diff --git a/neo4j/hatch.toml b/neo4j/hatch.toml
new file mode 100644
index 0000000000..caf3c8357d
--- /dev/null
+++ b/neo4j/hatch.toml
@@ -0,0 +1,18 @@
+[env.collectors.datadog-checks]
+
+[[envs.default.matrix]]
+python = ["3.8"]
+version = ["3.5", "4.0", "4.1", "4.2", "4.3", "4.4"]
+
+[envs.default.overrides]
+matrix.version.env-vars = [
+  { key = "NEO4J_VERSION", value = "3.5.30", if = ["3.5"] },
+  { key = "NEO4J_VERSION", value = "4.0.0", if = ["4.0"] },
+  { key = "NEO4J_VERSION", value = "4.1.11", if = ["4.1"] },
+  { key = "NEO4J_VERSION", value = "4.2.14", if = ["4.2"] },
+  { key = "NEO4J_VERSION", value = "4.3.10", if = ["4.3"] },
+  { key = "NEO4J_VERSION", value = "4.4.3", if = ["4.4"] },
+]
+
+[envs.default]
+e2e-env = false
diff --git a/neo4j/pyproject.toml b/neo4j/pyproject.toml
index 5e3adcf26e..c0e823b96c 100644
--- a/neo4j/pyproject.toml
+++ b/neo4j/pyproject.toml
@@ -50,8 +50,6 @@ include = [
     "/datadog_checks",
     "/tests",
     "/manifest.json",
-    "/requirements-dev.txt",
-    "/tox.ini",
 ]
 
 [tool.hatch.build.targets.wheel]
diff --git a/neo4j/requirements-dev.txt b/neo4j/requirements-dev.txt
deleted file mode 100644
index 958b51d329..0000000000
--- a/neo4j/requirements-dev.txt
+++ /dev/null
@@ -1 +0,0 @@
-datadog-checks-dev
diff --git a/neo4j/tox.ini b/neo4j/tox.ini
deleted file mode 100644
index da2e9fe527..0000000000
--- a/neo4j/tox.ini
+++ /dev/null
@@ -1,27 +0,0 @@
-[tox]
-minversion = 2.0
-skip_missing_interpreters = true
-basepython = py38
-envlist =
-    py{38}-{3.5,4.0,4.1,4.2,4.3,4.4}
-
-[testenv]
-dd_check_style = true
-usedevelop = true
-platform = linux|darwin|win32
-extras = deps
-deps =
-    datadog-checks-base[deps]>=6.6.0
-    -rrequirements-dev.txt
-setenv =
-    3.5: NEO4J_VERSION=3.5.30
-    4.0: NEO4J_VERSION=4.0.0
-    4.1: NEO4J_VERSION=4.1.11
-    4.2: NEO4J_VERSION=4.2.14
-    4.3: NEO4J_VERSION=4.3.10
-    4.4: NEO4J_VERSION=4.4.3
-passenv =
-    DOCKER*
-    COMPOSE*
-commands =
-    pytest -v {posargs}