diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml
index a297ec8..d9364db 100644
--- a/.github/workflows/deploy.yaml
+++ b/.github/workflows/deploy.yaml
@@ -10,10 +10,13 @@ jobs:
       - uses: r-lib/actions/setup-r@master
       - name: Download dependencies
         run: |
-          install.packages(c("piggyback", "remotes"))
+          install.packages(c("piggyback", "remotes", "pins"))
           remotes::install_github("rstudio/connectapi")
           piggyback::pb_download(file = "model_artifacts/toy-model.tar.gz", repo = "kasaai/cork")
           untar("model_artifacts/toy-model.tar.gz", exdir = "app")
+          pins::board_register_github(name = "cork", repo = "kasaai/cork")
+          testing_data <- pins::pin_get("toy-model-testing-data", board = "cork")
+          saveRDS(testing_data, "app/testing_data.rds")
         shell: Rscript {0}
       - name: Deploy
         env:
diff --git a/app/app.R b/app/app.R
index c0f8b76..706de8e 100644
--- a/app/app.R
+++ b/app/app.R
@@ -10,13 +10,8 @@ library(iBreakDown)
 library(reticulate)
 library(tensorflow)
 library(keras)
-library(pins)
 
-# Need to use the following branch of {ingredients}
-# remotes::install_github("kevinykuo/ingredients", ref = "weights")
-
-pins::board_register_github(name = "cork", repo = "kasaai/cork")
-testing_data <- pins::pin_get("toy-model-testing-data", board = "cork")
+testing_data <- readRDS("testing_data.rds")
 
 toy_model <- keras::load_model_tf("model_artifacts/toy-model")
 predictors <- c(