diff --git a/docs/Makefile b/docs/Makefile
index e5a9318eb6..f0fd61d0e2 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -1,7 +1,7 @@
 # Global variables
 # You can set these variables from the command line.
 POETRY        = poetry
-SPHINXOPTS    =
+SPHINXOPTS    = -j auto
 SPHINXBUILD   = $(POETRY) run sphinx-build
 PAPER         =
 BUILDDIR      = _build
@@ -13,11 +13,6 @@ PAPEROPT_letter = -D latex_paper_size=letter
 ALLSPHINXOPTS   = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) $(SOURCEDIR)
 TESTSPHINXOPTS  = $(ALLSPHINXOPTS) -W --keep-going
 
-# Windows variables
-ifeq ($(OS),Windows_NT)
-    POETRY = $(APPDATA)\Python\Scripts\poetry
-endif
-
 .PHONY: all
 all: dirhtml
 
diff --git a/docs/pyproject.toml b/docs/pyproject.toml
index dba8a02384..6d2b3bb240 100644
--- a/docs/pyproject.toml
+++ b/docs/pyproject.toml
@@ -5,16 +5,16 @@ version = "0.9.0"
 authors = ["ScyllaDB Documentation Contributors"]
 
 [tool.poetry.dependencies]
-python = "^3.7"
-pyyaml = "6.0"
+python = "^3.9"
+pyyaml = "6.0.1"
 pygments = "2.15.1"
 recommonmark = "0.7.1"
 redirects_cli ="~0.1.2"
-sphinx-scylladb-theme = "~1.5.1"
-sphinx-sitemap = "2.5.0"
+sphinx-scylladb-theme = "~1.6.1"
+sphinx-sitemap = "2.5.1"
 sphinx-autobuild = "2021.3.14"
-Sphinx = "4.3.2"
-sphinx-multiversion-scylla = "~0.2.11"
+Sphinx = "7.2.6"
+sphinx-multiversion-scylla = "~0.3.1"
 
 [build-system]
 requires = ["poetry>=0.12"]
diff --git a/docs/source/conf.py b/docs/source/conf.py
index b81db1d446..c65e86b5ee 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -11,7 +11,7 @@
 from sphinx_scylladb_theme.utils import multiversion_regex_builder
 sys.path.insert(0, os.path.abspath('..'))
 
-# -- General configuration ------------------------------------------------
+# -- Global variables
 
 # Build documentation for the following tags and branches
 TAGS = ['v0.9.1', 'v0.10.1']
@@ -23,6 +23,8 @@
 # Set which versions are deprecated
 DEPRECATED_VERSIONS = ['v0.9.1']
 
+# -- General configuration
+
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
@@ -71,7 +73,7 @@ def setup(sphinx):
     lexers['toml'] = TOMLLexer()
 
 
-# -- Options for not found extension -------------------------------------------
+# -- Options for not found extension
 
 # Template used to render the 404.html generated by this extension.
 notfound_template =  '404.html'
@@ -79,7 +81,7 @@ def setup(sphinx):
 # Prefix added to all the URLs generated in the 404 page.
 notfound_urls_prefix = ''
 
-# -- Options for multiversion extension ----------------------------------
+# -- Options for multiversion extension
 
 # Whitelist pattern for tags (set to None to ignore all tags)
 smv_tag_whitelist = multiversion_regex_builder(TAGS)
@@ -95,11 +97,11 @@ def setup(sphinx):
 # Format for versioned output directories inside the build directory
 smv_outputdir_format = '{ref.name}'
 
-# -- Options for sitemap extension ---------------------------------------
+# -- Options for sitemap extension
 
 sitemap_url_scheme = "/stable/{link}"
 
-# -- Options for HTML output ---------------------------------------------
+# -- Options for HTML output
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
@@ -109,7 +111,6 @@ def setup(sphinx):
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
 # documentation.
-#
 html_theme_options = {
     'conf_py_path': 'docs/source/',
     'default_branch': 'main',
@@ -126,7 +127,6 @@ def setup(sphinx):
 # If not None, a 'Last updated on:' timestamp is inserted at every page
 # bottom, using the given strftime format.
 # The empty string is equivalent to '%b %d, %Y'.
-#
 html_last_updated_fmt = '%d %B %Y'
 
 # Custom sidebar templates, maps document names to template names.