurement database selected by ``query_engine.measurement_db``.
 
+Builds the registered config class from the ``source`` tables plus
+``query_engine.measurement_db_config``, then the registered DB class.
 Maps the optional ``container_tags`` field from the Source config
 to the ``container_tags_table`` parameter expected by
 ``MeasurementDBConfig``.
@@ -125,12 +127,12 @@ to the ``container_tags_table`` parameter expected by
 
 **Returns**:
 
-`MeasurementDB`: The measurement database instance.
+`AbstractMeasurementDB`: The measurement database instance.
 
 #### create\_query\_builder
 
 ```python
-def create_query_builder(db: MeasurementDB,
+def create_query_builder(db: AbstractMeasurementDB,
                          config: ImpulseConfig) -> QueryBuilder
 ```
 
@@ -143,7 +145,7 @@ supports tag and metric filters, but tag filters require the narrow
 
 **Arguments**:
 
-- `db` (`MeasurementDB`): The measurement database instance.
+- `db` (`AbstractMeasurementDB`): The measurement database instance.
 - `config` (`ImpulseConfig`): The Impulse configuration.
 
 **Raises**:
diff --git a/tests/impulse_query_engine/unit/measurement_db_registry_test.py b/tests/impulse_query_engine/unit/measurement_db_registry_test.py
index 20783e1d..6a966f04 100644
--- a/tests/impulse_query_engine/unit/measurement_db_registry_test.py
+++ b/tests/impulse_query_engine/unit/measurement_db_registry_test.py
@@ -21,6 +21,9 @@ def isolated_registry(monkeypatch):
 
 
 def test_measurement_db_implements_the_contract():
+    # Guard: if a new abstract method is added to AbstractMeasurementDB without an
+    # implementation on the built-in, this fails here with a clear, local signal rather
+    # than as a confusing instantiation error scattered across the rest of the suite.
     assert issubclass(MeasurementDB, AbstractMeasurementDB)
     assert not MeasurementDB.__abstractmethods__
 
@@ -33,13 +36,9 @@ class Incomplete(AbstractMeasurementDB):
         Incomplete(MeasurementDBConfig(), ws=None)
 
 
-def test_builtin_is_registered():
-    assert resolve_measurement_db("MeasurementDB") == (MeasurementDB, MeasurementDBConfig)
-
-
-def test_unknown_name_lists_registered_names():
-    with pytest.raises(KeyError, match=r"'Missing'.*\['MeasurementDB'\]"):
-        resolve_measurement_db("Missing")
+def test_register_rejects_non_subclass():
+    with pytest.raises(TypeError, match="must subclass AbstractMeasurementDB"):
+        register_measurement_db("Bad", MeasurementDBConfig)(object)
 
 
 def test_register_returns_class_and_last_registration_wins():
@@ -52,6 +51,11 @@ class Second(MeasurementDB): ...
     assert resolve_measurement_db("Custom").db_cls is Second
 
 
-def test_register_rejects_non_subclass():
-    with pytest.raises(TypeError, match="must subclass AbstractMeasurementDB"):
-        register_measurement_db("Bad", MeasurementDBConfig)(object)
+def test_unknown_name_lists_registered_names():
+    # The error names the unknown DB, lists the registered names, and tells the caller how to
+    # fix it (import the registering package before parsing) -- all three are user-facing guidance.
+    with pytest.raises(
+        KeyError,
+        match=r"'Missing'.*\['MeasurementDB'\].*Import the package that registers it",
+    ):
+        resolve_measurement_db("Missing")
diff --git a/tests/impulse_query_engine/unit/measurement_db_versioning_test.py b/tests/impulse_query_engine/unit/measurement_db_versioning_test.py
index 4ead7b7c..ed904ce6 100644
--- a/tests/impulse_query_engine/unit/measurement_db_versioning_test.py
+++ b/tests/impulse_query_engine/unit/measurement_db_versioning_test.py
@@ -54,7 +54,9 @@ def test_pin_versions_freezes_snapshot(spark, pin_schema):  # noqa: F811
     assert db.container_metrics(spark).count() == 10
 
 
-def test_pin_versions_pins_extra_table_declared_by_config_subclass(spark, pin_schema):  # noqa: F811
+def test_pin_versions_pins_extra_table_declared_by_config_subclass(
+    spark, pin_schema
+):  # noqa: F811
     # A custom read seam declares its extra tables via ``configured_table_uris``; the inherited
     # ``pin_versions`` then pins them together with the silver tables.
     extra = f"{pin_schema}.sessions"
diff --git a/tests/impulse_reporting/integration/custom_measurement_db_report_test.py b/tests/impulse_reporting/integration/custom_measurement_db_report_test.py
index 0267c676..1fcdcb17 100644
--- a/tests/impulse_reporting/integration/custom_measurement_db_report_test.py
+++ b/tests/impulse_reporting/integration/custom_measurement_db_report_test.py
@@ -1,68 +1,84 @@
 # pylint: disable=missing-function-docstring
-"""End-to-end: a registered custom read seam selected via ``query_engine.measurement_db``.
+"""End-to-end: a customer-provided MeasurementDB implementation, selected from the report config.
 
-The custom DB reads a "raw" copy of ``container_metrics`` whose id column is ``session_id`` and
-renames it back, so the solve *and* incremental container detection only work if every read goes
-through the DB.
+The custom DB reports only the containers listed in an extra allow-list table. Its config class
+requires that table and declares it for Delta version pinning. Each test covers one promise of the
+extension point: the selected DB serves all reads, incremental detection reads through it, and the
+declared extra table is pinned.
 """
 
 from unittest.mock import create_autospec
 
-import pyspark.sql.functions as F
 import pytest
 from databricks.sdk import WorkspaceClient
+from pyspark.sql import Row
 
 import impulse_query_engine.measurement_db_registry as registry
 from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
 from impulse_query_engine.measurement_db_registry import register_measurement_db
 from impulse_reporting.aggregations.histogram import HistogramDuration
-from impulse_reporting.config.config_parser import (
-    IncrementalConfig,
-    ImpulseConfig,
-    QueryEngine,
-    Source,
-    UnitySink,
-)
 from impulse_reporting.core.page import Page
 from impulse_reporting.core.report import Report
 
-_RAW_CONTAINER_METRICS = "spark_catalog.silver.custom_db_container_metrics_raw"
+_ALLOWED = "spark_catalog.silver.e2e_allowed_containers"
+_GOLD_MEASUREMENTS = "spark_catalog.gold.e2e_measurement_dimension"
 
 
-class SessionKeyedDB(MeasurementDB):
-    """Reshapes the raw container read: ``session_id`` -> ``container_id``."""
+class AllowListConfig(MeasurementDBConfig):
+    def __init__(self, *, allowed_containers_table: str, **base_kwargs):
+        super().__init__(**base_kwargs)
+        self.allowed_containers_table = allowed_containers_table
+
+    def configured_table_uris(self) -> list[str]:
+        return super().configured_table_uris() + [self.allowed_containers_table]
+
+
+class AllowListDB(MeasurementDB):
+    """Reports only the containers listed in ``allowed_containers_table``."""
 
     def container_metrics(self, spark):
-        return super().container_metrics(spark).withColumnRenamed("session_id", "container_id")
+        allowed = self._read_table(spark, self.config.allowed_containers_table)
+        return super().container_metrics(spark).join(allowed, "container_id", "left_semi")
 
 
 @pytest.fixture(autouse=True)
-def custom_db(spark, monkeypatch):
+def allow_list_db(monkeypatch):
     monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
-    register_measurement_db("SessionKeyedDB", MeasurementDBConfig)(SessionKeyedDB)
-    spark.read.table("spark_catalog.silver.container_metrics").withColumnRenamed(
-        "container_id", "session_id"
-    ).write.format("delta").mode("overwrite").saveAsTable(_RAW_CONTAINER_METRICS)
-    yield
-    spark.sql(f"DROP TABLE IF EXISTS {_RAW_CONTAINER_METRICS}")
-
-
-def _report(spark, *, incremental: bool) -> Report:
-    config = ImpulseConfig(
-        source=Source(
-            container_metrics_table=_RAW_CONTAINER_METRICS,
-            channel_metrics_table="spark_catalog.silver.channel_metrics",
-            channels_uri="spark_catalog.silver.channels",
-        ),
-        unity_sink=UnitySink(catalog="spark_catalog", schema="gold", table_prefix="evaluation"),
-        query_engine=QueryEngine(measurement_db="SessionKeyedDB"),
-        incremental=IncrementalConfig(enabled=incremental),
-    )
+    register_measurement_db("AllowListDB", AllowListConfig)(AllowListDB)
+
+
+@pytest.fixture
+def set_allowed_container_ids(spark):
+    """Overwrites the allow-list table with the given container ids."""
+
+    def write(*container_ids: int):
+        spark.createDataFrame([(i,) for i in container_ids], "container_id int").write.format(
+            "delta"
+        ).mode("overwrite").saveAsTable(_ALLOWED)
+
+    yield write
+    spark.sql(f"DROP TABLE IF EXISTS {_ALLOWED}")
+
+
+def _create_report(spark, *, incremental: bool = False) -> Report:
+    config = {
+        "source": {
+            "container_metrics_table": "spark_catalog.silver.container_metrics",
+            "channel_metrics_table": "spark_catalog.silver.channel_metrics",
+            "channels_uri": "spark_catalog.silver.channels",
+        },
+        "unity_sink": {"catalog": "spark_catalog", "schema": "gold", "table_prefix": "e2e"},
+        "query_engine": {
+            "measurement_db": "AllowListDB",
+            "measurement_db_config": {"allowed_containers_table": _ALLOWED},
+        },
+        "incremental": {"enabled": incremental},
+    }
     report = Report(
-        name="custom_db_report",
+        name="e2e_custom_db",
         spark=spark,
         workspace_client=create_autospec(WorkspaceClient),
-        config=dict(config),
+        config=config,
     )
     rpm = report.get_db().query.channel(channel_name="Engine RPM")
     page = Page(page_number=1)
@@ -73,27 +89,64 @@ def _report(spark, *, incremental: bool) -> Report:
     return report
 
 
-def test_report_runs_through_custom_db(spark):
-    report = _report(spark, incremental=False)
-    assert type(report.get_db()) is SessionKeyedDB
+def _gold_created_at_by_container_id(spark) -> dict[int, object]:
+    rows = spark.read.table(_GOLD_MEASUREMENTS).select("container_id", "_created_at").collect()
+    return {row.container_id: row._created_at for row in rows}
 
+
+def test_report_reads_through_selected_db(spark, set_allowed_container_ids):
+    set_allowed_container_ids(1, 2)
+    report = _create_report(spark)
     report.determine_report()
 
-    hist = report.aggregation_dfs["HISTOGRAM"]["changed"]
-    assert hist.filter(F.col("hist_value") > 0).count() > 0
+    assert type(report.get_db()) is AllowListDB
+    # determine_report splits results into {"changed", "unchanged"} definition buckets; exactly
+    # one holds this run's histogram. Pull it out and check which containers it was computed for.
+    [histogram] = [df for df in report.aggregation_dfs["HISTOGRAM"].values() if df is not None]
+    assert histogram.select("container_id").distinct().orderBy("container_id").collect() == [
+        Row(container_id=1),
+        Row(container_id=2),
+    ]
+
+
+def test_report_restricts_to_single_allowed_container(spark, set_allowed_container_ids):
+    set_allowed_container_ids(1)
+    report = _create_report(spark)
 
+    # The measurement_db_config sticks: the allow-list table reaches the built DB's config...
+    assert report.get_db().config.allowed_containers_table == _ALLOWED
 
-def test_incremental_second_run_processes_no_containers(spark):
-    first = _report(spark, incremental=False)
+    # ...and with only container 1 allowed, that is the only container the histogram covers.
+    report.determine_report()
+    [histogram] = [df for df in report.aggregation_dfs["HISTOGRAM"].values() if df is not None]
+    assert histogram.select("container_id").distinct().collect() == [Row(container_id=1)]
+
+
+def test_incremental_detection_reads_through_custom_db(spark, set_allowed_container_ids):
+    set_allowed_container_ids(1)
+    first = _create_report(spark)
     first.determine_report()
     first.persist_results()
-    gold = "spark_catalog.gold.evaluation_measurement_dimension"
-    before = sorted(spark.read.table(gold).collect())
+    before = _gold_created_at_by_container_id(spark)
 
-    second = _report(spark, incremental=True)
+    set_allowed_container_ids(1, 2)
+    second = _create_report(spark, incremental=True)
     second.determine_report()
     second.persist_results()
+    after = _gold_created_at_by_container_id(spark)
+
+    assert set(before.keys()) == {1}
+    # The second run computes only the newly allowed container 2 (unchanged definition bucket).
+    [histogram] = [df for df in second.aggregation_dfs["HISTOGRAM"].values() if df is not None]
+    assert histogram.select("container_id").distinct().collect() == [Row(container_id=2)]
+    assert after[1] == before[1]
+
+
+def test_declared_extra_table_is_pinned(spark, set_allowed_container_ids):
+    set_allowed_container_ids(1)
+    db = _create_report(spark).get_db()
+    db.pin_versions(spark)
+
+    set_allowed_container_ids(1, 2, 3)
 
-    # Detection reads the reshaped container_metrics through the DB, so it matches gold.
-    assert second._has_processed_containers is False
-    assert sorted(spark.read.table(gold).collect()) == before
+    assert {row.container_id for row in db.container_metrics(spark).collect()} == {1}
diff --git a/tests/impulse_reporting/unit/config/config_parser_test.py b/tests/impulse_reporting/unit/config/config_parser_test.py
index d8dcd3eb..50809606 100644
--- a/tests/impulse_reporting/unit/config/config_parser_test.py
+++ b/tests/impulse_reporting/unit/config/config_parser_test.py
@@ -19,6 +19,7 @@
     RawEncoder,
     Solvers,
     TagFilter,
+    build_measurement_db_config,
     is_valid_table_name,
     is_valid_unity_entity_name,
 )
@@ -143,40 +144,6 @@ def __init__(self, *, session_table: str, **base_kwargs):
         self.session_table = session_table
 
 
-@pytest.fixture
-def session_db_registered(monkeypatch):
-    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
-    register_measurement_db("SessionDB", _SessionDBConfig)(MeasurementDB)
-
-
-def _with_measurement_db(name: str, extra: dict | None = None) -> dict:
-    query_engine = {"measurement_db": name, "measurement_db_config": extra}
-    return {**impulse_config_JSON, "query_engine": query_engine}
-
-
-def test_impulse_config_measurement_db_selector_parsed(session_db_registered):
-    config_json = _with_measurement_db("SessionDB", {"session_table": "cat.raw.sessions"})
-    config = ImpulseConfig.model_validate(config_json)
-    assert config.query_engine.measurement_db == "SessionDB"
-    assert config.query_engine.measurement_db_config == {"session_table": "cat.raw.sessions"}
-
-
-@pytest.mark.parametrize(
-    ("name", "extra", "error"),
-    [
-        ("NotRegistered", None, "Unknown measurement DB 'NotRegistered'"),
-        ("SessionDB", None, "missing 1 required keyword-only argument: 'session_table'"),
-        ("SessionDB", {"session_table": "t", "typo": 1}, "unexpected keyword argument 'typo'"),
-        ("SessionDB", {"session_table": "t", "channels_uri": "x"}, "multiple values"),
-    ],
-)
-def test_impulse_config_measurement_db_config_rejected_at_parse_time(
-    session_db_registered, name, extra, error
-):
-    with pytest.raises(ValidationError, match=error):
-        ImpulseConfig.model_validate(_with_measurement_db(name, extra))
-
-
 def test_impulse_config_drop_in_plausible_data_defaults_to_false():
     config_json = impulse_config_JSON.copy()
     config = ImpulseConfig.model_validate(config_json)
@@ -1374,3 +1341,141 @@ def test_calculated_channels_unknown_kpi_rejected():
     """An unknown KPI name is rejected at validation with a helpful message."""
     with pytest.raises(ValidationError, match="Unknown calculated-channel KPI"):
         CalculatedChannels(kpis=["bogus"])
+
+
+@pytest.fixture
+def session_db_registered(monkeypatch):
+    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
+    register_measurement_db("SessionDB", _SessionDBConfig)(MeasurementDB)
+
+
+def _add_custom_measurement_db_to_report_config(name: str, extra: dict | None = None) -> dict:
+    query_engine = {"measurement_db": name, "measurement_db_config": extra}
+    return {**impulse_config_JSON, "query_engine": query_engine}
+
+
+def test_impulse_config_measurement_db_selector_parsed(session_db_registered):
+    config_json = _add_custom_measurement_db_to_report_config(
+        "SessionDB", {"session_table": "cat.raw.sessions"}
+    )
+    config = ImpulseConfig.model_validate(config_json)
+    assert config.query_engine.measurement_db == "SessionDB"
+    assert config.query_engine.measurement_db_config == {"session_table": "cat.raw.sessions"}
+
+
+@pytest.mark.parametrize(
+    ("custom_measurement_db_name", "extra", "error"),
+    [
+        ("NotRegistered", None, "Unknown measurement DB 'NotRegistered'"),
+        ("SessionDB", None, "missing 1 required keyword-only argument: 'session_table'"),
+        ("SessionDB", {"session_table": "t", "typo": 1}, "unexpected keyword argument 'typo'"),
+        ("SessionDB", {"session_table": "t", "channels_uri": "x"}, "multiple values"),
+    ],
+)
+def test_impulse_config_measurement_db_config_rejected_at_parse_time(
+    session_db_registered, custom_measurement_db_name, extra, error
+):
+    with pytest.raises(ValidationError, match=error):
+        ImpulseConfig.model_validate(
+            _add_custom_measurement_db_to_report_config(custom_measurement_db_name, extra)
+        )
+
+
+# ---------------------------------------------------------------------------
+# build_measurement_db_config — the config_parser factory that resolves the
+# selected implementation and builds its config object, merging the ``source``
+# tables with the custom ``measurement_db_config`` kwargs. A custom DB subclass
+# relies on every one of those params reaching its config object. Parsing
+# itself calls this factory (see ``ImpulseConfig._validate_measurement_db``), so
+# these go through ``model_validate`` first and then inspect the built config.
+# ---------------------------------------------------------------------------
+class _AcmeDBConfig(MeasurementDBConfig):
+    """A representative custom config: one required extra table, two optional prefilter keys,
+    and an extra table declared for pinning. Richer than ``_SessionDBConfig`` so a test can
+    assert that *every* param a custom config uses is present on the built object."""
+
+    def __init__(
+        self,
+        *,
+        recording_session_table: str,  # required: a missing value is reported at parse time
+        signal_name=(),  # optional prefilter key
+        start_dt=None,  # optional prefilter key
+        **base_kwargs,  # source tables + table_locations, forwarded to the base
+    ):
+        super().__init__(**base_kwargs)
+        self.recording_session_table = recording_session_table
+        self.signal_name = list(signal_name)
+        self.start_dt = start_dt
+
+    def configured_table_uris(self) -> list[str]:
+        return super().configured_table_uris() + [self.recording_session_table]
+
+
+class _AcmeDB(MeasurementDB): ...
+
+
+@pytest.fixture
+def acme_db_registered(monkeypatch):
+    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
+    register_measurement_db("AcmeDB", _AcmeDBConfig)(_AcmeDB)
+
+
+def test_build_measurement_db_config_defaults_to_builtin():
+    """No selector -> the factory resolves the built-in and builds a base config from source."""
+    config = ImpulseConfig.model_validate(impulse_config_JSON)
+    db_cls, db_config = build_measurement_db_config(dict(config.source), config.query_engine)
+
+    assert db_cls is MeasurementDB
+    assert type(db_config) is MeasurementDBConfig
+    assert db_config.container_metrics_table == "impulse_demo.silver.container_metric"
+    assert db_config.channel_metrics_table == "impulse_demo.silver.channel_metric"
+    assert db_config.channels_uri == "impulse_demo.silver.channel_data"
+    assert db_config.table_locations == "unity_catalog"
+
+
+def test_build_measurement_db_config_builds_custom_config_with_all_params(acme_db_registered):
+    """The factory resolves the registered class and builds its config with EVERY param present:
+    the custom ``measurement_db_config`` kwargs, the merged ``source`` tables, and
+    ``table_locations`` -- and declares the custom extra table for pinning."""
+    acme_config = {
+        "recording_session_table": "acme.raw.recording_session",
+        "signal_name": ["ENGINE_SPEED", "VEHICLE_SPEED"],
+        "start_dt": "2026-04-01",
+    }
+    config = ImpulseConfig.model_validate(
+        _add_custom_measurement_db_to_report_config("AcmeDB", acme_config)
+    )
+    db_cls, db_config = build_measurement_db_config(dict(config.source), config.query_engine)
+
+    # Resolves to the registered custom DB + config class, not the built-in.
+    assert db_cls is _AcmeDB
+    assert type(db_config) is _AcmeDBConfig
+
+    # Every custom param the config declares is present on the built object.
+    assert db_config.recording_session_table == "acme.raw.recording_session"
+    assert db_config.signal_name == ["ENGINE_SPEED", "VEHICLE_SPEED"]
+    assert db_config.start_dt == "2026-04-01"
+
+    # The source tables are merged in (base kwargs) and the location is forced to unity_catalog.
+    assert db_config.container_metrics_table == "impulse_demo.silver.container_metric"
+    assert db_config.channel_metrics_table == "impulse_demo.silver.channel_metric"
+    assert db_config.channels_uri == "impulse_demo.silver.channel_data"
+    assert db_config.table_locations == "unity_catalog"
+
+    # The custom extra table is declared alongside the source tables for Delta version pinning.
+    assert "acme.raw.recording_session" in db_config.configured_table_uris()
+
+
+def test_build_measurement_db_config_omits_optional_custom_params(acme_db_registered):
+    """Optional custom params are genuinely optional: the config builds with only the required one,
+    and the optional params fall back to their declared defaults."""
+    config = ImpulseConfig.model_validate(
+        _add_custom_measurement_db_to_report_config(
+            "AcmeDB", {"recording_session_table": "acme.raw.recording_session"}
+        )
+    )
+    _, db_config = build_measurement_db_config(dict(config.source), config.query_engine)
+
+    assert db_config.recording_session_table == "acme.raw.recording_session"
+    assert db_config.signal_name == []
+    assert db_config.start_dt is None
diff --git a/tests/impulse_reporting/unit/core/create_measurement_db_test.py b/tests/impulse_reporting/unit/core/create_measurement_db_test.py
deleted file mode 100644
index 370226ce..00000000
--- a/tests/impulse_reporting/unit/core/create_measurement_db_test.py
+++ /dev/null
@@ -1,63 +0,0 @@
-# pylint: disable=missing-function-docstring
-"""Tests for selecting the read seam via ``query_engine.measurement_db``."""
-
-from unittest.mock import create_autospec
-
-import pytest
-from databricks.sdk import WorkspaceClient
-
-import impulse_query_engine.measurement_db_registry as registry
-from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
-from impulse_query_engine.measurement_db_registry import register_measurement_db
-from impulse_reporting.config.config_parser import ImpulseConfig
-from impulse_reporting.core.report import Report
-
-_SOURCE = {
-    "container_metrics_table": "cat.silver.container_metrics",
-    "channel_metrics_table": "cat.silver.channel_metrics",
-    "channels_uri": "cat.silver.channels",
-}
-_SINK = {"catalog": "cat", "schema": "gold", "table_prefix": "t"}
-
-
-class AcmeConfig(MeasurementDBConfig):
-    def __init__(self, *, session_table=None, **base_kwargs):
-        super().__init__(**base_kwargs)
-        self.session_table = session_table
-
-
-class AcmeDB(MeasurementDB): ...
-
-
-@pytest.fixture(autouse=True)
-def acme_registered(monkeypatch):
-    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
-    register_measurement_db("AcmeDB", AcmeConfig)(AcmeDB)
-
-
-def _build(query_engine=None):
-    config = ImpulseConfig.model_validate(
-        {"source": _SOURCE, "unity_sink": _SINK, "query_engine": query_engine or {}}
-    )
-    return Report.create_measurement_db(config, create_autospec(WorkspaceClient))
-
-
-def test_defaults_to_builtin():
-    db = _build()
-    assert type(db) is MeasurementDB
-    assert type(db.config) is MeasurementDBConfig
-    assert db.config.channels_uri == "cat.silver.channels"
-    assert db.config.table_locations == "unity_catalog"
-
-
-def test_selector_builds_registered_config_and_db():
-    db = _build(
-        {
-            "measurement_db": "AcmeDB",
-            "measurement_db_config": {"session_table": "cat.raw.sessions"},
-        }
-    )
-    assert type(db) is AcmeDB
-    assert type(db.config) is AcmeConfig
-    assert db.config.session_table == "cat.raw.sessions"
-    assert db.config.container_metrics_table == "cat.silver.container_metrics"

From 54ff9a242c34cb26ff271c2a137d7313786d60ea Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Fri, 2 Oct 2026 12:25:58 +0200
Subject: [PATCH 4/9] updated docs, added config_parser.py modifications

---
 skills/impulse-config/SKILL.md                | 26 ++++++++++++-
 src/impulse_reporting/config/config_parser.py | 38 +++++++++++++++++++
 2 files changed, 63 insertions(+), 1 deletion(-)

diff --git a/skills/impulse-config/SKILL.md b/skills/impulse-config/SKILL.md
index 81568e03..0bad9a30 100644
--- a/skills/impulse-config/SKILL.md
+++ b/skills/impulse-config/SKILL.md
@@ -6,7 +6,8 @@ description: >
   "configure an Impulse report", set the source/sink tables, filter which containers are processed,
   choose RLE vs RAW, turn on incremental processing, run without writing (sinkless), remap column
   names, or scope by project. Covers source, unity_sink, container_filters, query_engine, solver_config,
-  incremental, full_recalculation, measurement_dimensions, and calculated_channels, all validated by Pydantic.
+  custom measurement DBs, incremental, full_recalculation, measurement_dimensions, and calculated_channels,
+  all validated by Pydantic.
 ---
 
 # Impulse — configuration
@@ -103,6 +104,8 @@ Omit entirely for `DefaultSolver` + `data_type="RLE"`.
 | `drop_implausible_data` | `false`            | Drop `channels` rows where `is_plausible = false`. **Requires `data_type="RAW"`** (RLE raises).   |
 | `max_channels_per_batch` | `500`             | Max distinct channels (`channel(...)` / `poi_channel(...)` selections) read per solve batch. Applies to events, aggregations, and calculated channels (counts their *input* channels). `batch_size` is a **deprecated alias** (warns; removed in a future release). |
 | `solver_config`         | `null`             | Per-table column mappings, per-table filters, and project scoping (below).                        |
+| `measurement_db`        | `"MeasurementDB"`  | Registered name of the MeasurementDB (the read seam). The default reads the silver tables directly; a custom one reshapes a different source schema at read time. See [Custom measurement DB](#custom-measurement-db). |
+| `measurement_db_config` | `null`             | Keyword args for the selected MeasurementDB's config class, merged with `source` (e.g. extra tables, prefilter keys). |
 
 ## solver_config (optional) — adapt to an existing layout
 
@@ -176,6 +179,27 @@ to `channel_mapping` so aliased selectors auto-convert during `solve()`. Constan
 an aliased selector must then be in the target unit. Direct `channel(...)` selectors are never
 converted — conversion is a property of the alias.
 
+## Custom measurement DB
+
+`solver_config` only renames and filters columns. When the raw tables need *reshaping* to reach the
+silver model (unions, joins, a grain change, an EAV unpivot), register a custom MeasurementDB and select
+it by name — the stock solver then runs unchanged:
+
+```python
+"query_engine": {
+    "measurement_db": "MyMeasurementDB",
+    "measurement_db_config": {"session_table": "catalog.raw.sessions"},
+}
+```
+
+- `measurement_db` is a **registered name**; the package that registers it must be imported before the
+  config is parsed. Validation runs at load time — an unregistered name, a missing required argument, an
+  unknown key, or a key already present in `source` all raise.
+- `measurement_db_config` holds that implementation's own constructor kwargs, merged with `source`.
+- Implementing one (subclass `MeasurementDB` + `MeasurementDBConfig`, decorate with
+  `@register_measurement_db`, and declare any extra tables in `configured_table_uris()` so they are
+  pinned per run) is covered in the Impulse docs' *Custom measurement DB* section.
+
 ## incremental (optional)
 
 Reuses prior results for unchanged definitions and reprocesses only new/updated containers. See
diff --git a/src/impulse_reporting/config/config_parser.py b/src/impulse_reporting/config/config_parser.py
index 9bbde633..0af57f06 100644
--- a/src/impulse_reporting/config/config_parser.py
+++ b/src/impulse_reporting/config/config_parser.py
@@ -9,6 +9,8 @@
 from pydantic import AfterValidator, BaseModel, field_validator, model_validator
 
 from impulse_query_engine.analyze.query.solvers.solver_config import RawEncoder, SolverConfig
+from impulse_query_engine.measurement_db import AbstractMeasurementDB, MeasurementDBConfig
+from impulse_query_engine.measurement_db_registry import resolve_measurement_db
 from impulse_reporting.channels.calculated_channel_kpis import DEFAULT_KPIS, KPI_BUILDERS
 
 
@@ -388,6 +390,11 @@ class QueryEngine(BaseModel):
 
         When omitted, all default column names are used and no
         project/toolbox filtering is applied.
+    measurement_db : str, default="MeasurementDB"
+        Registered name of the MeasurementDB implementation to use.
+    measurement_db_config : dict, optional
+        Keyword arguments for that implementation's config class,
+        merged with the ``source`` tables.
 
     Notes
     -----
@@ -408,6 +415,8 @@ class QueryEngine(BaseModel):
     drop_implausible_data: bool = False
     raw_encoder: RawEncoder | None = None
     solver_config: SolverConfig | None = None
+    measurement_db: str = "MeasurementDB"
+    measurement_db_config: dict[str, Any] | None = None
     max_channels_per_batch: int = 500
     max_containers_per_batch: int | None = None
 
@@ -651,6 +660,24 @@ class FullRecalculation(BaseModel):
     calculated_channels: list[str] = []
 
 
+def build_measurement_db_config(
+    source_dict: dict[str, Any], query_engine: QueryEngine
+) -> tuple[type[AbstractMeasurementDB], MeasurementDBConfig]:
+    """Resolve the selected MeasurementDB implementation and build its config class from
+    ``measurement_db_config`` merged with the ``source`` tables in *source_dict*.
+
+    Raises ``KeyError`` for an unregistered ``measurement_db`` and ``TypeError`` for a missing,
+    unknown or duplicated config key.
+    """
+    registration = resolve_measurement_db(query_engine.measurement_db)
+    db_config = registration.config_cls(
+        **source_dict,
+        **(query_engine.measurement_db_config or {}),
+        table_locations="unity_catalog",
+    )
+    return registration.db_cls, db_config
+
+
 class ImpulseConfig(BaseModel):
     """
      Main configuration model.
@@ -764,3 +791,14 @@ def _normalize_measurement_dimensions(cls, value: list[str]) -> list[str]:
                 seen.add(name)
                 normalized.append(name)
         return normalized
+
+    @model_validator(mode="after")
+    def _validate_measurement_db(self) -> Self:
+        """Build the selected MeasurementDB implementation's config class once, so an unregistered
+        ``measurement_db`` or a missing, unknown or duplicated key fails when the config is parsed.
+        """
+        try:
+            build_measurement_db_config(dict(self.source), self.query_engine)
+        except (KeyError, TypeError) as exc:
+            raise ValueError(f"query_engine.measurement_db: {exc.args[0]}") from exc
+        return self

From d5d985e97a557d953fdd7c2262a0739d4b418fd9 Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Fri, 2 Oct 2026 12:43:16 +0200
Subject: [PATCH 5/9] added missing imports

---
 src/impulse_reporting/config/config_parser.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/impulse_reporting/config/config_parser.py b/src/impulse_reporting/config/config_parser.py
index 0af57f06..e4653382 100644
--- a/src/impulse_reporting/config/config_parser.py
+++ b/src/impulse_reporting/config/config_parser.py
@@ -3,7 +3,7 @@
 import warnings
 from datetime import datetime
 from enum import Enum, StrEnum
-from typing import Annotated
+from typing import Annotated, Any, Self
 
 import pydantic
 from pydantic import AfterValidator, BaseModel, field_validator, model_validator

From 85cea30fd832cb8269f30b733fc0314a3a4b8c2e Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Fri, 2 Oct 2026 13:09:38 +0200
Subject: [PATCH 6/9] fixed uv.lock

---
 uv.lock | 1030 +++++++++++++++++++++++++++----------------------------
 1 file changed, 515 insertions(+), 515 deletions(-)

diff --git a/uv.lock b/uv.lock
index 7f6785fe..7e4ab952 100644
--- a/uv.lock
+++ b/uv.lock
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+source = { registry = "https://pypi.org/simple" }
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+source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "click" },
     { name = "mypy-extensions" },
@@ -23,201 +23,201 @@ dependencies = [
     { name = "platformdirs" },
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+sdist = { url = "https://files.pythonhosted.org/packages/30/21/093488dfc7cc8964ded15ab726fad40f25fd3d788fd741cc1c5a17d78ee8/zipp-3.23.1.tar.gz", hash = "sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110", size = 25965, upload-time = "2026-04-13T23:21:46.6Z" }
 wheels = [
-    { url = "https://pypi-proxy.cloud.databricks.com/packages/08/8a/0861bec20485572fbddf3dfba2910e38fe249796cb73ecdeb74e07eeb8d3/zipp-3.23.1-py3-none-any.whl", hash = "sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc", size = 10378, upload-time = "2026-04-13T23:21:45.386Z" },
+    { url = "https://files.pythonhosted.org/packages/08/8a/0861bec20485572fbddf3dfba2910e38fe249796cb73ecdeb74e07eeb8d3/zipp-3.23.1-py3-none-any.whl", hash = "sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc", size = 10378, upload-time = "2026-04-13T23:21:45.386Z" },
 ]

From fd99fc84021bcb4269e7ddf92f89c38766b0bcd3 Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Wed, 14 Oct 2026 16:48:47 +0200
Subject: [PATCH 7/9] worked on pr comments

---
 .../extensibility/custom_measurement_db.md    | 23 ++++++++++--
 .../measurement_db_abstract.py                | 16 ++++++++-
 src/impulse_reporting/config/config_parser.py |  6 +++-
 .../unit/measurement_db_registry_test.py      | 35 +++++++++++++++++++
 .../unit/config/config_parser_test.py         | 30 ++++++++++++++++
 .../unit/core/report_test.py                  | 22 ++++++++++++
 6 files changed, 128 insertions(+), 4 deletions(-)

diff --git a/docs/impulse/docs/extensibility/custom_measurement_db.md b/docs/impulse/docs/extensibility/custom_measurement_db.md
index 598fde57..1e6c1410 100644
--- a/docs/impulse/docs/extensibility/custom_measurement_db.md
+++ b/docs/impulse/docs/extensibility/custom_measurement_db.md
@@ -22,7 +22,7 @@ used and behaviour is unchanged.
 |---|---|
 | Column names, or narrow-EAV vs. wide layout | `DefaultSolver` + [`solver_config`](../config/configuration.md#solver-column-mappings-and-filters) — no code |
 | Different tables, unions, joins, grain changes, EAV unpivots, or a pre-reshape row filter | **A custom MeasurementDB** (this page) |
-| Query planning / execution the config cannot express | A change to the solver in Impulse (solvers are not customer-pluggable as of now) |
+| Query planning / execution the config cannot express | Implementation of a custom solver (see [Custom solvers](../data_model/ingestion.md#custom-solvers)) |
 
 ## Select it in the report config
 
@@ -72,7 +72,23 @@ class MyMeasurementDB(MeasurementDB):
 
 Override one method per silver table you need to reshape; the rest fall back to the base read. Each
 override follows the same shape: call `super().<table>(spark)` for the raw, pinned read, then
-join / union / reshape into the silver frame the solver expects.
+join / union / reshape into the silver frame the solver expects. `super().<table>(spark)` reads the
+table in the matching `source` slot, so point that slot at the raw table your override reshapes.
+
+### Optional tables are switched on by their `source` slot
+
+`container_metrics`, `channel_metrics` and `channels` are always read. The other tables are only read
+when their `source` slot is set: the slot turns the table on, and your override reshapes what that slot
+reads. An override whose slot is empty is never called, and for some tables the solver then falls back
+without an error:
+
+| Override | Called when | If the slot is empty |
+|---|---|---|
+| `channel_tags()` | `source.channel_tags_table` is set | Channels are selected from columns on `channel_metrics` instead (wide mode). **No error.** |
+| `unit_conversion()` | `source.unit_conversion_table` is set (conversion also needs `source_unit` / `target_unit` on `channel_mapping`, see [Unit conversion](../config/configuration.md#unit-conversion-optional)) | Values are not converted. **No error.** |
+| `poi_channels()` | `has_poi_channels()` returns `True` (the base implementation checks `source.poi_channels_uri`) | POI data is not read. **No error.** |
+| `container_tags()` | `source.container_tags_table` is set | Containers are filtered on `container_metrics` columns (wide-only mode). Tag filters, and expressions that read container tags, raise an error. |
+| `channel_mapping()` | `source.channel_mapping_table` is set | `channel_with_alias()` raises an error. |
 
 ## Rules
 
@@ -84,6 +100,9 @@ join / union / reshape into the silver frame the solver expects.
 - **Keep the config `__init__` free of side effects** — it is constructed once to validate the config
   at parse time and once more to build the DB.
 - **Keep the DB constructor signature `__init__(self, config, ws)`** — Impulse builds it as `db_cls(config, ws)`.
+- **If you override the DB `__init__`, call `super().__init__(config, ws)`.** The base initializer
+  stores the config and verifies the workspace client; reading `db.ws` (which `Report` and `db.query`
+  do) raises a `TypeError` if it was skipped. Don't assign `self.ws` yourself.
 - **Your DB owns correctness.** Impulse does not validate the frames a custom DB returns; it must
   provide the columns, types, row grain, and time unit the solver expects. The built-in `MeasurementDB`
   and the schemas in `impulse_query_engine/schema.py` are the reference.
diff --git a/src/impulse_query_engine/measurement_db_abstract.py b/src/impulse_query_engine/measurement_db_abstract.py
index 827a63e1..f2852632 100644
--- a/src/impulse_query_engine/measurement_db_abstract.py
+++ b/src/impulse_query_engine/measurement_db_abstract.py
@@ -22,7 +22,21 @@ class AbstractMeasurementDB(ABC):
 
     def __init__(self, config: "MeasurementDBConfig", ws: WorkspaceClient):
         self.config = config
-        self.ws = verify_workspace_client(ws, "databricks-impulse", __version__)
+        self._ws = verify_workspace_client(ws, "databricks-impulse", __version__)
+
+    @property
+    def ws(self) -> WorkspaceClient:
+        """The verified workspace client; ``Report`` and ``QueryBuilder`` read it from here.
+
+        Raises ``TypeError`` if a subclass ``__init__`` didn't call ``super().__init__(config, ws)``,
+        which would otherwise lose the client verification without any error.
+        """
+        try:
+            return self._ws
+        except AttributeError:
+            raise TypeError(
+                f"{type(self).__name__}.__init__ must call super().__init__(config, ws)"
+            ) from None
 
     @property
     def query(self) -> QueryBuilder:
diff --git a/src/impulse_reporting/config/config_parser.py b/src/impulse_reporting/config/config_parser.py
index e4653382..025c9f88 100644
--- a/src/impulse_reporting/config/config_parser.py
+++ b/src/impulse_reporting/config/config_parser.py
@@ -6,7 +6,7 @@
 from typing import Annotated, Any, Self
 
 import pydantic
-from pydantic import AfterValidator, BaseModel, field_validator, model_validator
+from pydantic import AfterValidator, BaseModel, field_validator, model_validator, ConfigDict
 
 from impulse_query_engine.analyze.query.solvers.solver_config import RawEncoder, SolverConfig
 from impulse_query_engine.measurement_db import AbstractMeasurementDB, MeasurementDBConfig
@@ -410,6 +410,10 @@ class QueryEngine(BaseModel):
     - RAW channel data must contain 'container_id', 'channel_id', 'timestamp', 'value' columns
     """
 
+    # added to prevent misspelled args being silently accepted, which could have side effects
+    # (default measurement db silently used)
+    model_config = ConfigDict(extra="forbid")
+
     solver: Solvers = Solvers.DEFAULT_SOLVER
     data_type: DataType = DataType.RLE
     drop_implausible_data: bool = False
diff --git a/tests/impulse_query_engine/unit/measurement_db_registry_test.py b/tests/impulse_query_engine/unit/measurement_db_registry_test.py
index 6a966f04..74ca93c5 100644
--- a/tests/impulse_query_engine/unit/measurement_db_registry_test.py
+++ b/tests/impulse_query_engine/unit/measurement_db_registry_test.py
@@ -1,7 +1,10 @@
 # pylint: disable=missing-function-docstring
 """Tests for the ``AbstractMeasurementDB`` contract and the name registry."""
 
+from unittest.mock import create_autospec
+
 import pytest
+from databricks.sdk import WorkspaceClient
 
 import impulse_query_engine.measurement_db_registry as registry
 from impulse_query_engine.measurement_db import (
@@ -36,6 +39,38 @@ class Incomplete(AbstractMeasurementDB):
         Incomplete(MeasurementDBConfig(), ws=None)
 
 
+def test_ws_is_the_verified_client():
+    ws = create_autospec(WorkspaceClient)
+    db = MeasurementDB(MeasurementDBConfig(), ws)
+
+    assert db.ws is ws
+    ws.clusters.select_spark_version.assert_called_once()  # the connectivity check ran
+
+
+def test_subclass_skipping_super_init_fails_loudly_on_ws():
+    class SkipsSuperInit(MeasurementDB):
+        def __init__(self, config, ws):
+            self.config = config  # forgets super().__init__(config, ws)
+
+    db = SkipsSuperInit(MeasurementDBConfig(), create_autospec(WorkspaceClient))
+
+    expected = r"SkipsSuperInit\.__init__ must call super\(\)\.__init__\(config, ws\)"
+    with pytest.raises(TypeError, match=expected):
+        _ = db.ws
+    with pytest.raises(TypeError, match=expected):  # standalone path: QueryBuilder reads db.ws
+        _ = db.query
+
+
+def test_subclass_cannot_assign_ws_itself():
+    class AssignsWs(MeasurementDB):
+        def __init__(self, config, ws):
+            self.config = config
+            self.ws = ws  # would bypass verify_workspace_client
+
+    with pytest.raises(AttributeError, match="has no setter"):
+        AssignsWs(MeasurementDBConfig(), create_autospec(WorkspaceClient))
+
+
 def test_register_rejects_non_subclass():
     with pytest.raises(TypeError, match="must subclass AbstractMeasurementDB"):
         register_measurement_db("Bad", MeasurementDBConfig)(object)
diff --git a/tests/impulse_reporting/unit/config/config_parser_test.py b/tests/impulse_reporting/unit/config/config_parser_test.py
index 50809606..b935f0d0 100644
--- a/tests/impulse_reporting/unit/config/config_parser_test.py
+++ b/tests/impulse_reporting/unit/config/config_parser_test.py
@@ -1381,6 +1381,36 @@ def test_impulse_config_measurement_db_config_rejected_at_parse_time(
         )
 
 
+@pytest.mark.parametrize(
+    ("query_engine", "misspelled_key"),
+    [
+        # Selector typo: would otherwise silently fall back to the built-in MeasurementDB.
+        (
+            {"measurment_db": "SessionDB", "measurement_db_config": {"session_table": "t"}},
+            "measurment_db",
+        ),
+        ({"measurment_db": "SessionDB"}, "measurment_db"),
+        # Settings-key typo: would otherwise silently drop the custom DB's settings.
+        (
+            {"measurement_db": "SessionDB", "measurment_db_config": {"session_table": "t"}},
+            "measurment_db_config",
+        ),
+        # Any other query_engine key: would otherwise silently fall back to its default.
+        ({"data_typ": "RAW"}, "data_typ"),
+    ],
+)
+def test_impulse_config_misspelled_query_engine_key_rejected(
+    session_db_registered, query_engine, misspelled_key
+):
+    """``QueryEngine`` forbids unknown keys, so a typo fails at parse time and names the key."""
+    with pytest.raises(ValidationError) as exc_info:
+        ImpulseConfig.model_validate({**impulse_config_JSON, "query_engine": query_engine})
+
+    assert [(err["loc"], err["type"]) for err in exc_info.value.errors()] == [
+        (("query_engine", misspelled_key), "extra_forbidden")
+    ]
+
+
 # ---------------------------------------------------------------------------
 # build_measurement_db_config — the config_parser factory that resolves the
 # selected implementation and builds its config object, merging the ``source``
diff --git a/tests/impulse_reporting/unit/core/report_test.py b/tests/impulse_reporting/unit/core/report_test.py
index a3e9fb5b..696125d4 100644
--- a/tests/impulse_reporting/unit/core/report_test.py
+++ b/tests/impulse_reporting/unit/core/report_test.py
@@ -4,8 +4,11 @@
 import pytest
 from databricks.sdk import WorkspaceClient
 
+import impulse_query_engine.measurement_db_registry as registry
 from impulse_query_engine.analyze.metadata.tag_expression import TagSelector
 from impulse_query_engine.analyze.metadata.time_series_expression import TimeSeriesSelector
+from impulse_query_engine.measurement_db import MeasurementDB, MeasurementDBConfig
+from impulse_query_engine.measurement_db_registry import register_measurement_db
 from impulse_reporting.aggregations.aggregation_types import AggregationType
 from impulse_reporting.aggregations.histogram import HistogramDuration
 from impulse_reporting.aggregations.histogram2d import Histogram2DDuration
@@ -170,6 +173,25 @@ def test_report_init():
     assert report.aggregation_dfs == {}
 
 
+def test_report_init_fails_loudly_for_custom_db_skipping_super_init(monkeypatch):
+    """A custom DB that skips ``super().__init__`` fails when the Report reads ``db.ws``."""
+
+    class SkipsSuperInitDB(MeasurementDB):
+        def __init__(self, config, ws):
+            self.config = config  # forgets super().__init__(config, ws)
+
+    monkeypatch.setattr(registry, "_REGISTRY", dict(registry._REGISTRY))
+    register_measurement_db("SkipsSuperInitDB", MeasurementDBConfig)(SkipsSuperInitDB)
+
+    with pytest.raises(TypeError, match=r"SkipsSuperInitDB\.__init__ must call super\(\)"):
+        Report(
+            name="test_report",
+            spark=None,
+            workspace_client=create_autospec(WorkspaceClient),
+            config={**DUMMY_CONFIG, "query_engine": {"measurement_db": "SkipsSuperInitDB"}},
+        )
+
+
 def test_set_config():
     """Test setting config with config path"""
 

From 61f64771298785f10b717979b5780eb3804b55be Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Wed, 14 Oct 2026 18:30:21 +0200
Subject: [PATCH 8/9] updated the md files and extended unit test

---
 .../extensibility/custom_measurement_db.md    | 34 +++++++++----------
 .../unit/measurement_db_registry_test.py      |  2 ++
 2 files changed, 19 insertions(+), 17 deletions(-)

diff --git a/docs/impulse/docs/extensibility/custom_measurement_db.md b/docs/impulse/docs/extensibility/custom_measurement_db.md
index 1e6c1410..48efc970 100644
--- a/docs/impulse/docs/extensibility/custom_measurement_db.md
+++ b/docs/impulse/docs/extensibility/custom_measurement_db.md
@@ -72,23 +72,23 @@ class MyMeasurementDB(MeasurementDB):
 
 Override one method per silver table you need to reshape; the rest fall back to the base read. Each
 override follows the same shape: call `super().<table>(spark)` for the raw, pinned read, then
-join / union / reshape into the silver frame the solver expects. `super().<table>(spark)` reads the
-table in the matching `source` slot, so point that slot at the raw table your override reshapes.
-
-### Optional tables are switched on by their `source` slot
-
-`container_metrics`, `channel_metrics` and `channels` are always read. The other tables are only read
-when their `source` slot is set: the slot turns the table on, and your override reshapes what that slot
-reads. An override whose slot is empty is never called, and for some tables the solver then falls back
-without an error:
-
-| Override | Called when | If the slot is empty |
-|---|---|---|
-| `channel_tags()` | `source.channel_tags_table` is set | Channels are selected from columns on `channel_metrics` instead (wide mode). **No error.** |
-| `unit_conversion()` | `source.unit_conversion_table` is set (conversion also needs `source_unit` / `target_unit` on `channel_mapping`, see [Unit conversion](../config/configuration.md#unit-conversion-optional)) | Values are not converted. **No error.** |
-| `poi_channels()` | `has_poi_channels()` returns `True` (the base implementation checks `source.poi_channels_uri`) | POI data is not read. **No error.** |
-| `container_tags()` | `source.container_tags_table` is set | Containers are filtered on `container_metrics` columns (wide-only mode). Tag filters, and expressions that read container tags, raise an error. |
-| `channel_mapping()` | `source.channel_mapping_table` is set | `channel_with_alias()` raises an error. |
+join / union / reshape into the silver frame the solver expects.
+
+### Optional tables must also be set in `source`
+
+Overriding the read of an optional table only takes effect if you also set that table in the
+report config's `source`. Otherwise the solver doesn't use the table, and your override is never
+called:
+
+- `container_tags()` needs `source.container_tags_table`
+- `channel_tags()` needs `source.channel_tags_table`
+- `channel_mapping()` needs `source.channel_mapping_table`
+- `unit_conversion()` needs `source.unit_conversion_table`
+- `poi_channels()` needs `source.poi_channels_uri`
+
+Set each entry to the raw table your override reshapes; `super().<table>(spark)` reads it. For
+channel tags, unit conversion and POI, a missing entry doesn't raise an error: the feature just
+isn't used.
 
 ## Rules
 
diff --git a/tests/impulse_query_engine/unit/measurement_db_registry_test.py b/tests/impulse_query_engine/unit/measurement_db_registry_test.py
index 74ca93c5..33d736b3 100644
--- a/tests/impulse_query_engine/unit/measurement_db_registry_test.py
+++ b/tests/impulse_query_engine/unit/measurement_db_registry_test.py
@@ -7,6 +7,7 @@
 from databricks.sdk import WorkspaceClient
 
 import impulse_query_engine.measurement_db_registry as registry
+from impulse_query_engine import __version__
 from impulse_query_engine.measurement_db import (
     AbstractMeasurementDB,
     MeasurementDB,
@@ -44,6 +45,7 @@ def test_ws_is_the_verified_client():
     db = MeasurementDB(MeasurementDBConfig(), ws)
 
     assert db.ws is ws
+    assert ws.config._product_info == ("databricks-impulse", __version__)  # tagged as Impulse
     ws.clusters.select_spark_version.assert_called_once()  # the connectivity check ran
 
 

From 5f91906b57124507b917336b2b839070c80ff6d7 Mon Sep 17 00:00:00 2001
From: "fabian.ade" <fabian.ade@databricks.com>
Date: Wed, 14 Oct 2026 19:44:40 +0200
Subject: [PATCH 9/9] updated docs

---
 docs/impulse/docs/config/configuration.md                | 3 +++
 docs/impulse/docs/extensibility/custom_measurement_db.md | 3 ++-
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/docs/impulse/docs/config/configuration.md b/docs/impulse/docs/config/configuration.md
index 0bd04141..0f27ab13 100644
--- a/docs/impulse/docs/config/configuration.md
+++ b/docs/impulse/docs/config/configuration.md
@@ -148,6 +148,9 @@ Two independent filter families:
 If `query_engine` is omitted, the default is `DefaultSolver` with
 `data_type = "RLE"`.
 
+Unknown keys under `query_engine` are rejected when the config is loaded: a misspelled key such as
+`"measurment_db"` fails with `Extra inputs are not permitted` instead of being silently ignored.
+
 For a source schema that needs reshaping beyond column renames, select your own read seam — see
 [Custom measurement DB](../extensibility/custom_measurement_db.md).
 
diff --git a/docs/impulse/docs/extensibility/custom_measurement_db.md b/docs/impulse/docs/extensibility/custom_measurement_db.md
index 48efc970..e8fcd9b3 100644
--- a/docs/impulse/docs/extensibility/custom_measurement_db.md
+++ b/docs/impulse/docs/extensibility/custom_measurement_db.md
@@ -84,7 +84,8 @@ called:
 - `channel_tags()` needs `source.channel_tags_table`
 - `channel_mapping()` needs `source.channel_mapping_table`
 - `unit_conversion()` needs `source.unit_conversion_table`
-- `poi_channels()` needs `source.poi_channels_uri`
+- `poi_channels()` needs `has_poi_channels()` to return `True`; the base implementation checks
+  `source.poi_channels_uri`
 
 Set each entry to the raw table your override reshapes; `super().<table>(spark)` reads it. For
 channel tags, unit conversion and POI, a missing entry doesn't raise an error: the feature just