diff --git a/.drone.yml b/.drone.yml
new file mode 100644
index 0000000..2bf0c22
--- /dev/null
+++ b/.drone.yml
@@ -0,0 +1,12 @@
+kind: pipeline
+name: default
+
+steps:
+- name: prepare data
+  image: alpine
+  commands:
+  - ./build-tmp-XXX
+- name: build core
+  image: plugins/docker
+  dockerfile: Dockerfile-core
+
diff --git a/build-tmp-XXX b/build-tmp-XXX
new file mode 100755
index 0000000..b8fcd6c
--- /dev/null
+++ b/build-tmp-XXX
@@ -0,0 +1,17 @@
+#!/bin/bash
+set -e
+
+self=`realpath $0`
+self_dir=`dirname "$self"`
+
+DATA_SUBDIR=data
+get_from_web() {
+  download_to 'https://qurator-data.de/calamari-models/GT4HistOCR/model.tar.xz' 'calamari-models/GT4HistOCR/2019-07-22T15_49+0200'
+  download_to 'https://qurator-data.de/calamari-models/GT4HistOCR/2019-12-11T11_10+0100/model.tar.xz' 'calamari-models/GT4HistOCR/2019-12-11T11_10+0100'
+  download_to 'https://qurator-data.de/tesseract-models/GT4HistOCR/models.tar'  'tesseract-models/GT4HistOCR'
+  download_to 'https://qurator-data.de/sbb_textline_detector/models.tar.gz'     'textline_detection'
+  download_to --strip-components 1 'https://qurator-data.de/sbb_binarization/models.tar.gz' 'sbb_binarization'
+  download_to --no-unpack 'https://qurator-data.de/mirror/github.com/tesseract-ocr/tessdata_best/archive/4.0.0-repacked.tar.gz' 'mirror/github.com/tesseract-ocr/tessdata_best/archive/4.0.0-repacked.tar.gz'
+}
+. $self_dir/qurator_data_lib.sh
+handle_data