diff --git a/.github/workflows/buildAndTestIterators.yml b/.github/workflows/buildAndTestIterators.yml
index 4186337111dd..f90ce53a4f39 100644
--- a/.github/workflows/buildAndTestIterators.yml
+++ b/.github/workflows/buildAndTestIterators.yml
@@ -21,20 +21,28 @@ jobs:
         echo "ITERATORS_MAIN_SRC_DIR=${GITHUB_WORKSPACE}/sandbox/experimental/iterators" | tee -a $GITHUB_ENV
         echo "ITERATORS_MAIN_BINARY_DIR=${GITHUB_WORKSPACE}/sandbox/experimental/iterators/build" | tee -a $GITHUB_ENV
 
-    - name: Set up Python
-      uses: actions/setup-python@13ae5bb136fac2878aff31522b9efb785519f984 # v4.3.0
-      with:
-        python-version: 3.9
-
     - name: Checkout project
       uses: actions/checkout@v3
       with:
         path: sandbox
         submodules: recursive
 
+    - name: Set up Python
+      uses: actions/setup-python@13ae5bb136fac2878aff31522b9efb785519f984 # v4.3.0
+      with:
+        python-version: '3.10'
+        cache: pipenv
+
+    - name: Install pipenv
+      run: pip install --user pipenv
+
     - name: Install Python depends
       run: |
-        python -m pip install -r ${ITERATORS_MAIN_SRC_DIR}/requirements.txt
+        cd ${ITERATORS_MAIN_SRC_DIR}
+        pipenv install --dev
+        pipenv run pip freeze
+        echo "PIPENV_PIPFILE=${ITERATORS_MAIN_SRC_DIR}/Pipfile" | tee -a $GITHUB_ENV
+        pipenv run which python | xargs dirname | tee -a $GITHUB_PATH
 
     - name: Install Ninja
       uses: llvm/actions/install-ninja@6a57890d0e3f9f35dfc72e7e48bc5e1e527cdd6c # Jan 17
diff --git a/experimental/iterators/Pipfile b/experimental/iterators/Pipfile
new file mode 100644
index 000000000000..8bcf0dc79ced
--- /dev/null
+++ b/experimental/iterators/Pipfile
@@ -0,0 +1,23 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+# MLIR dependencies.
+numpy = "*"
+pybind11 = ">=2.8.0"
+pyyaml = "*"
+dataclasses = "*"
+
+[dev-packages]
+
+# Testing.
+lit = "*"
+
+# Benchmarks and plotting.
+pandas = "*"
+matplotlib = "*"
+
+[requires]
+python_version = "3.10"
diff --git a/experimental/iterators/Pipfile.lock b/experimental/iterators/Pipfile.lock
new file mode 100644
index 000000000000..a191443b5b47
--- /dev/null
+++ b/experimental/iterators/Pipfile.lock
@@ -0,0 +1,872 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "8a5887c88bace259e820e11f8cb7bc4832a3fa0b4ecdfbd5500a300301de4364"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.10"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "contourpy": {
+            "hashes": [
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+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.0.7"
+        },
+        "cycler": {
+            "hashes": [
+                "sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3",
+                "sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.11.0"
+        },
+        "dataclasses": {
+            "hashes": [
+                "sha256:454a69d788c7fda44efd71e259be79577822f5e3f53f029a22d08004e951dc9f",
+                "sha256:6988bd2b895eef432d562370bb707d540f32f7360ab13da45340101bc2307d84"
+            ],
+            "index": "pypi",
+            "version": "==0.6"
+        },
+        "fonttools": {
+            "hashes": [
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+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.4.4"
+        },
+        "lit": {
+            "hashes": [
+                "sha256:ed08ac55afe714a193653df293ae8a6ee6c45d6fb11eeca72ce347d99b88ecc8"
+            ],
+            "index": "pypi",
+            "version": "==15.0.7"
+        },
+        "matplotlib": {
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+                "sha256:eaef5d2de3c7e9b21f1e762f289d17b726c2239a42b11e25446abf82b26ac132",
+                "sha256:ed3e4b4e1e6de75fdc16d3259098de7c6571b1a6cc863b1a49e7d3d53e036070",
+                "sha256:ef21af928e807f10bf4141cad4746eee692a0dd3ff56cfb25fce076ec3cc8abe",
+                "sha256:f09598b416ba39a8f489c124447b007fe865f786a89dbfa48bb5cf395693132a",
+                "sha256:f0caf4a5dcf610d96c3bd32932bfac8aee61c96e60481c2a0ea58da435e25acd",
+                "sha256:f6e78171be3fb7941f9910ea15b4b14ec27725865a73c15277bc39f5ca4f8391",
+                "sha256:f715c32e774a60a337b2bb8ad9839b4abf75b267a0f18806f6f4f5f1688c4b5a",
+                "sha256:fb5c1ad6bad98c57482236a21bf985ab0ef42bd51f7ad4e4538e89a997624e12"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==9.4.0"
+        },
+        "pyparsing": {
+            "hashes": [
+                "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb",
+                "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"
+            ],
+            "markers": "python_full_version >= '3.6.8'",
+            "version": "==3.0.9"
+        },
+        "python-dateutil": {
+            "hashes": [
+                "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
+                "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "version": "==2.8.2"
+        },
+        "pytz": {
+            "hashes": [
+                "sha256:01a0681c4b9684a28304615eba55d1ab31ae00bf68ec157ec3708a8182dbbcd0",
+                "sha256:78f4f37d8198e0627c5f1143240bb0206b8691d8d7ac6d78fee88b78733f8c4a"
+            ],
+            "version": "==2022.7.1"
+        },
+        "six": {
+            "hashes": [
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "version": "==1.16.0"
+        }
+    }
+}
diff --git a/experimental/iterators/requirements.txt b/experimental/iterators/requirements.txt
deleted file mode 100644
index 58aa9c544eee..000000000000
--- a/experimental/iterators/requirements.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-# MLIR dependencies.
--r third_party/llvm-project/mlir/python/requirements.txt
-
-# Testing.
-lit
-
-# Plotting.
-pandas
-matplotlib