diff --git a/.circleci/config.yml b/.circleci/config.yml
new file mode 100644
index 0000000000..6c155ea986
--- /dev/null
+++ b/.circleci/config.yml
@@ -0,0 +1,16 @@
+
+version: 2
+
+jobs:
+  build:
+    machine: true
+
+workflows:
+  version: 2
+  build:
+    jobs:
+      - build:
+          filters:
+            branches:
+              only:
+                - /.*-circle-.*/
diff --git a/.travis.yml b/.travis.yml
new file mode 100644
index 0000000000..f4d0062a08
--- /dev/null
+++ b/.travis.yml
@@ -0,0 +1,9 @@
+
+branches:
+  only:
+    - master
+    - /.*-travis-.*/
+
+os: linux
+dist: trusty
+language: generic
diff --git a/azure-pipelines.yml b/azure-pipelines.yml
new file mode 100644
index 0000000000..e8771e6332
--- /dev/null
+++ b/azure-pipelines.yml
@@ -0,0 +1,63 @@
+jobs:
+- job: linux
+  pool:
+    vmImage: ubuntu-16.04
+  timeoutInMinutes: 360
+
+  variables:
+    CONFIG: linux_cuda_compiler_version9.2python3.8.____cpython
+    R_CONFIG: 
+    ARROW_VERSION: 2.1.0.dev621
+    UPLOAD_PACKAGES: False
+
+  steps:
+  # configure qemu binfmt-misc running.  This allows us to run docker containers
+  # embedded qemu-static
+  - script: |
+      docker run --rm --privileged multiarch/qemu-user-static:register --reset --credential yes
+      ls /proc/sys/fs/binfmt_misc/
+    displayName: Configure binfmt_misc
+    condition: not(startsWith(variables['CONFIG'], 'linux_64'))
+
+  - script: |
+      git clone --no-checkout https://github.com/apache/arrow arrow
+      git -C arrow fetch -t https://github.com/apache/arrow master
+      git -C arrow checkout FETCH_HEAD
+      git -C arrow submodule update --init --recursive
+    displayName: Clone arrow
+
+  # Using github release tries to find a common ancestor between the
+  # currently pushed tag and the latest tag of the github repository
+  # (don't know why).
+  # The tag upload took 43 minutes because of this scan, so use an
+  # alternative upload script.
+  - task: CondaEnvironment@1
+    inputs:
+      packageSpecs: 'click github3.py jinja2 jira pygit2 ruamel.yaml setuptools_scm toolz anaconda-client shyaml'
+      installOptions: '-c conda-forge'
+      updateConda: false
+
+  - script: |
+      mkdir build_artifacts
+      CI=azure arrow/dev/tasks/conda-recipes/run_docker_build.sh $(pwd)/build_artifacts
+    displayName: Run docker build
+
+  # Upload to github releases
+  - script: |
+      python arrow/dev/tasks/crossbow.py \
+        --queue-path . \
+        --queue-remote https://github.com/ursa-labs/crossbow \
+        upload-artifacts \
+        --sha nightly-2021-01-15-0-azure-conda-linux-gcc-py38-cuda \
+        --tag nightly-2021-01-15-0-azure-conda-linux-gcc-py38-cuda \
+        --pattern "build_artifacts/linux-64/*.tar.bz2"
+    env:
+      CROSSBOW_GITHUB_TOKEN: $(CROSSBOW_GITHUB_TOKEN)
+    displayName: Upload packages as a GitHub release
+
+  
+  # Upload to custom anaconda channel
+  - script: |
+      anaconda -t $(CROSSBOW_ANACONDA_TOKEN) upload --force build_artifacts/linux-64/*.tar.bz2
+    displayName: Upload packages to Anaconda
+  
\ No newline at end of file