diff --git a/bugbug/phabricator.py b/bugbug/phabricator.py
index d4faba1f..0a438790 100644
--- a/bugbug/phabricator.py
+++ b/bugbug/phabricator.py
@@ -27,6 +27,13 @@ db.register(
     4,
 )
 
+FIXED_COMMENTS_DB = "data/fixed_comments.json"
+db.register(
+    REVISIONS_DB,
+    "https://community-tc.services.mozilla.com/api/index/v1/task/project.bugbug.fixed_comments.latest/artifacts/public/fixed_comments.json.zst",
+    1,
+)
+
 PHABRICATOR_API = None
 
 TESTING_PROJECTS = {
diff --git a/infra/data-pipeline.yml b/infra/data-pipeline.yml
index 3d4086ec..2e6a7898 100644
--- a/infra/data-pipeline.yml
+++ b/infra/data-pipeline.yml
@@ -234,6 +234,45 @@ tasks:
         owner: release-mgmt-analysis@mozilla.com
         source: ${repository}/raw/master/data-pipeline.yml
 
+    - ID: fixed-comments-retrieval
+      created: { $fromNow: "" }
+      deadline: { $fromNow: "2 days" }
+      expires: { $fromNow: "1 year" }
+      provisionerId: proj-bugbug
+      workerType: compute-small
+      dependencies:
+        - revisions-retrieval
+      payload:
+        env:
+          TC_SECRET_ID: project/bugbug/production
+        maxRunTime: 86400
+        image: mozilla/bugbug-base:${version}
+        command:
+          - "bugbug-fixed-comments"
+
+        artifacts:
+          public/bugs.json.zst:
+            path: /data/fixed_comments.json.zst
+            type: file
+          public/bugs.json.version:
+            path: /data/fixed_comments.json.version
+            type: file
+
+        features:
+          taskclusterProxy: true
+      scopes:
+        - "secrets:get:project/bugbug/production"
+      routes:
+        - notify.email.release-mgmt-analysis@mozilla.com.on-failed
+        - notify.irc-channel.#bugbug.on-failed
+        - index.project.bugbug.fixed_comments.${version}
+        - index.project.bugbug.fixed_comments.latest
+      metadata:
+        name: bugbug fixed comments retrieval
+        description: bugbug fixed comments retrieval
+        owner: release-mgmt-analysis@mozilla.com
+        source: ${repository}/raw/master/data-pipeline.yml
+
     - ID: issues-retrieval
       created: { $fromNow: "" }
       deadline: { $fromNow: "2 days" }
diff --git a/scripts/inline_comments_data_collection.py b/scripts/inline_comments_data_collection.py
index 60f6661f..3b7bdeb0 100644
--- a/scripts/inline_comments_data_collection.py
+++ b/scripts/inline_comments_data_collection.py
@@ -1,13 +1,14 @@
-import json
 import logging
 import os
 import re
 
+import orjson
 import requests
 from libmozdata.phabricator import PhabricatorAPI
 
+from bugbug import phabricator
 from bugbug.tools.code_review import PhabricatorReviewData
-from bugbug.utils import get_secret
+from bugbug.utils import get_secret, zstd_compress
 
 review_data = PhabricatorReviewData()
 
@@ -183,11 +184,13 @@ def process_comments(patch_threshold, diff_length_threshold):
 
 def main():
     os.makedirs("patches", exist_ok=True)
-    os.makedirs("dataset", exist_ok=True)
-    dataset_file_path = "dataset/inline_comment_dataset2.json"
-    with open(dataset_file_path, "a") as dataset_file_handle:
+    os.makedirs("data", exist_ok=True)
+
+    with open(phabricator.FIXED_COMMENTS_DB, "wb") as dataset_file_handle:
         for data in process_comments(patch_threshold=1000, diff_length_threshold=5000):
-            dataset_file_handle.write(json.dumps(data) + "\n")
+            dataset_file_handle.write(orjson.dumps(data) + b"\n")
+
+    zstd_compress(phabricator.FIXED_COMMENTS_DB)
 
 
 if __name__ == "__main__":