diff --git a/docs/tutorial-tdd.md b/docs/tutorial-tdd.md
index f22fdbf338fb1df20e3682371f8b73485a9a02c6..394de4dee27a4f19dd2210c3354ad4e4cd3c5b96 100644
--- a/docs/tutorial-tdd.md
+++ b/docs/tutorial-tdd.md
@@ -61,7 +61,7 @@ Alternatively, you can also run inside a container which provides the ATLAS soft
     ```bash
     cd /eos/user/${USER:0:1}/${USER}/
     mkdir -p ftag_tutorial/data && cd ftag_tutorial/data
-    wget https://umami-ci-provider.web.cern.ch/tutorial/DAOD_FTAG1.ttbar_tutorial.root
+    curl -s https://gitlab.cern.ch/atlas-flavor-tagging-tools/algorithms/dumper-test-files/-/raw/main/p6368/DAOD_FTAG1.601229.e8453_s3873_r13829_p6368.small.pool.root > DAOD_FTAG1.ttbar_tutorial.root
     ```
 
 
@@ -93,7 +93,7 @@ Alternatively, you can also run inside a container which provides the ATLAS soft
     ```bash
     mkdir -p ftag_tutorial/data
     cd ftag_tutorial/data
-    wget https://umami-ci-provider.web.cern.ch/tutorial/DAOD_FTAG1.ttbar_tutorial.root
+    curl -s https://gitlab.cern.ch/atlas-flavor-tagging-tools/algorithms/dumper-test-files/-/raw/main/p6368/DAOD_FTAG1.601229.e8453_s3873_r13829_p6368.small.pool.root > DAOD_FTAG1.ttbar_tutorial.root
     cd -
     ```
 
@@ -321,13 +321,13 @@ If you feel brave, you can write a simple python plotting script (see bonus task
 
     The prerequisites section of this page explains how to download the DxAOD file with 1000 ttbar events which is used in this tutorial. It is hosted at <https://umami-ci-provider.web.cern.ch/tutorial/DAOD_FTAG1.ttbar_tutorial.root>.
 
-    Assuming you run on `lxplus`, we suggest that you download it to `eos`, using `wget`.
+    Assuming you run on `lxplus`, we suggest that you download it to `eos`, using `curl`.
     You can retrieve it with the following commands:
 
     ```bash
     cd /eos/user/${USER:0:1}/${USER}/
     mkdir -p ftag_tutorial/data && cd ftag_tutorial/data
-    wget https://umami-ci-provider.web.cern.ch/tutorial/DAOD_FTAG1.ttbar_tutorial.root
+    curl -s https://gitlab.cern.ch/atlas-flavor-tagging-tools/algorithms/dumper-test-files/-/raw/main/p6368/DAOD_FTAG1.601229.e8453_s3873_r13829_p6368.small.pool.root > DAOD_FTAG1.ttbar_tutorial.root
     ```