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..8b6c65d7fb
--- /dev/null
+++ b/azure-pipelines.yml
@@ -0,0 +1,105 @@
+jobs:
+- job: osx
+  pool:
+    vmImage: macOS-10.14
+  timeoutInMinutes: 360
+  variables:
+    CONFIG: osx_python3.8.____cpython
+    R_CONFIG: 
+    ARROW_VERSION: 2.1.0.dev621
+    UPLOAD_PACKAGES: False
+  steps:
+  - script: |
+      echo "Removing homebrew from Azure to avoid conflicts."
+      curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/uninstall > ~/uninstall_homebrew
+      chmod +x ~/uninstall_homebrew
+      ~/uninstall_homebrew -fq
+      rm ~/uninstall_homebrew
+    displayName: Remove homebrew
+
+  - bash: |
+      echo "##vso[task.prependpath]$CONDA/bin"
+      sudo chown -R $USER $CONDA
+    displayName: Add conda to PATH
+
+  - script: |
+      source activate base
+      conda install -n base -c conda-forge --quiet --yes conda-forge-ci-setup=3 conda-build
+    displayName: 'Add conda-forge-ci-setup=3'
+
+  - script: |
+      git clone --no-checkout https://github.com/apache/arrow arrow
+      git -C arrow fetch -t https://github.com/apache/arrow master
+      git -C arrow checkout FETCH_HEAD
+      git -C arrow submodule update --init --recursive
+    displayName: Clone arrow
+
+  - script: |
+      source activate base
+      echo "Configuring conda."
+
+      setup_conda_rc ./ ./ ./.ci_support/${CONFIG}.yaml
+      export CI=azure
+      source run_conda_forge_build_setup
+      conda update --yes --quiet --override-channels -c conda-forge -c defaults --all
+    displayName: Configure conda and conda-build
+    workingDirectory: arrow/dev/tasks/conda-recipes
+    env: {
+      OSX_FORCE_SDK_DOWNLOAD: "1"
+    }
+
+  - script: |
+      source activate base
+      mangle_compiler ./ ./ ./.ci_support/${CONFIG}.yaml
+    workingDirectory: arrow/dev/tasks/conda-recipes
+    displayName: Mangle compiler
+
+  - script: |
+      source activate base
+      make_build_number ./ ./ ./.ci_support/${CONFIG}.yaml
+    workingDirectory: arrow/dev/tasks/conda-recipes
+    displayName: Generate build number clobber file
+
+  - script: |
+      source activate base
+      conda build arrow-cpp parquet-cpp \
+        -m ./.ci_support/${CONFIG}.yaml \
+        --clobber-file ./.ci_support/clobber_${CONFIG}.yaml \
+        --output-folder ./build_artifacts
+
+      if [ ! -z "${R_CONFIG}" ]; then
+        conda build r-arrow \
+          -m ./.ci_support/r/${R_CONFIG}.yaml \
+          --output-folder ./build_artifacts
+      fi
+    workingDirectory: arrow/dev/tasks/conda-recipes
+    displayName: Build recipes
+
+  # 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.
+  - script: |
+      source activate base
+      conda install -y click github3.py jinja2 jira pygit2 ruamel.yaml setuptools_scm toolz
+      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-osx-clang-py38 \
+        --tag nightly-2021-01-15-0-azure-conda-osx-clang-py38 \
+        --pattern "arrow/dev/tasks/conda-recipes/build_artifacts/osx-64/*.tar.bz2"
+    env:
+      CROSSBOW_GITHUB_TOKEN: $(CROSSBOW_GITHUB_TOKEN)
+    displayName: Upload packages as a GitHub release
+
+  
+  # Upload to custom anaconda channel
+  - script: |
+      source activate base
+      conda install -y anaconda-client
+      anaconda -t $(CROSSBOW_ANACONDA_TOKEN) upload --force build_artifacts/osx-64/*.tar.bz2
+    displayName: Upload packages to Anaconda
+    workingDirectory: arrow/dev/tasks/conda-recipes
+  
\ No newline at end of file