diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 5db2160..251e51d 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -8,11 +8,14 @@ cache:
     key: one-key-to-rule-them-all
     paths:
       - emtest/target
+      - venv
 
 download-models:
   stage: download-models
   tags:
-    - emblem-dev
+    - derby
+  before_script:
+    - source scripts/dev-setup
   script:
     - make download-models
   artifacts:
@@ -30,10 +33,9 @@ test:
   except:
     - main
   tags:
-    - emblem-dev
+    - derby
   before_script:
-    - env
-    - pip3 install -r requirements.txt
+    - source scripts/dev-setup
   script:
     - make opencv -j$(nproc --ignore=2)
     - make -C alg qrtool -j$(nproc --ignore=2)
@@ -46,7 +48,7 @@ build-alg:
   except:
     - main
   tags:
-    - emblem-dev
+    - derby
   script:
     - make opencv -j$(nproc --ignore=2)
     - make build/alg/qrtool -j$(nproc --ignore=2)
@@ -60,7 +62,7 @@ build-web:
   except:
     - main
   tags:
-    - emblem-dev
+    - derby
   before_script:
     - (cd web; npm install)
   script:
@@ -74,7 +76,7 @@ build-docker:
   except:
     - main
   tags:
-    - emblem-dev
+    - derby
   script:
     - make docker-build
     - make docker-push
@@ -90,7 +92,7 @@ deploy-dev:
   except:
     - main
   tags:
-    - emblem-dev
+    - derby
   only:
     - dev
   script:
@@ -103,7 +105,7 @@ dev-smoke:
   except:
     - main
   tags:
-    - emblem-dev
+    - derby
   allow_failure: true
   script:
     - ./scripts/emcli --env dev activate 0074253255108
@@ -113,7 +115,7 @@ dev-smoke:
 deploy-prod:
   stage: deploy
   tags:
-    - emblem-dev
+    - derby
   only:
     - main
   script:
diff --git a/scripts/dev-setup b/scripts/dev-setup
new file mode 100755
index 0000000..e0aa5a6
--- /dev/null
+++ b/scripts/dev-setup
@@ -0,0 +1,6 @@
+#!/bin/bash
+if ! test -d venv; then
+    python3 -m venv venv
+fi
+source venv/bin/activate
+pip3 install --upgrade -r requirements.txt
\ No newline at end of file