diff --git a/docs/guides/feature-flags.rst b/docs/guides/feature-flags.rst
index 1d132aedb89..effa4c356ee 100644
--- a/docs/guides/feature-flags.rst
+++ b/docs/guides/feature-flags.rst
@@ -27,6 +27,18 @@ In case you prefer to use the latest ``conda`` version available, this is the fl
 Makes Read the Docs to install all the requirements at once on ``conda create`` step.
 This helps users to pin dependencies on conda and to improve build time.
 
+``CONDA_USES_MAMBA``: :featureflags:`CONDA_USES_MAMBA`
+
+``conda`` solver consumes 1Gb minimum when installing any package using ``conda-forge`` channel.
+This seems to be `a known issue`_ due conda forge has so many packages on it, among others.
+Using this feature flag allows you to use mamba_ instead of ``conda`` to create the environment
+and install the dependencies.
+``mamba`` is a drop-in replacement for conda that it's much faster and also
+reduces considerably the amount of memory required to solve the dependencies.
+
+.. _mamba: https://quantstack.net/mamba.html
+.. _a known issue: https://www.anaconda.com/understanding-and-improving-condas-performance/
+
 ``DONT_OVERWRITE_SPHINX_CONTEXT``: :featureflags:`DONT_OVERWRITE_SPHINX_CONTEXT`
 
 ``DONT_SHALLOW_CLONE``: :featureflags:`DONT_SHALLOW_CLONE`
diff --git a/readthedocs/doc_builder/python_environments.py b/readthedocs/doc_builder/python_environments.py
index 82273c8235e..4dc03d81517 100644
--- a/readthedocs/doc_builder/python_environments.py
+++ b/readthedocs/doc_builder/python_environments.py
@@ -493,6 +493,23 @@ class Conda(PythonEnvironment):
     def venv_path(self):
         return os.path.join(self.project.doc_path, 'conda', self.version.slug)
 
+    def conda_bin_name(self):
+        """
+        Decide whether use ``mamba`` or ``conda`` to create the environment.
+
+        Return ``mamba`` if the project has ``CONDA_USES_MAMBA`` feature and
+        ``conda`` otherwise. This will be the executable name to be used when
+        creating the conda environment.
+
+        ``mamba`` is really fast to solve dependencies and download channel
+        metadata on startup.
+
+        See https://github.com/QuantStack/mamba
+        """
+        if self.project.has_feature(Feature.CONDA_USES_MAMBA):
+            return 'mamba'
+        return 'conda'
+
     def _update_conda_startup(self):
         """
         Update ``conda`` before use it for the first time.
@@ -501,6 +518,8 @@ def _update_conda_startup(self):
         independently the version of Miniconda that it has installed.
         """
         self.build_env.run(
+            # TODO: use ``self.conda_bin_name()`` once ``mamba`` is installed in
+            # the Docker image
             'conda',
             'update',
             '--yes',
@@ -511,6 +530,18 @@ def _update_conda_startup(self):
             cwd=self.checkout_path,
         )
 
+    def _install_mamba(self):
+        self.build_env.run(
+            'conda',
+            'install',
+            '--yes',
+            '--quiet',
+            '--name=base',
+            '--channel=conda-forge',
+            'mamba',
+            cwd=self.checkout_path,
+        )
+
     def setup_base(self):
         conda_env_path = os.path.join(self.project.doc_path, 'conda')
         version_path = os.path.join(conda_env_path, self.version.slug)
@@ -534,8 +565,12 @@ def setup_base(self):
             self._append_core_requirements()
             self._show_environment_yaml()
 
+        # TODO: remove it when ``mamba`` is installed in the Docker image
+        if self.project.has_feature(Feature.CONDA_USES_MAMBA):
+            self._install_mamba()
+
         self.build_env.run(
-            'conda',
+            self.conda_bin_name(),
             'env',
             'create',
             '--quiet',
@@ -621,6 +656,9 @@ def _get_core_requirements(self):
             'pillow',
         ]
 
+        if self.project.has_feature(Feature.CONDA_USES_MAMBA):
+            conda_requirements.append('pip')
+
         # Install pip-only things.
         pip_requirements = [
             'recommonmark',
@@ -648,7 +686,7 @@ def install_core_requirements(self):
         # Install requirements via ``conda install`` command if they were
         # not appended to the ``environment.yml`` file.
         cmd = [
-            'conda',
+            self.conda_bin_name(),
             'install',
             '--yes',
             '--quiet',
diff --git a/readthedocs/projects/models.py b/readthedocs/projects/models.py
index b44c46a35b9..b6740702ce0 100644
--- a/readthedocs/projects/models.py
+++ b/readthedocs/projects/models.py
@@ -1579,6 +1579,7 @@ def add_features(sender, **kwargs):
     EXTERNAL_VERSION_BUILD = 'external_version_build'
     UPDATE_CONDA_STARTUP = 'update_conda_startup'
     CONDA_APPEND_CORE_REQUIREMENTS = 'conda_append_core_requirements'
+    CONDA_USES_MAMBA = 'conda_uses_mamba'
     ALL_VERSIONS_IN_HTML_CONTEXT = 'all_versions_in_html_context'
     SKIP_SYNC_TAGS = 'skip_sync_tags'
     SKIP_SYNC_BRANCHES = 'skip_sync_branches'
@@ -1661,6 +1662,10 @@ def add_features(sender, **kwargs):
             CONDA_APPEND_CORE_REQUIREMENTS,
             _('Append Read the Docs core requirements to environment.yml file'),
         ),
+        (
+            CONDA_USES_MAMBA,
+            _('Uses mamba binary instead of conda to create the environment'),
+        ),
         (
             ALL_VERSIONS_IN_HTML_CONTEXT,
             _(