diff --git a/taskcluster/ci/merge-corpus/kind.yml b/taskcluster/ci/merge-corpus/kind.yml
new file mode 100644
index 000000000..22d047ad2
--- /dev/null
+++ b/taskcluster/ci/merge-corpus/kind.yml
@@ -0,0 +1,96 @@
+# 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/.
+---
+
+loader: taskgraph.loader.transform:loader
+
+transforms:
+    - translations_taskgraph.transforms.from_datasets:locales_only
+    - translations_taskgraph.transforms.find_upstreams:by_locales
+    - taskgraph.transforms.job:transforms
+    - translations_taskgraph.transforms.cache:transforms
+    - taskgraph.transforms.cached_tasks:transforms
+    - taskgraph.transforms.task:transforms
+
+kind-dependencies:
+    # There are three possible upstream tasks for `merge_corpus`, in order of preference:
+    # 1) `bicleaner-ai` (from the `bicleaner` kind) is used if there is a bicleaner-ai data pack
+    #    for the language pair.
+    # 2) `bicleaner` (also from the `bicleaner` kind) is used if there is a non-ai bicleaner
+    #    data pack available
+    # 3) Otherwise, `clean` is the upstream and `bicleaner` is skipped altogether.
+    - bicleaner
+    - clean
+    - toolchain
+
+tasks:
+    "{src_locale}-{trg_locale}":
+        description: merge corpus for {src_locale}-{trg_locale}
+        treeherder:
+            platform: merge-corpus/opt
+        attributes:
+            dataset-category: train
+            stage: merge-corpus
+            cache:
+                type: merge-corpus
+                resources:
+                    - pipeline/clean/merge-corpus.sh
+        dataset-config:
+            substitution-fields:
+                - description
+                - name
+                - treeherder.symbol
+                - worker.env
+                - upstreams-config.locale-pair
+        upstreams-config:
+            locale-pair:
+                src: "{src_locale}"
+                trg: "{trg_locale}"
+            upstream-task-attributes:
+                cleaning-type:
+                    by-cleaning-type:
+                        bicleaner-ai: bicleaner-ai
+                        bicleaner: bicleaner
+                        clean: clean
+            upstream-artifacts:
+                - "{dataset_no_slashes}.{src_locale}.zst"
+                - "{dataset_no_slashes}.{trg_locale}.zst"
+        worker-type: b-linux-large
+        worker:
+            docker-image: {"in-tree": "train"}
+            max-run-time: 3600
+            artifacts:
+                - name: public/build
+                  path: /builds/worker/artifacts
+                  type: directory
+            env:
+                SRC: "{src_locale}"
+                TRG: "{trg_locale}"
+                COMPRESSION_CMD: zstdmt
+                ARTIFACT_EXT: zst
+
+        # Don't run unless explicitly scheduled
+        run-on-tasks-for: []
+
+        treeherder:
+            symbol: "{src_locale}-{trg_locale}"
+            platform: merge-corpus/opt
+        run:
+            using: run-task
+            command-context: {}
+            command:
+                - bash
+                - -c
+                # Arguments are:
+                # 1) output directory
+                # 2) input files
+                - >-
+                    export BIN=$MOZ_FETCHES_DIR &&
+                    $VCS_PATH/pipeline/clean/merge-corpus.sh
+                    artifacts
+                    $MOZ_FETCHES_DIR/*.zst
+
+        fetches:
+            toolchain:
+                - preprocess