cleanup sandboxing

* use schema inclusion filters

* fix test

* remove set dep

.clj-kondo/config.edn

@@ -25,6 +25,7 @@
   :reduce-without-init          {:level :warning}
   :redundant-call               {:level :warning}
   :redundant-fn-wrapper         {:level :warning}
+  :redundant-str-call           {:level :warning}
   :self-requiring-namespace     {:level :warning}
   :single-key-in                {:level :warning}
   :unsorted-imports             {:level :warning}
@@ -173,6 +174,7 @@
      metabase.driver.sql-jdbc.execute/execute-prepared-statement!
      metabase.notification.models/create-notification!
      metabase.pulse.send/send-pulse!
+     metabase-enterprise.transforms-python.python-runner-test/execute!
      ;; Safe in tests, where we typically use a private, temporary index per thread.
      metabase.search.core/reindex!
      metabase.util/run-count!
@@ -228,7 +230,7 @@
     (clojure.core.logic/fresh)
     (clojure.core.logic/matcha)
     (clojure.core.logic/run)
-    (clojure.test/is [query= =? malli= qv=])
+    (clojure.test/is [=? malli= qv=])
     (clojure.tools.macro/macrolet)
     instaparse.core/transform
     (metabase.server.streaming-response/streaming-response)
@@ -272,6 +274,7 @@
    clojure.java.jdbc/with-db-connection               {:message "Use sql-jdbc.execute/do-with-connection-with-options (for drivers) or t2/with-connection (for the app DB) instead of jdbc/with-db-connection"}
    clojure.java.jdbc/with-db-metadata                 {:message "Use sql-jdbc.execute/do-with-connection-with-options + .getMetaData instead of jdbc/with-db-metadata"}
    clojure.pprint/pprint                              {:message "Use metabase.util.log instead of clojure.pprint/pprint"}
+   clojure.pprint/print-table                         {:message "Use metabase.util.log instead of printing directly to the console"}
    clojure.string/lower-case                          {:message "Use metabase.util/lower-case-en instead of clojure.string/lower-case"}
    clojure.string/upper-case                          {:message "Use metabase.util/upper-case-en instead of clojure.string/upper-case"}
    compojure.core/context                             {:message "Use metabase.api.util.handlers/route-map-handler instead of compojure.core/context, it is much faster and supports OpenAPI spec generation"}
@@ -418,6 +421,7 @@
   metabase-enterprise.transforms.api-test/with-transform-tags                           clojure.core/let
   metabase-enterprise.transforms.api-test/with-worker-runs                              clojure.core/let
   metabase-enterprise.transforms.test-util/with-transform-cleanup!                      clojure.core/let
+  metabase-enterprise.transforms.execute/with-transform-lifecycle                       clojure.core/let
   metabase.actions.test-util/with-actions                                               clojure.core/let
   metabase.api.common/let-404                                                           clojure.core/let
   metabase.app-db.custom-migrations.util/with-temp-scheduler!                           clojure.core/fn
@@ -486,8 +490,9 @@
   metabase.util.malli/defn-                                                             schema.core/defn
   metabase.util.malli/fn                                                                schema.core/fn
   metabase.util.namespaces/import-fns                                                   potemkin/import-vars
+  metabase.util.performance/doseq                                                       clojure.core/doseq
+  metabase.util.performance/for                                                         clojure.core/for
   metabase.util/with-timer-ms                                                           clojure.core/fn
-  metabase.xrays.domain-entities.malli/defn                                             schema.core/defn
   metabuild-common.core/with-open-jar-file-system                                       clojure.core/let
   metabuild-common.files/with-open-jar-file-system                                      clojure.core/let
   monger.operators/defoperator                                                          clojure.core/def
@@ -517,8 +522,10 @@
    metabase-enterprise.advanced-permissions.models.permissions.application-permissions-test/with-new-group-and-current-graph hooks.common/with-two-top-level-bindings
    metabase-enterprise.audit-app.pages-test/with-temp-objects                                                                hooks.common/with-one-binding
    metabase-enterprise.cache.config-test/with-temp-persist-models                                                            hooks.common/with-seven-bindings
+   metabase-enterprise.metabot-v3.tools.dependencies-test/with-dependent-transforms!                                         hooks.common/with-two-bindings
    metabase-enterprise.semantic-search.db.connection/with-migrate-tx                                                         hooks.common/let-one-with-optional-value
    metabase-enterprise.serialization.test-util/with-temp-dpc                                                                 hooks.toucan2.tools.with-temp/with-temp
+   metabase-enterprise.transforms-python.drivers-test/with-test-table                                                        hooks.common/with-two-bindings
    metabase.api.common.internal-test/with-jetty-server                                                                       hooks.common/with-one-binding
    metabase.api.macros/defendpoint                                                                                           hooks.metabase.api.macros/defendpoint
    metabase.app-db.schema-migrations-test.impl/test-migrations                                                               hooks.metabase.app-db.schema-migrations-test.impl/test-migrations
@@ -570,8 +577,8 @@
    metabase.pulse.models.pulse-test/with-pulse-in-collection!                                                                hooks.common/with-four-bindings
    metabase.pulse.test-util/checkins-query-card                                                                              hooks.metabase.test.data/$ids
    metabase.queries.api.card-test/with-card-param-values-fixtures                                                            hooks.common/let-one-with-optional-value
-   metabase.queries.api.card-test/with-temp-native-card!                                                                     hooks.common/with-two-bindings
-   metabase.queries.api.card-test/with-temp-native-card-with-params!                                                         hooks.common/with-two-bindings
+   metabase.queries.api.card-test/with-temp-native-card                                                                      hooks.common/with-two-bindings
+   metabase.queries.api.card-test/with-temp-native-card-with-params                                                          hooks.common/with-two-bindings
    metabase.query-processor-test.expressions-test/calculate-bird-scarcity                                                    hooks.metabase.query-processor-test.expressions-test/calculate-bird-scarcity
    metabase.query-processor-test.filter-test/count-with-filter-clause                                                        hooks.metabase.test.data/$ids
    metabase.query-processor.middleware.cache-test/with-mock-cache!                                                           hooks.common/with-two-bindings
@@ -621,10 +628,11 @@
    metabase.test/with-non-admin-groups-no-root-collection-perms                                                              hooks.common/do*
    metabase.test/with-persistence-enabled!                                                                                   hooks.metabase.model-persistence.test-util/with-persistence-enabled!
    metabase.test/with-prometheus-system!                                                                                     hooks.common/with-two-bindings
+   metabase.test/with-random-premium-token!                                                                                  hooks.common/with-one-binding
    metabase.test/with-temp                                                                                                   hooks.toucan2.tools.with-temp/with-temp
    metabase.test/with-temp-file                                                                                              hooks.metabase.test.util/with-temp-file
    metabase.test/with-temporary-setting-values                                                                               hooks.metabase.test.util/with-temporary-setting-values
-   metabase.users.api-test/with-temp-user-email!                                                                              hooks.common/with-one-binding
+   metabase.users.api-test/with-temp-user-email!                                                                             hooks.common/with-one-binding
    metabase.util.i18n/deferred-trs                                                                                           hooks.metabase.util.i18n/deferred-trs
    metabase.util.i18n/deferred-tru                                                                                           hooks.metabase.util.i18n/deferred-tru
    metabase.util.i18n/trs                                                                                                    hooks.metabase.util.i18n/trs
@@ -684,7 +692,6 @@
    metabase.test/with-temporary-raw-setting-values                                         macros.metabase.test.util/with-temporary-raw-setting-values
    metabase.users.models.user-test/with-groups!                                            macros.metabase.users.models.user-test/with-groups!
    metabase.util.namespaces/import-fn                                                      macros.metabase.util.namespaces/import-fn
-   metabase.xrays.domain-entities.malli/define-getters-and-setters                         macros.metabase.xrays.domain-entities.malli/define-getters-and-setters
    metabase.xrays.related-test/with-world                                                  macros.metabase.xrays.related-test/with-world}}
 
  :config-in-comment
@@ -712,16 +719,23 @@
    :name    metabase-lib}
   {:pattern "^metabase\\.lib\\..*"
    :name    metabase-lib-excluding-legacy-mbql}
+  {:pattern "^metabase\\.legacy-mbql\\..*"
+   :name    legacy-mbql-namespaces}
   ;;
-  ;; QP source namespaces: `metabase.query-processor.*`, `metabase-enterprise.sandbox.query-processor.*`, and
-  ;; `metabase.driver.*`, excluding `-test` namespaces.
+  ;; QP and driver source namespaces: `metabase.query-processor.*`, `metabase-enterprise.sandbox.query-processor.*`,
+  ;; and `metabase.driver.*`, excluding `-test` namespaces.
   ;;
   {:pattern "metabase(?:(?:(?:-enterprise\\.sandbox)?\\.query-processor\\.)|(?:\\.driver\\.)).*(?<!-test)$"
    :name    qp-and-driver-source-namespaces}
   ;;
-  ;; driver namespaces
+  ;; QP source namespaces
   ;;
-  {:pattern "metabase\\.driver.*$"
+  {:pattern "metabase(?:(?:-enterprise\\.sandbox)?\\.query-processor\\.).*(?<!-test)$"
+   :name    qp-source-namespaces}
+  ;;
+  ;; driver namespaces, including tests
+  ;;
+  {:pattern "metabase\\.driver(?:-api)?.*$"
    :name    driver-namespaces}
   ;;
   ;; Perf-sensitive namespaces are currently the union of metabase.lib.*, driver namespaces, and QP (without tests).
@@ -767,7 +781,14 @@
      clojure.core/eval        {:message "Don't use eval outside of tests"}}
 
     :discouraged-namespace
-    {metabase.query-processor.store {:message "Please do not use the QP Store outside of legacy QP or driver code. Use MBQL 5/Lib or lib.metadata.jvm/applicaton-database-metadata-provider instead."}}}}
+    {metabase.legacy-mbql.jvm-util       {:message "Avoid legacy MBQL utils, use Lib instead"}
+     metabase.legacy-mbql.normalize      {:message "Avoid legacy MBQL normalization, use MBQL 5 + lib/normalize instead"}
+     metabase.legacy-mbql.predicates     {:message "Avoid legacy MBQL utils, use Lib instead"}
+     metabase.legacy-mbql.schema         {:message "Avoid the legacy MBQL schema, use MBQL 5 + lib.schema instead"}
+     metabase.legacy-mbql.schema.helpers {:message "Avoid the legacy MBQL schema, use MBQL 5 + lib.schema instead"}
+     metabase.legacy-mbql.schema.macros  {:message "Avoid the legacy MBQL schema, use MBQL 5 + lib.schema instead"}
+     metabase.legacy-mbql.util           {:message "Avoid legacy MBQL utils, use Lib instead"}
+     metabase.query-processor.store      {:message "Please do not use the QP Store outside of legacy QP or driver code. Use MBQL 5/Lib or lib.metadata.jvm/applicaton-database-metadata-provider instead."}}}}
 
   printable-namespaces
   {:linters
@@ -779,7 +800,7 @@
                              clojure.string/lower-case {:level :off}
                              clojure.string/upper-case {:level :off}}}}
 
-  ;; enable all the extra linters we haven't enabled in the core app yet in MLv2. It's all new code so we can adhere
+  ;; enable all the extra linters we haven't enabled in the core app yet in Lib. It's all new code so we can adhere
   ;; to the new stricter rules from day 1
   metabase-lib
   {:linters
@@ -799,48 +820,116 @@
      metabase.test/with-temp            {:message "Don't use application database inside Lib code"}}
 
     :discouraged-namespace
-    {metabase.driver            {:message "MLv2 code should be independent of driver code/methods"}
-     metabase.test              {:message "MLv2 tests should only use MLv2 test helpers"}
-     metabase.test.data         {:message "MLv2 tests should only use MLv2 test helpers"}
-     metabase.util.malli.schema {:message "Prefer metabase.lib.schema schemas in MLv2 code"}
-     toucan.db                  {:message "Don't use application database inside MLv2 code"}
-     toucan.models              {:message "Don't use application database inside MLv2 code"}
-     toucan.util.test           {:message "Don't use application database inside MLv2 code"}
-     toucan2.core               {:message "Don't use application database inside MLv2 code"}}}}
+    {metabase.driver            {:message "Lib code should be independent of driver code/methods"}
+     metabase.test              {:message "Lib tests should only use Lib test helpers"}
+     metabase.test.data         {:message "Lib tests should only use Lib test helpers"}
+     metabase.util.malli.schema {:message "Prefer metabase.lib.schema schemas in Lib code"}
+     toucan.db                  {:message "Don't use application database inside Lib code"}
+     toucan.models              {:message "Don't use application database inside Lib code"}
+     toucan.util.test           {:message "Don't use application database inside Lib code"}
+     toucan2.core               {:message "Don't use application database inside Lib code"}}}}
 
   metabase-lib-excluding-legacy-mbql
+  {}
+
+  legacy-mbql-namespaces
   {:linters
-   {:discouraged-var
-    {metabase.legacy-mbql.util/unique-name-generator {:message "Use metabase.lib.util/unique-name-generator or non-truncating-unique-name-generator"}}}}
+   {:discouraged-namespace
+    {metabase.legacy-mbql.jvm-util       {:level :off}
+     metabase.legacy-mbql.normalize      {:level :off}
+     metabase.legacy-mbql.predicates     {:level :off}
+     metabase.legacy-mbql.schema         {:level :off}
+     metabase.legacy-mbql.schema.helpers {:level :off}
+     metabase.legacy-mbql.schema.macros  {:level :off}
+     metabase.legacy-mbql.util           {:level :off}
+     metabase.query-processor.store      {:level :off}}
+
+    ;; the `metabase.legacy-mbql` stuff is all deprecated, so we don't need to warn inside the module about other stuff
+    ;; in the module being marked deprecated or discouraged.
+    :deprecated-namespace {:level :off}
+    :deprecated-var       {:level :off}}}
 
   driver-namespaces
   {:linters
    {:discouraged-var
-    {metabase.driver/database-supports? {:level :off}}}}
+    {metabase.driver/database-supports? {:level :off}}
+
+    ;; don't warn about the legacy MBQL namespaces being deprecated or discouraged in driver code now, we don't have a
+    ;; real alternative YET so it's not a helpful warning.
+    :discouraged-namespace
+    {metabase.legacy-mbql.jvm-util       {:level :off}
+     metabase.legacy-mbql.normalize      {:level :off}
+     metabase.legacy-mbql.predicates     {:level :off}
+     metabase.legacy-mbql.schema         {:level :off}
+     metabase.legacy-mbql.schema.helpers {:level :off}
+     metabase.legacy-mbql.schema.macros  {:level :off}
+     metabase.legacy-mbql.util           {:level :off}
+     metabase.query-processor.store      {:level :off}}
+
+    :deprecated-namespace
+    {:exclude
+     [metabase.driver.common.parameters
+      metabase.driver.common.parameters.dates
+      metabase.driver.common.parameters.operators
+      metabase.driver.common.parameters.parse
+      metabase.driver.common.parameters.values
+      metabase.legacy-mbql.jvm-util
+      metabase.legacy-mbql.normalize
+      metabase.legacy-mbql.predicates
+      metabase.legacy-mbql.schema
+      metabase.legacy-mbql.schema.helpers
+      metabase.legacy-mbql.schema.macros
+      metabase.legacy-mbql.util
+      metabase.query-processor.store]}
+
+    :deprecated-var
+    {:exclude
+     {metabase.legacy-mbql.schema.helpers/is-clause?   {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.schema.helpers/mbql-clause? {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/query->source-table-id {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/aggregation-at-index   {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/assoc-field-options    {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/expression-with-name   {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/field-options          {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/negate-filter-clause   {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/normalize-token        {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/update-field-options   {:namespaces ["metabase\\.driver.*"]}}}}}
 
   performance-sensitive
   {:linters
    {:discouraged-var
-    {clojure.core/update-keys {:message "Use metabase.util.performance/update-keys"}}}}
+    {clojure.core/every?          {:message "Use metabase.util.performance/every?"}
+     clojure.core/mapv            {:message "Use metabase.util.performance/mapv"}
+     clojure.core/run!            {:message "Use metabase.util.performance/run!"}
+     clojure.core/select-keys     {:message "Use metabase.util.performance/select-keys"}
+     clojure.core/some            {:message "Use metabase.util.performance/some"}
+     clojure.core/update-keys     {:message "Use metabase.util.performance/update-keys"}
+     clojure.walk/keywordize-keys {:message "Use metabase.util.performance/keywordize-keys"}
+     clojure.walk/postwalk        {:message "Use metabase.util.performance/postwalk"}
+     clojure.walk/prewalk         {:message "Use metabase.util.performance/prewalk"}
+     clojure.walk/walk            {:message "Use metabase.util.performance/walk"}}}}
 
   qp-and-driver-source-namespaces
   {:linters
    {:discouraged-namespace
     {metabase.query-processor.store {:level :off}
      metabase.util.malli.schema     {:message "Prefer metabase.lib.schema or metabase.legacy-mbql.schema schemas in QP/driver code"}
-     toucan.db                      {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
-     toucan.models                  {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
-     toucan.util.test               {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
-     toucan2.core                   {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}}
+     toucan.db                      {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     toucan.models                  {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     toucan.util.test               {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     toucan2.core                   {:message "Don't use application database directly in QP code; use the MetadataProvider"}}
 
     :discouraged-var
     {medley.core/map-keys                 {:message "Use metabase.util.performance/update-keys"}
      medley.core/map-vals                 {:message "Use clojure.core/update-vals"}
-     metabase.app-db.core/query           {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
-     metabase.app-db.core/reducible-query {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
+     metabase.app-db.core/query           {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     metabase.app-db.core/reducible-query {:message "Don't use application database directly in QP code; use the MetadataProvider"}
      metabase.lib.convert/->legacy-MBQL   {:level :off}
      metabase.lib.core/->legacy-MBQL      {:level :off}}}}
 
+  qp-source-namespaces
+  {}
+
   general-qp-and-driver-test-namespaces
   {:linters
    {:discouraged-var

.clj-kondo/config/modules/config.edn

@@ -62,6 +62,7 @@
            lib-be
            model-persistence
            models
+           parameters
            permissions
            public-sharing
            queries
@@ -118,9 +119,9 @@
            metabase.analyze.query-results}
    :uses #{config
            driver
-           legacy-mbql
            lib
            models
+           query-processor
            sync
            util}}
 
@@ -317,7 +318,7 @@
            app-db
            classloader
            config
-           legacy-mbql
+
            models
            query-processor
            search
@@ -328,6 +329,7 @@
   collections
   {:team "UX West"
    :api  #{metabase.collections.api
+           metabase.collections.core
            metabase.collections.models.collection
            metabase.collections.models.collection.root}
    :uses #{api
@@ -335,16 +337,15 @@
            app-db
            audit-app
            config
-           driver
            eid-translation
            events
-           legacy-mbql
            lib-be
            models
            notification
            permissions
            premium-features
            queries
+           remote-sync
            request
            revisions
            search
@@ -366,10 +367,8 @@
 
   content-translation
   {:team "UX West"
-   :api  #{metabase.content-translation.api
-           metabase.content-translation.models}
-   :uses #{api
-           premium-features
+   :api  #{metabase.content-translation.models}
+   :uses #{premium-features
            util}}
 
   content-verification
@@ -393,7 +392,8 @@
            metabase.dashboards.init
            metabase.dashboards.models.dashboard
            metabase.dashboards.models.dashboard-card
-           metabase.dashboards.models.dashboard-tab}
+           metabase.dashboards.models.dashboard-tab
+           metabase.dashboards.schema}
    :uses #{actions
            analytics
            api
@@ -433,10 +433,7 @@
    :api  #{metabase.driver
            metabase.driver.common
            metabase.driver.common.parameters
-           metabase.driver.common.parameters.dates
-           metabase.driver.common.parameters.operators
            metabase.driver.common.parameters.parse
-           metabase.driver.common.parameters.values
            metabase.driver.ddl.interface
            metabase.driver.h2
            metabase.driver.impl
@@ -450,22 +447,34 @@
            metabase.driver.sql-jdbc.execute.diagnostic
            metabase.driver.sql-jdbc.sync
            metabase.driver.sql.query-processor
-           metabase.driver.sql.query-processor.deprecated
            metabase.driver.sql.util
            metabase.driver.sync
            metabase.driver.util}
-   :uses #{driver-api
-           util}}
+   :uses #{app-db
+           appearance
+           auth-provider
+           classloader
+           config
+           driver-api
+           events
+           legacy-mbql
+           lib
+           lib-be
+           premium-features
+           query-processor
+           settings
+           system
+           util
+           warehouse-schema
+           warehouses}}
 
   driver-api
   {:team "Drivers"
-   :api  #{metabase.driver-api.core
-           metabase.driver-api.init}
+   :api  #{metabase.driver-api.core}
    :uses #{actions
            api
            app-db
            appearance
-           auth-provider
            classloader
            config
            connection-pool
@@ -484,8 +493,7 @@
            system
            upload
            util
-           warehouse-schema
-           warehouses}}
+           warehouse-schema}}
 
   eid-translation
   {:team "UX West"
@@ -502,11 +510,12 @@
            metabase.embedding.init
            metabase.embedding.jwt
            metabase.embedding.settings
+           metabase.embedding.util
            metabase.embedding.validation}
    :uses #{analytics
            api
            config
-           driver
+           dashboards
            eid-translation
            events
            models
@@ -516,6 +525,7 @@
            public-sharing
            queries
            query-processor
+           request
            server
            settings
            tiles
@@ -534,7 +544,6 @@
    :uses #{appearance
            models
            query-processor
-           system
            types
            util}}
 
@@ -547,6 +556,18 @@
            settings
            util}}
 
+  glossary
+  {:team "Workflows"
+   :api  #{metabase.glossary.api}
+   :uses #{api
+           models
+           util}}
+
+  graph
+  {:team "Querying"
+   :api  #{metabase.graph.core}
+   :uses #{util}}
+
   indexed-entities
   {:team "UX West"
    :api  #{metabase.indexed-entities.api
@@ -572,12 +593,9 @@
   legacy-mbql
   {:team "Querying"
    :api  #{metabase.legacy-mbql.normalize
-           metabase.legacy-mbql.predicates
            metabase.legacy-mbql.schema
-           metabase.legacy-mbql.schema.helpers
            metabase.legacy-mbql.util}
    :uses #{lib
-           models
            types
            util}}
 
@@ -591,8 +609,7 @@
            metabase.lib.field
            metabase.lib.field.resolution
            metabase.lib.filter
-           metabase.lib.filter.desugar
-           metabase.lib.filter.desugar.jvm
+           metabase.lib.filter.desugar.jvm ; only so [[metabase.legacy-mbql.jvm-util]] can use defined regexes
            metabase.lib.init
            metabase.lib.join.util
            metabase.lib.metadata
@@ -602,10 +619,10 @@
            metabase.lib.metadata.result-metadata
            metabase.lib.normalize
            metabase.lib.options
-           metabase.lib.parse
            metabase.lib.query
            metabase.lib.schema
            metabase.lib.schema.actions
+           metabase.lib.schema.aggregation
            metabase.lib.schema.binning
            metabase.lib.schema.common
            metabase.lib.schema.constraints
@@ -640,8 +657,7 @@
   lib-be
   {:team "Querying"
    :api  #{metabase.lib-be.core
-           metabase.lib-be.init
-           metabase.lib-be.metadata.jvm}
+           metabase.lib-be.init}
    :uses #{lib
            models
            settings
@@ -695,8 +711,7 @@
 
   models
   {:team "DevEx"
-   :api  #{metabase.models.dispatch
-           metabase.models.humanization
+   :api  #{metabase.models.humanization
            metabase.models.init
            metabase.models.interface
            metabase.models.resolution
@@ -708,7 +723,6 @@
            classloader
            legacy-mbql
            lib
-           lib-be
            settings
            util}}
 
@@ -718,6 +732,8 @@
            metabase.native-query-snippets.core}
    :uses #{api
            collections
+           events
+           lib
            models
            permissions
            premium-features
@@ -757,6 +773,7 @@
   parameters
   {:team "Querying"
    :api  #{metabase.parameters.chain-filter
+           metabase.parameters.core
            metabase.parameters.custom-values
            metabase.parameters.dashboard
            metabase.parameters.field
@@ -767,13 +784,10 @@
    :uses #{api
            app-db
            classloader
-           driver
-           legacy-mbql
            lib
            lib-be
            models
            query-processor
-           types
            util
            warehouse-schema
            warehouses}}
@@ -792,6 +806,7 @@
            lib
            models
            premium-features
+           remote-sync
            request
            settings
            util
@@ -833,7 +848,6 @@
            app-db
            channel
            config
-           driver
            premium-features
            settings
            task
@@ -851,7 +865,6 @@
            dashboards
            events
            lib
-           lib-be
            models
            parameters
            queries
@@ -874,6 +887,7 @@
            config
            driver
            events
+           lib
            models
            notification
            permissions
@@ -907,7 +921,6 @@
            eid-translation
            embedding
            events
-           legacy-mbql
            lib
            lib-be
            models
@@ -931,6 +944,7 @@
    :uses #{api
            legacy-mbql
            lib
+           lib-be
            models
            permissions
            query-processor
@@ -952,10 +966,10 @@
            metabase.query-processor.middleware.annotate
            metabase.query-processor.middleware.cache-backend.db
            metabase.query-processor.middleware.constraints
-           metabase.query-processor.middleware.fetch-source-query-legacy
            metabase.query-processor.middleware.limit
            metabase.query-processor.middleware.permissions
            metabase.query-processor.middleware.wrap-value-literals
+           metabase.query-processor.parameters.dates
            metabase.query-processor.parameters.operators
            metabase.query-processor.pipeline
            metabase.query-processor.pivot
@@ -984,6 +998,7 @@
            batch-processing
            cache
            config
+           dashboards
            driver
            events
            formatter
@@ -998,14 +1013,20 @@
            premium-features
            queries
            query-permissions
-           request
            server
            settings
            system
-           types
            users
            util}}
 
+  remote-sync
+  {:team "UX West"
+   :api  #{metabase.remote-sync.core
+           metabase.remote-sync.init}
+   :uses #{api
+           models
+           premium-features}}
+
   request
   {:team "UX West"
    :api  #{metabase.request.core
@@ -1013,6 +1034,7 @@
            metabase.request.schema}
    :uses #{api
            config
+           embedding
            permissions ; FIXME
            session
            settings
@@ -1061,12 +1083,14 @@
            audit-app
            collections
            config
-           driver
            events
+           lib
+           lib-be
            models
            permissions
            premium-features
            queries
+           query-processor
            request
            settings
            startup
@@ -1081,7 +1105,8 @@
 
   segments
   {:team "Querying"
-   :api  #{metabase.segments.api}
+   :api  #{metabase.segments.api
+           metabase.segments.schema}
    :uses #{api
            events
            legacy-mbql
@@ -1109,6 +1134,7 @@
            core
            driver
            embedding
+           lib-be
            premium-features
            query-processor
            request
@@ -1129,7 +1155,6 @@
            app-db
            channel
            config
-           driver
            events
            login-history
            request
@@ -1164,10 +1189,8 @@
            api
            app-db
            appearance
-           channel
            config
            events
-           permissions
            request
            session
            settings
@@ -1218,6 +1241,7 @@
            events
            lib
            models
+           premium-features
            query-processor
            settings
            task
@@ -1272,6 +1296,9 @@
            metabase.tiles.init}
    :uses #{api
            legacy-mbql
+           lib
+           lib-be
+           parameters
            query-processor
            settings
            util}}
@@ -1283,6 +1310,8 @@
    :uses #{analytics
            api
            collections
+           config
+           events
            models
            util}}
 
@@ -1300,10 +1329,8 @@
    :uses #{analytics
            api
            appearance
-           collections
            driver
            events
-           legacy-mbql
            lib
            model-persistence
            models
@@ -1326,9 +1353,11 @@
   users
   {:team "UX West"
    :api  #{metabase.users.api
+           metabase.users.core
            metabase.users.init
            metabase.users.models.user
-           metabase.users.models.user-parameter-value}
+           metabase.users.models.user-parameter-value
+           metabase.users.schema}
    :uses #{analytics
            api
            appearance
@@ -1463,10 +1492,12 @@
            driver
            legacy-mbql
            lib
+           lib-be
            models
            queries
            query-permissions
            query-processor
+           segments
            settings
            util
            warehouse-schema}}
@@ -1474,7 +1505,6 @@
   enterprise/action-v2
   {:team "Workflows"
    :api  #{metabase-enterprise.action-v2.api
-           metabase-enterprise.action-v2.core
            metabase-enterprise.action-v2.init}
    :uses #{actions
            api
@@ -1509,7 +1539,6 @@
            metabase-enterprise.advanced-permissions.common
            metabase-enterprise.advanced-permissions.models.permissions.group-manager}
    :uses #{api
-           legacy-mbql
            lib
            permissions
            premium-features
@@ -1540,7 +1569,6 @@
    :api  #{metabase-enterprise.ai-sql-generation.api}
    :uses #{api
            driver
-           models
            util
            enterprise/metabot-v3}}
 
@@ -1595,6 +1623,11 @@
    :uses #{api
            premium-features util}}
 
+  enterprise/bookmarks
+  {:team "UX West"
+   :api  #{}
+   :uses #{}}
+
   enterprise/cache
   {:team "UX West"
    :api  #{metabase-enterprise.cache.init}
@@ -1613,10 +1646,22 @@
            util
            enterprise/harbormaster}}
 
+  enterprise/comments
+  {:team "Workflows"
+   :api  #{metabase-enterprise.comments.api
+           metabase-enterprise.comments.init}
+   :uses #{analytics
+           api
+           channel
+           events
+           models
+           request
+           users
+           util}}
+
   enterprise/content-translation
   {:team "UX West"
-   :api  #{metabase-enterprise.content-translation.dictionary
-           metabase-enterprise.content-translation.routes}
+   :api  #{metabase-enterprise.content-translation.routes}
    :uses #{api
            content-translation
            embedding
@@ -1642,20 +1687,11 @@
    :api  #{}
    :uses #{premium-features}}
 
-  enterprise/data-editing
-  {:team "Workflows"
-   :api  #{metabase-enterprise.data-editing.api}
-   :uses #{actions
-           api
-           models
-           util}}
-
   enterprise/database-replication
   {:team "Cloud"
    :api  #{metabase-enterprise.database-replication.api
            metabase-enterprise.database-replication.init}
-   :uses #{analytics
-           api
+   :uses #{api
            driver
            premium-features
            settings
@@ -1679,11 +1715,37 @@
            warehouse-schema
            warehouses}}
 
+  enterprise/dependencies
+  {:team "Querying"
+   :api  #{metabase-enterprise.dependencies.api
+           metabase-enterprise.dependencies.core
+           metabase-enterprise.dependencies.init}
+   :uses #{analyze
+           api
+           collections
+           config
+           driver
+           events
+           graph
+           lib
+           lib-be
+           models
+           native-query-snippets
+           premium-features
+           queries
+           query-processor
+           revisions
+           settings
+           task
+           util
+           enterprise/documents}}
+
   enterprise/documents
   {:team "UX West"
    :api  #{metabase-enterprise.documents.api
            metabase-enterprise.documents.core
-           metabase-enterprise.documents.init}
+           metabase-enterprise.documents.init
+           metabase-enterprise.documents.prose-mirror}
    :uses #{activity-feed
            api
            app-db
@@ -1691,13 +1753,11 @@
            collections
            events
            models
-           permissions
            premium-features
            queries
            query-permissions
            revisions
            search
-           users
            util
            view-log}}
 
@@ -1711,6 +1771,16 @@
            settings
            util}}
 
+  enterprise/embedding-hub
+  {:team "Embedding"
+   :api  #{metabase-enterprise.embedding-hub.api}
+   :uses #{api
+           appearance
+           audit-app
+           embedding
+           premium-features
+           enterprise/sso}}
+
   enterprise/gsheets
   {:team "Cloud"
    :api  #{metabase-enterprise.gsheets.api
@@ -1771,6 +1841,7 @@
            metabase-enterprise.metabot-v3.tools.api}
    :uses #{api
            app-db
+           audit-app
            collections
            config
            driver
@@ -1778,20 +1849,27 @@
            lib
            lib-be
            models
+           native-query-snippets
            permissions
            premium-features
            pulse
            query-processor
            request
+           search
            server
            settings
+           store-api
            sync
            system
+           task
            users
            util
            warehouse-schema
            warehouses
-           enterprise/documents}}
+           enterprise/dependencies
+           enterprise/documents
+           enterprise/transforms
+           enterprise/transforms-python}}
 
   enterprise/permission-debug
   {:team "UX West"
@@ -1809,6 +1887,24 @@
    :uses #{premium-features
            util}}
 
+  enterprise/remote-sync
+  {:team "UX West"
+   :api  #{metabase-enterprise.remote-sync.api
+           metabase-enterprise.remote-sync.core
+           metabase-enterprise.remote-sync.init}
+   :uses #{analytics
+           api
+           app-db
+           collections
+           events
+           models
+           premium-features
+           settings
+           startup
+           task
+           util
+           enterprise/serialization}}
+
   enterprise/sandbox
   {:team "UX West"
    :api  #{metabase-enterprise.sandbox.api.routes
@@ -1816,14 +1912,13 @@
    :uses #{api
            app-db
            audit-app
-           classloader
            driver
+           events
            legacy-mbql
            lib
            models
            permissions
            premium-features
-           query-permissions
            query-processor
            request
            users
@@ -1880,24 +1975,20 @@
   {:team "Workflows"
    :api  #{metabase-enterprise.serialization.api
            metabase-enterprise.serialization.cmd
+           metabase-enterprise.serialization.core
            metabase-enterprise.serialization.v2.backfill-ids}
    :uses #{analytics
            api
            app-db
            appearance
            collections
-           config
-           legacy-mbql
-           lib
            logger
            models
            plugins
            premium-features
            search
-           settings
            setup
-           util
-           warehouse-schema}}
+           util}}
 
   enterprise/snippet-collections
   {:team "Querying"
@@ -1925,7 +2016,6 @@
            settings
            sso
            system
-           users
            util
            enterprise/scim}}
 
@@ -1947,25 +2037,43 @@
   {:team "Querying"
    :api  #{metabase-enterprise.transforms.api
            metabase-enterprise.transforms.core
-           metabase-enterprise.transforms.init}
-   :uses #{api
+           metabase-enterprise.transforms.init
+           metabase-enterprise.transforms.instrumentation
+           metabase-enterprise.transforms.interface
+           metabase-enterprise.transforms.util}
+   :uses #{analytics
+           api
            app-db
-           config
            driver
            events
            lib
            lib-be
            models
-           permissions
            premium-features
+           queries
            query-processor
            request
+           search
            settings
            sync
            task
            task-history
            util}}
 
+  enterprise/transforms-python
+  {:team "Querying"
+   :api  #{metabase-enterprise.transforms-python.api
+           metabase-enterprise.transforms-python.init}
+   :uses #{analytics
+           api
+           app-db
+           config
+           driver
+           query-processor
+           settings
+           util
+           enterprise/transforms}}
+
   enterprise/upload-management
   {:team "UX West"
    :api  #{metabase-enterprise.upload-management.api}

.clj-kondo/config/test-helpers/config.edn

@@ -13,7 +13,10 @@
      toucan2.core/insert-returning-pk!
      toucan2.core/insert-returning-pks!
      clojure.core.async/<!!
+     clojure.core.async/<!
      clojure.core.async/>!!
+     clojure.core.async/>!
+     clojure.core.async/alts!
      clojure.core.async/alts!!
      clojure.core.async/close!
      clojure.core.async/poll!

.clj-kondo/macros/metabase/xrays/domain_entities/malli.clj

@@ -1,16 +0,0 @@
-(ns macros.metabase.xrays.domain-entities.malli)
-
-(defmacro define-getters-and-setters [schema & defs]
-  `(do
-     (comment ~schema) ;; Reference the schema
-     ~@(for [[sym _path] (partition 2 defs)]
-         `(do
-            (defn ~(vary-meta sym
-                              assoc :export true)
-              "docs" [_x#] nil)
-            (defn ~(vary-meta (symbol (str "with-" (name sym)))
-                              assoc :export true)
-              "docs" [x# _new#] x#)
-            (defn ~(vary-meta (symbol (str (name sym) "-js"))
-                              assoc :export true)
-              "docs" [x#] x#)))))

.clj-kondo/src/hooks/clojure/core/require.clj

@@ -52,7 +52,13 @@
 
 (defn- lint-require* [node current-ns config]
   (let [[_require & args]   (:children node)
-        required-namespaces (keep unwrap-require args)]
+        required-namespaces (->> (keep unwrap-require args)
+                                 ;; `require` runs through `cc/load-libs` which allows
+                                 ;; #{:as :reload :reload-all :require :use :verbose :refer :as-alias}
+                                 ;; as args. If you use a REPL tool that applies clj-kondo linting (e.g., Clojure MCP)
+                                 ;; you may wish to `:reload` or `:reload-all` a namespace. So we shouldn't assume all
+                                 ;; args are keywords:
+                                 (remove keyword?))]
     (lint* node current-ns config required-namespaces)))
 
 (defn- lint-requiring-resolve* [node current-ns config]

.clj-kondo/src/hooks/metabase/test/util.clj

@@ -1,6 +1,6 @@
 (ns hooks.metabase.test.util
-  (:require [clj-kondo.hooks-api :as hooks]
-            [hooks.common :as common]))
+  (:require
+   [clj-kondo.hooks-api :as hooks]))
 
 (defn- namespaced-symbol-node? [node]
   (when (hooks/token-node? node)

.cljfmt.edn

@@ -163,8 +163,8 @@
   metabase.models.interface/define-batched-hydration-method                              [[:inner 0]]
   metabase.models.interface/define-simple-hydration-method                               [[:inner 0]]
   metabase.parameters.chain-filter-test/with-clean-field-values-for-field                [[:block 1]]
-  metabase.parameters.chain-filter-test/with-fk-field-to-field-remapping                 [[:block 0]]
-  metabase.parameters.chain-filter-test/with-human-readable-values-remapping             [[:block 0]]
+  metabase.parameters.chain-filter-test/with-fk-field-to-field-remapping!                [[:block 0]]
+  metabase.parameters.chain-filter-test/with-human-readable-values-remapping!            [[:block 0]]
   metabase.permissions.core/allow-changing-all-users-group-members                       [[:block 0]]
   metabase.permissions.core/disable-perms-cache                                          [[:block 0]]
   metabase.public-sharing.api-test/with-sharing-enabled-and-temp-card-referencing        [[:block 3]]
@@ -179,8 +179,8 @@
   metabase.queries.api.card-test/with-cards-in-readable-collection                       [[:block 1]]
   metabase.queries.api.card-test/with-cards-in-writeable-collection                      [[:block 1]]
   metabase.queries.api.card-test/with-ordered-items                                      [[:inner 0]]
-  metabase.queries.api.card-test/with-temp-native-card!                                  [[:block 1]]
-  metabase.queries.api.card-test/with-temp-native-card-with-params!                      [[:block 1]]
+  metabase.queries.api.card-test/with-temp-native-card                                   [[:block 1]]
+  metabase.queries.api.card-test/with-temp-native-card-with-params                       [[:block 1]]
   metabase.query-processor-test.pipeline-queries-test/pmbql-query                        [[:block 1]]
   metabase.query-processor-test.pipeline-queries-test/run-pmbql-query                    [[:block 1]]
   metabase.query-processor.debug/debug>                                                  [[:block 0]]
@@ -232,7 +232,6 @@
   metabase.test.data/$ids                                                                [[:inner 0]]
   metabase.test.data/dataset                                                             [[:inner 0]]
   metabase.test.data/mbql-query                                                          [[:inner 0]]
-  metabase.test.data/native-query                                                        [[:block 0]]
   metabase.test.data/query                                                               [[:block 1]]
   metabase.test.data/run-mbql-query                                                      [[:inner 0]]
   metabase.test.data/with-empty-h2-app-db!                                               [[:block 0]]
@@ -253,7 +252,6 @@
   metabase.test/format-rows-by                                                           [[:default]]
   metabase.test/let-url                                                                  [[:block 1]]
   metabase.test/mbql-query                                                               [[:inner 0]]
-  metabase.test/native-query                                                             [[:block 0]]
   metabase.test/query                                                                    [[:block 1]]
   metabase.test/run-mbql-query                                                           [[:inner 0]]
   metabase.test/test-driver                                                              [[:inner 0]]

.devcontainer/Dockerfile

@@ -4,7 +4,6 @@ FROM mcr.microsoft.com/vscode/devcontainers/java:21
 
 RUN ( curl -fsSL https://deb.nodesource.com/setup_22.x | bash ) \
   && export DEBIAN_FRONTEND=noninteractive \
-  && apt-key adv --refresh-keys --keyserver keyserver.ubuntu.com \
   && apt-get update && apt-get -y install --no-install-recommends nodejs yarn rlwrap fontconfig
 
 # install Clojure

.dockerignore

@@ -1,5 +1,4 @@
 .babel_cache
-docs/*
 target/*
 .circleci
 .cpcache

.eslintrc.js

@@ -136,7 +136,7 @@ module.exports = {
   },
   env: {
     browser: true,
-    es6: true,
+    es2020: true,
     commonjs: true,
     jest: true,
     "jest/globals": true,
@@ -203,6 +203,7 @@ module.exports = {
         "frontend/src/metabase/admin/**/*",
         "frontend/src/metabase/setup/**/*",
         "enterprise/frontend/src/metabase-enterprise/whitelabel/**/*",
+        "enterprise/frontend/src/metabase-enterprise/embedding/**/*",
         "frontend/lint/**/*",
         "*.stories.*",
         "**/.storybook/*",

.github/PULL_REQUEST_TEMPLATE.md

@@ -3,7 +3,7 @@
 
 > **Warning**
 >
-> If that is your first contribution to Metabase, please sign the [Contributor License Agreement](https://docs.google.com/a/metabase.com/forms/d/1oV38o7b9ONFSwuzwmERRMi9SYrhYeOrkbmNaq9pOJ_E/viewform) (unless it's a tiny documentation change). Also, if you're attempting to fix a translation issue, please submit your changes to our [Crowdin project](https://crowdin.com/project/metabase-i18n) instead of opening a PR.
+> If that is your first contribution to Metabase, please sign the [Contributor License Agreement](https://docs.google.com/a/metabase.com/forms/d/1oV38o7b9ONFSwuzwmERRMi9SYrhYeOrkbmNaq9pOJ_E/viewform). Also, if you're attempting to fix a translation issue, please submit your changes to our [Crowdin project](https://crowdin.com/project/metabase-i18n) instead of opening a PR.
 
 Closes https://github.com/metabase/metabase/issues/[issue_number]
 

.github/actions/cleanup-python-runner/action.yml

@@ -0,0 +1,36 @@
+name: Cleanup Python Runner
+description: Cleanup python-runner services and upload logs as artifacts
+
+inputs:
+  upload-logs:
+    description: 'Whether to upload logs (typically on failure)'
+    required: false
+    default: 'false'
+  logs-artifact-suffix:
+    description: 'The unique name of the .zip artifact containing the logs'
+    required: false
+    default: ''
+
+runs:
+  using: composite
+  steps:
+    - name: Cleanup python-runner services
+      if: always()
+      run: |
+        echo "Stopping python-runner services..."
+        if [ -d "python-runner" ]; then
+          cd python-runner
+          make stop || echo "WARNING: Failed to stop python runner"
+        fi
+      shell: bash
+
+    - name: Upload python-runner logs
+      if: ${{inputs.upload-logs == 'true' && inputs.logs-artifact-suffix != ''}}
+      uses: actions/upload-artifact@v4
+      with:
+        name: python-runner-logs-${{inputs.logs-artifact-suffix}}
+        path: |
+          python-runner.out.log
+          python-runner.err.log
+        retention-days: 1
+        if-no-files-found: warn

.github/actions/create-backport/action.yml

@@ -74,7 +74,7 @@ runs:
 
         git push -u origin ${BACKPORT_BRANCH}
 
-        BACKPORT_PR_URL=$(gh pr create --base "${TARGET_BRANCH}" --head "${BACKPORT_BRANCH}" --label "was-backported" --assignee "${GITHUB_ACTOR}" --title "🤖 backported \"${ORIGINAL_TITLE}\"" --body "${PR_BODY}")
+        BACKPORT_PR_URL=$(gh pr create --base "${TARGET_BRANCH}" --head "${BACKPORT_BRANCH}" --label "was-backported" --assignee "${{ github.event.pull_request.user.login }}" --title "🤖 backported \"${ORIGINAL_TITLE}\"" --body "${PR_BODY}")
         BACKPORT_PR_NUMBER=${BACKPORT_PR_URL##*/}
 
         echo "backport_pr_number=$BACKPORT_PR_NUMBER" >> $GITHUB_OUTPUT

.github/actions/cross-branch-migration-test/action.yml

@@ -17,8 +17,6 @@ runs:
 
     - name: Prepare backend environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: cross-branch-migrations
 
     - name: Run backend on base branch
       run: |

.github/actions/get-cache-keys/action.yml

@@ -0,0 +1,27 @@
+name: Get cache keys
+description: |
+  Get deterministic cache keys for Maven and Node.js caches based on the centrally controlled cache prefix,
+  and the suffix based on the runner OS and the current week of the year.
+
+outputs:
+  m2-cache-key:
+    description: "The cache key for the Maven cache."
+    value: ${{ steps.keys-factory.outputs.m2-cache-key }}
+  node-cache-key:
+    description: "The cache key for the Node.js cache."
+    value: ${{ steps.keys-factory.outputs.node-cache-key }}
+
+runs:
+  using: "composite"
+  steps:
+    - name: Generate and output cache keys
+      id: keys-factory
+      run: |
+        M2_CACHE_PREFIX='M2'
+        NODE_CACHE_PREFIX='node-modules'
+        WEEK_OF_YEAR=$(/bin/date "+%G-%V")
+        CACHE_SUFFIX="${{ runner.os }}-$WEEK_OF_YEAR"
+
+        echo "m2-cache-key=$M2_CACHE_PREFIX-$CACHE_SUFFIX" >> $GITHUB_OUTPUT
+        echo "node-cache-key=$NODE_CACHE_PREFIX-$CACHE_SUFFIX" >> $GITHUB_OUTPUT
+      shell: bash

.github/actions/prepare-backend/action.yml

@@ -1,7 +1,7 @@
 name: Prepare back-end environment
 description: |
-  Prepare the backend. Installs jdk, Clojure, and fetches the cache for m2. The CI config fetchs `ci-test-config.json`
-  from master and lets us ignore tests at the var level if they are flaking.
+  Prepare the backend. Installs jdk, Clojure, and fetches the cache for m2.
+  The CI config fetches `ci-test-config.json` from master and lets us ignore tests at the var level if they are flaking.
 inputs:
   java-version:
     required: true
@@ -9,10 +9,6 @@ inputs:
   clojure-version:
     required: true
     default: '1.12.0.1488'
-  m2-cache-key:
-    description: 'Key to cache M2 packages from Maven Central'
-    required: true
-    default: 'm2'
 
 runs:
   using: "composite"
@@ -28,21 +24,20 @@ runs:
       run: |
         curl -O https://download.clojure.org/install/linux-install-${{ inputs.clojure-version }}.sh &&
         sudo bash ./linux-install-${{ inputs.clojure-version }}.sh
+
     - name: Fetch CI config
       shell: bash
       run: |
         curl -o ci-test-config.json https://raw.githubusercontent.com/metabase/metabase/refs/heads/master/ci-test-config.json
-    - name: Check to see if dependencies should be cached
-      if: ${{ contains(github.event.head_commit.message, '[ci nocache]') }}
-      run: echo "Commit message includes [ci nocache]; dependencies will NOT be cached"
-      shell: bash
-    - name: Get M2 cache
-      uses: actions/cache@v4
-      if: ${{ !contains(github.event.head_commit.message, '[ci nocache]') }}
+
+    - name: Get M2 cache key
+      uses: ./.github/actions/get-cache-keys
+      id: get-cache-keys
+
+    - name: Restore M2 cache
+      uses: actions/cache/restore@v4
       with:
         path: |
           ~/.m2
           ~/.gitlibs
-        key: ${{ runner.os }}-${{ inputs.m2-cache-key }}-${{ hashFiles('**/deps.edn') }}
-        restore-keys: |
-          ${{ runner.os }}-${{ inputs.m2-cache-key }}-
+        key: ${{ steps.get-cache-keys.outputs.m2-cache-key }}

.github/actions/prepare-cypress/action.yml

@@ -22,16 +22,16 @@ runs:
         chrome-version: 1097615
       id: setup-chrome
 
-    - name: Check to see if dependencies should be cached
-      if: ${{ contains(github.event.head_commit.message, '[ci nocache]') }}
-      run: echo "Commit message includes [ci nocache]; dependencies will NOT be cached"
+    - name: Get current week of year
+      id: get-date
+      run: |
+        echo "week-of-year=$(/bin/date "+%G-%V")" >> $GITHUB_OUTPUT
       shell: bash
     - name: Get Cypress cache
       uses: actions/cache@v4
-      if: ${{ !contains(github.event.head_commit.message, '[ci nocache]') }}
       with:
         path: ~/.cache/Cypress
-        key: ${{ runner.os }}-Cypress-${{ hashFiles('**/yarn.lock') }}
+        key: ${{ runner.os }}-Cypress-${{ steps.get-date.outputs.week-of-year }}
     - name: Ensure that Cypress executable is ready
       run: |
         yarn cypress install

.github/actions/prepare-frontend/action.yml

@@ -3,6 +3,10 @@ inputs:
   node-version:
     description: "The version of Node.js to use, overriding .nvmrc"
     required: false
+  apply-patches:
+    description: "Whether to patch frontend dependencies with patch-package."
+    required: true
+    default: 'true'
 runs:
   using: "composite"
   steps:
@@ -12,26 +16,32 @@ runs:
         node-version: ${{ inputs.node-version }} # this overrides, if present
         node-version-file: ".nvmrc"
 
-    - name: Check to see if dependencies should be cached
-      if: ${{ contains(github.event.head_commit.message, '[ci nocache]') }}
-      run: |
-        echo "Commit message includes [ci nocache]; dependencies will NOT be cached"
-        yarn cache clean
-      shell: bash
-    - name: Get M2 cache
-      uses: actions/cache@v4
-      if: ${{ !contains(github.event.head_commit.message, '[ci nocache]') }}
-      with:
-        path: ~/.m2
-        key: ${{ runner.os }}-cljs-${{ hashFiles('**/shadow-cljs.edn') }}
+    - name: Get cache keys
+      uses: ./.github/actions/get-cache-keys
+      id: get-cache-keys
 
-    - name: Get node_modules cache
-      uses: actions/cache@v4
+    - name: Restore M2 cache
+      uses: actions/cache/restore@v4
+      with:
+        path: |
+          ~/.m2
+          ~/.gitlibs
+        key: ${{ steps.get-cache-keys.outputs.m2-cache-key }}
+
+    - name: Restore node_modules cache
+      uses: actions/cache/restore@v4
       id: node-modules-cache
-      if: ${{ !contains(github.event.head_commit.message, '[ci nocache]') }}
       with:
         path: node_modules
-        key: ${{ runner.os }}-node-modules-${{ hashFiles('**/yarn.lock', '**/patches/*.patch') }}
+        key: ${{ steps.get-cache-keys.outputs.node-cache-key }}
 
-    - run: yarn install --frozen-lockfile --prefer-offline
+    # postinstall lifecycle hook can be dangerous in CI so we only run it locally (see package.json)
+    # If a job wants to patch packages, it does so explicitly in the CI. This setting is opt-out.
+    # For example, we never want to cache node_modules with patches already applied so cache-generator.yml skips that step.
+    - name: Clean install
+      run: yarn install --frozen-lockfile --prefer-offline
+      shell: bash
+    - name: Patch frontend dependencies
+      if: inputs.apply-patches == 'true'
+      run: yarn patch-package
       shell: bash

.github/actions/run-embedding-sdk-storybook/action.yml

@@ -7,8 +7,6 @@ runs:
 
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: "cljs"
 
     - name: Compile CLJS
       run: yarn build-pure:cljs

.github/actions/setup-python-runner/action.yml

@@ -0,0 +1,14 @@
+name: Setup Python Runner
+description: Setup python-runner for tests
+inputs:
+  metabase-automation-token:
+    description: Token for accessing the python-runner repository
+    required: true
+runs:
+  using: composite
+  steps:
+    - name: Setup python-runner
+      run: ./.github/scripts/setup-python-runner.sh
+      shell: bash
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ inputs.metabase-automation-token }}

.github/actions/test-driver/action.yml

@@ -15,8 +15,6 @@ runs:
   steps:
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: driver
     - name: Prepare front-end environment
       uses: ./.github/actions/prepare-frontend
       if: ${{ inputs.build-static-viz == 'true' }}

.github/actions/update-cache/action.yml

@@ -0,0 +1,41 @@
+name: Update cache
+description: |
+  Update a GitHub Actions cache based on a provided path and key.
+  If a cache entry already exists for the given key, it is first removed.
+  This ensures immutability of cache entries, and prevents runtime errors.
+
+inputs:
+  path:
+    description: "The path(s) to cache, separated by newlines."
+    required: true
+  key:
+    description: "The cache key to use."
+    required: true
+
+runs:
+  using: "composite"
+  steps:
+    - name: Check if the cache entry exists
+      id: cache-lookup
+      uses: actions/cache/restore@v4
+      with:
+        path: ${{ inputs.path }}
+        key: ${{ inputs.key }}
+        lookup-only: true # Important bit: the action will not fetch anything, just check for the cache existence.
+    - name: Delete the cache entry if it exists
+      if: ${{ steps.cache-lookup.outputs.cache-hit == 'true' }}
+      run: |
+        echo "Cache entry found for key '${{ inputs.key }}'. Deleting it to ensure immutability."
+        gh api \
+          --method DELETE \
+          -H "Accept: application/vnd.github+json" \
+          -H "X-GitHub-Api-Version: 2022-11-28" \
+          /repos/${{ github.repository }}/actions/caches?key=${{ inputs.key }}
+      env:
+        GH_TOKEN: ${{ github.token }}
+      shell: bash
+    - name: Save the new cache entry
+      uses: actions/cache/save@v4
+      with:
+        path: ${{ inputs.path }}
+        key: ${{ inputs.key }}

.github/actions/upload-test-results/action.yml

@@ -55,4 +55,3 @@ runs:
         variant: ${{ inputs.variant || inputs.output-name }}
         org-slug: metabase
         token: ${{ inputs.trunk-api-token }}
-      continue-on-error: true

.github/file-paths.yaml

@@ -41,10 +41,17 @@ frontend_sources: &frontend_sources
   - "enterprise/frontend/!(test)**/**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
   - "frontend/!(test)**/**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
 
+frontend_embedding_sources:
+  - "enterprise/frontend/src/{embedding,embedding-*}/**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
+  - "enterprise/frontend/src/metabase-enterprise/{embedding,embedding-*}**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
+
 frontend_embedding_sdk_sources:
   - *frontend_configs
   - "enterprise/frontend/!(test)**/**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
 
+frontend_embedding_sdk_package_sources:
+  - "enterprise/frontend/src/embedding-sdk-package/**/!(*.spec).{js,jsx,ts,tsx,css}"
+
 frontend_specs: &frontend_specs
   - *shared_specs
   - "frontend/test/**"

.github/scripts/average-e2e-timings.js

@@ -0,0 +1,171 @@
+const fs = require("fs");
+const path = require("path");
+const { execSync } = require("child_process");
+
+const collectAndAverageTimings = async ({
+  github,
+  context,
+  daysBack = 7,
+  existingTimingsPath = "e2e/support/timings.json",
+}) => {
+  try {
+    const artifacts = await findMergedTimingArtifacts({
+      github,
+      context,
+      daysBack,
+    });
+
+    if (artifacts.length === 0) {
+      throw new Error("No timing artifacts found in the specified time range");
+    }
+
+    const timingData = await downloadAndExtractArtifacts(
+      artifacts,
+      github,
+      context,
+    );
+
+    if (timingData.length === 0) {
+      throw new Error("No valid timing data extracted from artifacts");
+    }
+
+    const averagedTimings = averageTimings(timingData);
+    averagedTimings.durations.sort((a, b) => a.spec.localeCompare(b.spec));
+
+    fs.writeFileSync(
+      existingTimingsPath,
+      JSON.stringify(averagedTimings, null, 2),
+    );
+    console.log(`✅ Updated ${existingTimingsPath} with new timing data`);
+
+    return { artifactCount: timingData.length };
+  } catch (error) {
+    console.error("❌ Error in collectAndAverageTimings:", error.message);
+    throw error;
+  }
+};
+
+const findMergedTimingArtifacts = async ({ github, context, daysBack }) => {
+  const cutoffDate = new Date();
+  cutoffDate.setDate(cutoffDate.getDate() - daysBack);
+
+  console.log(
+    `Searching for merged timing artifacts created after ${cutoffDate.toISOString()}`,
+  );
+
+  const artifacts = [];
+  let page = 1;
+
+  while (true) {
+    try {
+      const { data } = await github.rest.actions.listArtifactsForRepo({
+        owner: context.repo.owner,
+        repo: context.repo.repo,
+        name: "merged-e2e-timings",
+        per_page: 100,
+        page,
+      });
+
+      const validArtifacts = data.artifacts
+        .filter((a) => new Date(a.created_at) > cutoffDate && !a.expired)
+        .map(({ name, created_at, id }) => ({ name, created_at, id }));
+      artifacts.push(...validArtifacts);
+
+      if (
+        data.artifacts.some((a) => new Date(a.created_at) <= cutoffDate) ||
+        data.artifacts.length < 100
+      ) {
+        break;
+      }
+      page++;
+    } catch (error) {
+      console.log(
+        `Error fetching artifacts page ${page - 1}: ${error.message}`,
+      );
+      break;
+    }
+  }
+
+  console.log(`Found ${artifacts.length} merged timing artifacts total`);
+  return artifacts;
+};
+
+const downloadAndExtractArtifacts = async (artifacts, github, context) => {
+  const tempDir = "timing-artifacts-temp";
+  fs.mkdirSync(tempDir, { recursive: true });
+
+  const timingData = [];
+
+  for (const artifact of artifacts) {
+    try {
+      console.log(`Downloading artifact: ${artifact.name}`);
+
+      const zipPath = path.join(tempDir, `${artifact.name}.zip`);
+      const extractPath = path.join(tempDir, artifact.name);
+
+      const { data } = await github.rest.actions.downloadArtifact({
+        owner: context.repo.owner,
+        repo: context.repo.repo,
+        artifact_id: artifact.id,
+        archive_format: "zip",
+      });
+
+      fs.writeFileSync(zipPath, Buffer.from(data));
+      fs.mkdirSync(extractPath, { recursive: true });
+      execSync(`unzip -q "${zipPath}" -d "${extractPath}"`);
+
+      const timingFilePath = path.join(extractPath, "runTimings.json");
+
+      if (fs.existsSync(timingFilePath)) {
+        const content = JSON.parse(fs.readFileSync(timingFilePath, "utf8"));
+
+        if (content.durations?.length) {
+          timingData.push(content);
+          console.log(
+            `✅ Extracted timing data from ${artifact.name} (${content.durations.length} specs)`,
+          );
+        } else {
+          console.log(`⚠ Invalid timing data structure in ${artifact.name}`);
+        }
+      } else {
+        console.log(`⚠ No timing data found in ${artifact.name}`);
+      }
+
+      fs.rmSync(extractPath, { recursive: true });
+    } catch (error) {
+      console.log(`❌ Error processing ${artifact.name}: ${error.message}`);
+    }
+  }
+
+  fs.rmSync(tempDir, { recursive: true });
+
+  console.log(
+    `Successfully extracted timing data from ${timingData.length}/${artifacts.length} artifacts`,
+  );
+  return timingData;
+};
+
+const averageTimings = (timingDataArray) => {
+  if (!timingDataArray.length) {
+    throw new Error("No timing data to process");
+  }
+
+  const specTimings = timingDataArray
+    .flatMap((data) => data.durations)
+    .filter((item) => item.spec && typeof item.duration === "number")
+    .reduce((acc, { spec, duration }) => {
+      (acc[spec] = acc[spec] || []).push(duration);
+      return acc;
+    }, {});
+
+  const durations = Object.entries(specTimings).map(([spec, durations]) => ({
+    spec,
+    duration: Math.round(
+      durations.reduce((sum, d) => sum + d, 0) / durations.length,
+    ),
+  }));
+
+  return { durations };
+};
+
+module.exports = { collectAndAverageTimings, averageTimings };

.github/scripts/average-e2e-timings.unit.spec.js

@@ -0,0 +1,132 @@
+const { averageTimings } = require("./average-e2e-timings");
+
+describe("averageTimings", () => {
+  it("should throw error when given empty array", () => {
+    expect(() => averageTimings([])).toThrow("No timing data to process");
+  });
+
+  it("should work for n=1", () => {
+    const input = [
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 1000 },
+          { spec: "test2.cy.js", duration: 2000 },
+        ],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations).toHaveLength(2);
+    expect(result.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 1000,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test2.cy.js",
+      duration: 2000,
+    });
+  });
+
+  it("should calculate average for multiple specs", () => {
+    const input = [
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 1000 },
+          { spec: "test2.cy.js", duration: 2000 },
+        ],
+      },
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 2000 },
+          { spec: "test2.cy.js", duration: 4000 },
+        ],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations).toHaveLength(2);
+    expect(result.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 1500,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test2.cy.js",
+      duration: 3000,
+    });
+  });
+
+  it("should round averages to nearest integer", () => {
+    const input = [
+      {
+        durations: [{ spec: "test1.cy.js", duration: 1001 }],
+      },
+      {
+        durations: [{ spec: "test1.cy.js", duration: 1002 }],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations[0].duration).toBe(1002);
+  });
+
+  it("should ignore invalid entries", () => {
+    const input = [
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 1000 },
+          { spec: "test2.cy.js", duration: "invalid" },
+          { duration: 2000 }, // missing spec
+          { spec: "test3.cy.js", duration: 3000 },
+        ],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations).toHaveLength(2);
+    expect(result.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 1000,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test3.cy.js",
+      duration: 3000,
+    });
+  });
+
+  it("should handle merging different specs", () => {
+    const input = [
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 1000 },
+          { spec: "test2.cy.js", duration: 2000 },
+        ],
+      },
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 3000 },
+          { spec: "test3.cy.js", duration: 1000 },
+        ],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations).toHaveLength(3);
+    expect(result.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 2000,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test2.cy.js",
+      duration: 2000,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test3.cy.js",
+      duration: 1000,
+    });
+  });
+});

.github/scripts/build-e2e-matrix.js

@@ -18,6 +18,7 @@ const specialTestConfigs = [
     specs: DEFAULT_SPEC_PATTERN,
   },
   { name: "mongo", tags: "@mongo", specs: DEFAULT_SPEC_PATTERN },
+  { name: "python", tags: "@python", specs: DEFAULT_SPEC_PATTERN },
 ];
 
 /**

.github/scripts/build-e2e-matrix.unit.spec.js

@@ -11,7 +11,7 @@ describe("buildMatrix", () => {
   it("should calculate correct regular chunks with default parameters", () => {
     const result = testBuildMatrix("./e2e/test/scenarios/**/*.cy.spec.*", 30);
 
-    expect(result.regularChunks).toBe(27);
+    expect(result.regularChunks).toBe(26);
   });
 
   it("should create correct number of configuration objects", () => {
@@ -21,10 +21,10 @@ describe("buildMatrix", () => {
   });
 
   it("should apply default specs path when empty entry is provided", () => {
-    const result = testBuildMatrix("", 5);
+    const result = testBuildMatrix("", 6);
 
     expect(result.regularChunks).toBe(2);
-    expect(result.config.length).toBe(5);
+    expect(result.config.length).toBe(6);
   });
 
   it("should name regular test groups sequentially", () => {
@@ -39,13 +39,14 @@ describe("buildMatrix", () => {
   });
 
   it("should handle case when input chunks equals special tests count", () => {
-    const result = testBuildMatrix("./e2e/test/scenarios/**/*.cy.spec.*", 3);
+    const result = testBuildMatrix("./e2e/test/scenarios/**/*.cy.spec.*", 4);
 
     expect(result.regularChunks).toBe(0);
-    expect(result.config.length).toBe(3);
+    expect(result.config.length).toBe(4);
     expect(result.config[0].name).toBe("embedding-sdk");
     expect(result.config[1].name).toBe("oss-subset");
     expect(result.config[2].name).toBe("mongo");
+    expect(result.config[3].name).toBe("python");
   });
 
   it("should correctly calculate regularChunks for non-default spec pattern", () => {
@@ -83,9 +84,10 @@ describe("buildMatrix", () => {
   it("should return special test configs when default spec pattern is provided", () => {
     const result = testBuildMatrix("./e2e/test/scenarios/**/*.cy.spec.*", 50);
 
-    expect(result.config[47].name).toBe("embedding-sdk");
-    expect(result.config[48].name).toBe("oss-subset");
-    expect(result.config[49].name).toBe("mongo");
+    expect(result.config[46].name).toBe("embedding-sdk");
+    expect(result.config[47].name).toBe("oss-subset");
+    expect(result.config[48].name).toBe("mongo");
+    expect(result.config[49].name).toBe("python");
   });
 
   it("should not return special test configs when non-default spec pattern is provided", () => {

.github/scripts/conventional-commit-pr-title-reminder/utils.js

@@ -1,24 +1,66 @@
-exports.updateComment = updateComment;
+const TYPES = new Set([
+  "feat",
+  "fix",
+  "perf",
+  "docs",
+  "style",
+  "refactor",
+  "test",
+  "build",
+  "ci",
+]);
+
+/**
+ * @param title {string}
+ */
+function isConventionalTitle(title) {
+  const match = /^(?<type>\w+)\((?<rawScopes>[^)]+)\):/.exec(title);
+
+  if (!match) {
+    return false;
+  }
+
+  const [, type, rawScopes] = match;
+  const scopes = rawScopes
+    .split(",")
+    .map((scope) => scope.trim())
+    .filter(Boolean);
+
+  return TYPES.has(type) && scopes.length > 0;
+}
 
 /** @param {import('@types/github-script').AsyncFunctionArguments} AsyncFunctionArguments */
-async function updateComment({ github, context }) {
+async function updateCommentForEmbedding({ github, context }) {
   const githubUsername = context.payload.sender.login;
-  const comment = `${CONVENTIONAL_COMMIT_REMINDER_COMMENT_IDENTIFIER}
-@${githubUsername} You have modified embedding SDK code. Please make sure the PR title follows [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0/) style.
-Here are all the supported types that will be shown in the changelog:
+
+  const comment = `${CONVENTIONAL_COMMENT_IDENTIFIER}
+@${githubUsername} You have modified embedding code. Please make sure the PR title follows [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0/) style.
+Here are all the supported types:
 - \`feat\`
 - \`fix\`
 - \`perf\`
+- \`docs\`
+- \`style\`
+- \`refactor\`
+- \`test\`
+- \`build\`
+- \`ci\`
 
-These types \`docs\`, \`style\`, \`refactor\`, \`test\`, \`build\`, and \`ci\` are also encouraged for non-changelog related tasks.
-
-Please also make sure to include \`sdk\` scope, otherwise, the changelog will not include this task.
+Please also make sure to include a scope.
 
 For example, these are valid PR titles:
-- \`feat(sdk): Add interactive dashboard component\`
-- \`feat(sdk): Support theming pie chart\`
-- \`fix(sdk): Fix static dashboard crash\``;
+- \`feat(sdk-bundle): Add interactive dashboard component\`
+- \`fix(sdk-package): Fixed MetabaseProviderPropsStore logic\`
+- \`fix(sdk-package, embed-js): Fix API\``;
 
+  return updateComment(comment, { github, context });
+}
+
+/**
+ * @param comment {string}
+ * @param {import('@types/github-script').AsyncFunctionArguments} AsyncFunctionArguments
+ */
+async function updateComment(comment, { github, context }) {
   const owner = context.repo.owner;
   const repo = context.repo.repo;
   const pullRequestNumber = context.issue.number;
@@ -49,20 +91,19 @@ For example, these are valid PR titles:
   }
 }
 
-const CONVENTIONAL_COMMIT_REMINDER_COMMENT_IDENTIFIER =
-  "<!---conventional commit reminder comment ID-->";
+const CONVENTIONAL_COMMENT_IDENTIFIER =
+  "<!---conventional comment identifier-->";
+
 /**
- * @typedef Comment
- * @property {string} body
- *
- * @param {Comment[]} comments
+ * @param comments {{body: string}[]}
  */
 function getExistingConventionalCommitReminderComment(comments) {
   for (const comment of comments) {
-    if (
-      comment.body.startsWith(CONVENTIONAL_COMMIT_REMINDER_COMMENT_IDENTIFIER)
-    ) {
+    if (comment.body.startsWith(CONVENTIONAL_COMMENT_IDENTIFIER)) {
       return comment;
     }
   }
 }
+
+exports.isConventionalTitle = isConventionalTitle;
+exports.updateCommentForEmbedding = updateCommentForEmbedding;

.github/scripts/conventional-commit-pr-title-reminder/utils.unit.spec.js

@@ -0,0 +1,45 @@
+const { isConventionalTitle } = require("./utils");
+
+describe("isConventionalTitle", () => {
+  it("returns true for a simple conventional commit", () => {
+    expect(isConventionalTitle("feat: add new feature")).toBe(false);
+  });
+
+  it("returns true for a commit with a scope", () => {
+    expect(isConventionalTitle("fix(api): correct API bug")).toBe(true);
+  });
+
+  it("returns true for a commit with multiple scopes, comma separated", () => {
+    expect(isConventionalTitle("feat(build,deps): update dependencies")).toBe(
+      true,
+    );
+  });
+
+  it("returns true for a commit with multiple scopes, comma separated with space", () => {
+    expect(isConventionalTitle("feat(build, deps): update dependencies")).toBe(
+      true,
+    );
+  });
+
+  it("returns false for a commit with round brackets in a message", () => {
+    expect(isConventionalTitle("feat: (something) update dependencies")).toBe(
+      false,
+    );
+  });
+
+  it("returns false for missing colon", () => {
+    expect(isConventionalTitle("feat add feature")).toBe(false);
+  });
+
+  it("returns false for invalid type", () => {
+    expect(isConventionalTitle("invalidType: some message")).toBe(false);
+  });
+
+  it("returns false for empty message", () => {
+    expect(isConventionalTitle("feat:")).toBe(false);
+  });
+
+  it("returns false for empty input", () => {
+    expect(isConventionalTitle("")).toBe(false);
+  });
+});

.github/scripts/extract-changed-timings.js

@@ -0,0 +1,39 @@
+const extractChangedTimings = ({ oldTimings, newTimings }) => {
+  const oldTimingMap =
+    oldTimings.durations?.reduce((map, item) => {
+      if (item.spec) {
+        map[item.spec] = item.duration;
+      }
+      return map;
+    }, {}) || {};
+
+  const changedDurations = newTimings.durations
+    .filter((item) => {
+      if (!item || !item.spec || typeof item.duration !== "number") {
+        return false;
+      }
+      const newSpec = convertPathFormat(item.spec);
+      const oldDuration = oldTimingMap[newSpec] || oldTimingMap[item.spec];
+      // Include if it's a new spec or the duration has changed
+      return oldDuration === undefined || oldDuration !== item.duration;
+    })
+    .map((item) => ({
+      spec: convertPathFormat(item.spec),
+      duration: item.duration,
+    }));
+
+  return {
+    changedTimings: { durations: changedDurations },
+    hasChanges: changedDurations.length > 0,
+  };
+};
+
+// Convert cypress-split path format to timings.json path format
+// from "e2e/test/scenarios/..." to "../test/scenarios/..."
+function convertPathFormat(specPath) {
+  return specPath.startsWith("e2e/test/")
+    ? specPath.replace("e2e/test/", "../test/")
+    : specPath;
+}
+
+module.exports = { extractChangedTimings };

.github/scripts/extract-changed-timings.unit.spec.js

@@ -0,0 +1,195 @@
+const { extractChangedTimings } = require("./extract-changed-timings");
+
+describe("extractChangedTimings", () => {
+  it("should return empty durations when no changes", () => {
+    const oldTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(0);
+    expect(result.hasChanges).toBe(false);
+  });
+
+  it("should detect new specs", () => {
+    const oldTimings = {
+      durations: [{ spec: "test1.cy.js", duration: 1000 }],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(1);
+    expect(result.changedTimings.durations[0]).toEqual({
+      spec: "test2.cy.js",
+      duration: 2000,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should detect duration changes", () => {
+    const oldTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2200 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(1);
+    expect(result.changedTimings.durations[0]).toEqual({
+      spec: "test2.cy.js",
+      duration: 2200,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should handle missing old timings", () => {
+    const oldTimings = { durations: [] };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    // All timings should be considered "changed" since old timings is empty
+    expect(result.changedTimings.durations).toHaveLength(2);
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 1000,
+    });
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "test2.cy.js",
+      duration: 2000,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should handle invalid timing entries", () => {
+    const oldTimings = {
+      durations: [{ spec: "test1.cy.js", duration: 1000 }],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: "invalid" },
+        { duration: 2000 }, // missing spec
+        { spec: "test3.cy.js", duration: 3000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    // Only test3.cy.js should be included (new spec with valid data)
+    expect(result.changedTimings.durations).toHaveLength(1);
+    expect(result.changedTimings.durations[0]).toEqual({
+      spec: "test3.cy.js",
+      duration: 3000,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should handle timing data with different specs", () => {
+    const oldTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 3000 },
+        { spec: "test3.cy.js", duration: 1000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(2);
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 3000,
+    });
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "test3.cy.js",
+      duration: 1000,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should convert cypress-split paths to relative paths", () => {
+    const oldTimings = {
+      durations: [
+        {
+          spec: "../test/scenarios/dashboard/dashboard.cy.spec.js",
+          duration: 1000,
+        },
+        {
+          spec: "../test/scenarios/admin/databases.cy.spec.js",
+          duration: 2000,
+        },
+      ],
+    };
+
+    const newTimings = {
+      durations: [
+        {
+          spec: "e2e/test/scenarios/dashboard/dashboard.cy.spec.js",
+          duration: 1200,
+        },
+        {
+          spec: "e2e/test/scenarios/admin/databases.cy.spec.js",
+          duration: 2000,
+        },
+        {
+          spec: "e2e/test/scenarios/collections/collections.cy.spec.js",
+          duration: 1500,
+        },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(2);
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "../test/scenarios/dashboard/dashboard.cy.spec.js",
+      duration: 1200,
+    });
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "../test/scenarios/collections/collections.cy.spec.js",
+      duration: 1500,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+});

.github/scripts/get-issue-data.js

@@ -0,0 +1,84 @@
+const githubSlackMap = require("../../release/github-slack-map.json");
+
+async function getIssueData({ context, github, manualIssueNumber }) {
+  let issueNumber;
+  let issueData;
+  let prReviews = [];
+  const triggerType = context.eventName;
+
+  if (context.eventName === "issues") {
+    issueNumber = context.payload.issue.number;
+    issueData = context.payload.issue;
+  } else if (context.eventName === "workflow_dispatch") {
+    issueNumber = parseInt(manualIssueNumber);
+    const { data } = await github.rest.issues.get({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      issue_number: issueNumber,
+    });
+    issueData = data;
+  } else if (context.eventName === "pull_request_review") {
+    const prNumber = context.payload.pull_request.number;
+    const { data: prData } = await github.rest.pulls.get({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      pull_number: prNumber,
+    });
+
+    // Extract issue number from branch name (e.g., "claude-fix/issue-12345-some-title")
+    const branchMatch = prData.head.ref.match(/claude-fix\/issue-(\d+)/);
+    if (!branchMatch) {
+      throw new Error(
+        `Could not extract issue number from branch name: ${prData.head.ref}`,
+      );
+    }
+
+    issueNumber = parseInt(branchMatch[1]);
+
+    const { data } = await github.rest.issues.get({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      issue_number: issueNumber,
+    });
+    issueData = data;
+
+    const { data: reviews } = await github.rest.pulls.listReviews({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      pull_number: prNumber,
+    });
+
+    prReviews = reviews.filter(
+      (review) =>
+        review.state === "CHANGES_REQUESTED" &&
+        isMetabaseMember(review.user.login),
+    );
+  }
+
+  const { data: comments } = await github.rest.issues.listComments({
+    owner: context.repo.owner,
+    repo: context.repo.repo,
+    issue_number: issueNumber,
+  });
+
+  const employeeComments = comments.filter((comment) =>
+    isMetabaseMember(comment.user.login),
+  );
+
+  return {
+    issueNumber,
+    issueData,
+    employeeComments,
+    prReviews,
+    triggerType,
+    isIssueAuthorEmployee: isMetabaseMember(issueData.user.login),
+  };
+}
+
+function isMetabaseMember(username) {
+  return username in githubSlackMap;
+}
+
+module.exports = {
+  getIssueData,
+};

.github/scripts/setup-python-runner.sh

@@ -0,0 +1,30 @@
+#!/bin/bash
+set -e
+
+# Parse command line arguments
+SKIP_START=false
+
+while [[ $# -gt 0 ]]; do
+  case $1 in
+    --skip-start)
+      SKIP_START=true
+      shift
+      ;;
+    *)
+      echo "Unknown option: $1"
+      echo "Usage: $0 [--skip-start]"
+      exit 1
+      ;;
+  esac
+done
+
+echo "Cloning python-runner repository..."
+git clone --depth 1 https://${METABASE_AUTOMATION_USER_TOKEN}@github.com/metabase/python-runner-container.git python-runner
+
+if [ "$SKIP_START" = false ]; then
+  echo "Starting python-runner..."
+  cd python-runner
+  make run-ci 1> ../python-runner.out.log 2> ../python-runner.err.log
+  make logs 1>> ../python-runner.out.log 2>> ../python-runner.err.log &
+  cd ..
+fi

.github/team.json

@@ -36,14 +36,9 @@
       "name": "Workflows",
       "label": ".Team/Workflows",
       "members": [
-        "qnkhuat",
         "piranha",
         "crisptrutski",
-        "spalt08",
-        "stasgavrylov",
-        "uladzimirdev",
-        "kulyk",
-        "kamilmielnik"
+        "spalt08"
       ]
     },
     {
@@ -58,7 +53,10 @@
       "label": ".Team/DevEx",
       "members": [
         "camsaul",
-        "escherize"
+        "dpsutton",
+        "escherize",
+        "fraserdrops",
+        "nemanjaglumac"
       ]
     },
      {
@@ -70,19 +68,8 @@
         "retro",
         "sloansparger",
         "somtom",
-        "wotbrew",
         "tsplude",
-        "lbrdnk",
-        "bronsa"
-      ]
-    },
-    {
-      "name": "Product Growth",
-      "label": ".Team/ProductGrowth",
-      "members": [
-        "nemanjaglumac",
-        "chodorowicz",
-        "andsalves"
+        "lbrdnk"
       ]
     },
     {
@@ -111,7 +98,22 @@
         "edpaget",
         "deniskaber",
         "alxnddr",
-        "bpander"
+        "bpander",
+        "andsalves"
+      ]
+    },
+    {
+      "name": "Gadget",
+      "label": ".Team/Gadget",
+      "members": [
+        "nmezzopera",
+        "bronsa",
+        "wotbrew",
+        "qnkhuat",
+        "chodorowicz",
+        "kamilmielnik",
+        "stasgavrylov",
+        "uladzimirdev"
       ]
     }
   ]

.github/workflows/app-db.yml

@@ -35,21 +35,21 @@ jobs:
             build-static-viz: false
             test-args: >-
               :only '"enterprise/backend/test"'
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 1)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 0
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 2)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 1
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
 
     services:
       mysql:
@@ -147,21 +147,21 @@ jobs:
             build-static-viz: false
             test-args: >-
               :only '"enterprise/backend/test"'
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 1)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 0
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 2)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 1
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
 
     services:
       mysql:
@@ -255,15 +255,11 @@ jobs:
             env:
               enable-ssl-tests: 'true'
         job:
-          - name: Driver Tests
-            build-static-viz: false
-            test-args: >-
-              :only-tags [:mb/driver-tests]
           - name: Enterprise Tests
             build-static-viz: false
             test-args: >-
               :only '"enterprise/backend/test"'
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 1)
             build-static-viz: true
             test-args: >-
@@ -271,14 +267,14 @@ jobs:
               :exclude-tags [:mb/driver-tests]
               :partition/total 2
               :partition/index 0
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 2)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 1
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
     name: "${{ matrix.version.name }} ${{ matrix.job.name }}"
     env:
       # Only run old migrations tests on pushes to master or release branches. All other branches should skip tests

.github/workflows/auto-assign.yml

@@ -23,7 +23,7 @@ jobs:
         uses: actions/github-script@v7
         with:
           github-token: ${{ steps.generate-token.outputs.token }}
-          script: |
+          script: | #js
             const fs = require('fs');
             const teamConfig = JSON.parse(fs.readFileSync('.github/team.json', 'utf-8'));
             const prAuthor = context.payload.pull_request.user.login;
@@ -65,10 +65,3 @@ jobs:
               issue_number: prNumber,
               labels: [team.label]
             });
-
-            return team.projectUrl || null;
-      - uses: actions/add-to-project@v0.5.0
-        if: ${{ steps.auto-assign.outputs.result != 'null' }}
-        with:
-          project-url: ${{ steps.auto-assign.outputs.result }}
-          github-token: ${{ steps.generate-token.outputs.token }}

.github/workflows/auto-backport.yml

@@ -6,11 +6,19 @@ on:
 
 jobs:
   create-backport:
-    if: | # the PR must be merged and have a backport label
+    if:
+      | # the PR must have a backport label when it's merged, or be labeled with a backport label after merge
       github.event.pull_request.merged == true && (
-        contains(github.event.pull_request.labels.*.name, 'backport') ||
-        contains(github.event.pull_request.labels.*.name, 'double-backport') ||
-        contains(github.event.pull_request.labels.*.name, 'triple-backport')
+        github.event.action == 'closed' && (
+          contains(github.event.pull_request.labels.*.name, 'backport') ||
+          contains(github.event.pull_request.labels.*.name, 'double-backport') ||
+          contains(github.event.pull_request.labels.*.name, 'triple-backport')
+        ) ||
+        github.event.action == 'labeled' && (
+          github.event.label.name == 'backport' ||
+          github.event.label.name == 'double-backport' ||
+          github.event.label.name == 'triple-backport'
+        )
       )
     runs-on: ubuntu-latest
     steps:

.github/workflows/backend-cloverage.yml

@@ -15,8 +15,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cloverage"
       - name: Build static viz frontend
         run: yarn build-static-viz
         env:

.github/workflows/backend.yml

@@ -21,8 +21,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: 'kondo'
       - name: Run clj-kondo
         run: ./bin/mage kondo
 
@@ -35,8 +33,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "eastwood"
       - run: clojure -X:dev:ee:ee-dev:drivers:drivers-dev:test:eastwood
         name: Run Eastwood linter
 
@@ -51,11 +47,13 @@ jobs:
         job:
           - name: Enterprise Tests
             edition: ee
+            test-group-name: ee
             build-static-viz: 'false'
             test-args: >-
               :only '"enterprise/backend/test"'
           - name: EE App DB Tests (Part 1)
             edition: ee
+            test-group-name: ee-app-db-1
             build-static-viz: 'true'
             test-args: >-
               :only '["test" ".clj-kondo/test"]'
@@ -63,6 +61,7 @@ jobs:
               :partition/index 0
           - name: EE App DB Tests (Part 2)
             edition: ee
+            test-group-name: ee-app-db-2
             build-static-viz: 'true'
             test-args: >-
               :only '["test" ".clj-kondo/test"]'
@@ -70,6 +69,7 @@ jobs:
               :partition/index 1
           - name: OSS App DB Tests (Part 1)
             edition: oss
+            test-group-name: oss-app-db-1
             build-static-viz: 'true'
             test-args: >-
               :only '["test" ".clj-kondo/test"]'
@@ -77,6 +77,7 @@ jobs:
               :partition/index 0
           - name: OSS App DB Tests (Part 2)
             edition: oss
+            test-group-name: oss-app-db-2
             build-static-viz: 'true'
             test-args: >-
               :only '["test" ".clj-kondo/test"]'
@@ -107,7 +108,6 @@ jobs:
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
         with:
-          m2-cache-key: be-tests
           java-version: "${{ matrix.java-version }}"
       # Depending on which files changed, we might either have to build static-viz
       # from scratch or download the previously built artifact
@@ -157,7 +157,7 @@ jobs:
         if: always() && !success()
         uses: actions/upload-artifact@v4
         with:
-          name: test-logs-${{ matrix.java-version }}-${{ matrix.job.edition }}-${{ github.job }}
+          name: test-logs-${{ matrix.java-version }}-${{ matrix.job.edition }}-${{ github.job }}-${{ matrix.job.test-group-name }}
           path: logs/test-log.json
           retention-days: 1
 
@@ -175,8 +175,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare backend
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: be-check
       # TODO -- we should probably also check WITHOUT ee -- do a check with only OSS namespaces on the classpath
       - name: Check namespaces
         run: clojure -M:ee:drivers:check
@@ -190,8 +188,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: 'cljfmt'
       - name: Run cljfmt
         run: ./bin/mage cljfmt-all --force-check
 

.github/workflows/bugs-triage-slack-notification.yml

@@ -1,52 +0,0 @@
-name: Bugs Slack Notification
-
-on:
-  issues:
-    types:
-      - labeled
-jobs:
-  on-issue-labeled:
-    runs-on: ubuntu-22.04
-    timeout-minutes: 5
-    if: |
-      github.event.label.name == '.Needs Triage' && contains(github.event.issue.labels.*.name, 'Type:Bug')
-    steps:
-      - name: Setting title
-        uses: actions/github-script@v7
-        id: vars
-        with:
-          script: |
-            core.setOutput('issue_title', ${{ toJson(github.event.issue.title) }}.replaceAll(/"/g, '\\"'));
-      - name: Check for labels containing team name
-        id: check_labels
-        run: |
-          labels_json=$(sed 's/&/\$/g' <<< '${{ toJson(github.event.issue.labels) }}')
-          echo "has_team_label=false" >> "$GITHUB_OUTPUT"
-          for label in "$labels_json"
-          do
-            if [[ $label == *".Team"* ]]; then
-              echo "Label contains the team name."
-              echo "has_team_label=true" >> "$GITHUB_OUTPUT"
-              break
-            fi
-          done
-      - name: Send the issue ${{ github.event.issue.number }} to Slack
-        id: slack
-        if: steps.check_labels.outputs.has_team_label == 'false'
-        uses: slackapi/slack-github-action@v1.26.0
-        with:
-          payload: |
-            {
-              "blocks": [
-                {
-                  "type": "section",
-                  "text": {
-                    "type": "mrkdwn",
-                    "text": "${{ steps.vars.outputs.issue_title }}\n${{ github.event.issue.html_url }}"
-                  }
-                }
-              ]
-            }
-        env:
-          SLACK_WEBHOOK_URL: ${{ secrets.SLACK_BUG_TRIAGE_WEBHOOK_URL }}
-          SLACK_WEBHOOK_TYPE: INCOMING_WEBHOOK

.github/workflows/build-scripts.yml

@@ -16,8 +16,6 @@ jobs:
     - name: Prepare back-end environment
       timeout-minutes: 5
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: 'build-scripts'
 
     - name: Run build and release script tests
       run: clojure -X:dev:drivers:build:build-dev:build-test:ci

.github/workflows/cache-generator.yml

@@ -0,0 +1,99 @@
+# This workflow is the single source of truth for generating and updating various caches used by our CI pipeline.
+# It sets the fresh cache each Monday but provides a manual trigger to update it on-demand.
+#
+# All other jobs only restore from this cache; *they never update it*!
+# They should always use `actions/cache/restore@v4` because `actions/cache@v4` would attempt to save the cache.
+#
+# Our agreed-upon strategy is to use a deterministic cache key based on the week of the year.
+# Jobs can utilize the prior week's cache if the current week's cache is not found.
+#
+#
+# PRINCIPLES:
+#   - The cache is never wrong!
+#   - Caches are immutable once created.
+#   - Caches are for speeding up builds, not for correctness.
+#   - It is faster to download a large cache than to re-resolve missing dependencies.
+#
+#
+# DESIGN:
+#
+# 1. Prepare
+#     - A job first prepares the local environment (e.g., installs JDK, Clojure, Node.js, etc.)
+#     - This fetches the dependencies from the cache (if it exists) and warms up the local cache for this workflow.
+# 2. Resolve
+#     - The next step pre-resolves all dependencies, ensuring that the local cache is fully populated and up-to-date.
+# 3. Update
+#     - The final step saves the local cache back to GitHub Actions cache with a deterministic key.
+#     - If a cache entry already exists for that key, it is deleted first to ensure immutability.
+#
+name: Cache Generator
+
+on:
+  schedule:
+    - cron: '0 3 * * 1'   # Mondays at 03:00 UTC
+  workflow_dispatch:      # manually update the cache
+
+concurrency:
+  group: cache-generator
+  cancel-in-progress: true
+
+jobs:
+  get-cache-keys:
+    runs-on: ubuntu-22.04
+    steps:
+      - uses: actions/checkout@v4
+      - name: Get cache keys
+        uses: ./.github/actions/get-cache-keys
+        id: get-cache-keys
+    outputs:
+      m2-cache-key: ${{ steps.get-cache-keys.outputs.m2-cache-key }}
+      node-cache-key: ${{ steps.get-cache-keys.outputs.node-cache-key }}
+
+  generate-m2-cache:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 15
+    needs: get-cache-keys
+    env:
+      M2_CACHE_KEY: ${{ needs.get-cache-keys.outputs.m2-cache-key }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Prepare backend
+        uses: ./.github/actions/prepare-backend
+
+      # Add or remove aliases to affect the cache size and its contents.
+      # Adjust to taste, then redeploy this workflow.
+      - name: Pre-resolve dependencies
+        run: clojure -A:build:dev:ee:ee-dev:drivers:drivers-dev:cljs -P
+
+      - name: Update M2 cache
+        uses: ./.github/actions/update-cache
+        with:
+          path: |
+            ~/.m2
+            ~/.gitlibs
+          key: ${{ env.M2_CACHE_KEY }}
+
+  generate-node-modules-cache:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 15
+    needs: get-cache-keys
+    env:
+      NODE_CACHE_KEY: ${{ needs.get-cache-keys.outputs.node-cache-key }}
+    steps:
+      - uses: actions/checkout@v4
+      # `prepare-frontend` action (1) prepares Node.js and (2) fetches the node_modules cache if it exists.
+      # It then (3) runs `yarn install --frozen-lockfile --prefer-offline` which ensures the local cache is fully populated.
+      # IMPORTANT: Caching node_modules after patches are already applied will break any PR that attempts to either:
+      #   - upgrade a patched library
+      #   - change a patch
+      # Hence why we explicitly exclude patches from the cache (controlled by the `apply-patches` action input).
+      - name: Install front-end dependencies
+        uses: ./.github/actions/prepare-frontend
+        with:
+          apply-patches: 'false'
+
+      - name: Update node_modules cache
+        uses: ./.github/actions/update-cache
+        with:
+          path: node_modules
+          key: ${{ env.NODE_CACHE_KEY }}

.github/workflows/chromatic.yml

@@ -40,8 +40,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Compile CLJS
         run: NODE_ENV=development yarn build-pure:cljs
       - name: Publish to Chromatic

.github/workflows/claude-code-bug-fix.yml

@@ -4,97 +4,22 @@ on:
   issues:
     types:
       - labeled
+  pull_request_review:
+    types:
+      - submitted
   workflow_dispatch:
     inputs:
       issue_number:
         description: "Issue number to fix"
         required: true
         type: string
+      override_employee_check:
+        description: "Override employee check for issue creator"
+        required: false
+        default: false
+        type: boolean
 
 jobs:
-  check-employee-and-issue:
-    runs-on: ubuntu-latest
-    timeout-minutes: 2
-    permissions:
-      contents: read
-      issues: read
-    if: |
-      (github.event_name == 'issues' && github.event.label.name == 'Claude Bug Fix' && github.event.issue.state == 'open') ||
-      (github.event_name == 'workflow_dispatch')
-    outputs:
-      is_employee: ${{ steps.check_employee.outputs.is_employee }}
-      issue_number: ${{ steps.get_issue.outputs.issue_number }}
-      issue_data: ${{ steps.get_issue.outputs.issue_data }}
-    steps:
-      - name: Generate GitHub App Token
-        uses: actions/create-github-app-token@v1
-        id: app-token
-        with:
-          app-id: ${{ secrets.METABASE_BOT_APP_ID }}
-          private-key: ${{ secrets.METABASE_BOT_APP_PRIVATE_KEY }}
-
-      - name: Get issue data
-        id: get_issue
-        uses: actions/github-script@v7
-        with:
-          script: |
-            let issueNumber, issueData;
-
-            if (context.eventName === 'issues') {
-              // Original issue label event
-              issueNumber = context.payload.issue.number;
-              issueData = context.payload.issue;
-            } else if (context.eventName === 'workflow_dispatch') {
-              // Manual trigger with issue number input
-              issueNumber = parseInt('${{ github.event.inputs.issue_number }}');
-              const { data } = await github.rest.issues.get({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: issueNumber
-              });
-              issueData = data;
-            }
-
-            core.setOutput('issue_number', issueNumber);
-            core.setOutput('issue_data', JSON.stringify(issueData));
-
-            console.log(`Issue #${issueNumber}: ${issueData.title}`);
-            console.log(`Issue author: ${issueData.user.login}`);
-
-      - name: Check if issue creator is a Metabase employee
-        id: check_employee
-        uses: actions/github-script@v7
-        env:
-          ISSUE_DATA: ${{ steps.get_issue.outputs.issue_data }}
-        with:
-          github-token: ${{ steps.app-token.outputs.token }}
-          script: |
-            const issueData = JSON.parse(process.env.ISSUE_DATA);
-            const issueAuthor = issueData.user.login;
-
-            try {
-              // Check if user is a member of the metabase organization (including private members)
-              const { data: membership } = await github.rest.orgs.getMembershipForUser({
-                org: 'metabase',
-                username: issueAuthor
-              });
-
-              if (membership.state === 'active') {
-                console.log(`User ${issueAuthor} is an active member of the Metabase organization. Proceeding with bug fix automation.`);
-                core.setOutput('is_employee', 'true');
-              } else {
-                console.log(`User ${issueAuthor} is not an active member of the Metabase organization. Skipping bug fix automation.`);
-                core.setOutput('is_employee', 'false');
-              }
-            } catch (error) {
-              if (error.status === 404) {
-                console.log(`User ${issueAuthor} is not a member of the Metabase organization. Skipping bug fix automation.`);
-              } else {
-                console.error('Error checking organization membership:', error);
-              }
-              core.setOutput('is_employee', 'false');
-            }
-
   auto-fix-bug:
     runs-on: ubuntu-latest
     timeout-minutes: 30
@@ -103,8 +28,10 @@ jobs:
       issues: write
       pull-requests: write
       id-token: write
-    needs: check-employee-and-issue
-    if: needs.check-employee-and-issue.outputs.is_employee == 'true'
+    if: |
+      (github.event_name == 'issues' && github.event.label.name == 'Claude Bug Fix' && github.event.issue.state == 'open') ||
+      (github.event_name == 'workflow_dispatch') ||
+      (github.event_name == 'pull_request_review' && github.event.review.state == 'changes_requested' && startsWith(github.event.pull_request.head.ref, 'claude-fix/'))
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
@@ -112,67 +39,95 @@ jobs:
           fetch-depth: 0
           token: ${{ secrets.GITHUB_TOKEN }}
 
+      - name: Get issue data and check employee status
+        id: get_issue
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const { getIssueData } = require('${{ github.workspace }}/.github/scripts/get-issue-data.js');
+
+            try {
+              const result = await getIssueData({
+                context,
+                github,
+                manualIssueNumber: '${{ github.event.inputs.issue_number }}'
+              });
+
+              const { issueNumber, issueData, employeeComments, prReviews, triggerType, isIssueAuthorEmployee } = result;
+
+              // Check employee status and fail if not authorized
+              if (!result.isIssueAuthorEmployee && '${{ github.event.inputs.override_employee_check }}' !== 'true') {
+                  core.setFailed(`User ${result.issueData.user.login} is not a Metabase employee. Skipping bug fix automation.`);
+              }
+
+              core.setOutput('issue_number', issueNumber);
+              core.setOutput('issue_data', JSON.stringify(issueData));
+              core.setOutput('issue_comments', JSON.stringify(employeeComments));
+              core.setOutput('pr_reviews', JSON.stringify(prReviews));
+              core.setOutput('trigger_type', triggerType);
+            } catch (error) {
+              core.setFailed(error.message);
+            }
+
       - name: Set up git configuration
         run: |
           git config --global user.name "Claude Code[bot]"
           git config --global user.email "noreply@anthropic.com"
 
-      - name: Prepare dynamic issue info
-        id: prepare_issue_info
+      - name: Prepare issue context and bug fix prompt
+        id: prepare_prompt
         uses: actions/github-script@v7
         env:
-          ISSUE_DATA: ${{ needs.check-employee-and-issue.outputs.issue_data }}
+          ISSUE_DATA: ${{ steps.get_issue.outputs.issue_data }}
+          ISSUE_COMMENTS: ${{ steps.get_issue.outputs.issue_comments }}
+          PR_REVIEWS: ${{ steps.get_issue.outputs.pr_reviews }}
+          TRIGGER_TYPE: ${{ steps.get_issue.outputs.trigger_type }}
         with:
           script: |
             const issueData = JSON.parse(process.env.ISSUE_DATA);
-            const issueNumber = '${{ needs.check-employee-and-issue.outputs.issue_number }}';
+            const issueComments = JSON.parse(process.env.ISSUE_COMMENTS);
+            const prReviews = JSON.parse(process.env.PR_REVIEWS);
+            const triggerType = process.env.TRIGGER_TYPE;
+            const issueNumber = '${{ steps.get_issue.outputs.issue_number }}';
 
-            // Convert issue title to kebab case
+            // Convert issue title to kebab case and create branch name
             const issueTitle = issueData.title || 'untitled';
             const kebabTitle = issueTitle
               .toLowerCase()
               .replace(/[^a-z0-9]+/g, '-')
               .replace(/^-+|-+$/g, '')
               .replace(/-+/g, '-')
-              .substring(0, 50); // Limit length
+              .substring(0, 50);
+            const branchName = `claude-fix/issue-${issueNumber}-${kebabTitle}`;
 
-            // Create base branch name
-            const baseBranchName = `claude-fix/issue-${issueNumber}-${kebabTitle}`;
-            core.exportVariable('BASE_BRANCH_NAME', baseBranchName);
+            // Format data for bash environment
+            const formattedComments = issueComments.length > 0
+              ? issueComments.map(comment =>
+                  `**Comment by @${comment.user.login} on ${comment.created_at}:**\n${comment.body}`
+                ).join('\n\n---\n\n')
+              : '';
+            const formattedReviews = prReviews.length > 0
+              ? prReviews.map(review =>
+                  `**Review by @${review.user.login} on ${review.submitted_at} (Changes Requested):**\n${review.body || 'No review comment provided'}`
+                ).join('\n\n---\n\n')
+              : '';
 
-            // Export issue info for the prompt
+            core.exportVariable('BRANCH_NAME', branchName);
             core.exportVariable('ISSUE_NUMBER', issueNumber);
             core.exportVariable('ISSUE_TITLE', issueData.title);
             core.exportVariable('ISSUE_AUTHOR', issueData.user.login);
             core.exportVariable('ISSUE_CREATED', issueData.created_at);
             core.exportVariable('ISSUE_BODY', issueData.body || 'No description provided');
+            core.exportVariable('ISSUE_COMMENTS_FORMATTED', formattedComments);
+            core.exportVariable('PR_REVIEWS_FORMATTED', formattedReviews);
+            core.exportVariable('TRIGGER_TYPE', triggerType);
 
-      - name: Determine branch strategy
+      - name: Generate bug fix prompt
         run: |
-          # Use the base branch name (no counters)
-          BRANCH_NAME="${{ env.BASE_BRANCH_NAME }}"
-
-          # Check if this exact branch already exists
-          if git branch -r --list "origin/${BRANCH_NAME}" | grep -q .; then
-            echo "Branch already exists: $BRANCH_NAME"
-            echo "Will push to existing branch and skip PR creation"
-            echo "BRANCH_EXISTS=true" >> $GITHUB_ENV
-          else
-            echo "Creating new branch: $BRANCH_NAME"
-            echo "Will create new PR"
-            echo "BRANCH_EXISTS=false" >> $GITHUB_ENV
-          fi
-
-          # Export the branch name
-          echo "BRANCH_NAME=$BRANCH_NAME" >> $GITHUB_ENV
-
-      - name: Prepare bug fix prompt
-        id: prepare_prompt
-        run: |
-          # Prepare the prompt for Claude
           cat << 'EOF' >> $GITHUB_ENV
           BUG_FIX_PROMPT<<PROMPT_END
-          You are helping to automatically fix a bug reported in GitHub issue #${{ env.ISSUE_NUMBER }}.
+          You are helping to fix a bug reported in GitHub issue #${{ env.ISSUE_NUMBER }}.
 
           ## Bug Report Details
           **Title:** ${{ env.ISSUE_TITLE }}
@@ -182,8 +137,27 @@ jobs:
           **Description:**
           ${{ env.ISSUE_BODY }}
 
+          **Comments:**
+          ${{ env.ISSUE_COMMENTS_FORMATTED }}
+          EOF
+
+          # Add review feedback section only if this is a review trigger
+          if [ "${{ env.TRIGGER_TYPE }}" = "pull_request_review" ]; then
+            cat << 'EOF' >> $GITHUB_ENV
+
+          ## Previous Fix Attempt - Review Feedback (MUST ADDRESS)
+          Your previous automated fix attempt received the following feedback that needs to be addressed:
+
+          ${{ env.PR_REVIEWS_FORMATTED }}
+          EOF
+          fi
+
+          # Add the rest of the prompt (always the same)
+          cat << 'EOF' >> $GITHUB_ENV
+
           ## Instructions
-          1. **Analyze the bug report** - Understand what the issue is describing
+          1. **Analyze the issue description and comments** - Understand what the issue is describing
+             a. Pay particular attention to reproduction steps and if there's an agreed upon fix.
           2. **Search the codebase** - Use Grep and Glob tools to find relevant files
           3. **Implement a fix** - Follow existing code patterns and conventions
           4. **Test the fix** - Run appropriate tests using the commands in CLAUDE.md:
@@ -205,15 +179,26 @@ jobs:
           - Only modify actual production code in the main repository directories
           - The scratchpad will be cleaned up automatically - nothing from it will be committed
 
-          ## If You Cannot Fix The Bug
-          If you determine that you cannot create a definitive fix, create a file called `FAILED_FIX_ANALYSIS.md` with:
-          1. **Why No Fix** - Specific reason why you couldn't implement a fix
-          2. **Tool Limitations** - If you needed additional tools/access that weren't available
-
           Start by understanding the bug and then systematically work toward a solution.
           PROMPT_END
           EOF
 
+      - name: Determine branch strategy
+        run: |
+          BRANCH_NAME="${{ env.BRANCH_NAME }}"
+          if git branch -r --list "origin/${BRANCH_NAME}" | grep -q .; then
+            echo "Branch already exists: $BRANCH_NAME"
+            echo "Will push to existing branch and skip PR creation"
+            echo "BRANCH_EXISTS=true" >> $GITHUB_ENV
+          else
+            echo "Creating new branch: $BRANCH_NAME"
+            echo "Will create new PR"
+            echo "BRANCH_EXISTS=false" >> $GITHUB_ENV
+          fi
+
+          # Export the branch name
+          echo "BRANCH_NAME=$BRANCH_NAME" >> $GITHUB_ENV
+
       - name: Create scratchpad directory for Claude
         run: |
           # Create a scratchpad directory for Claude to use for temporary files
@@ -249,20 +234,6 @@ jobs:
       - name: Check for changes and analysis
         id: check_changes
         run: |
-          # Check if Claude created an analysis file first and store its content
-          if [ -f "FAILED_FIX_ANALYSIS.md" ]; then
-            echo "has_analysis=true" >> $GITHUB_OUTPUT
-            echo "Analysis file found"
-            # Store analysis content in a GitHub output (base64 encoded to handle multiline)
-            ANALYSIS_CONTENT=$(base64 -w 0 FAILED_FIX_ANALYSIS.md)
-            echo "analysis_content=$ANALYSIS_CONTENT" >> $GITHUB_OUTPUT
-            # Remove analysis file so it doesn't count as a code change
-            rm -f FAILED_FIX_ANALYSIS.md
-          else
-            echo "has_analysis=false" >> $GITHUB_OUTPUT
-            echo "No analysis file found"
-          fi
-
           # Now check for actual code changes (excluding analysis file)
           if [ -n "$(git status --porcelain)" ]; then
             echo "has_changes=true" >> $GITHUB_OUTPUT
@@ -278,25 +249,16 @@ jobs:
         id: prepare_reviewers
         uses: actions/github-script@v7
         env:
-          ISSUE_DATA: ${{ needs.check-employee-and-issue.outputs.issue_data }}
+          ISSUE_DATA: ${{ steps.get_issue.outputs.issue_data }}
         with:
           script: |
-            // Get existing team labels from the issue
             const issueData = JSON.parse(process.env.ISSUE_DATA);
             const issueLabels = issueData.labels.map(label => label.name);
             const teamLabels = issueLabels.filter(label => label.startsWith('.Team/'));
-
-            console.log('Issue labels:', issueLabels);
-            console.log('Team labels found:', teamLabels);
-
-            // Add issue creator as reviewer
             const issueCreator = issueData.user.login;
-
             core.setOutput('team_labels', teamLabels.join(','));
             core.setOutput('reviewers', issueCreator);
 
-            console.log('Reviewer:', issueCreator);
-
       - name: Create Pull Request
         if: steps.check_changes.outputs.has_changes == 'true'
         uses: peter-evans/create-pull-request@v6
@@ -363,25 +325,3 @@ jobs:
         with:
           script: |
             console.log('🤖 No code changes were made by Claude.');
-
-            // Check if Claude provided a detailed analysis
-            if ('${{ steps.check_changes.outputs.has_analysis }}' === 'true') {
-              try {
-                // Decode the base64-encoded analysis content
-                const analysisBase64 = '${{ steps.check_changes.outputs.analysis_content }}';
-                const analysisContent = Buffer.from(analysisBase64, 'base64').toString('utf8');
-                console.log('📋 Claude provided detailed analysis:');
-                console.log('='.repeat(50));
-                console.log(analysisContent);
-                console.log('='.repeat(50));
-              } catch (error) {
-                console.log('❌ Could not decode analysis content:', error);
-              }
-            } else {
-              console.log('ℹ️  No detailed analysis file was created by Claude.');
-              console.log('This could be because:');
-              console.log('- The issue requires more context or clarification');
-              console.log('- The fix is complex and requires human judgment');
-              console.log('- The issue is not a straightforward code bug');
-              console.log('- Claude couldn\'t locate the relevant code to modify');
-            }

.github/workflows/claude-code-review.yaml

@@ -0,0 +1,92 @@
+name: "Claude Code Review"
+
+on:
+  pull_request:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}-claude-code-review
+  cancel-in-progress: true
+
+jobs:
+  review:
+    if: github.event.pull_request.draft == false
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      pull-requests: write
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
+          # Make sure the value of GITHUB_TOKEN will not be persisted in repo's config
+          persist-credentials: false
+
+      # Apparently comments on specific lines and top-level comments about the PR as a whole are TWO TOTALLY DIFFERENT
+      # TYPES OF THINGS. So we have to fetch and delete separately.
+      - name: Delete old Claude PR review comments
+        env:
+          GH_TOKEN: ${{ github.token }}
+          REPO: ${{ github.repository }}
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+        shell: bash
+        run: |
+          # Get old comment IDs from the bot
+          old_line_comment_ids=$(gh api "/repos/$REPO/pulls/$PR_NUMBER/comments" --jq '.[] | select(.user.login=="metabase-bot[bot]") | .id')
+          echo "Deleting line comments: $old_line_comment_ids"
+          # Delete each comment
+          for id in $old_line_comment_ids; do
+            gh api -X DELETE "/repos/$REPO/pulls/comments/$id"
+            echo "Deleted line comment $id"
+          done
+          # Get old top-level comment IDs (technically "issue" comments on the PR?)
+          old_top_level_comment_ids=$(gh api "/repos/$REPO/issues/$PR_NUMBER/comments" --jq '.[] | select(.user.login=="metabase-bot[bot]") | .id')
+          echo "Deleting top-level comments: $old_top_level_comment_ids"
+          # Delete each comment
+          for id in $old_top_level_comment_ids; do
+            gh api -X DELETE "/repos/$REPO/issues/comments/$id"
+            echo "Deleted top-level comment $id"
+          done
+
+      - name: Generate GitHub App Token for Claude
+        uses: actions/create-github-app-token@v1
+        id: claude-app-token
+        with:
+          app-id: ${{ secrets.METABASE_BOT_APP_ID }}
+          private-key: ${{ secrets.METABASE_BOT_APP_PRIVATE_KEY }}
+          permission-contents: read       # Required for reading repository files and PR diffs
+          permission-pull-requests: write # Required for creating inline comments and PR comments
+
+      - name: Fetch Community Clojure Style Guide
+        run: >-
+          curl https://raw.githubusercontent.com/bbatsov/clojure-style-guide/refs/heads/master/README.adoc -o CLOJURE_STYLE_GUIDE.adoc
+
+      - uses: anthropics/claude-code-action@v1
+        timeout-minutes: 10
+        with:
+          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
+          github_token: ${{ steps.claude-app-token.outputs.token }}
+          prompt: |
+            REPO: ${{ github.repository }}
+            PR NUMBER: ${{ github.event.pull_request.number }}
+
+            Review this pull request with a focus on:
+
+            - Compliance with project coding standards and conventions
+            - Code quality and best practices
+            - Clear and correct docstrings
+            - Clear and correct comments explaining what the code is doing
+
+            DO NOT post any comments confirming that something is correct or congratulating someone for following our
+            guidelines -- only post comments for style violations or concerns.
+
+            Follow additional guidelines in the "Code Review Guidelines" section of CLAUDE.md .
+
+            Note: The PR branch is already checked out in the current working directory.
+
+            Use `gh pr comment` for top-level feedback.
+            Use `mcp__github_inline_comment__create_inline_comment` to highlight specific code issues.
+            Only post GitHub comments - don't submit review text as messages.
+
+          claude_args: |
+            --allowedTools "mcp__github_inline_comment__create_inline_comment,Bash(gh pr comment:*),Bash(gh pr diff:*),Bash(gh pr view:*),ReadFile(CLOJURE_STYLE_GUIDE.adoc)"

.github/workflows/cljs.yml

@@ -38,7 +38,5 @@ jobs:
       uses: ./.github/actions/prepare-frontend
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: 'cljs'
     - name: Run Cljs tests
       run: yarn run test-cljs

.github/workflows/conventional-commit-pr-title-reminder.yml

@@ -4,39 +4,53 @@ on:
   pull_request:
     branches:
       - master
-    paths:
-      - enterprise/frontend/src/embedding-sdk-bundle/**
 
 jobs:
+  files-changed:
+    name: Check which files changed
+    runs-on: ubuntu-22.04
+    timeout-minutes: 3
+    outputs:
+      frontend_embedding_sources: ${{ steps.changes.outputs.frontend_embedding_sources }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Test which files changed
+        uses: dorny/paths-filter@v3.0.0
+        id: changes
+        with:
+          token: ${{ github.token }}
+          filters: .github/file-paths.yaml
+
   pr-title-reminder:
     runs-on: ubuntu-22.04
     timeout-minutes: 5
     permissions:
       pull-requests: write
+    needs: [ files-changed ]
+    if: |
+      !cancelled() &&
+      needs.files-changed.outputs.frontend_embedding_sources == 'true'
     steps:
+      - uses: actions/checkout@v4
+        with:
+          ref: ${{ github.head_ref }}
+
       - name: Check if the PR title is already following Conventional Commits style
         uses: actions/github-script@v7
         id: is-conventional-commit
         with:
           result-encoding: string
           script: | # js
+            const { isConventionalTitle } = require(".github/scripts/conventional-commit-pr-title-reminder/utils.js")
             const pullRequestTitle = context.payload.pull_request.title
-            const conventionalCommitRegex = /^(?<type>\w+)\((?<scope>\w+)\):/
-            const match = pullRequestTitle.match(conventionalCommitRegex)
-            if (match) {
-              const { type, scope } = match.groups
-              return ['feat', 'fix', 'perf', 'docs', 'style', 'refactor', 'test', 'build', 'ci'].includes(type) && scope === 'sdk'
-            }
 
-      - name: Checkout repository so `gh` CLI works
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ github.head_ref }}
+            return isConventionalTitle(pullRequestTitle)
 
       - name: Remind PR authors to use conventional commit in the title
         if: ${{ steps.is-conventional-commit.outputs.result != 'true' }}
         uses: actions/github-script@v7
         with:
-          script: |
-            const { updateComment } = require(".github/scripts/conventional-commit-pr-title-reminder/utils.js")
-            await updateComment({github, context})
+          script: | #js
+            const { updateCommentForEmbedding } = require(".github/scripts/conventional-commit-pr-title-reminder/utils.js")
+
+            await updateCommentForEmbedding({github, context})

.github/workflows/coverage.yml

@@ -1,25 +1,28 @@
-name: Test coverage
+name: Frontend Test Coverage
 
 on:
+  workflow_dispatch:
   schedule:
     - cron: '40 1 * * *' # every day at 1:40
 
 jobs:
   fe-test-coverage:
     runs-on: ubuntu-22.04
-    timeout-minutes: 30
+    timeout-minutes: 60
     steps:
       - uses: actions/checkout@v4
       - name: Prepare front-end environment
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Run frontend unit tests
-        run: yarn run test-unit --silent --coverage
+        run: |
+          yarn run test-unit \
+            --silent \
+            --coverage \
+            --testTimeout=60000
       - name: Upload coverage to codecov.io
-        uses: codecov/codecov-action@v4
+        uses: codecov/codecov-action@v5
         with:
           files: ./coverage/lcov.info
           flags: front-end

.github/workflows/docs-generate-base.yml

@@ -9,10 +9,6 @@ on:
         description: "The branch to check out and create a PR against"
         required: true
         type: string
-      m2_cache_key_suffix:
-        description: "A unique suffix for the Maven cache key"
-        required: true
-        type: string
     secrets:
       automation_token:
         description: "A token with permissions to create branches and PRs"
@@ -37,8 +33,6 @@ jobs:
 
       - name: Prepare backend environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "auto-update-docs-${{ inputs.m2_cache_key_suffix }}"
 
       - name: Generate environment variables documentation
         id: generate_env_docs

.github/workflows/docs-master-generate.yml

@@ -11,6 +11,5 @@ jobs:
     uses: ./.github/workflows/docs-generate-base.yml
     with:
       target_branch: "master"
-      m2_cache_key_suffix: "master"
     secrets:
       automation_token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}

.github/workflows/docs-release-generate.yml

@@ -11,6 +11,5 @@ jobs:
     uses: ./.github/workflows/docs-generate-base.yml
     with:
       target_branch: "release-x.56.x"
-      m2_cache_key_suffix: "release"
     secrets:
       automation_token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}

.github/workflows/docs_bump_detected.yml

@@ -1,44 +0,0 @@
-name: Docs Bump Detected
-
-on:
-  pull_request_target:
-    types:
-      - opened
-      - synchronize
-      - reopened
-    branches:
-      - 'master'
-      - 'release-x.[0-9]+.x'
-    paths:
-      - 'docs/**'
-
-jobs:
-  push_workflow_to_docs_metabase_github_io_job:
-    runs-on: ubuntu-latest
-    env:
-      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
-      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
-      PR_NUMBER: ${{ github.event.pull_request.number }}
-    steps:
-      - name: Report changed docs files exist
-        run: |
-          echo "A PR with changes in the docs directory was detected."
-          echo "Sending workflow trigger to create/update the corresponding PR in docs repo."
-          echo "source branch: $SOURCE_BRANCH"
-          echo "target branch: $TARGET_BRANCH"
-          echo "pr number: $PR_NUMBER"
-
-      - name: Trigger repo dispatch
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-          script: | #js
-              github.rest.repos.createDispatchEvent({
-                owner: "${{ github.repository_owner }}",
-                repo: "docs.metabase.github.io",
-                event_type: "docs_update",
-                client_payload: {
-                  dispatch_type: "docs_update",
-                  source_branch: process.env.SOURCE_BRANCH,
-                  target_branch: process.env.TARGET_BRANCH,
-                  pr_number: process.env.PR_NUMBER}});

.github/workflows/docs_close_detected.yml

@@ -1,43 +0,0 @@
-name: Docs Close Detected
-
-on:
-  pull_request:
-    types:
-      - closed
-    branches:
-      - 'master'
-      - 'release-x.[0-9]+.x'
-    paths:
-      - 'docs/**'
-
-jobs:
-  push_and_merge_workflow_to_docs_metabase_github_io_job:
-    if: github.event.pull_request.merged == false
-    runs-on: ubuntu-latest
-    env:
-      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
-      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
-      PR_NUMBER: ${{ github.event.pull_request.number }}
-    steps:
-      - name: Report changed docs files exist
-        run: |
-          echo "A PR with changes to the docs directory was closed."
-          echo "Sending workflow trigger to close corresponding PR in docs repo."
-          echo "source branch: $SOURCE_BRANCH"
-          echo "target branch: $TARGET_BRANCH"
-          echo "pr number: $PR_NUMBER"
-
-      - name: Trigger repo dispatch
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-          script: | #js
-            github.rest.repos.createDispatchEvent({
-                owner: "${{ github.repository_owner }}",
-                repo: "docs.metabase.github.io",
-                event_type: "docs_close",
-                client_payload: {
-                  dispatch_type: "docs_close",
-                  source_branch: process.env.SOURCE_BRANCH,
-                  target_branch: process.env.TARGET_BRANCH,
-                  pr_number: process.env.PR_NUMBER}});

.github/workflows/docs_merge_detected.yml

@@ -1,43 +0,0 @@
-name: Docs Merge Detected
-
-on:
-  pull_request:
-    types:
-      - closed
-    branches:
-      - 'master'
-      - 'release-x.[0-9]+.x'
-    paths:
-      - 'docs/**'
-
-jobs:
-  push_and_merge_workflow_to_docs_metabase_github_io_job:
-    if: github.event.pull_request.merged == true
-    runs-on: ubuntu-latest
-    env:
-      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
-      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
-      PR_NUMBER: ${{ github.event.pull_request.number }}
-    steps:
-      - name: Report changed docs files exist
-        run: |
-          echo "A PR with changes to the docs directory was merged."
-          echo "Sending workflow trigger to merge corresponding PR in docs repo."
-          echo "source branch: $SOURCE_BRANCH"
-          echo "target branch: $TARGET_BRANCH"
-          echo "pr number: $PR_NUMBER"
-
-      - name: Trigger repo dispatch
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-          script: | #js
-            github.rest.repos.createDispatchEvent({
-                owner: "${{ github.repository_owner }}",
-                repo: "docs.metabase.github.io",
-                event_type: "docs_merge",
-                client_payload: {
-                  dispatch_type: "docs_merge",
-                  source_branch: process.env.SOURCE_BRANCH,
-                  target_branch: process.env.TARGET_BRANCH,
-                  pr_number: process.env.PR_NUMBER}});

.github/workflows/drivers-stress-test.yml

@@ -689,25 +689,57 @@ jobs:
         junit-name: 'be-tests-starburst-ee'
         test-args: ":only ${{ inputs.test }} :times ${{ inputs.times }}"
 
-  # TODO(rileythomp, 2025-08-20): Re-enable vertica tests once the docker image is updated
-  # be-tests-vertica-ee:
-  #   if: ${{ false && inputs.driver == 'Vertica' }}
-  #   runs-on: ubuntu-22.04
-  #   timeout-minutes: 90
-  #   env:
-  #     CI: 'true'
-  #     DRIVERS: vertica
-  #   services:
-  #     vertica:
-  #       image: vertica/vertica-ce:12.0.2-0
-  #       ports:
-  #         - "5433:5433"
-  #   steps:
-  #   - uses: actions/checkout@v4
-  #   - name: Make plugins directory
-  #     run: mkdir plugins
-  #   - name: Test Vertica driver
-  #     uses: ./.github/actions/test-driver
-  #     with:
-  #       junit-name: 'be-tests-vertica-ee'
-  #       test-args: ":only ${{ inputs.test }} :times ${{ inputs.times }}"
+  login-to-ecr:
+    if: inputs.driver == 'Vertica'
+    runs-on: ubuntu-22.04
+    timeout-minutes: 15
+    permissions:
+      id-token: write
+      contents: read
+    steps:
+    - name: Configure AWS credentials
+      uses: aws-actions/configure-aws-credentials@v4
+      with:
+        role-to-assume: ${{ secrets.CI_IAM_ROLE }}
+        role-session-name: GitHub_to_AWS_via_FederatedOIDC
+        aws-region: us-east-1
+    - name: Get ECR password
+      id: login-ecr
+      run: |
+        PASSWORD=$(aws ecr get-login-password --region us-east-1)
+
+        REGISTRY="$(aws sts get-caller-identity --query Account --output text).dkr.ecr.us-east-1.amazonaws.com"
+
+        echo "docker_username=AWS" >> $GITHUB_OUTPUT
+        echo "docker_password=$PASSWORD" >> $GITHUB_OUTPUT
+        echo "registry=$REGISTRY" >> $GITHUB_OUTPUT
+    outputs:
+      registry: ${{ steps.login-ecr.outputs.registry }}
+      docker_username: ${{ steps.login-ecr.outputs.docker_username }}
+      docker_password: ${{ steps.login-ecr.outputs.docker_password }}
+
+  be-tests-vertica-ee:
+    if: inputs.driver == 'Vertica'
+    runs-on: ubuntu-22.04
+    needs: login-to-ecr
+    timeout-minutes: 90
+    env:
+      CI: 'true'
+      DRIVERS: vertica
+    services:
+      vertica:
+        image: ${{ needs.login-to-ecr.outputs.registry }}/vertica-ce:25.3.0-0
+        ports:
+          - "5433:5433"
+        credentials:
+          username: ${{ needs.login-to-ecr.outputs.docker_username }}
+          password: ${{ needs.login-to-ecr.outputs.docker_password }}
+    steps:
+    - uses: actions/checkout@v4
+    - name: Make plugins directory
+      run: mkdir plugins
+    - name: Test Vertica driver
+      uses: ./.github/actions/test-driver
+      with:
+        junit-name: 'be-tests-vertica-ee'
+        test-args: ":only ${{ inputs.test }} :times ${{ inputs.times }}"

.github/workflows/drivers.yml

@@ -90,6 +90,7 @@ jobs:
         junit-name: 'be-tests-athena-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -106,6 +107,19 @@ jobs:
     if: ${{ !inputs.skip }}
     runs-on: ubuntu-22.04
     timeout-minutes: 60
+    strategy:
+      fail-fast: false
+      matrix:
+        job:
+          - name: Driver Tests
+            test-args: >-
+              :only-tags [:mb/driver-tests]
+              :exclude-tags [:mb/transforms-python-test]
+# DS 2025-09-26 temporarily disabled while we diagnose flakes
+#          - name: Transforms Python Tests
+#            test-args: >-
+#              :only-tags [:mb/transforms-python-test]
+#            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: bigquery-cloud-sdk
@@ -116,15 +130,20 @@ jobs:
       MB_BIGQUERY_TEST_REFRESH_TOKEN: ${{ secrets.MB_BIGQUERY_TEST_REFRESH_TOKEN }}
       MB_BIGQUERY_CLOUD_SDK_TEST_SERVICE_ACCOUNT_JSON: ${{ secrets.MB_BIGQUERY_CLOUD_SDK_TEST_SERVICE_ACCOUNT_JSON }}
       MB_BIGQUERY_CLOUD_SDK_TEST_SERVICE_ACCOUNT_JSON_ROUTING: ${{ secrets.MB_BIGQUERY_CLOUD_SDK_TEST_SERVICE_ACCOUNT_JSON_ROUTING }}
-    name: BigQuery
+    name: BigQuery ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test BigQuery Cloud SDK driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-bigquery-cloud-sdk-ee'
-        test-args: >-
-          :only-tags [:mb/driver-tests]
+        test-args: ${{ matrix.job.test-args }}
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -136,11 +155,29 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-clickhouse-ee:
     if: ${{ !inputs.skip }}
     runs-on: ubuntu-22.04
     timeout-minutes: 60
+    strategy:
+      fail-fast: false
+      matrix:
+        job:
+          - name: Driver Tests
+            test-args: >-
+              :only-tags [:mb/driver-tests]
+              :exclude-tags [:mb/transforms-python-test]
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: clickhouse
@@ -148,9 +185,14 @@ jobs:
       MB_CLICKHOUSE_TEST_PORT: 8123
       MB_CLICKHOUSE_TEST_OLD_PORT: 8124
       MB_CLICKHOUSE_TEST_NGINX_PORT: 8127
-    name: Clickhouse
+    name: Clickhouse ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Add ClickHouse TLS instance to /etc/hosts
       run: |
         sudo echo "127.0.0.1 server.clickhouseconnect.test" | sudo tee -a /etc/hosts
@@ -167,11 +209,11 @@ jobs:
           clickhouse_cluster_node2
           nginx
     - name: Test Clickhouse driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-clickhouse-ee'
-        test-args: >-
-          :only-tags [:mb/driver-tests]
+        test-args: ${{ matrix.job.test-args }}
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -183,6 +225,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-druid-ee:
     needs: determine-driver-skips
@@ -208,6 +256,7 @@ jobs:
         junit-name: 'be-tests-druid-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -244,6 +293,7 @@ jobs:
         junit-name: 'be-tests-druid-jdbc-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -280,6 +330,7 @@ jobs:
         junit-name: 'be-tests-databricks-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -317,6 +368,7 @@ jobs:
         junit-name: 'be-tests-databricks-multi-catalog-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -338,12 +390,18 @@ jobs:
     name: H2
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test H2 driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-h2'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -355,6 +413,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: always()
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mysql-mariadb:
     if: ${{ !inputs.skip }}
@@ -388,6 +452,11 @@ jobs:
           - name: Driver Tests
             test-args: >-
               :only-tags [:mb/driver-tests]
+            exclude-tag: ':mb/transforms-python-test'
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
 
     services:
       mysql:
@@ -442,7 +511,13 @@ jobs:
     name: "${{ matrix.version.name }} ${{ matrix.job.name }}"
     steps:
       - uses: actions/checkout@v4
+      - name: Setup python-runner
+        if: ${{ matrix.job.needs-python-runner == true }}
+        uses: ./.github/actions/setup-python-runner
+        with:
+          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
       - name: Test ${{ matrix.version.name }}
+        id: test-driver
         uses: ./.github/actions/test-driver
         with:
           junit-name: ${{ matrix.version.junit-name }}
@@ -460,6 +535,12 @@ jobs:
           aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
           aws-region: ${{ vars.AWS_REGION }}
           trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+      - name: Cleanup python-runner
+        if: always()
+        uses: ./.github/actions/cleanup-python-runner
+        with:
+          upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+          logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mongo:
     needs: determine-driver-skips
@@ -476,6 +557,15 @@ jobs:
           - name: MongoDB Latest
             junit-name: be-tests-mongo-latest-ee
             image: mongo:latest
+        job:
+          - name: Driver Tests
+            test-args: >-
+              :exclude-tags '[:mongo-sharded-cluster-tests :mb/transforms-python-test]'
+              :only-tags [:mb/driver-tests]
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: mongo
@@ -489,16 +579,20 @@ jobs:
         env:
           MONGO_INITDB_ROOT_USERNAME: metabase
           MONGO_INITDB_ROOT_PASSWORD: metasample123
-    name: ${{ matrix.version.name }}
+    name: ${{ matrix.version.name }} ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test ${{ matrix.version.name }}
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: ${{ matrix.version.junit-name }}
-        test-args: >-
-          :exclude-tags [:mongo-sharded-cluster-tests]
-          :only-tags [:mb/driver-tests]
+        test-args: ${{ matrix.job.test-args }}
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -510,6 +604,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mongo-ssl:
     needs: determine-driver-skips
@@ -562,7 +662,7 @@ jobs:
         with:
           junit-name: ${{ matrix.version.junit-name }}
           test-args: >-
-            :exclude-tags [:mongo-sharded-cluster-tests]
+            :exclude-tags '[:mongo-sharded-cluster-tests :mb/transforms-python-test]'
             :only-tags [:mb/driver-tests]
       - name: Upload Test Results
         uses: ./.github/actions/upload-test-results
@@ -670,6 +770,7 @@ jobs:
         junit-name: ${{ matrix.version.junit-name }}
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -704,6 +805,11 @@ jobs:
           - name: Driver Tests
             test-args: >-
               :only-tags [:mb/driver-tests]
+            exclude-tag: ':mb/transforms-python-test'
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
     name: "${{ matrix.version.name }} ${{ matrix.job.name }}"
     env:
       # Only run old migrations tests on pushes to master or release branches. All other branches should skip tests
@@ -745,7 +851,13 @@ jobs:
           POSTGRES_HOST_AUTH_METHOD: trust
     steps:
       - uses: actions/checkout@v4
+      - name: Setup python-runner
+        if: ${{ matrix.job.needs-python-runner == true }}
+        uses: ./.github/actions/setup-python-runner
+        with:
+          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
       - name: Test ${{ matrix.version.name }} (${{ matrix.job.name }})
+        id: test-driver
         uses: ./.github/actions/test-driver
         with:
           junit-name: 'be-tests-${{ matrix.version.junit-name }}'
@@ -763,6 +875,12 @@ jobs:
           aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
           aws-region: ${{ vars.AWS_REGION }}
           trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+      - name: Cleanup python-runner
+        if: always()
+        uses: ./.github/actions/cleanup-python-runner
+        with:
+          upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+          logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-presto-jdbc-ee:
     needs: determine-driver-skips
@@ -821,6 +939,7 @@ jobs:
         junit-name: 'be-tests-presto-jdbc-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -850,8 +969,14 @@ jobs:
             skip: false
             test-args: >-
               :only-tags [:mb/driver-tests]
-              :exclude-tags [:mb/upload-tests]
+              :exclude-tags '[:mb/upload-tests :mb/transforms-python-test]'
               :fail-fast? true
+          - name: Redshift Transforms Python Tests
+            skip: false
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+              :fail-fast? true
+            needs-python-runner: true
 
     env:
       CI: 'true'
@@ -864,7 +989,13 @@ jobs:
     name: ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test ${{ matrix.job.name }}
+      id: test-driver
       if: ${{ !matrix.job.skip }}
       uses: ./.github/actions/test-driver
       with:
@@ -882,49 +1013,82 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
-
-  be-tests-snowflake-ee:
-    if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
-    timeout-minutes: 60
-    env:
-      CI: 'true'
-      DRIVERS: snowflake
-      MB_SNOWFLAKE_TEST_USER: METABASE CI
-      MB_SNOWFLAKE_TEST_ACCOUNT: ${{ secrets.MB_SNOWFLAKE_TEST_ACCOUNT }}
-      MB_SNOWFLAKE_TEST_PASSWORD: ${{ secrets.MB_SNOWFLAKE_TEST_PASSWORD }}
-      MB_SNOWFLAKE_TEST_WAREHOUSE: ${{ secrets.MB_SNOWFLAKE_TEST_WAREHOUSE }}
-      MB_SNOWFLAKE_TEST_PK_USER: METABASE PK
-      MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY }}
-      MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY_2: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY_2 }}
-      MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY }}
-      MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY_2: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY_2 }}
-
-      # RSA Role testing:
-      MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_DEFAULT_USER: RSA_ROLE_TEST_DEFAULT_USER
-      MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_CUSTOM_USER: RSA_ROLE_TEST_CUSTOM_USER
-      MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_ROLE: RSA_ROLE_TEST_ROLE
-      MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_DB: RSA_ROLE_TEST_DB
-    name: Snowflake
-    steps:
-    - uses: actions/checkout@v4
-    - name: Test Snowflake driver
-      uses: ./.github/actions/test-driver
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
       with:
-        junit-name: 'be-tests-snowflake-ee'
-        test-args: >-
-          :only-tags [:mb/driver-tests]
-    - name: Upload Test Results
-      uses: ./.github/actions/upload-test-results
-      if: always()
-      with:
-        input-path: ./target/junit/
-        output-name: ${{ github.job }}
-        bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
-        aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
-        aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
-        aws-region: ${{ vars.AWS_REGION }}
-        trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
+
+  # dan sutton 2025-10-23: disable snowflake because of account
+  # issues. https://linear.app/metabase/issue/DEV-997/reenable-snowflake-in-ci. Note that the transforms tests were
+  # disabled previously
+  # be-tests-snowflake-ee:
+  #   if: ${{ !inputs.skip }}
+  #   runs-on: ubuntu-22.04
+  #   timeout-minutes: 60
+  #   strategy:
+  #     fail-fast: false
+  #     matrix:
+  #       job:
+  #         - name: Driver Tests
+  #           test-args: >-
+  #             :only-tags [:mb/driver-tests]
+  #             :exclude-tags [:mb/transforms-python-test]
+# DS 2025-09-26 temporarily disabled while we diagnose flakes
+#          - name: Transforms Python Tests
+#            test-args: >-
+#              :only-tags [:mb/transforms-python-test]
+#            needs-python-runner: true
+    # env:
+    #   CI: 'true'
+    #   DRIVERS: snowflake
+    #   MB_SNOWFLAKE_TEST_USER: METABASE CI
+    #   MB_SNOWFLAKE_TEST_ACCOUNT: ${{ secrets.MB_SNOWFLAKE_TEST_ACCOUNT }}
+    #   MB_SNOWFLAKE_TEST_PASSWORD: ${{ secrets.MB_SNOWFLAKE_TEST_PASSWORD }}
+    #   MB_SNOWFLAKE_TEST_WAREHOUSE: ${{ secrets.MB_SNOWFLAKE_TEST_WAREHOUSE }}
+    #   MB_SNOWFLAKE_TEST_PK_USER: METABASE PK
+    #   MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY }}
+    #   MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY_2: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY_2 }}
+    #   MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY }}
+    #   MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY_2: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY_2 }}
+
+    #   # RSA Role testing:
+    #   MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_DEFAULT_USER: RSA_ROLE_TEST_DEFAULT_USER
+    #   MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_CUSTOM_USER: RSA_ROLE_TEST_CUSTOM_USER
+    #   MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_ROLE: RSA_ROLE_TEST_ROLE
+    #   MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_DB: RSA_ROLE_TEST_DB
+    # name: Snowflake ${{ matrix.job.name }}
+    # steps:
+    # - uses: actions/checkout@v4
+    # - name: Setup python-runner
+    #   if: ${{ matrix.job.needs-python-runner == true }}
+    #   uses: ./.github/actions/setup-python-runner
+    #   with:
+    #     metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+    # - name: Test Snowflake driver
+    #   id: test-driver
+    #   uses: ./.github/actions/test-driver
+    #   with:
+    #     junit-name: 'be-tests-snowflake-ee'
+    #     test-args: ${{ matrix.job.test-args }}
+    # - name: Upload Test Results
+    #   uses: ./.github/actions/upload-test-results
+    #   if: always()
+    #   with:
+    #     input-path: ./target/junit/
+    #     output-name: ${{ github.job }}
+    #     bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
+    #     aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
+    #     aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
+    #     aws-region: ${{ vars.AWS_REGION }}
+    #     trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    # - name: Cleanup python-runner
+    #   if: ${{ always() && matrix.job.needs-python-runner == true }}
+    #   uses: ./.github/actions/cleanup-python-runner
+    #   with:
+    #     upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+    #     logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-sparksql-ee:
     needs: determine-driver-skips
@@ -948,6 +1112,7 @@ jobs:
         junit-name: 'be-tests-sparksql-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -977,6 +1142,7 @@ jobs:
         junit-name: 'be-tests-sqlite-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -1004,6 +1170,15 @@ jobs:
           - name: SQL Server 2022
             junit-name: be-tests-sqlserver-2022-ee
             image: mcr.microsoft.com/mssql/server:2022-latest
+        job:
+          - name: Driver Tests
+            test-args: >-
+              :only-tags [:mb/driver-tests]
+              :exclude-tags [:mb/transforms-python-test]
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: sqlserver
@@ -1019,15 +1194,20 @@ jobs:
           ACCEPT_EULA: Y
           SA_PASSWORD: 'P@ssw0rd'
           MSSQL_MEMORY_LIMIT_MB: 1024
-    name: ${{ matrix.version.name }}
+    name: ${{ matrix.version.name }} ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test ${{ matrix.version.name }}
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: ${{ matrix.version.junit-name }}
-        test-args: >-
-          :only-tags [:mb/driver-tests]
+        test-args: ${{ matrix.job.test-args }}
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -1039,6 +1219,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   # TODO(dpsutton, 2025-08-20): Re-enable starburst when we figure out why it randomly dies in CI
   # be-tests-starburst-ee:
@@ -1079,42 +1265,75 @@ jobs:
   #       aws-region: ${{ vars.AWS_REGION }}
   #       trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
 
-  # TODO(rileythomp, 2025-08-20): Re-enable vertica tests once the docker image is updated
-  # be-tests-vertica-ee:
-  #   needs: determine-driver-skips
-  #   if: ${{ false && !inputs.skip && !(needs.determine-driver-skips.outputs.skip == 'true') }}
-  #   runs-on: ubuntu-22.04
-  #   timeout-minutes: 60
-  #   env:
-  #     CI: 'true'
-  #     DRIVERS: vertica
-  #   services:
-  #     vertica:
-  #       image: vertica/vertica-ce:12.0.2-0
-  #       ports:
-  #         - "5433:5433"
-  #   name: Vertica
-  #   steps:
-  #   - uses: actions/checkout@v4
-  #   - name: Make plugins directory
-  #     run: mkdir plugins
-  #   - name: Test Vertica driver
-  #     uses: ./.github/actions/test-driver
-  #     with:
-  #       junit-name: 'be-tests-vertica-ee'
-  #       test-args: >-
-  #         :only-tags [:mb/driver-tests]
-  #   - name: Upload Test Results
-  #     uses: ./.github/actions/upload-test-results
-  #     if: always()
-  #     with:
-  #       input-path: ./target/junit/
-  #       output-name: ${{ github.job }}
-  #       bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
-  #       aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
-  #       aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
-  #       aws-region: ${{ vars.AWS_REGION }}
-  #       trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+  login-to-ecr:
+    needs: determine-driver-skips
+    if: ${{ !inputs.skip && !(needs.determine-driver-skips.outputs.skip == 'true') }}
+    runs-on: ubuntu-22.04
+    timeout-minutes: 15
+    permissions:
+      id-token: write
+      contents: read
+    steps:
+    - name: Configure AWS credentials
+      uses: aws-actions/configure-aws-credentials@v4
+      with:
+        role-to-assume: ${{ secrets.CI_IAM_ROLE }}
+        role-session-name: GitHub_to_AWS_via_FederatedOIDC
+        aws-region: us-east-1
+    - name: Get ECR password
+      id: login-ecr
+      run: |
+        PASSWORD=$(aws ecr get-login-password --region us-east-1)
+
+        REGISTRY="$(aws sts get-caller-identity --query Account --output text).dkr.ecr.us-east-1.amazonaws.com"
+
+        echo "docker_username=AWS" >> $GITHUB_OUTPUT
+        echo "docker_password=$PASSWORD" >> $GITHUB_OUTPUT
+        echo "registry=$REGISTRY" >> $GITHUB_OUTPUT
+    outputs:
+      registry: ${{ steps.login-ecr.outputs.registry }}
+      docker_username: ${{ steps.login-ecr.outputs.docker_username }}
+      docker_password: ${{ steps.login-ecr.outputs.docker_password }}
+
+  be-tests-vertica-ee:
+    needs: [determine-driver-skips, login-to-ecr]
+    if: ${{ !inputs.skip && !(needs.determine-driver-skips.outputs.skip == 'true') }}
+    runs-on: ubuntu-22.04
+    timeout-minutes: 60
+    env:
+      CI: 'true'
+      DRIVERS: vertica
+    services:
+      vertica:
+        image: ${{ needs.login-to-ecr.outputs.registry }}/vertica-ce:25.3.0-0
+        ports:
+          - "5433:5433"
+        credentials:
+          username: ${{ needs.login-to-ecr.outputs.docker_username }}
+          password: ${{ needs.login-to-ecr.outputs.docker_password }}
+    name: Vertica
+    steps:
+    - uses: actions/checkout@v4
+    - name: Make plugins directory
+      run: mkdir plugins
+    - name: Test Vertica driver
+      uses: ./.github/actions/test-driver
+      with:
+        junit-name: 'be-tests-vertica-ee'
+        test-args: >-
+          :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
+    - name: Upload Test Results
+      uses: ./.github/actions/upload-test-results
+      if: always()
+      with:
+        input-path: ./target/junit/
+        output-name: ${{ github.job }}
+        bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
+        aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
+        aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
+        aws-region: ${{ vars.AWS_REGION }}
+        trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
 
   drivers-tests-result:
     needs:
@@ -1133,7 +1352,8 @@ jobs:
       - be-tests-postgres
       - be-tests-presto-jdbc-ee
       - be-tests-redshift-ee
-      - be-tests-snowflake-ee
+      # dan: disabled for account reasons. https://linear.app/metabase/issue/DEV-997/reenable-snowflake-in-ci
+      # - be-tests-snowflake-ee
       - be-tests-sparksql-ee
       - be-tests-sqlite-ee
       - be-tests-sqlserver

.github/workflows/e2e-component-tests-embedding-sdk-backward-compatibility.yml

@@ -112,7 +112,6 @@ jobs:
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
         with:
-          m2-cache-key: uberjar
           java-version: "${{ needs.get-build-requirements.outputs.java_version || 21 }}"
 
       - name: Prepare front-end environment
@@ -140,7 +139,10 @@ jobs:
         run: node e2e/runner/run_cypress_ci.js snapshot --browser ${{ steps.cypress-prep.outputs.chrome-path }}
 
       - name: Run component tests for Embedding SDK
-        run: node e2e/runner/run_cypress_ci.js component --browser ${{ steps.cypress-prep.outputs.chrome-path }}
+        run: |
+          node e2e/runner/run_cypress_ci.js component \
+            --browser ${{ steps.cypress-prep.outputs.chrome-path }} \
+            --env grepTags="-@skip-backward-compatibility",grepOmitFiltered=true
 
       - name: Upload Test Results
         uses: ./.github/actions/upload-test-results

.github/workflows/e2e-component-tests-embedding-sdk.yml

@@ -83,7 +83,6 @@ jobs:
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
         with:
-          m2-cache-key: uberjar
           java-version: "${{ needs.get-build-requirements.outputs.java_version || 21 }}"
 
       - name: Build uberjar with ./bin/build.sh
@@ -144,8 +143,6 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
 
       - name: Retrieve Embedding SDK dist artifact
         uses: actions/download-artifact@v4

.github/workflows/e2e-embedding-sdk-compatibility-tests.yml

@@ -167,7 +167,6 @@ jobs:
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
         with:
-          m2-cache-key: uberjar
           java-version: "${{ needs.get-build-requirements.outputs.java_version || 21 }}"
 
       - name: Build uberjar with ./bin/build.sh
@@ -179,7 +178,11 @@ jobs:
           name: metabase-ee-${{ github.event.pull_request.head.sha || github.sha }}-uberjar
 
       - name: Build Embedding SDK package
-        run: yarn build-embedding-sdk-package
+        run: |
+          # Remove the matchers to not report false positives on every PR
+          # unrelated to embedding (EMB-765)
+          echo "::remove-matcher owner=tsc::"
+          yarn build-embedding-sdk-package
 
       - name: Prepare Embedding SDK artifact
         uses: actions/upload-artifact@v4

.github/workflows/e2e-test.yml

@@ -60,6 +60,15 @@ jobs:
       CYPRESS_IS_EMBEDDING_SDK: "${{ inputs.name == 'embedding-sdk' }}"
     steps:
       - uses: actions/checkout@v4
+        with:
+          submodules: true
+          token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+
+      - name: Setup python-runner
+        if: ${{ inputs.name == 'python' }}
+        env:
+          METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        run: ./.github/scripts/setup-python-runner.sh
 
       - name: Prepare Docker containers
         uses: ./.github/actions/e2e-prepare-containers
@@ -123,7 +132,7 @@ jobs:
           SPLIT_INDEX: ${{ inputs.split_index }}
           SPLIT_FILE: "./e2e/support/timings.json"
           SPLIT_OUTPUT_FILE: "newTimes.json"
-          SPLIT_TIME_THRESHOLD: 5.0
+          SPLIT_TIME_THRESHOLD: 0.01 # 1% threshold for changes
           # do not write cypress-split summary to github
           SPLIT_SUMMARY: false
           SPEC_PATH: ${{ env.specs || inputs.specs }}
@@ -131,9 +140,14 @@ jobs:
         run: |
           echo "Running tests with specs: $SPEC_PATH"
           node e2e/runner/run_cypress_ci.js e2e \
-            --env grepTags="-@mongo+-@flaky+-@OSS+-@skip",grepOmitFiltered=true \
+            --env grepTags="-@mongo+-@python+-@flaky+-@OSS+-@skip",grepOmitFiltered=true \
             --spec "$SPEC_PATH" \
             --browser ${{ steps.cypress-prep.outputs.chrome-path }}
+        # Trunk Quarantine controls the final state of the run in the CI!
+        # Even if this step fails, we let it pass and then `trunk-io/analytics-uploader` determines whether to fail or to
+        # pass the whole job, based on the quarantine list.
+        # We only want to "continue on error" (ignore failures) when the Trunk upload is active - i.e. not on drafts!
+        continue-on-error: ${{ !(github.event_name == 'pull_request' && github.event.pull_request.draft == true) }}
 
       - name: Run Tagged EE Cypress tests on ${{ inputs.name }}
         if: ${{ inputs.specs }}
@@ -143,21 +157,28 @@ jobs:
         run: |
           echo "Running tests with specs: $SPEC_PATH"
           node e2e/runner/run_cypress_ci.js e2e \
-          --env grepTags="${{inputs.tags}}+-@skip",grepOmitFiltered=true \
+          --env grepTags="${{inputs.tags && format('{0}+-@skip', inputs.tags) || '-@skip'}}",grepOmitFiltered=true \
           --spec "$SPEC_PATH" \
           --browser ${{ steps.cypress-prep.outputs.chrome-path }}
+        # Trunk Quarantine controls the final state of the run in the CI!
+        # Even if this step fails, we let it pass and then `trunk-io/analytics-uploader` determines whether to fail or to
+        # pass the whole job, based on the quarantine list.
+        # We only want to "continue on error" (ignore failures) when the Trunk upload is active - i.e. not on drafts!
+        continue-on-error: ${{ !(github.event_name == 'pull_request' && github.event.pull_request.draft == true) }}
 
       - name: Upload Test Results
         uses: ./.github/actions/upload-test-results
         if: always()
         with:
           input-path: ./target/junit
+          # Related to our custom upload to S3
           output-name: e2e-${{ inputs.name }}
-          variant: e2e-tests
           bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
           aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
           aws-region: ${{ vars.AWS_REGION }}
+          # Related to Trunk uploader
+          variant: e2e-tests
           trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
 
       - name: Upload Cypress Artifacts upon failure
@@ -177,6 +198,51 @@ jobs:
           name: failed-tests-${{ inputs.name }}-${{ inputs.edition }}
           path: ./cypress/test-results
 
+      - name: Extract chunk-specific changed timings
+        id: extract-timings
+        if: inputs.split_index >= 0 && github.ref == 'refs/heads/master'
+        continue-on-error: true
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const fs = require('fs');
+            const oldTimingsPath = "./e2e/support/timings.json";
+            const newTimingsPath = "./e2e/support/newTimes.json";
+
+            if (!fs.existsSync(newTimingsPath)) {
+              throw new Error(`newTimes.json not found - cypress-split may not have generated it`);
+            }
+
+            if (!fs.existsSync(oldTimingsPath)) {
+              throw new Error(`Original timings file ${oldTimingsPath} not found`);
+            }
+
+            const oldTimings = fs.existsSync(oldTimingsPath)
+              ? JSON.parse(fs.readFileSync(oldTimingsPath, "utf8"))
+              : { durations: [] };
+
+            const newTimings = fs.existsSync(newTimingsPath)
+              ? JSON.parse(fs.readFileSync(newTimingsPath, "utf8"))
+              : { durations: [] };
+
+            const { extractChangedTimings } = require('${{ github.workspace }}/.github/scripts/extract-changed-timings.js');
+
+            const result = extractChangedTimings({ oldTimings, newTimings });
+
+            if (result.hasChanges) {
+              core.setOutput('has-changes', 'true');
+              fs.writeFileSync('chunkTimings.json', JSON.stringify(result.changedTimings, null, 2));
+              console.log(`Extracted ${Object.keys(result.changedTimings).length} changed timings for chunk index ${{ inputs.split_index }}`);
+            }
+
+      - name: Upload Timing Data
+        uses: actions/upload-artifact@v4
+        if: steps.extract-timings.outcome == 'success' && steps.extract-timings.outputs.has-changes == 'true'
+        with:
+          name: timing-data-${{ inputs.name }}-${{ inputs.split_index }}
+          path: chunkTimings.json
+          retention-days: 1 # gets merged immediately by parent workflow
+
       - name: Publish Summary
         if: failure()
         uses: actions/github-script@v7

.github/workflows/e2e-tests.yml

@@ -87,6 +87,68 @@ jobs:
       name: Flaky
       tags: "@flaky"
 
+  collect-timings:
+    name: Collect E2E Timings
+    runs-on: ubuntu-22.04
+    timeout-minutes: 10
+    needs: e2e-tests
+    if: always() && !cancelled() && github.ref == 'refs/heads/master'
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          sparse-checkout: |
+            .github
+            e2e/support
+          sparse-checkout-cone-mode: false
+
+      - name: Download all timing artifacts
+        uses: actions/download-artifact@v4
+        with:
+          pattern: timing-data-*
+          path: timing-files
+          merge-multiple: false
+        continue-on-error: true
+
+      - name: Merge split timings
+        id: merge
+        continue-on-error: true
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const fs = require('fs');
+            const path = require('path');
+
+            const globber = await glob.create('timing-files/*/chunkTimings.json');
+            const chunkFiles = await globber.glob();
+
+            const specs = new Map();
+            chunkFiles.forEach(file => {
+              const { durations = [] } = JSON.parse(fs.readFileSync(file, 'utf8'));
+              durations.forEach(({ spec, duration }) => specs.set(spec, duration));
+            });
+
+            if (specs.size === 0) {
+              throw new Error('No timing data found - no specs had timing changes');
+            }
+
+            const outputPath = 'e2e/support/runTimings.json';
+            fs.mkdirSync(path.dirname(outputPath), { recursive: true });
+
+            const runTimings = {
+              durations: [...specs].map(([spec, duration]) => ({ spec, duration }))
+            };
+
+            fs.writeFileSync(outputPath, JSON.stringify(runTimings, null, 2));
+            console.log(`Merged timing data for ${specs.size} specs`);
+
+      - name: Upload merged timing files
+        if: steps.merge.outcome == 'success'
+        uses: actions/upload-artifact@v4
+        with:
+          name: merged-e2e-timings
+          path: e2e/support/runTimings.json
+          retention-days: 7
+
   e2e-tests-result:
     needs:
       - e2e-tests

.github/workflows/embedding-sdk-labels-reminder.yml

@@ -0,0 +1,49 @@
+name: Embedding SDK Labels Reminder
+
+on:
+  pull_request:
+    types: [auto_merge_enabled, review_requested, labeled, unlabeled, synchronize]
+    branches:
+      - "master"
+  merge_group:
+
+jobs:
+  files-changed:
+    name: Check which files changed
+    runs-on: ubuntu-22.04
+    timeout-minutes: 3
+    outputs:
+      frontend_embedding_sdk_package_sources: ${{ steps.changes.outputs.frontend_embedding_sdk_package_sources }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Test which files changed
+        uses: dorny/paths-filter@v3.0.0
+        id: changes
+        with:
+          token: ${{ github.token }}
+          filters: .github/file-paths.yaml
+
+  embedding-sdk-package-no-release-notes-reminder:
+    needs: [ files-changed ]
+    if: |
+      !cancelled() &&
+      (needs.files-changed.outputs.frontend_embedding_sdk_package_sources == 'true')
+    name: Embedding SDK package release-notes/no-release-notes label reminder
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    steps:
+      - uses: actions/checkout@v4
+      - uses: jesusvasquez333/verify-pr-label-action@v1.4.0
+        id: verify-release-notes-labels
+        with:
+          github-token: '${{ secrets.GITHUB_TOKEN }}'
+          valid-labels: 'release-notes, no-release-notes'
+          disable-reviews: true
+      - name: Comment on PR if label should be added
+        if: ${{ always() }}
+        uses: ./.github/actions/notify-pull-request
+        with:
+          remove-previous-comment: true
+          add-new-comment: ${{ steps.verify-release-notes-labels.outcome == 'failure' }}
+          message: "⚠️ Changes were made to the <b>Embedding SDK Package</b>. Review this PR and apply one of the following labels.<br><br>- <code>release-notes</code> — select if this PR must be included in the main Metabase changelog release notes.<br>- <code>no-release-notes</code> — select if this PR should not be included in the main Metabase changelog release notes."
+          include-log: true

.github/workflows/embedding-sdk.yml

@@ -40,10 +40,12 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Build Embedding SDK package
-        run: yarn build-embedding-sdk-package
+        run: |
+          # Remove the matchers to not report false positives on every PR
+          # unrelated to embedding (EMB-765)
+          echo "::remove-matcher owner=tsc::"
+          yarn build-embedding-sdk-package
       - name: Prepare Embedding SDK artifact
         uses: actions/upload-artifact@v4
         with:

.github/workflows/frontend-unit-test-stress-test-flake-fix.yml

@@ -43,8 +43,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Build cljs
         run: yarn build:cljs
       - name: Stress-test ${{ github.event.inputs.spec }} ${{ github.event.inputs.burn_in }} times

.github/workflows/frontend.yml

@@ -35,8 +35,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Restore ESLint cache
         uses: actions/cache@v4
         with:
@@ -65,8 +63,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - run: yarn build-pure:cljs
         name: Compile CLJS
       - run: yarn type-check-pure
@@ -90,10 +86,11 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Run frontend unit tests
         run: yarn run test-unit --silent --shard=${{ matrix.shard }}/${{ env.SHARDS }}
+        # We want Trunk to still receive test reports even if this job fails.
+        # It will filter out the quarantined tests, and will control the job exit code based on the analysis.
+        continue-on-error: true
       - name: Upload Test Results
         uses: ./.github/actions/upload-test-results
         if: always() && github.event_name != 'workflow_dispatch'
@@ -116,8 +113,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Run frontend timezones tests
         run: yarn run test-timezones
 

.github/workflows/fuzzing.yml

@@ -22,8 +22,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - run: yarn test-unit frontend/src/metabase/querying/expressions/pratt/fuzz.lexifier.unit.spec.ts
         env:
           MB_FUZZ: 1
@@ -38,8 +36,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - run: yarn test-unit frontend/src/metabase/querying/expressions/fuzz.compiler.unit.spec.ts
         env:
           MB_FUZZ: 1
@@ -54,8 +50,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - run: yarn test-unit frontend/src/metabase/querying/expressions/fuzz.string.unit.spec.ts
         env:
           MB_FUZZ: 1

.github/workflows/generative-query-test.yml

@@ -40,8 +40,6 @@ jobs:
           ref: ${{ inputs.ref }}
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: generative-query-test
       - name: Prepare front-end environment
         uses: ./.github/actions/prepare-frontend
 

.github/workflows/i18n.yml

@@ -38,8 +38,6 @@ jobs:
       uses: ./.github/actions/prepare-frontend
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: 'i18n'
     - name: Install xgettext if necessary
       run: |
         if ! command -v xgettext > /dev/null; then

.github/workflows/loki-update.yml

@@ -20,32 +20,12 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
 
       - name: Compile CLJS
         run: yarn build-pure:cljs
 
-      - name: Build Storybook
-        # We won't be able to use Storybook play's `userEvent` with production build
-        # see https://github.com/storybookjs/storybook/issues/19758
-        run: NODE_ENV=development yarn build-storybook
-
-      - name: Serve Storybook
-        run: yarn http-server storybook-static -p 6006 &
-        shell: bash
-
-      - name: Wait for Storybook to become available
-        run: |
-          echo "Waiting for Storybook to be served..."
-          while ! curl --silent --fail http://localhost:6006; do
-            sleep 5
-            echo "Retrying..."
-          done
-          echo "Storybook is being served!"
-
       - name: Update Loki Snapshots
-        run: yarn test-visual:loki || yarn test-visual:loki-approve-diff && yarn test-visual:loki-prune
+        run: yarn test-visual:loki:ci || yarn test-visual:loki-approve-diff && yarn test-visual:loki-prune
 
       - name: Check for changes
         id: check-changes

.github/workflows/loki.yml

@@ -47,20 +47,12 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
 
       - name: Compile CLJS
         run: NODE_ENV=development yarn build-pure:cljs
 
-      - name: Build Storybook
-        # We won't be able to use Storybook play's `userEvent` with production build
-        # see https://github.com/storybookjs/storybook/issues/19758
-        run: NODE_ENV=development yarn build-storybook
-
       - name: Run Loki Visual Tests
-        run: |
-          yarn loki --requireReference --reactUri file:./storybook-static --chromeFlags='--headless --disable-gpu' --verboseRenderer
+        run: yarn test-visual:loki:ci
 
       - name: Generate Visual Report on Failure
         if: failure()

.github/workflows/mage.yml

@@ -2,7 +2,7 @@ name: Mage Tests
 
 on:
   pull_request:
-    paths: ["mage/**", "test/mage/**"]
+    paths: ["mage/**"]
 
 jobs:
   # run mage tests even if the rest of be isnt needed
@@ -13,8 +13,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: 'kondo'
       - name: Setup Babashka
         uses: turtlequeue/setup-babashka@v1.7.0
         with:
@@ -24,4 +22,4 @@ jobs:
       - name: bb task list
         run: bb tasks
       - name: Run mage tests
-        run: bb ./test/mage/runtests.clj
+        run: bb ./mage/test/mage/runtests.clj

.github/workflows/migrations.yml

@@ -16,7 +16,5 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: lint-migrations
       - name: Verify Liquibase Migrations
         run: ./bin/mage lint-migrations

.github/workflows/perf-test-labeled.yml

@@ -9,9 +9,13 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
+  uberjar:
+    if: ${{ github.event.label.name == 'Run-perf' }}
+    uses: ./.github/workflows/uberjar.yml
+    secrets: inherit
+
   run-perf-test:
+    needs: [uberjar]
     if: ${{ github.event.label.name == 'Run-perf' }}
     uses: ./.github/workflows/perf-test.yml
-    with:
-      wait_for_uberjar: true
     secrets: inherit

.github/workflows/perf-test.yml

@@ -3,11 +3,6 @@ run-name: Run perf test for ${{ github.ref_name }} by @${{ github.actor }}
 
 on:
   workflow_call:
-    inputs:
-      wait_for_uberjar:
-        description: "Wait for uberjar build"
-        required: false
-        type: boolean
 jobs:
   build:
     runs-on: ubuntu-latest
@@ -31,63 +26,6 @@ jobs:
         uses: aws-actions/amazon-ecr-login@v2
         with:
           registries: "${{ secrets.PR_ENV_AWS_ACCOUNT_ID }}"
-      - name: Wait for uberjar
-        id: wait_for_uberjar
-        if: ${{ inputs.wait_for_uberjar == true }}
-        run: |
-          ## Get workflow run id for uberjar build
-          curl -Ls --output e2e-tests.json \
-          -H "Accept: application/vnd.github+json" \
-          -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-          -H "X-GitHub-Api-Version: 2022-11-28" \
-          https://api.github.com/repos/${{ github.repository }}/actions/workflows/run-tests.yml/runs?head_sha=${{ github.event.pull_request.head.sha || github.sha }}
-          ID=$(jq -r '.workflow_runs[0].id' e2e-tests.json)
-          echo "Run ID: ${ID}"
-
-          ## Get workflow run id for uberjar build
-          while [ -z "$JOB_ID" ]; do
-            NEXT_URL="https://api.github.com/repos/${{ github.repository }}/actions/runs/${ID}/jobs?filter=latest"
-
-            # Search for build job
-            echo "Searching for build job..."
-            while [ -z "$JOB_ID" ] && [ -n "$NEXT_URL" ]; do
-              # Get one page of jobs
-              RESPONSE=$(curl -s -i \
-                -H "Accept: application/vnd.github+json" \
-                -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-                -H "X-GitHub-Api-Version: 2022-11-28" \
-                "$NEXT_URL")
-
-              # Extract headers and body
-              HEADERS=$(echo "$RESPONSE" | sed -n '1,/^\r$/p')
-              BODY=$(echo "$RESPONSE" | sed '1,/^\r$/d')
-              LINK_HEADER=$(echo "$HEADERS" | grep -i '^link:' | sed 's/^link: //')
-
-              # Check for next page in Link header
-              if echo "$LINK_HEADER" | grep -q 'rel="next"'; then
-                NEXT_URL=$(echo "$LINK_HEADER" | sed -E 's/.*<([^>]+)>; rel="next".*/\1/')
-              else
-                NEXT_URL=""
-              fi
-
-              # Check for build job
-              JOB_ID=$(echo "$BODY" | jq -r '.jobs[] | select(.name | contains("build (ee)")) | .id')
-            done
-          done
-          echo "Job ID: ${JOB_ID}"
-
-          ## Wait for uberjar build to complete
-          while [ true ]; do
-            curl -Ls --output uberjar.json \
-            -H "Accept: application/vnd.github+json" \
-            -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-            -H "X-GitHub-Api-Version: 2022-11-28" \
-            https://api.github.com/repos/${{ github.repository }}/actions/jobs/${JOB_ID}
-            jq -r '.steps[] | select(.name == "Prepare uberjar artifact") | .status' uberjar.json | grep -q "completed" && break
-            echo "Waiting for uberjar build..."
-            sleep 10
-          done
-          echo "run_id=$(jq -r '.workflow_runs[0].id' e2e-tests.json)" >> $GITHUB_OUTPUT
       - name: Retrieve uberjar artifact for ee
         uses: ./.github/actions/fetch-artifact
         with:

.github/workflows/release-embedding-sdk.yml

@@ -254,8 +254,6 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "release-sdk"
 
       - name: Run unit tests
         run: yarn embedding-sdk:test-unit
@@ -277,18 +275,12 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "release-sdk"
 
       - name: Bump published npm package version
         # NOTE: this should happen before "Build SDK bundle" as we inject SDK version into the code during build step
         run: |
           ./bin/embedding-sdk/release_utils.bash update_package_json_template ${{ needs.determine-sdk-version.outputs.sdk_version }}
 
-      - name: Update changelog
-        run: |
-          yarn embedding-sdk:generate-changelog -o changelog-diff
-
       - name: Build SDK package
         run: yarn run build-embedding-sdk-package
 
@@ -301,12 +293,6 @@ jobs:
           name: metabase-sdk
           path: ./resources/embedding-sdk
 
-      - name: Upload changelog diff
-        uses: actions/upload-artifact@v4
-        with:
-          name: sdk-changelog-diff
-          path: ./changelog-diff
-
   publish-npm:
     needs: [build-sdk, determine-sdk-version]
     runs-on: ubuntu-22.04
@@ -335,19 +321,7 @@ jobs:
         run: |
           bash ./bin/embedding-sdk/release_utils.bash update_package_json_template ${{ env.sdk_version }}
 
-      - name: Retrieve SDK changelog diff
-        if: inputs.branch != 'master'
-        uses: actions/download-artifact@v4
-        with:
-          name: sdk-changelog-diff
-
-      - name: Update changelog
-        if: inputs.branch != 'master'
-        run: |
-          cat changelog-diff enterprise/frontend/src/embedding-sdk-bundle/CHANGELOG.md > new-changelog
-          mv new-changelog enterprise/frontend/src/embedding-sdk-bundle/CHANGELOG.md
-
-      - name: Create a PR updating readme + published version, and changelog (using GitHub Metabase Automation account)
+      - name: Create a PR updating readme + published version (using GitHub Metabase Automation account)
         run: |
           git checkout -b update-sdk-version-${{ env.sdk_version }}
 

.github/workflows/run-tests.yml

@@ -8,6 +8,7 @@ on:
   pull_request:
     types: [opened, synchronize, reopened]
   merge_group:
+  workflow_dispatch:
 
 jobs:
   files-changed:
@@ -48,8 +49,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "files-changed"
       - name: Build static-viz frontend
         run: yarn build-static-viz
         env:
@@ -74,7 +73,7 @@ jobs:
     secrets: inherit
 
   backend-tests:
-    if: ${{ !cancelled() }}
+    if: ${{ !cancelled() && needs.files-changed.result == 'success' }}
     needs: [files-changed, static-viz-files-changed]
     uses: ./.github/workflows/backend.yml
     secrets: inherit
@@ -112,7 +111,7 @@ jobs:
 
   e2e-tests:
     needs: [files-changed, uberjar]
-    if: always() && !cancelled()
+    if: always() && !cancelled() && needs.files-changed.result == 'success'
     uses: ./.github/workflows/e2e-tests.yml
     secrets: inherit
     with:

.github/workflows/snyk.yml

@@ -23,8 +23,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: 'snyk'
       - name: Generate all pom.xml
         run: .github/scripts/write-poms.sh
       - name: Upload pom files

.github/workflows/translation-update.yml

@@ -29,8 +29,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: manage-translations
       - name: install gettext
         run: sudo apt-get install gettext
 

.github/workflows/tusk-sanity-check.yml

@@ -46,8 +46,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - run: yarn build-pure:cljs
         name: Compile CLJS
 

.github/workflows/uberjar.yml

@@ -134,7 +134,6 @@ jobs:
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
         with:
-          m2-cache-key: uberjar
           java-version: "${{ needs.get-build-requirements.outputs.java_version || 21 }}"
       - name: Build
         run: ./bin/build.sh

.github/workflows/update-e2e-timings.yml

@@ -0,0 +1,92 @@
+name: Update E2E Timings
+
+permissions:
+  contents: write
+  pull-requests: write
+
+on:
+  workflow_dispatch:
+    inputs:
+      days_back:
+        description: "Number of days to look back for timing artifacts"
+        type: number
+        default: 7
+        required: false
+  schedule:
+    # Run weekly on Sundays at 6 AM UTC
+    - cron: "0 6 * * 0"
+
+jobs:
+  collect-and-average-timings:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 30
+    env:
+      DAYS_BACK: ${{ inputs.days_back || 7 }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: 22
+
+      - name: Collect and average timing data
+        id: collect-timings
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const { collectAndAverageTimings } = require('${{ github.workspace }}/.github/scripts/average-e2e-timings.js');
+            const result = await collectAndAverageTimings({
+              github,
+              context,
+              token: '${{ secrets.GITHUB_TOKEN }}',
+              daysBack: ${{ env.DAYS_BACK }},
+              existingTimingsPath: 'e2e/support/timings.json'
+            });
+
+            core.setOutput('artifact-count', result.artifactCount);
+
+      - name: Set up git configuration
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+          BRANCH_NAME="update-e2e-timings-$(date +%Y%m%d-%H%M%S)"
+          echo "BRANCH_NAME=$BRANCH_NAME" >> $GITHUB_ENV
+          echo "Branch name will be: $BRANCH_NAME"
+
+      - name: Create Pull Request
+        uses: peter-evans/create-pull-request@v6
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          branch: ${{ env.BRANCH_NAME }}
+          base: master
+          commit-message: |
+            Update E2E test timings with averaged data
+
+            Collected timing data from ${{ env.DAYS_BACK }} days of test runs.
+            All specs with timing data were included (simple averages).
+
+            🤖 Generated automatically by update-e2e-timings workflow
+
+            Co-Authored-By: GitHub Actions <actions@github.com>
+          committer: "github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>"
+          author: "github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>"
+          title: "[chore] Update E2E test timings with recent data"
+          body: |
+            ## Summary
+            This PR updates the E2E test timing data with averaged values from recent test runs.
+
+            ## Details
+            - Collected data from the last **${{ env.DAYS_BACK }} days** of test runs
+            - Averaged timing data from **${{ steps.collect-timings.outputs.artifact-count }}** test runs
+
+            ## Generated automatically
+            🤖 This PR was created automatically by the `update-e2e-timings` workflow.
+            The timing data helps cypress-split optimize test distribution across parallel jobs.
+
+            Co-Authored-By: GitHub Actions <actions@github.com>
+          labels: |
+            .CI & Tests
+          add-paths: e2e/support/timings.json

.github/workflows/upgrade-deps.yml

@@ -27,8 +27,6 @@ jobs:
           token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: 'update-be-deps'
       - name: Open PRs to Upgrade Backend Deps
         uses: ./.github/actions/upgrade-backend-deps
         with:

.github/workflows/whitespace.yml

@@ -16,7 +16,5 @@ jobs:
     - uses: actions/checkout@v4
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: 'whitespace-linter'
     - run: clojure -T:whitespace-linter lint
       name: Run Whitespace Linter

.gitignore

@@ -68,6 +68,7 @@ cypress.env.json
 /resources/frontend_client/embed-sdk.html
 /resources/frontend_client/index.html
 /resources/frontend_client/public.html
+/resources/frontend_client/app/assets/pyodide/
 /resources/embedding-sdk
 /resources/i18n/*.edn
 /resources/instance_analytics.zip