diff --git a/.travis.yml b/.travis.yml
index da17aaa1ad804..899286ce99290 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -36,14 +36,6 @@ matrix:
       env:
         - JOB="3.7" ENV_FILE="ci/deps/travis-37.yaml" PATTERN="not slow and not network"
 
-    - dist: trusty
-      env:
-        - JOB="2.7, locale, slow, old NumPy" ENV_FILE="ci/deps/travis-27-locale.yaml" LOCALE_OVERRIDE="zh_CN.UTF-8" PATTERN="slow"
-      addons:
-        apt:
-          packages:
-          - language-pack-zh-hans
-
     - dist: trusty
       env:
         - JOB="2.7" ENV_FILE="ci/deps/travis-27.yaml" PATTERN="not slow"
@@ -60,14 +52,6 @@ matrix:
       env:
         - JOB="3.6, coverage" ENV_FILE="ci/deps/travis-36.yaml" PATTERN="not slow and not network" PANDAS_TESTING_MODE="deprecate" COVERAGE=true
 
-    - dist: trusty
-      env:
-        - JOB="3.7, NumPy dev" ENV_FILE="ci/deps/travis-37-numpydev.yaml" PATTERN="not slow and not network" TEST_ARGS="-W error" PANDAS_TESTING_MODE="deprecate"
-      addons:
-        apt:
-          packages:
-          - xsel
-
     # In allow_failures
     - dist: trusty
       env:
diff --git a/ci/azure/posix.yml b/ci/azure/posix.yml
index 374a82a5ed7d0..b9e0cd0b9258c 100644
--- a/ci/azure/posix.yml
+++ b/ci/azure/posix.yml
@@ -20,11 +20,12 @@ jobs:
           CONDA_PY: "27"
           PATTERN: "not slow and not network"
 
-        py37_locale:
-          ENV_FILE: ci/deps/azure-37-locale.yaml
-          CONDA_PY: "37"
-          PATTERN: "not slow and not network"
+        py27_locale_slow_old_np:
+          ENV_FILE: ci/deps/azure-27-locale.yaml
+          CONDA_PY: "27"
+          PATTERN: "slow"
           LOCALE_OVERRIDE: "zh_CN.UTF-8"
+          EXTRA_APT: "language-pack-zh-hans"
 
         py36_locale_slow:
           ENV_FILE: ci/deps/azure-36-locale_slow.yaml
@@ -32,9 +33,23 @@ jobs:
           PATTERN: "not slow and not network"
           LOCALE_OVERRIDE: "it_IT.UTF-8"
 
+        py37_locale:
+          ENV_FILE: ci/deps/azure-37-locale.yaml
+          CONDA_PY: "37"
+          PATTERN: "not slow and not network"
+          LOCALE_OVERRIDE: "zh_CN.UTF-8"
+
+        py37_np_dev:
+          ENV_FILE: ci/deps/azure-37-numpydev.yaml
+          CONDA_PY: "37"
+          PATTERN: "not slow and not network"
+          TEST_ARGS: "-W error"
+          PANDAS_TESTING_MODE: "deprecate"
+          EXTRA_APT: "xsel"
+
   steps:
     - script: |
-        if [ "$(uname)" == "Linux" ]; then sudo apt-get install -y libc6-dev-i386; fi
+        if [ "$(uname)" == "Linux" ]; then sudo apt-get install -y libc6-dev-i386 $EXTRA_APT; fi
         echo "Installing Miniconda"
         ci/incremental/install_miniconda.sh
         export PATH=$HOME/miniconda3/bin:$PATH
diff --git a/ci/deps/travis-27-locale.yaml b/ci/deps/azure-27-locale.yaml
similarity index 100%
rename from ci/deps/travis-27-locale.yaml
rename to ci/deps/azure-27-locale.yaml
diff --git a/ci/deps/travis-37-numpydev.yaml b/ci/deps/azure-37-numpydev.yaml
similarity index 100%
rename from ci/deps/travis-37-numpydev.yaml
rename to ci/deps/azure-37-numpydev.yaml