diff --git a/Makefile b/Makefile
index 44a6139090..29186093df 100644
--- a/Makefile
+++ b/Makefile
@@ -62,6 +62,10 @@ gen-release-csv: operator-sdk manifests kustomize
 	@echo "Generating unified CSV from sourced component-level operators"
 	hack/generate-unified-csv.sh
 
+gen-rook-csv:
+	@echo "Generating rook CSV"
+	hack/generate-rook-csv.sh
+
 gen-latest-deploy-yaml:
 	@echo "Generating latest deployment yaml file"
 	hack/gen-deployment-yaml.sh
diff --git a/hack/generate-rook-csv.sh b/hack/generate-rook-csv.sh
new file mode 100644
index 0000000000..f2cbc9ee33
--- /dev/null
+++ b/hack/generate-rook-csv.sh
@@ -0,0 +1,91 @@
+#!/usr/bin/env bash
+set -e
+
+#############
+# VARIABLES #
+#############
+
+operator_sdk="${OPERATOR_SDK:-operator-sdk}"
+yq="${YQv3:-yq}"
+PLATFORM=$(go env GOARCH)
+
+YQ_CMD_DELETE=("$yq" delete -i)
+YQ_CMD_MERGE_OVERWRITE=("$yq" merge --inplace --overwrite --prettyPrint)
+YQ_CMD_MERGE=("$yq" merge --arrays=append --inplace)
+YQ_CMD_WRITE=("$yq" write --inplace -P)
+CSV_FILE_NAME="deploy/csv-templates/crds/rook/manifests/rook-ceph.clusterserviceversion.yaml"
+CEPH_EXTERNAL_SCRIPT_FILE="https://raw.githubusercontent.com/rook/rook/master/deploy/examples/create-external-cluster-resources.py"
+wget --no-verbose $CEPH_EXTERNAL_SCRIPT_FILE
+ASSEMBLE_FILE_COMMON="https://raw.githubusercontent.com/rook/rook/master/deploy/olm/assemble/metadata-common.yaml"
+ASSEMBLE_FILE_OCP="https://raw.githubusercontent.com/rook/rook/master/deploy/olm/assemble/metadata-ocp.yaml"
+#############
+# FUNCTIONS #
+#############
+
+function generate_csv() {
+    # If you want to use specific branch, tags or commit has refer to this doc https://github.com/kubernetes-sigs/kustomize/blob/master/examples/remoteBuild.md#remote-directories
+    kubectl kustomize https://github.com/rook/rook//deploy/examples | "$operator_sdk" generate bundle --package="rook-ceph" --output-dir="deploy/csv-templates/crds/rook/" --extra-service-accounts=rook-ceph-system,rook-csi-rbd-provisioner-sa,rook-csi-rbd-plugin-sa,rook-csi-cephfs-provisioner-sa,rook-csi-nfs-provisioner-sa,rook-csi-nfs-plugin-sa,rook-csi-cephfs-plugin-sa,rook-ceph-system,rook-ceph-rgw,rook-ceph-purge-osd,rook-ceph-osd,rook-ceph-mgr,rook-ceph-cmd-reporter
+
+    directory="deploy/csv-templates/crds/rook/manifests"
+    filename=$(basename "$CSV_FILE_NAME")
+
+    # Below line removes the ObjectBucket from owned CRD section and converts yaml to json file
+    yq read --prettyPrint --tojson "$CSV_FILE_NAME" | jq 'del(.spec.customresourcedefinitions.owned[] | select(.kind | test("ObjectBucket.*")))' >"$directory"/temp.json
+    # Belo lines convert the json to yaml
+    yq read --prettyPrint "$directory"/temp.json >"$CSV_FILE_NAME"
+    # Below lines remove the extra json file
+    rm -f "$directory"/temp.json
+
+    for file in "$directory"/*; do
+        if [ -f "$file" ]; then
+            filename=$(basename "$file")
+            # We want to remove the description from rook-crd files only
+            if [[ "$filename" == "ceph.rook.io"* ]]; then
+                # Below lines converts the file to json format and then remove the description field from the file.
+                yq read --prettyPrint --tojson "$file" | jq 'walk(if type == "object" then with_entries(select(.key != "description")) else . end)' >"$directory"/temp.json
+                # Belo lines convert the json to yaml
+                yq read --prettyPrint "$directory"/temp.json >"$directory"/"$filename"
+                # Below lines remove the extra json file
+                rm -f "$directory/temp.json"
+            fi
+        fi
+    done
+
+    # cleanup to get the expected state before merging the real data from assembles
+    "${YQ_CMD_DELETE[@]}" "$CSV_FILE_NAME" 'spec.installModes[*]'
+    "${YQ_CMD_DELETE[@]}" "$CSV_FILE_NAME" 'spec.keywords[0]'
+    "${YQ_CMD_DELETE[@]}" "$CSV_FILE_NAME" 'spec.maintainers[0]'
+
+    "${YQ_CMD_MERGE_OVERWRITE[@]}" "$CSV_FILE_NAME" <(curl -sL $ASSEMBLE_FILE_COMMON)
+    "${YQ_CMD_WRITE[@]}" "$CSV_FILE_NAME" metadata.annotations.externalClusterScript "$(base64 <create-external-cluster-resources.py)"
+    "${YQ_CMD_WRITE[@]}" "$CSV_FILE_NAME" metadata.name "rook-ceph.v${VERSION}"
+
+    "${YQ_CMD_MERGE[@]}" "$CSV_FILE_NAME" <(curl -sL $ASSEMBLE_FILE_OCP)
+
+    # We don't need to include these files in csv as ocs-operator creates its own.
+    rm -rf "deploy/csv-templates/crds/rook/manifests/rook-ceph-operator-config_v1_configmap.yaml"
+    rm -rf "deploy/csv-templates/crds/rook/manifests/objectbucket.io_objectbuckets.yaml"
+    rm -rf "deploy/csv-templates/crds/rook/manifests/objectbucket.io_objectbucketclaims.yaml"
+    rm -rf "deploy/csv-templates/crds/rook/metadata/annotation.yaml"
+    rm -rf bundle.Dockerfile
+    rm -rf create-external-cluster-resources.py
+
+    # This change are just to make the CSV file as it was earlier and as ocs-operator reads.
+    # Skipping this change for darwin since `sed -i` doesn't work with darwin properly.
+    # and the csv is not ever needed in the mac builds.
+    if [[ "$OSTYPE" != "darwin"* ]]; then
+        sed -i 's/image: rook\/ceph:.*/image: {{.RookOperatorImage}}/g' "$CSV_FILE_NAME"
+        sed -i 's/name: rook-ceph.v.*/name: rook-ceph.v{{.RookOperatorCsvVersion}}/g' "$CSV_FILE_NAME"
+        sed -i 's/version: 0.0.0/version: {{.RookOperatorCsvVersion}}/g' "$CSV_FILE_NAME"
+    fi
+
+    mv "$CSV_FILE_NAME" "deploy/csv-templates/"
+    mv "deploy/csv-templates/rook-ceph.clusterserviceversion.yaml" "deploy/csv-templates/rook-csv.yaml.in"
+    mv "deploy/csv-templates/crds/rook/manifests/"* "deploy/csv-templates/crds/rook"
+    rm -rf "deploy/csv-templates/crds/rook/manifests"
+    rm -rf "deploy/csv-templates/crds/rook/metadata"
+}
+
+if [ "$PLATFORM" == "amd64" ]; then
+    generate_csv
+fi