diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 6d03b9dc..235c1602 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -472,20 +472,10 @@ jobs:
           # * false positive: only affects Arrow R package, not PyArrow
           # * see CVE description: "This vulnerability only affects the arrow R package, not other Apache Arrow implementations"
           # * databricks-sqlalchemy 1.x caps pyarrow<17, but upgrading requires SQLAlchemy 2.x (which is not possible for some Python versions)
-          # CVE-2026-32274 (black cache path injection via --python-cell-magics)
-          # * dev-only dependency, not used with untrusted input
-          # * fix requires black 26.x which changes formatting style; deferring upgrade
-          # CVE-2026-27448, CVE-2026-27459 (pyopenssl callback vulnerabilities)
-          # * transitive dep of snowflake-connector-python, not used directly
-          # * blocked: snowflake-connector-python pins pyOpenSSL<26.0.0 (even in latest 4.3.0 as of 2026-03-17)
-          # * upstream fix: https://github.com/snowflakedb/snowflake-connector-python/pull/2793
           ignore-vulns: &ignore-vulns |
             PYSEC-2023-121
             CVE-2026-0994
             PYSEC-2024-161
-            CVE-2026-32274
-            CVE-2026-27448
-            CVE-2026-27459
 
   audit-all:
     name: Audit - All
diff --git a/deepnote_core/resources/jupyter/jupyter_server_config.py b/deepnote_core/resources/jupyter/jupyter_server_config.py
index e45db6ff..9e9641bd 100644
--- a/deepnote_core/resources/jupyter/jupyter_server_config.py
+++ b/deepnote_core/resources/jupyter/jupyter_server_config.py
@@ -1,4 +1,4 @@
-""" Configuration file for jupyter-notebook."""
+"""Configuration file for jupyter-notebook."""
 
 # pylint: disable=too-many-lines
 
diff --git a/deepnote_toolkit/config.py b/deepnote_toolkit/config.py
index 3fab8bf8..b7936a2d 100644
--- a/deepnote_toolkit/config.py
+++ b/deepnote_toolkit/config.py
@@ -40,7 +40,7 @@ def clear_config_cache() -> None:
 
 
 def get_config(
-    config_path: Optional[Union[str, os.PathLike[str]]] = None
+    config_path: Optional[Union[str, os.PathLike[str]]] = None,
 ) -> DeepnoteConfig:
     """Load the effective configuration (memoized per config_path).
 
diff --git a/deepnote_toolkit/ocelots/pyspark/implementation.py b/deepnote_toolkit/ocelots/pyspark/implementation.py
index 28919f58..6a76b5f6 100644
--- a/deepnote_toolkit/ocelots/pyspark/implementation.py
+++ b/deepnote_toolkit/ocelots/pyspark/implementation.py
@@ -242,7 +242,7 @@ def to_records(self, mode: Literal["json", "python"]) -> List[Dict[str, Any]]:
         )
 
         def binary_to_string_repr(
-            binary_data: Optional[Union[bytes, bytearray]]
+            binary_data: Optional[Union[bytes, bytearray]],
         ) -> Optional[str]:
             """Convert binary data to Python string representation (e.g., b'hello').
 
diff --git a/deepnote_toolkit/runtime_initialization.py b/deepnote_toolkit/runtime_initialization.py
index 04a650ce..63b7355a 100644
--- a/deepnote_toolkit/runtime_initialization.py
+++ b/deepnote_toolkit/runtime_initialization.py
@@ -1,4 +1,4 @@
-""" This module contains functions to set up the Deepnote runtime environment. """
+"""This module contains functions to set up the Deepnote runtime environment."""
 
 import builtins
 
diff --git a/dockerfiles/builder/constraintsgen.py b/dockerfiles/builder/constraintsgen.py
index 3272a2bf..914ac115 100644
--- a/dockerfiles/builder/constraintsgen.py
+++ b/dockerfiles/builder/constraintsgen.py
@@ -1,4 +1,4 @@
-""" Generate a constraints.txt file from installed packages. """
+"""Generate a constraints.txt file from installed packages."""
 
 import argparse
 from importlib.metadata import PackageNotFoundError, distributions, requires
diff --git a/installer/module/constants.py b/installer/module/constants.py
index 182e22e9..f22f8339 100644
--- a/installer/module/constants.py
+++ b/installer/module/constants.py
@@ -1,4 +1,4 @@
-""" Constants for the package setup module. """
+"""Constants for the package setup module."""
 
 BASH_PROMPT_SCRIPT = """
 
diff --git a/installer/module/downloader.py b/installer/module/downloader.py
index e725dcd5..2bcff0c8 100644
--- a/installer/module/downloader.py
+++ b/installer/module/downloader.py
@@ -1,4 +1,4 @@
-""" This module is responsible for downloading the toolkit bundle from the given URL. """
+"""This module is responsible for downloading the toolkit bundle from the given URL."""
 
 import io
 import logging
diff --git a/installer/module/kernels.py b/installer/module/kernels.py
index f04a3839..3ff9caaf 100644
--- a/installer/module/kernels.py
+++ b/installer/module/kernels.py
@@ -1,4 +1,4 @@
-""" This module provides functions to manage Jupyter kernels. """
+"""This module provides functions to manage Jupyter kernels."""
 
 import json
 import logging
diff --git a/installer/module/symlinks.py b/installer/module/symlinks.py
index 3ff836ee..bf8fac82 100644
--- a/installer/module/symlinks.py
+++ b/installer/module/symlinks.py
@@ -1,4 +1,4 @@
-""" Module to create symlinks as part of installing toolkit."""
+"""Module to create symlinks as part of installing toolkit."""
 
 import logging
 import os
diff --git a/installer/module/types.py b/installer/module/types.py
index 947eef88..6ae9b5dc 100644
--- a/installer/module/types.py
+++ b/installer/module/types.py
@@ -1,4 +1,4 @@
-""" This module contains the Config dataclass. """
+"""This module contains the Config dataclass."""
 
 from dataclasses import dataclass, field
 from typing import Optional
diff --git a/installer/module/virtual_environment.py b/installer/module/virtual_environment.py
index 841409a4..c2ccb6c3 100644
--- a/installer/module/virtual_environment.py
+++ b/installer/module/virtual_environment.py
@@ -1,4 +1,4 @@
-""" This module contains the VirtualEnvironment class. """
+"""This module contains the VirtualEnvironment class."""
 
 import logging
 import os
diff --git a/poetry.lock b/poetry.lock
index 8027ad88..bcb3f01e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -474,50 +474,56 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "24.8.0"
+version = "26.3.1"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
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-    {file = "black-24.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:81c6742da39f33b08e791da38410f32e27d632260e599df7245cccee2064afeb"},
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+    {file = "black-26.3.1-py3-none-any.whl", hash = "sha256:2bd5aa94fc267d38bb21a70d7410a89f1a1d318841855f698746f8e7f51acd1b"},
+    {file = "black-26.3.1.tar.gz", hash = "sha256:2c50f5063a9641c7eed7795014ba37b0f5fa227f3d408b968936e24bc0566b07"},
 ]
 
 [package.dependencies]
 click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
 packaging = ">=22.0"
-pathspec = ">=0.9.0"
+pathspec = ">=1.0.0"
 platformdirs = ">=2"
+pytokens = ">=0.4.0,<0.5.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4) ; sys_platform != \"win32\" or implementation_name != \"pypy\"", "aiohttp (>=3.7.4,!=3.9.0) ; sys_platform == \"win32\" and implementation_name == \"pypy\""]
+d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
-uvloop = ["uvloop (>=0.15.2)"]
+uvloop = ["uvloop (>=0.15.2) ; sys_platform != \"win32\"", "winloop (>=0.5.0) ; sys_platform == \"win32\""]
 
 [[package]]
 name = "bleach"
@@ -1883,31 +1889,6 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe,
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
-[[package]]
-name = "geopandas"
-version = "1.0.1"
-description = "Geographic pandas extensions"
-optional = false
-python-versions = ">=3.9"
-groups = ["dev", "license-check"]
-markers = "python_version < \"3.12\""
-files = [
-    {file = "geopandas-1.0.1-py3-none-any.whl", hash = "sha256:01e147d9420cc374d26f51fc23716ac307f32b49406e4bd8462c07e82ed1d3d6"},
-    {file = "geopandas-1.0.1.tar.gz", hash = "sha256:b8bf70a5534588205b7a56646e2082fb1de9a03599651b3d80c99ea4c2ca08ab"},
-]
-
-[package.dependencies]
-numpy = ">=1.22"
-packaging = "*"
-pandas = ">=1.4.0"
-pyogrio = ">=0.7.2"
-pyproj = ">=3.3.0"
-shapely = ">=2.0.0"
-
-[package.extras]
-all = ["GeoAlchemy2", "SQLAlchemy (>=1.3)", "folium", "geopy", "mapclassify", "matplotlib (>=3.5.0)", "psycopg-binary (>=3.1.0)", "pyarrow (>=8.0.0)", "xyzservices"]
-dev = ["black", "codecov", "pre-commit", "pytest (>=3.1.0)", "pytest-cov", "pytest-xdist"]
-
 [[package]]
 name = "geopandas"
 version = "1.1.2"
@@ -1915,7 +1896,6 @@ description = "Geographic pandas extensions"
 optional = false
 python-versions = ">=3.10"
 groups = ["dev", "license-check"]
-markers = "python_version >= \"3.12\""
 files = [
     {file = "geopandas-1.1.2-py3-none-any.whl", hash = "sha256:2bb0b1052cb47378addb4ba54c47f8d4642dcbda9b61375638274f49d9f0bb0d"},
     {file = "geopandas-1.1.2.tar.gz", hash = "sha256:33f7b33565c46a45b8459a2ab699ec943fdbb5716e58e251b3c413cf7783106c"},
@@ -3089,12 +3069,11 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["dev"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
 ]
-markers = {main = "extra == \"server\""}
 
 [package.dependencies]
 mdurl = ">=0.1,<1.0"
@@ -3232,12 +3211,11 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
+groups = ["dev"]
 files = [
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+tests = ["pytest (>=9)", "typing-extensions (>=4.15)"]
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-typing = ["typing-extensions ; python_version < \"3.10\""]
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 xmp = ["defusedxml"]
 
 [[package]]
@@ -5197,18 +5164,18 @@ test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "pyopenssl"
-version = "25.3.0"
+version = "26.0.0"
 description = "Python wrapper module around the OpenSSL library"
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 [package.dependencies]
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+cryptography = ">=46.0.0,<47"
 typing-extensions = {version = ">=4.9", markers = "python_version < \"3.13\" and python_version >= \"3.8\""}
 
 [package.extras]
@@ -5426,6 +5393,61 @@ ujson = ">=3.0.0"
 [package.extras]
 test = ["coverage", "pycodestyle", "pyflakes", "pylint", "pytest", "pytest-cov"]
 
+[[package]]
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+[package.extras]
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+
 [[package]]
 name = "pytz"
 version = "2024.1"
@@ -5842,12 +5864,11 @@ version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main", "dev"]
+groups = ["dev"]
 files = [
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 [package.dependencies]
 markdown-it-py = ">=2.2.0"
@@ -6151,38 +6172,37 @@ files = [
 
 [[package]]
 name = "snowflake-connector-python"
-version = "4.2.0"
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 description = "Snowflake Connector for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
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+    {file = "snowflake_connector_python-4.4.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2"},
+    {file = "snowflake_connector_python-4.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd"},
+    {file = "snowflake_connector_python-4.4.0.tar.gz", hash = "sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b"},
 ]
 
 [package.dependencies]
@@ -6191,13 +6211,13 @@ boto3 = ">=1.24"
 botocore = ">=1.24"
 certifi = ">=2024.7.4"
 charset_normalizer = ">=2,<4"
-cryptography = ">=44.0.1"
+cryptography = ">=46.0.5"
 filelock = ">=3.5,<4"
 idna = ">=3.7,<4"
 packaging = "*"
 platformdirs = ">=2.6.0,<5.0.0"
 pyjwt = ">=2.10.1,<3.0.0"
-pyOpenSSL = ">=24.0.0,<26.0.0"
+pyOpenSSL = ">=24.0.0"
 pytz = "*"
 requests = ">=2.32.4,<3.0.0"
 sortedcontainers = ">=2.4.0"
@@ -6206,7 +6226,7 @@ typing_extensions = ">=4.3,<5"
 
 [package.extras]
 boto = ["boto3 (>=1.24)", "botocore (>=1.24)"]
-development = ["Cython", "coverage", "mitmproxy (>=6.0.0) ; python_version >= \"3.10\"", "more-itertools", "numpy (<=2.2.4)", "pendulum (!=2.1.1)", "pexpect", "pytest (<7.5.0)", "pytest-asyncio", "pytest-cov", "pytest-rerunfailures (<16.0)", "pytest-timeout", "pytest-xdist", "pytzdata", "responses"]
+development = ["Cython", "coverage", "mitmproxy (>=12.0.0) ; python_version >= \"3.12\"", "more-itertools", "numpy (<=2.4.3)", "pendulum (!=2.1.1)", "pexpect", "pytest (<7.5.0)", "pytest-asyncio", "pytest-cov", "pytest-rerunfailures (<16.0)", "pytest-timeout", "pytest-xdist", "pytzdata", "responses"]
 pandas = ["pandas (>=1.0.0,<3.0.0) ; python_version < \"3.13\"", "pandas (>=2.1.2,<3.0.0) ; python_version >= \"3.13\"", "pyarrow (>=14.0.1)"]
 secure-local-storage = ["keyring (>=23.1.0,<26.0.0)"]
 
@@ -6578,40 +6598,46 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "streamlit"
-version = "1.40.0"
+version = "1.56.0"
 description = "A faster way to build and share data apps"
 optional = true
-python-versions = "!=3.9.7,>=3.8"
+python-versions = ">=3.10"
 groups = ["main"]
 markers = "extra == \"server\""
 files = [
-    {file = "streamlit-1.40.0-py2.py3-none-any.whl", hash = "sha256:05d22bc111d682ef4deaf7ededeec2305051b99dd6d7d564788705e4ce6f8029"},
-    {file = "streamlit-1.40.0.tar.gz", hash = "sha256:6e4d3b90c4934951f97d790daf7953df5beb2916e447ac9f78e1b76a9ef83327"},
+    {file = "streamlit-1.56.0-py3-none-any.whl", hash = "sha256:8677a335734a30a51bc57ad0ec910e365d95f7c456fc02c60032927cd0729dc5"},
+    {file = "streamlit-1.56.0.tar.gz", hash = "sha256:1176acfa89ae1318b79078e8efe689a9d02e8d58e325c00fc0e55fa2f3fe8d6a"},
 ]
 
 [package.dependencies]
-altair = ">=4.0,<6"
-blinker = ">=1.0.0,<2"
-cachetools = ">=4.0,<6"
+altair = ">=4.0,<5.4.0 || >5.4.0,<5.4.1 || >5.4.1,<7"
+blinker = ">=1.5.0,<2"
+cachetools = ">=5.5,<8"
 click = ">=7.0,<9"
 gitpython = ">=3.0.7,<3.1.19 || >3.1.19,<4"
-numpy = ">=1.20,<3"
-packaging = ">=20,<25"
-pandas = ">=1.4.0,<3"
-pillow = ">=7.1.0,<12"
-protobuf = ">=3.20,<6"
+numpy = ">=1.23,<3"
+packaging = ">=20"
+pandas = ">=1.4.0,<4"
+pillow = ">=7.1.0,<13"
+protobuf = ">=3.20,<8"
 pyarrow = ">=7.0"
 pydeck = ">=0.8.0b4,<1"
 requests = ">=2.27,<3"
-rich = ">=10.14.0,<14"
 tenacity = ">=8.1.0,<10"
 toml = ">=0.10.1,<2"
-tornado = ">=6.0.3,<7"
-typing-extensions = ">=4.3.0,<5"
-watchdog = {version = ">=2.1.5,<6", markers = "platform_system != \"Darwin\""}
+tornado = ">=6.0.3,<6.5.0 || >6.5.0,<7"
+typing-extensions = ">=4.10.0,<5"
+watchdog = {version = ">=2.1.5,<7", markers = "platform_system != \"Darwin\""}
 
 [package.extras]
-snowflake = ["snowflake-connector-python (>=2.8.0) ; python_version < \"3.12\"", "snowflake-snowpark-python[modin] (>=1.17.0) ; python_version < \"3.12\""]
+all = ["rich (>=11.0.0)", "streamlit[auth,charts,pdf,performance,snowflake,sql]"]
+auth = ["Authlib (>=1.3.2)"]
+charts = ["graphviz (>=0.19.0)", "matplotlib (>=3.0.0)", "orjson (>=3.5.0)", "plotly (>=4.0.0)"]
+pdf = ["streamlit-pdf (>=1.0.0)"]
+performance = ["httptools (>=0.6.3)", "orjson (>=3.5.0)", "uvloop (>=0.15.2) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\""]
+snowflake = ["snowflake-connector-python (>=3.3.0) ; python_version < \"3.12\"", "snowflake-snowpark-python[modin] (>=1.17.0) ; python_version < \"3.12\""]
+sql = ["SQLAlchemy (>=2.0.0)"]
+starlette = ["anyio (>=4.0.0)", "itsdangerous (>=2.1.2)", "python-multipart (>=0.0.10)", "starlette (>=0.40.0)", "uvicorn (>=0.30.0)", "websockets (>=12.0.0)"]
 
 [[package]]
 name = "tenacity"
@@ -7409,4 +7435,4 @@ server = ["deepnote-python-lsp-server", "jupyter-resource-usage", "jupyter-serve
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10.0,<3.14"
-content-hash = "ac571b053b4b3cd0e169f56a7e0f78192612ee65f8d7e2ccae5dfea1e2569b85"
+content-hash = "a8ab6d9b8bb0eb2df94a0de92940f0d63043ed9deea1b191f0b422adca4f8167"
diff --git a/pyproject.toml b/pyproject.toml
index 58055218..e0613d3f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -139,6 +139,8 @@ dependencies = [
     "filelock>=3.20.3,<4",
     "pyjwt>=2.12.0,<3",
     "pynacl>=1.6.2,<2",  # https://github.com/deepnote/deepnote-toolkit/security/dependabot/8
+    "pyopenssl>=26.0.0,<27",  # https://github.com/deepnote/deepnote-toolkit/security/dependabot/21
+    "pillow>=12.2.0,<13",  # https://github.com/deepnote/deepnote-toolkit/security/dependabot/34 https://github.com/deepnote/deepnote-toolkit/security/dependabot/17
 
     # Config dependencies - they need to be declared both in main and server extras, keep them in sync
     "pydantic>=1.10.0,<3",
@@ -190,7 +192,7 @@ deepnote-toolkit = "deepnote_toolkit.cli.main:main"
 dev = [
     "pylint>=3.3.0,<4.0.0",
     "flake8>=7.1.0,<8.0.0",
-    "black>=24.4.2,<25.0.0",
+    "black>=26.3.1,<27.0.0",
     "isort>=5.13.2,<6.0.0",
     "pytest>=8.3.1,<9.0.0",
     "pytest-cov>=6.0.0,<7.0.0",
@@ -199,8 +201,8 @@ dev = [
     "pre-commit>=3.6.0,<4.0.0",
     "responses>=0.25.7,<0.26.0",
     "parameterized>=0.9.0,<0.10.0",
-    "geopandas>=0.11.1,<1.1; python_version < '3.12'",
-    "geopandas>=0.13.2; python_version >= '3.12'",
+    "geopandas>=1.1.2,<2; python_version < '3.12'",
+    "geopandas>=1.1.2,<2; python_version >= '3.12'",
     # We do not distribute PySpark for all users because it's huge dependency (300mb) and not all
     # users need it. So in code we get pyspark from global module cache (since user already imported it at
     # that point). But we also have it as dev dependency to provide better autocompletion and for tests
@@ -217,8 +219,8 @@ dev = [
 ]
 license-check = [
     # Dependencies needed for license checking that aren't in main production dependencies
-    "geopandas>=0.11.1,<1.1; python_version < '3.12'",
-    "geopandas>=0.13.2; python_version >= '3.12'",
+    "geopandas>=1.1.2,<2; python_version < '3.12'",
+    "geopandas>=1.1.2,<2; python_version >= '3.12'",
     "pyspark>=3.5.5,<4.0.0; python_version < '3.13'",
     "pyspark>=4.0.0,<5.0.0; python_version >= '3.13'"
 ]
diff --git a/tests/integration/test_deepnote_toolkit_cli_integration.py b/tests/integration/test_deepnote_toolkit_cli_integration.py
index 7120be6e..e82f303e 100644
--- a/tests/integration/test_deepnote_toolkit_cli_integration.py
+++ b/tests/integration/test_deepnote_toolkit_cli_integration.py
@@ -305,12 +305,10 @@ def test_config_validate_valid(self, temp_config_file):
     def test_config_validate_invalid(self, tmp_path, capsys):
         """Test config validate with invalid config."""
         config_file = tmp_path / "invalid.toml"
-        config_file.write_text(
-            """
+        config_file.write_text("""
 [server]
 jupyter_port = "not_a_number"
-        """
-        )
+        """)
 
         ret = main(["config", "validate", "--config", str(config_file)])
         assert ret == 1
@@ -397,12 +395,10 @@ def test_config_migrate_command(self, tmp_path, monkeypatch):
 
         # Create a legacy config
         legacy_config = tmp_path / "legacy.toml"
-        legacy_config.write_text(
-            """
+        legacy_config.write_text("""
 [server]
 jupyter_port = 7777
-        """
-        )
+        """)
 
         # Run migrate
         ret = main(["config", "migrate", "--config", str(legacy_config)])
@@ -436,11 +432,9 @@ def test_config_set_invalid_path(self, tmp_path, capsys):
         config_file = tmp_path / "config.toml"
 
         # Create initial config with non-dict value
-        config_file.write_text(
-            """
+        config_file.write_text("""
 server = "not_a_dict"
-        """
-        )
+        """)
 
         ret = main(["config", "set", "server.port", "8080", "--file", str(config_file)])
 
@@ -463,12 +457,10 @@ class TestCLIWithEnvironment:
     def test_config_from_environment(self, tmp_path, monkeypatch, capsys):
         """Test loading config from environment variable."""
         config_file = tmp_path / "env_config.toml"
-        config_file.write_text(
-            """
+        config_file.write_text("""
 [server]
 jupyter_port = 5555
-        """
-        )
+        """)
 
         monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(config_file))
 
diff --git a/tests/unit/test_cli_config.py b/tests/unit/test_cli_config.py
index 5609fd81..c520a775 100644
--- a/tests/unit/test_cli_config.py
+++ b/tests/unit/test_cli_config.py
@@ -3,12 +3,10 @@
 
 def test_cli_print_runtime(tmp_path, capsys, monkeypatch):
     cfg_path = tmp_path / "cfg.toml"
-    cfg_path.write_text(
-        """
+    cfg_path.write_text("""
     [server]
     jupyter_port = 7777
-    """.strip()
-    )
+    """.strip())
     monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(cfg_path))
 
     assert main(["config", "print", "--runtime"]) == 0
diff --git a/tests/unit/test_config.py b/tests/unit/test_config.py
index b070e2d0..4628fe12 100644
--- a/tests/unit/test_config.py
+++ b/tests/unit/test_config.py
@@ -48,12 +48,10 @@ def test_coerce_float_picks_up_late_env_after_cache_clear(monkeypatch):
 def test_loader_precedence_cli_over_env_over_file(tmp_path, monkeypatch):
     # File value: 7777
     config_file = tmp_path / "deepnote-toolkit.toml"
-    config_file.write_text(
-        """
+    config_file.write_text("""
     [server]
     jupyter_port = 7777
-    """.strip()
-    )
+    """.strip())
 
     # Env overlay: 8888
     monkeypatch.setenv("DEEPNOTE_SERVER__JUPYTER_PORT", "8888")
@@ -88,12 +86,10 @@ class Args:
 
 def test_runtime_loader_env_over_file(tmp_path, monkeypatch):
     config_file = tmp_path / "conf.toml"
-    config_file.write_text(
-        """
+    config_file.write_text("""
     [server]
     jupyter_port = 7777
-    """.strip()
-    )
+    """.strip())
 
     monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(config_file))
     monkeypatch.setenv("DEEPNOTE_SERVER__JUPYTER_PORT", "8888")
diff --git a/tests/unit/test_get_webapp_url.py b/tests/unit/test_get_webapp_url.py
index ff6c04c0..d84ebc47 100644
--- a/tests/unit/test_get_webapp_url.py
+++ b/tests/unit/test_get_webapp_url.py
@@ -10,15 +10,11 @@
 def test_attached_mode_local_urls(tmp_path, monkeypatch):
     # Attached mode (not detached, not dev)
     cfg_path = tmp_path / "cfg.toml"
-    cfg_path.write_text(
-        textwrap.dedent(
-            """
+    cfg_path.write_text(textwrap.dedent("""
         [runtime]
         running_in_detached_mode = false
         dev_mode = false
-    """
-        ).strip()
-    )
+    """).strip())
     monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(cfg_path))
 
     assert (
@@ -33,17 +29,13 @@ def test_attached_mode_local_urls(tmp_path, monkeypatch):
 
 def test_detached_headers_from_config(tmp_path, monkeypatch):
     cfg_path = tmp_path / "cfg.toml"
-    cfg_path.write_text(
-        textwrap.dedent(
-            """
+    cfg_path.write_text(textwrap.dedent("""
         [runtime]
         running_in_detached_mode = true
         project_id = "pid"
         project_secret = "sec"
         webapp_url = "https://wa.example"
-    """
-        ).strip()
-    )
+    """).strip())
     monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(cfg_path))
 
     assert get_project_auth_headers() == {
diff --git a/tests/unit/test_set_notebook_path_config.py b/tests/unit/test_set_notebook_path_config.py
index 5b7f2585..97686437 100644
--- a/tests/unit/test_set_notebook_path_config.py
+++ b/tests/unit/test_set_notebook_path_config.py
@@ -7,8 +7,7 @@ def test_set_notebook_path_uses_config_home_and_port(tmp_path, monkeypatch):
     cfg_path = tmp_path / "cfg.toml"
     home_dir = tmp_path / "home"
     (home_dir / "work" / "folder").mkdir(parents=True, exist_ok=True)
-    cfg_path.write_text(
-        f"""
+    cfg_path.write_text(f"""
     [paths]
     home_dir = "{home_dir}"
 
@@ -17,8 +16,7 @@ def test_set_notebook_path_uses_config_home_and_port(tmp_path, monkeypatch):
 
     [runtime]
     running_in_detached_mode = true
-    """.strip()
-    )
+    """.strip())
 
     monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(cfg_path))
 
@@ -62,15 +60,13 @@ def test_set_notebook_path_uses_explicit_notebook_root(tmp_path, monkeypatch):
     cfg_path = tmp_path / "cfg.toml"
     root_dir = tmp_path / "root"
     (root_dir / "x" / "y").mkdir(parents=True, exist_ok=True)
-    cfg_path.write_text(
-        f"""
+    cfg_path.write_text(f"""
     [paths]
     notebook_root = "{root_dir}"
 
     [server]
     jupyter_port = 8888
-    """.strip()
-    )
+    """.strip())
 
     monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(cfg_path))
 
diff --git a/tests/unit/test_toolkit_config.py b/tests/unit/test_toolkit_config.py
index a5cb203e..a1090228 100644
--- a/tests/unit/test_toolkit_config.py
+++ b/tests/unit/test_toolkit_config.py
@@ -14,12 +14,10 @@ def test_logger_uses_config_log_dir(tmp_path, monkeypatch):
     # Prepare config file with custom log_dir
     cfg_path = tmp_path / "deepnote-toolkit.toml"
     log_dir = tmp_path / "logs"
-    cfg_path.write_text(
-        f"""
+    cfg_path.write_text(f"""
     [paths]
     log_dir = "{log_dir}"
-    """.strip()
-    )
+    """.strip())
 
     monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(cfg_path))
     # Ensure env fixture default does not override file (Env > File precedence)
@@ -53,14 +51,12 @@ def test_get_webapp_url_uses_config(tmp_path, monkeypatch):
 
     # Prepare config for detached mode with webapp_url and project_id
     cfg_path = tmp_path / "deepnote-toolkit.toml"
-    cfg_path.write_text(
-        """
+    cfg_path.write_text("""
     [runtime]
     running_in_detached_mode = true
     webapp_url = "https://webapp.example"
     project_id = "abc-123"
-    """.strip()
-    )
+    """.strip())
     monkeypatch.setenv("DEEPNOTE_CONFIG_FILE", str(cfg_path))
 
     url = get_absolute_userpod_api_url("foo")