diff --git a/Dockerfile b/Dockerfile
index bd6f5a56ccbfe..6f2e9c24d43a7 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -477,6 +477,26 @@ function install_airflow_dependencies_from_branch_tip() {
     set +x
     ${PACKAGING_TOOL_CMD} uninstall ${EXTRA_UNINSTALL_FLAGS} apache-airflow
     set -x
+    # If you want to make sure dependency is removed from cache in your PR when you removed it from
+    # pyproject.toml - please add your dependency here as a list of strings
+    # for example:
+    # DEPENDENCIES_TO_REMOVE=("package_a" "package_b")
+    # Once your PR is merged, you should make a follow-up PR to remove it from this list
+    # and increase the AIRFLOW_CI_BUILD_EPOCH in Dockerfile.ci to make sure your cache is rebuilt.
+    local DEPENDENCIES_TO_REMOVE
+    # IMPORTANT!! Make sure to increase AIRFLOW_CI_BUILD_EPOCH in Dockerfile.ci when you remove a dependency from that list
+    DEPENDENCIES_TO_REMOVE=()
+    if [[ "${DEPENDENCIES_TO_REMOVE[*]}" != "" ]]; then
+        echo
+        echo "${COLOR_BLUE}Uninstalling just removed dependencies (temporary until cache refreshes)${COLOR_RESET}"
+        echo "${COLOR_BLUE}Dependencies to uninstall: ${DEPENDENCIES_TO_REMOVE[*]}${COLOR_RESET}"
+        echo
+        set +x
+        ${PACKAGING_TOOL_CMD} uninstall "${DEPENDENCIES_TO_REMOVE[@]}" || true
+        set -x
+        # make sure that the dependency is not needed by something else
+        pip check
+    fi
 }
 
 common::get_colors
diff --git a/Dockerfile.ci b/Dockerfile.ci
index 8c1227795bc9f..3e6ba2cc411e6 100644
--- a/Dockerfile.ci
+++ b/Dockerfile.ci
@@ -424,6 +424,26 @@ function install_airflow_dependencies_from_branch_tip() {
     set +x
     ${PACKAGING_TOOL_CMD} uninstall ${EXTRA_UNINSTALL_FLAGS} apache-airflow
     set -x
+    # If you want to make sure dependency is removed from cache in your PR when you removed it from
+    # pyproject.toml - please add your dependency here as a list of strings
+    # for example:
+    # DEPENDENCIES_TO_REMOVE=("package_a" "package_b")
+    # Once your PR is merged, you should make a follow-up PR to remove it from this list
+    # and increase the AIRFLOW_CI_BUILD_EPOCH in Dockerfile.ci to make sure your cache is rebuilt.
+    local DEPENDENCIES_TO_REMOVE
+    # IMPORTANT!! Make sure to increase AIRFLOW_CI_BUILD_EPOCH in Dockerfile.ci when you remove a dependency from that list
+    DEPENDENCIES_TO_REMOVE=()
+    if [[ "${DEPENDENCIES_TO_REMOVE[*]}" != "" ]]; then
+        echo
+        echo "${COLOR_BLUE}Uninstalling just removed dependencies (temporary until cache refreshes)${COLOR_RESET}"
+        echo "${COLOR_BLUE}Dependencies to uninstall: ${DEPENDENCIES_TO_REMOVE[*]}${COLOR_RESET}"
+        echo
+        set +x
+        ${PACKAGING_TOOL_CMD} uninstall "${DEPENDENCIES_TO_REMOVE[@]}" || true
+        set -x
+        # make sure that the dependency is not needed by something else
+        pip check
+    fi
 }
 
 common::get_colors
diff --git a/pyproject.toml b/pyproject.toml
index d15e9f2a7935c..8cd9cbf098518 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -63,6 +63,10 @@ classifiers = [
     "Programming Language :: Python :: 3.11",
     "Topic :: System :: Monitoring",
 ]
+# When you remove a dependency from the list, you should also make sure to add the dependency to be removed
+# in the scripts/docker/install_airflow_dependencies_from_branch_tip.sh script DEPENDENCIES_TO_REMOVE
+# in order to make sure the dependency is not installed in the CI image build process from the main
+# of Airflow branch. After your PR is merged, you should remove it from the list there.
 dependencies = [
     # Alembic is important to handle our migrations in predictable and performant way. It is developed
     # together with SQLAlchemy. Our experience with Alembic is that it very stable in minor version
diff --git a/scripts/docker/install_airflow_dependencies_from_branch_tip.sh b/scripts/docker/install_airflow_dependencies_from_branch_tip.sh
index f9c76f091a3e7..8158ab5886aa2 100644
--- a/scripts/docker/install_airflow_dependencies_from_branch_tip.sh
+++ b/scripts/docker/install_airflow_dependencies_from_branch_tip.sh
@@ -67,6 +67,26 @@ function install_airflow_dependencies_from_branch_tip() {
     set +x
     ${PACKAGING_TOOL_CMD} uninstall ${EXTRA_UNINSTALL_FLAGS} apache-airflow
     set -x
+    # If you want to make sure dependency is removed from cache in your PR when you removed it from
+    # pyproject.toml - please add your dependency here as a list of strings
+    # for example:
+    # DEPENDENCIES_TO_REMOVE=("package_a" "package_b")
+    # Once your PR is merged, you should make a follow-up PR to remove it from this list
+    # and increase the AIRFLOW_CI_BUILD_EPOCH in Dockerfile.ci to make sure your cache is rebuilt.
+    local DEPENDENCIES_TO_REMOVE
+    # IMPORTANT!! Make sure to increase AIRFLOW_CI_BUILD_EPOCH in Dockerfile.ci when you remove a dependency from that list
+    DEPENDENCIES_TO_REMOVE=()
+    if [[ "${DEPENDENCIES_TO_REMOVE[*]}" != "" ]]; then
+        echo
+        echo "${COLOR_BLUE}Uninstalling just removed dependencies (temporary until cache refreshes)${COLOR_RESET}"
+        echo "${COLOR_BLUE}Dependencies to uninstall: ${DEPENDENCIES_TO_REMOVE[*]}${COLOR_RESET}"
+        echo
+        set +x
+        ${PACKAGING_TOOL_CMD} uninstall "${DEPENDENCIES_TO_REMOVE[@]}" || true
+        set -x
+        # make sure that the dependency is not needed by something else
+        pip check
+    fi
 }
 
 common::get_colors