diff --git a/bugbug/models/__init__.py b/bugbug/models/__init__.py
index 3703cc1658..eb1a66a84f 100644
--- a/bugbug/models/__init__.py
+++ b/bugbug/models/__init__.py
@@ -38,6 +38,7 @@
     "uplift": "bugbug.models.uplift.UpliftModel",
     "worksforme": "bugbug.models.worksforme.WorksForMeModel",
     "fenixcomponent": "bugbug.models.fenixcomponent.FenixComponentModel",
+    "componentspecific": "bugbug.models.component_specific.ComponentSpecificModel",
 }
 
 
diff --git a/bugbug/models/component_specific.py b/bugbug/models/component_specific.py
new file mode 100644
index 0000000000..f604310f59
--- /dev/null
+++ b/bugbug/models/component_specific.py
@@ -0,0 +1,136 @@
+# -*- coding: utf-8 -*-
+# This Source Code Form is subject to the terms of the Mozilla Public
+# License, v. 2.0. If a copy of the MPL was not distributed with this file,
+# You can obtain one at http://mozilla.org/MPL/2.0/.
+
+import logging
+from datetime import datetime, timezone
+
+import dateutil.parser
+import xgboost
+from dateutil.relativedelta import relativedelta
+from sklearn.compose import ColumnTransformer
+from sklearn.feature_extraction import DictVectorizer
+from sklearn.pipeline import Pipeline
+
+from bugbug import bug_features, bugzilla, feature_cleanup, utils
+from bugbug.model import BugModel
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+
+class ComponentSpecificModel(BugModel):
+    def __init__(self, lemmatization=False, product="Firefox", component="General"):
+        BugModel.__init__(self, lemmatization)
+
+        self.product = product
+        self.component = component
+
+        feature_extractors = [
+            bug_features.HasSTR(),
+            bug_features.Severity(),
+            bug_features.Keywords(),
+            bug_features.HasCrashSignature(),
+            bug_features.HasURL(),
+            bug_features.HasW3CURL(),
+            bug_features.HasGithubURL(),
+            bug_features.Whiteboard(),
+            bug_features.Patches(),
+            bug_features.Landings(),
+        ]
+
+        cleanup_functions = [
+            feature_cleanup.fileref(),
+            feature_cleanup.url(),
+            feature_cleanup.synonyms(),
+        ]
+
+        self.extraction_pipeline = Pipeline(
+            [
+                (
+                    "bug_extractor",
+                    bug_features.BugExtractor(
+                        feature_extractors, cleanup_functions, rollback=True
+                    ),
+                ),
+            ]
+        )
+
+        self.clf = Pipeline(
+            [
+                (
+                    "union",
+                    ColumnTransformer(
+                        [
+                            ("data", DictVectorizer(), "data"),
+                            ("title", self.text_vectorizer(min_df=0.0001), "title"),
+                            (
+                                "comments",
+                                self.text_vectorizer(min_df=0.0001),
+                                "comments",
+                            ),
+                        ]
+                    ),
+                ),
+                (
+                    "estimator",
+                    xgboost.XGBClassifier(n_jobs=utils.get_physical_cpu_count()),
+                ),
+            ]
+        )
+
+    def get_labels(self):
+        classes = {}
+
+        for bug_data in bugzilla.get_bugs():
+            if dateutil.parser.parse(bug_data["creation_time"]) < datetime.now(
+                timezone.utc
+            ) - relativedelta(years=3):
+                continue
+
+            # Only bugs that were moved out of General and into a specific component
+            # Or the opposite
+
+            for history in bug_data["history"]:
+                to_product_firefox = False
+                to_component_general = False
+
+                from_product_firefox = False
+                from_component_general = False
+
+                for change in history["changes"]:
+                    if change["field_name"] == "product":
+                        if change["added"] == self.product:
+                            to_product_firefox = True
+                        elif change["removed"] == self.product:
+                            from_product_firefox = True
+
+                    if change["field_name"] == "component":
+                        if change["added"] == self.component:
+                            to_component_general = True
+                        elif change["removed"] == self.component:
+                            from_component_general = True
+
+                if from_product_firefox and from_component_general:
+                    classes[bug_data["id"]] = 1
+                elif to_product_firefox and to_component_general:
+                    classes[bug_data["id"]] = 0
+
+        logger.info(
+            "%d bugs were moved out of %s::%s",
+            sum(label == 1 for label in classes.values()),
+            self.product,
+            self.component,
+        )
+        logger.info(
+            "%d bugs were moved in %s::%s",
+            sum(label == 0 for label in classes.values()),
+            self.product,
+            self.component,
+        )
+
+        return classes, [0, 1]
+
+    def get_feature_names(self):
+        return self.clf.named_steps["union"].get_feature_names_out()
diff --git a/http_service/bugbug_http/models.py b/http_service/bugbug_http/models.py
index a2024761cf..23ad1fd6dd 100644
--- a/http_service/bugbug_http/models.py
+++ b/http_service/bugbug_http/models.py
@@ -28,6 +28,7 @@
 MODELS_NAMES = [
     "defectenhancementtask",
     "component",
+    "componentspecific",
     "invalidcompatibilityreport",
     "needsdiagnosis",
     "regression",
diff --git a/infra/data-pipeline.yml b/infra/data-pipeline.yml
index a2c1df0140..f1b4024216 100644
--- a/infra/data-pipeline.yml
+++ b/infra/data-pipeline.yml
@@ -661,6 +661,41 @@ tasks:
         owner: bugbug-team@mozilla.com
         source: ${repository}/raw/master/data-pipeline.yml
 
+    - ID: train-componentspecific
+      created: { $fromNow: "" }
+      deadline: { $fromNow: "3 days" }
+      expires: { $fromNow: "1 year" }
+      provisionerId: proj-bugbug
+      workerType: compute-small
+      dependencies:
+        - bugs-retrieval
+      payload:
+        maxRunTime: 25200
+        image: mozilla/bugbug-base:${version}
+        command:
+          - bugbug-train
+          - componentspecific
+
+        artifacts:
+          public/componentspecificmodel.tar.zst:
+            path: /componentspecificmodel.tar.zst
+            type: file
+          public/metrics.json:
+            path: /metrics.json
+            type: file
+
+      routes:
+        - notify.email.bugbug-team@mozilla.com.on-failed
+        - index.project.bugbug.train_componentspecific.${version}
+        - index.project.bugbug.train_componentspecific.per_version.${version}.${year}.${month}.${day}.${hour}.${minute}.${second}
+        - index.project.bugbug.train_componentspecific.per_date.${year}.${month}.${day}.${hour}.${minute}.${second}.${version}
+        - index.project.bugbug.train_componentspecific.latest
+      metadata:
+        name: bugbug train componentspecific model
+        description: bugbug train componentspecific model
+        owner: bugbug-team@mozilla.com
+        source: ${repository}/raw/master/data-pipeline.yml
+
     - ID: train-defectenhancementtask
       created: { $fromNow: "" }
       deadline: { $fromNow: "3 days" }
@@ -1374,6 +1409,7 @@ tasks:
       workerType: batch
       dependencies:
         - train-component
+        - train-componentspecific
         - train-defectenhancementtask
         - train-regression
         - train-regressor
@@ -1416,6 +1452,7 @@ tasks:
       dependencies:
         - train-defectenhancementtask
         - train-component
+        - train-componentspecific
         - train-regression
         - train-stepstoreproduce
         - train-spambug