diff --git a/.github/workflows/linux-build-base.yml b/.github/workflows/linux-build-base.yml
index 90c25d7ebb7c..80bc40c98bdf 100644
--- a/.github/workflows/linux-build-base.yml
+++ b/.github/workflows/linux-build-base.yml
@@ -39,6 +39,7 @@ jobs:
       GTest_SOURCE: BUNDLED
       simdjson_SOURCE: BUNDLED
       xsimd_SOURCE: BUNDLED
+      geos_SOURCE: BUNDLED
       CUDA_VERSION: "12.4"
       USE_CLANG: "${{ inputs.use-clang && 'true' || 'false' }}"
     steps:
@@ -88,6 +89,7 @@ jobs:
             "-DVELOX_ENABLE_BENCHMARKS=ON"
             "-DVELOX_ENABLE_EXAMPLES=ON"
             "-DVELOX_ENABLE_ARROW=ON"
+            "-DVELOX_ENABLE_GEO=ON"
             "-DVELOX_ENABLE_PARQUET=ON"
             "-DVELOX_ENABLE_HDFS=ON"
             "-DVELOX_ENABLE_S3=ON"
diff --git a/CMake/resolve_dependency_modules/README.md b/CMake/resolve_dependency_modules/README.md
index f764509f00b7..b8e17cfde8e2 100644
--- a/CMake/resolve_dependency_modules/README.md
+++ b/CMake/resolve_dependency_modules/README.md
@@ -41,6 +41,7 @@ by Velox. See details on bundling below.
 | DuckDB (testing)  | 0.8.1           | Yes      |
 | cpr (testing)     | 1.10.15         | Yes      |
 | arrow             | 15.0.0          | Yes      |
+| geos              | 3.13.0          | Yes      |
 
 # Bundled Dependency Management
 This module provides a dependency management system that allows us to automatically fetch and build dependencies from source if needed.
diff --git a/CMake/resolve_dependency_modules/geos.cmake b/CMake/resolve_dependency_modules/geos.cmake
new file mode 100644
index 000000000000..3fa073ebeee9
--- /dev/null
+++ b/CMake/resolve_dependency_modules/geos.cmake
@@ -0,0 +1,30 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+include_guard(GLOBAL)
+
+# GEOS Configuration
+set(VELOX_GEOS_BUILD_VERSION 3.13.0)
+set(VELOX_GEOS_BUILD_SHA256_CHECKSUM
+    47ec83ff334d672b9e4426695f15da6e6368244214971fabf386ff8ef6df39e4)
+string(CONCAT VELOX_GEOS_SOURCE_URL "https://download.osgeo.org/geos/"
+              "geos-${VELOX_GEOS_BUILD_VERSION}.tar.bz2")
+
+velox_resolve_dependency_url(GEOS)
+
+FetchContent_Declare(
+  geos
+  URL ${VELOX_GEOS_SOURCE_URL}
+  URL_HASH ${VELOX_GEOS_BUILD_SHA256_CHECKSUM})
+set(BUILD_SHARED_LIBS ${VELOX_BUILD_SHARED})
+FetchContent_MakeAvailable(geos)
diff --git a/CMakeLists.txt b/CMakeLists.txt
index eb781253f1ca..578729a5b4f3 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -138,6 +138,7 @@ option(VELOX_ENABLE_ABFS "Build Abfs Connector" OFF)
 option(VELOX_ENABLE_HDFS "Build Hdfs Connector" OFF)
 option(VELOX_ENABLE_PARQUET "Enable Parquet support" ON)
 option(VELOX_ENABLE_ARROW "Enable Arrow support" OFF)
+option(VELOX_ENABLE_GEO "Enable Geospatial support" OFF)
 option(VELOX_ENABLE_REMOTE_FUNCTIONS "Enable remote function support" OFF)
 option(VELOX_ENABLE_CCACHE "Use ccache if installed." ON)
 
@@ -626,4 +627,9 @@ if(VELOX_ENABLE_ARROW)
   velox_resolve_dependency(Arrow)
 endif()
 
+if(VELOX_ENABLE_GEO)
+  velox_set_source(geos)
+  velox_resolve_dependency(geos)
+endif()
+
 add_subdirectory(velox)
diff --git a/scripts/setup-centos9.sh b/scripts/setup-centos9.sh
index 6168c51488a1..3773a0adef40 100755
--- a/scripts/setup-centos9.sh
+++ b/scripts/setup-centos9.sh
@@ -36,6 +36,7 @@ export CFLAGS=${CXXFLAGS//"-std=c++17"/} # Used by LZO.
 CMAKE_BUILD_TYPE="${BUILD_TYPE:-Release}"
 VELOX_BUILD_SHARED=${VELOX_BUILD_SHARED:-"OFF"} #Build folly and gflags shared for use in libvelox.so.
 BUILD_DUCKDB="${BUILD_DUCKDB:-true}"
+BUILD_GEOS="${BUILD_GEOS:-true}"
 USE_CLANG="${USE_CLANG:-false}"
 export INSTALL_PREFIX=${INSTALL_PREFIX:-"/usr/local"}
 DEPENDENCY_DIR=${DEPENDENCY_DIR:-$(pwd)/deps-download}
@@ -48,6 +49,7 @@ THRIFT_VERSION="v0.16.0"
 ARROW_VERSION="15.0.0"
 STEMMER_VERSION="2.2.0"
 DUCKDB_VERSION="v0.8.1"
+GEOS_VERSION="3.13.0"
 
 function dnf_install {
   dnf install -y -q --setopt=install_weak_deps=False "$@"
@@ -235,6 +237,13 @@ function install_cuda {
   dnf install -y cuda-nvcc-$dashed cuda-cudart-devel-$dashed cuda-nvrtc-devel-$dashed cuda-driver-devel-$dashed
 }
 
+function install_geos {
+  if [[ "$BUILD_GEOS" == "true" ]]; then
+    wget_and_untar https://github.com/libgeos/geos/archive/${GEOS_VERSION}.tar.gz geos
+    cmake_install_dir geos -DBUILD_TESTING=OFF
+  fi
+}
+
 function install_velox_deps {
   run_and_time install_velox_deps_from_dnf
   run_and_time install_conda
@@ -254,6 +263,7 @@ function install_velox_deps {
   run_and_time install_stemmer
   run_and_time install_thrift
   run_and_time install_arrow
+  run_and_time install_geos
 }
 
 (return 2> /dev/null) && return # If script was sourced, don't run commands.
diff --git a/scripts/setup-macos.sh b/scripts/setup-macos.sh
index d38f37acc5ef..5c9089aab002 100755
--- a/scripts/setup-macos.sh
+++ b/scripts/setup-macos.sh
@@ -39,6 +39,7 @@ export OS_CXXFLAGS=" -isystem $(brew --prefix)/include "
 NPROC=${BUILD_THREADS:-$(getconf _NPROCESSORS_ONLN)}
 
 BUILD_DUCKDB="${BUILD_DUCKDB:-true}"
+BUILD_GEOS="${BUILD_GEOS:-true}"
 VELOX_BUILD_SHARED=${VELOX_BUILD_SHARED:-"OFF"} #Build folly shared for use in libvelox.so.
 DEPENDENCY_DIR=${DEPENDENCY_DIR:-$(pwd)}
 MACOS_VELOX_DEPS="bison flex gflags glog googletest icu4c libevent libsodium lz4 lzo openssl protobuf@21 snappy xz zstd"
@@ -48,6 +49,7 @@ FMT_VERSION="10.1.1"
 BOOST_VERSION="boost-1.84.0"
 STEMMER_VERSION="2.2.0"
 DUCKDB_VERSION="v0.8.1"
+GEOS_VERSION="3.13.0"
 
 function update_brew {
   DEFAULT_BREW_PATH=/usr/local/bin/brew
@@ -174,6 +176,13 @@ function install_stemmer {
   )
 }
 
+function install_geos {
+  if [[ "$BUILD_GEOS" == "true" ]]; then
+    wget_and_untar https://github.com/libgeos/geos/archive/${GEOS_VERSION}.tar.gz geos
+    cmake_install_dir geos -DBUILD_TESTING=OFF
+  fi
+}
+
 function install_velox_deps {
   run_and_time install_velox_deps_from_brew
   run_and_time install_ranges_v3
@@ -188,6 +197,7 @@ function install_velox_deps {
   run_and_time install_fbthrift
   run_and_time install_duckdb
   run_and_time install_stemmer
+  run_and_time install_geos
 }
 
 (return 2> /dev/null) && return # If script was sourced, don't run commands.
diff --git a/scripts/setup-ubuntu.sh b/scripts/setup-ubuntu.sh
index 3d3a7898aeac..deba1ffdd7a9 100755
--- a/scripts/setup-ubuntu.sh
+++ b/scripts/setup-ubuntu.sh
@@ -36,6 +36,7 @@ COMPILER_FLAGS=$(get_cxx_flags)
 export COMPILER_FLAGS
 NPROC=${BUILD_THREADS:-$(getconf _NPROCESSORS_ONLN)}
 BUILD_DUCKDB="${BUILD_DUCKDB:-true}"
+BUILD_GEOS="${BUILD_GEOS:-true}"
 export CMAKE_BUILD_TYPE=Release
 VELOX_BUILD_SHARED=${VELOX_BUILD_SHARED:-"OFF"} #Build folly shared for use in libvelox.so.
 SUDO="${SUDO:-"sudo --preserve-env"}"
@@ -80,6 +81,7 @@ THRIFT_VERSION="v0.16.0"
 ARROW_VERSION="15.0.0"
 STEMMER_VERSION="2.2.0"
 DUCKDB_VERSION="v0.8.1"
+GEOS_VERSION="3.13.0"
 
 # Install packages required for build.
 function install_build_prerequisites {
@@ -294,6 +296,13 @@ function install_cuda {
   $SUDO apt install -y cuda-nvcc-$dashed cuda-cudart-dev-$dashed cuda-nvrtc-dev-$dashed cuda-driver-dev-$dashed
 }
 
+function install_geos {
+  if [[ "$BUILD_GEOS" == "true" ]]; then
+    wget_and_untar https://github.com/libgeos/geos/archive/${GEOS_VERSION}.tar.gz geos
+    cmake_install_dir geos -DBUILD_TESTING=OFF
+  fi
+}
+
 function install_velox_deps {
   run_and_time install_velox_deps_from_apt
   run_and_time install_fmt
@@ -309,6 +318,7 @@ function install_velox_deps {
   run_and_time install_stemmer
   run_and_time install_thrift
   run_and_time install_arrow
+  run_and_time install_geos
 }
 
 function install_apt_deps {