diff --git a/ci/azure/posix.yml b/ci/azure/posix.yml
index c9a2e4eefd19d..c1d6e51998d13 100644
--- a/ci/azure/posix.yml
+++ b/ci/azure/posix.yml
@@ -60,6 +60,51 @@ jobs:
           PANDAS_TESTING_MODE: "deprecate"
           EXTRA_APT: "xsel"
 
+        py37_np_115_32bit:
+          ENV_FILE: ci/deps/azure-37-numpy115-32bit.yaml
+          CONDA_PY: "37"
+          PATTERN: "not slow and not network"
+          TEST_ARGS: "-W error"
+          PANDAS_TESTING_MODE: "deprecate"
+          EXTRA_APT: "xsel"
+          BITS32: "yes"
+
+        py37_np_116_32bit:
+          ENV_FILE: ci/deps/azure-37-numpy116-32bit.yaml
+          CONDA_PY: "37"
+          PATTERN: "not slow and not network"
+          TEST_ARGS: "-W error"
+          PANDAS_TESTING_MODE: "deprecate"
+          EXTRA_APT: "xsel"
+          BITS32: "yes"
+
+        py37_np_117_32bit:
+          ENV_FILE: ci/deps/azure-37-numpy117-32bit.yaml
+          CONDA_PY: "37"
+          PATTERN: "not slow and not network"
+          TEST_ARGS: "-W error"
+          PANDAS_TESTING_MODE: "deprecate"
+          EXTRA_APT: "xsel"
+          BITS32: "yes"
+
+        py37_np_118_32bit:
+          ENV_FILE: ci/deps/azure-37-numpy118-32bit.yaml
+          CONDA_PY: "37"
+          PATTERN: "not slow and not network"
+          TEST_ARGS: "-W error"
+          PANDAS_TESTING_MODE: "deprecate"
+          EXTRA_APT: "xsel"
+          BITS32: "yes"
+
+        py37_np_dev_32bit:
+          ENV_FILE: ci/deps/azure-37-numpydev-32bit.yaml
+          CONDA_PY: "37"
+          PATTERN: "not slow and not network"
+          TEST_ARGS: "-W error"
+          PANDAS_TESTING_MODE: "deprecate"
+          EXTRA_APT: "xsel"
+          BITS32: "yes"
+
   steps:
     - script: |
         if [ "$(uname)" == "Linux" ]; then
diff --git a/ci/deps/azure-37-numpy115-32bit.yaml b/ci/deps/azure-37-numpy115-32bit.yaml
new file mode 100644
index 0000000000000..5588273c90d13
--- /dev/null
+++ b/ci/deps/azure-37-numpy115-32bit.yaml
@@ -0,0 +1,23 @@
+name: pandas-dev
+channels:
+  - defaults
+  - conda-forge
+dependencies:
+  - python=3.7.*
+
+  # tools
+  ### Cython 0.29.13 and pytest 5.0.1 for 32 bits are not available with conda, installing below with pip instead
+  - pytest-xdist>=1.21
+  - hypothesis>=3.58.0
+  - pytest-azurepipelines
+
+  # pandas dependencies
+  - gcc_linux-32
+  - gxx_linux-32
+  - pytz
+  - pip
+  - pip:
+    - pytest>=5.0.1
+    - cython>=0.29.13
+    - numpy==1.15
+    - scipy
diff --git a/ci/deps/azure-37-numpy116-32bit.yaml b/ci/deps/azure-37-numpy116-32bit.yaml
new file mode 100644
index 0000000000000..7f1ed185e7030
--- /dev/null
+++ b/ci/deps/azure-37-numpy116-32bit.yaml
@@ -0,0 +1,23 @@
+name: pandas-dev
+channels:
+  - defaults
+  - conda-forge
+dependencies:
+  - python=3.7.*
+
+  # tools
+  ### Cython 0.29.13 and pytest 5.0.1 for 32 bits are not available with conda, installing below with pip instead
+  - pytest-xdist>=1.21
+  - hypothesis>=3.58.0
+  - pytest-azurepipelines
+
+  # pandas dependencies
+  - gcc_linux-32
+  - gxx_linux-32
+  - pytz
+  - pip
+  - pip:
+    - pytest>=5.0.1
+    - cython>=0.29.13
+    - numpy==1.16
+    - scipy
diff --git a/ci/deps/azure-37-numpy117-32bit.yaml b/ci/deps/azure-37-numpy117-32bit.yaml
new file mode 100644
index 0000000000000..15a95c5813349
--- /dev/null
+++ b/ci/deps/azure-37-numpy117-32bit.yaml
@@ -0,0 +1,23 @@
+name: pandas-dev
+channels:
+  - defaults
+  - conda-forge
+dependencies:
+  - python=3.7.*
+
+  # tools
+  ### Cython 0.29.13 and pytest 5.0.1 for 32 bits are not available with conda, installing below with pip instead
+  - pytest-xdist>=1.21
+  - hypothesis>=3.58.0
+  - pytest-azurepipelines
+
+  # pandas dependencies
+  - gcc_linux-32
+  - gxx_linux-32
+  - pytz
+  - pip
+  - pip:
+    - pytest>=5.0.1
+    - cython>=0.29.13
+    - numpy==1.17
+    - scipy
diff --git a/ci/deps/azure-37-numpy118-32bit.yaml b/ci/deps/azure-37-numpy118-32bit.yaml
new file mode 100644
index 0000000000000..83b708e3cd5ea
--- /dev/null
+++ b/ci/deps/azure-37-numpy118-32bit.yaml
@@ -0,0 +1,23 @@
+name: pandas-dev
+channels:
+  - defaults
+  - conda-forge
+dependencies:
+  - python=3.7.*
+
+  # tools
+  ### Cython 0.29.13 and pytest 5.0.1 for 32 bits are not available with conda, installing below with pip instead
+  - pytest-xdist>=1.21
+  - hypothesis>=3.58.0
+  - pytest-azurepipelines
+
+  # pandas dependencies
+  - gcc_linux-32
+  - gxx_linux-32
+  - pytz
+  - pip
+  - pip:
+    - pytest>=5.0.1
+    - cython>=0.29.13
+    - numpy==1.18
+    - scipy
diff --git a/ci/deps/azure-37-numpydev-32bit.yaml b/ci/deps/azure-37-numpydev-32bit.yaml
new file mode 100644
index 0000000000000..d7768f9cfdb6e
--- /dev/null
+++ b/ci/deps/azure-37-numpydev-32bit.yaml
@@ -0,0 +1,25 @@
+name: pandas-dev
+channels:
+  - defaults
+dependencies:
+  - python=3.7.*
+
+  # tools
+  ### Cython 0.29.13 and pytest 5.0.1 for 32 bits are not available with conda, installing below with pip instead
+  - pytest-xdist>=1.21
+  - hypothesis>=3.58.0
+  - pytest-azurepipelines
+
+  # pandas dependencies
+  - gcc_linux-32
+  - gxx_linux-32
+  - pytz
+  - pip
+  - pip:
+    - "git+git://github.com/dateutil/dateutil.git"
+    - "-f https://7933911d6844c6c53a7d-47bd50c35cd79bd838daf386af554a83.ssl.cf2.rackcdn.com"
+    - "--pre"
+    - "numpy"
+    - "scipy"
+    - pytest>=5.0.1
+    - cython>=0.29.13