diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..58fd487
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+# Ignore GeoPackage file used in conversion to GeoParquet
+*.gpkg*
diff --git a/scripts/README.md b/scripts/README.md
index c157a28..f0c3c7d 100644
--- a/scripts/README.md
+++ b/scripts/README.md
@@ -6,7 +6,17 @@ The scripts in this directory use [Poetry](https://github.com/python-poetry/poet
 
 To install Poetry, follow the Poetry [installation guide](https://python-poetry.org/docs/#installation).
 
-To install from the lockfile, run `poetry install`. To update the lockfile (such as when you add a new dependency) run `poetry update`.
+To install from the lockfile:
+
+```
+poetry install
+```
+
+To update the lockfile (such as when you add a new dependency):
+
+```
+poetry update
+```
 
 To run a script, prefix it with `poetry run`. For example:
 
@@ -15,3 +25,22 @@ poetry run python update_example_schemas.py
 ```
 
 Using `poetry run` ensures that you're running the python script using _this_ local environment, not your global environment.
+
+### nz-building-outlines to Parquet
+
+```bash
+poetry run python write_nz_building_outline.py \
+    --input nz-building-outlines.gpkg \
+    --output nz-building-outlines.parquet \
+    --compression SNAPPY
+```
+
+#### Recompile pygeos
+
+Poetry doesn't currently have a way to force installing a package from source.
+To make the script run faster, you can reinstall pygeos manually in the
+virtualenv:
+
+```
+poetry run pip install -U --force-reinstall pygeos --no-binary pygeos
+```
diff --git a/scripts/poetry.lock b/scripts/poetry.lock
index 184fad5..318b044 100644
--- a/scripts/poetry.lock
+++ b/scripts/poetry.lock
@@ -1,3 +1,369 @@
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "asttokens"
+version = "2.0.5"
+description = "Annotate AST trees with source code positions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["astroid", "pytest"]
+
+[[package]]
+name = "attrs"
+version = "21.4.0"
+description = "Classes Without Boilerplate"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "black"
+version = "22.3.0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "certifi"
+version = "2021.10.8"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "click"
+version = "8.1.2"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "click-plugins"
+version = "1.1.1"
+description = "An extension module for click to enable registering CLI commands via setuptools entry-points."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+click = ">=4.0"
+
+[package.extras]
+dev = ["pytest (>=3.6)", "pytest-cov", "wheel", "coveralls"]
+
+[[package]]
+name = "cligj"
+version = "0.7.2"
+description = "Click params for commmand line interfaces to GeoJSON"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, <4"
+
+[package.dependencies]
+click = ">=4.0"
+
+[package.extras]
+test = ["pytest-cov"]
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "debugpy"
+version = "1.6.0"
+description = "An implementation of the Debug Adapter Protocol for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "decorator"
+version = "5.1.1"
+description = "Decorators for Humans"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "entrypoints"
+version = "0.4"
+description = "Discover and load entry points from installed packages."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "executing"
+version = "0.8.3"
+description = "Get the currently executing AST node of a frame, and other information"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "fiona"
+version = "1.8.21"
+description = "Fiona reads and writes spatial data files"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+attrs = ">=17"
+certifi = "*"
+click = ">=4.0"
+click-plugins = ">=1.0"
+cligj = ">=0.5"
+munch = "*"
+six = ">=1.7"
+
+[package.extras]
+all = ["boto3 (>=1.2.4)", "pytest-cov", "shapely", "pytest (>=3)", "mock"]
+calc = ["shapely"]
+s3 = ["boto3 (>=1.2.4)"]
+test = ["pytest (>=3)", "pytest-cov", "boto3 (>=1.2.4)", "mock"]
+
+[[package]]
+name = "geopandas"
+version = "0.10.2"
+description = "Geographic pandas extensions"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+fiona = ">=1.8"
+pandas = ">=0.25.0"
+pyproj = ">=2.2.0"
+shapely = ">=1.6"
+
+[[package]]
+name = "ipykernel"
+version = "6.13.0"
+description = "IPython Kernel for Jupyter"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+debugpy = ">=1.0"
+ipython = ">=7.23.1"
+jupyter-client = ">=6.1.12"
+matplotlib-inline = ">=0.1"
+nest-asyncio = "*"
+packaging = "*"
+psutil = "*"
+tornado = ">=6.1"
+traitlets = ">=5.1.0"
+
+[package.extras]
+test = ["pytest (>=6.0)", "pytest-cov", "flaky", "ipyparallel", "pre-commit", "pytest-timeout"]
+
+[[package]]
+name = "ipython"
+version = "8.2.0"
+description = "IPython: Productive Interactive Computing"
+category = "dev"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5"
+
+[package.extras]
+all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
+black = ["black"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["ipywidgets", "notebook"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
+test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+
+[[package]]
+name = "isort"
+version = "5.10.1"
+description = "A Python utility / library to sort Python imports."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1,<4.0"
+
+[package.extras]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+requirements_deprecated_finder = ["pipreqs", "pip-api"]
+colors = ["colorama (>=0.4.3,<0.5.0)"]
+plugins = ["setuptools"]
+
+[[package]]
+name = "jedi"
+version = "0.18.1"
+description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+parso = ">=0.8.0,<0.9.0"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+
+[[package]]
+name = "jupyter-client"
+version = "7.3.0"
+description = "Jupyter protocol implementation and client libraries"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+entrypoints = "*"
+jupyter-core = ">=4.9.2"
+nest-asyncio = ">=1.5.4"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=22.3"
+tornado = ">=6.0"
+traitlets = "*"
+
+[package.extras]
+doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-core"
+version = "4.10.0"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = "*"
+
+[package.extras]
+test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "matplotlib-inline"
+version = "0.1.3"
+description = "Inline Matplotlib backend for Jupyter"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+traitlets = "*"
+
+[[package]]
+name = "munch"
+version = "2.5.0"
+description = "A dot-accessible dictionary (a la JavaScript objects)"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+testing = ["pytest", "coverage", "astroid (>=1.5.3,<1.6.0)", "pylint (>=1.7.2,<1.8.0)", "astroid (>=2.0)", "pylint (>=2.3.1,<2.4.0)"]
+yaml = ["PyYAML (>=5.1.0)"]
+
+[[package]]
+name = "mypy-extensions"
+version = "0.4.3"
+description = "Experimental type system extensions for programs checked with the mypy typechecker."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "nest-asyncio"
+version = "1.5.5"
+description = "Patch asyncio to allow nested event loops"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "numpy"
 version = "1.22.3"
@@ -6,6 +372,138 @@ category = "main"
 optional = false
 python-versions = ">=3.8"
 
+[[package]]
+name = "packaging"
+version = "21.3"
+description = "Core utilities for Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+
+[[package]]
+name = "pandas"
+version = "1.4.2"
+description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+numpy = [
+    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
+    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+]
+python-dateutil = ">=2.8.1"
+pytz = ">=2020.1"
+
+[package.extras]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+
+[[package]]
+name = "parso"
+version = "0.8.3"
+description = "A Python Parser"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
+
+[[package]]
+name = "pathspec"
+version = "0.9.0"
+description = "Utility library for gitignore style pattern matching of file paths."
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
+[[package]]
+name = "pexpect"
+version = "4.8.0"
+description = "Pexpect allows easy control of interactive console applications."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
+[[package]]
+name = "pickleshare"
+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "platformdirs"
+version = "2.5.2"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
+test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.29"
+description = "Library for building powerful interactive command lines in Python"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+wcwidth = "*"
+
+[[package]]
+name = "psutil"
+version = "5.9.0"
+description = "Cross-platform lib for process and system monitoring in Python."
+category = "dev"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"]
+
+[[package]]
+name = "ptyprocess"
+version = "0.7.0"
+description = "Run a subprocess in a pseudo terminal"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pure-eval"
+version = "0.2.2"
+description = "Safely evaluate AST nodes without side effects"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+tests = ["pytest"]
+
+[[package]]
+name = "py"
+version = "1.11.0"
+description = "library with cross-python path, ini-parsing, io, code, log facilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
 [[package]]
 name = "pyarrow"
 version = "7.0.0"
@@ -17,12 +515,386 @@ python-versions = ">=3.7"
 [package.dependencies]
 numpy = ">=1.16.6"
 
+[[package]]
+name = "pycparser"
+version = "2.21"
+description = "C parser in Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "pygeos"
+version = "0.12.0"
+description = "GEOS wrapped in numpy ufuncs"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+numpy = ">=1.13"
+
+[package.extras]
+docs = ["sphinx", "numpydoc"]
+test = ["pytest"]
+
+[[package]]
+name = "pygments"
+version = "2.12.0"
+description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "pyparsing"
+version = "3.0.8"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "dev"
+optional = false
+python-versions = ">=3.6.8"
+
+[package.extras]
+diagrams = ["railroad-diagrams", "jinja2"]
+
+[[package]]
+name = "pyproj"
+version = "3.3.1"
+description = "Python interface to PROJ (cartographic projections and coordinate transformations library)"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+certifi = "*"
+
+[[package]]
+name = "python-dateutil"
+version = "2.8.2"
+description = "Extensions to the standard Python datetime module"
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "pytz"
+version = "2022.1"
+description = "World timezone definitions, modern and historical"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pywin32"
+version = "303"
+description = "Python for Window Extensions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pyzmq"
+version = "22.3.0"
+description = "Python bindings for 0MQ"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = {version = "*", markers = "implementation_name == \"pypy\""}
+py = {version = "*", markers = "implementation_name == \"pypy\""}
+
+[[package]]
+name = "shapely"
+version = "1.8.1.post1"
+description = "Geometric objects, predicates, and operations"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+all = ["pytest", "pytest-cov", "numpy"]
+test = ["pytest", "pytest-cov"]
+vectorized = ["numpy"]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "stack-data"
+version = "0.2.0"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+asttokens = "*"
+executing = "*"
+pure-eval = "*"
+
+[package.extras]
+tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "tornado"
+version = "6.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "dev"
+optional = false
+python-versions = ">= 3.5"
+
+[[package]]
+name = "traitlets"
+version = "5.1.1"
+description = "Traitlets Python configuration system"
+category = "dev"
+optional = false
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diff --git a/scripts/pyproject.toml b/scripts/pyproject.toml
index a218f8f..a863f9a 100644
--- a/scripts/pyproject.toml
+++ b/scripts/pyproject.toml
@@ -8,8 +8,15 @@ license = "MIT"
 [tool.poetry.dependencies]
 python = "^3.8"
 pyarrow = "^7.0.0"
+geopandas = "^0.10.2"
+pygeos = "^0.12.0"
+pandas = "^1.4.2"
+click = "^8.1.2"
 
 [tool.poetry.dev-dependencies]
+ipykernel = "^6.13.0"
+isort = "^5.10.1"
+black = "^22.3.0"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/scripts/write_nz_building_outline.py b/scripts/write_nz_building_outline.py
new file mode 100644
index 0000000..0ca1053
--- /dev/null
+++ b/scripts/write_nz_building_outline.py
@@ -0,0 +1,208 @@
+import json
+import sys
+from enum import Enum
+from pathlib import Path
+from typing import Any, Dict, List
+
+import click
+import geopandas as gpd
+import numpy as np
+import pandas as pd
+import pyarrow as pa
+import pyarrow.parquet as pq
+import pygeos
+from numpy.typing import NDArray
+
+GEOPARQUET_VERSION = "0.4.0"
+AVAILABLE_COMPRESSIONS = ["NONE", "SNAPPY", "GZIP", "BROTLI", "LZ4", "ZSTD"]
+
+PygeosGeometryArray = NDArray[pygeos.Geometry]
+
+
+class PathType(click.Path):
+    """A Click path argument that returns a pathlib Path, not a string"""
+
+    def convert(self, value, param, ctx):
+        return Path(super().convert(value, param, ctx))
+
+
+class GeometryType(int, Enum):
+    """Pygeos (GEOS) geometry type mapping
+    From https://pygeos.readthedocs.io/en/latest/geometry.html?highlight=type#pygeos.geometry.get_type_id
+    """
+
+    Missing = -1
+    Point = 0
+    LineString = 1
+    LinearRing = 2
+    Polygon = 3
+    MultiPoint = 4
+    MultiLinestring = 5
+    MultiPolygon = 6
+    GeometryCollection = 7
+
+
+def parse_to_pygeos(df: gpd.GeoDataFrame) -> Dict[str, PygeosGeometryArray]:
+    """Parse to pygeos geometry array
+
+    This is split out from _create_metadata so that we don't have to create the pygeos
+    array twice: once for converting to wkb and another time for metadata handling.
+    """
+    geometry_columns: Dict[str, PygeosGeometryArray] = {}
+    for col in df.columns[df.dtypes == "geometry"]:
+        geometry_columns[col] = df[col].array.data
+
+    return geometry_columns
+
+
+def _create_metadata(
+    df: gpd.GeoDataFrame, geometry_columns: Dict[str, PygeosGeometryArray]
+) -> Dict[str, Any]:
+    """Create and encode geo metadata dict.
+
+    Parameters
+    ----------
+    df : GeoDataFrame
+
+    Returns
+    -------
+    dict
+    """
+
+    # Construct metadata for each geometry
+    column_metadata = {}
+    for col, geometry_array in geometry_columns.items():
+        geometry_type = get_geometry_type(geometry_array)
+        bbox = list(pygeos.total_bounds(geometry_array))
+
+        series = df[col]
+        column_metadata[col] = {
+            "encoding": "WKB",
+            "geometry_type": geometry_type,
+            "crs": series.crs.to_json_dict() if series.crs else None,
+            # We don't specify orientation for now
+            # "orientation"
+            "edges": "planar",
+            "bbox": bbox,
+            # I don't know how to get the epoch from a pyproj CRS, and if it's relevant
+            # here
+            # "epoch":
+        }
+
+    return {
+        "version": GEOPARQUET_VERSION,
+        "primary_column": df._geometry_column_name,
+        "columns": column_metadata,
+        # "creator": {"library": "geopandas", "version": geopandas.__version__},
+    }
+
+
+def get_geometry_type(pygeos_geoms: PygeosGeometryArray) -> List[str]:
+    type_ids = pygeos.get_type_id(pygeos_geoms)
+    unique_type_ids = set(type_ids)
+
+    geom_type_names: List[str] = []
+    for type_id in unique_type_ids:
+        geom_type_names.append(GeometryType(type_id).name)
+
+    return geom_type_names
+
+
+def encode_metadata(metadata: Dict) -> bytes:
+    """Encode metadata dict to UTF-8 JSON string
+
+    Parameters
+    ----------
+    metadata : dict
+
+    Returns
+    -------
+    UTF-8 encoded JSON string
+    """
+    # Remove unnecessary whitespace in JSON metadata
+    # https://stackoverflow.com/a/33233406
+    return json.dumps(metadata, separators=(',', ':')).encode("utf-8")
+
+
+def cast_dtypes(df: gpd.GeoDataFrame) -> gpd.GeoDataFrame:
+    """
+    Note: This is specific to the nz-building-outlines data
+    See reference here:
+    https://nz-buildings.readthedocs.io/en/latest/published_data.html#table-nz-building-outlines
+    """
+    # Double checks
+    assert df["building_id"].min() >= np.iinfo(np.int32).min
+    assert df["building_id"].max() <= np.iinfo(np.int32).max
+    df["building_id"] = df["building_id"].astype(np.int32)
+
+    assert df["capture_source_id"].min() >= np.iinfo(np.int32).min
+    assert df["capture_source_id"].max() <= np.iinfo(np.int32).max
+    df["capture_source_id"] = df["capture_source_id"].astype(np.int32)
+
+    for date_col in ["capture_source_from", "capture_source_to", "last_modified"]:
+        df[date_col] = pd.to_datetime(df[date_col], format="%Y-%m-%d")
+
+    return df
+
+
+def geopandas_to_arrow(df: gpd.GeoDataFrame) -> pa.Table:
+    geometry_columns = parse_to_pygeos(df)
+    geo_metadata = _create_metadata(df, geometry_columns)
+
+    df = pd.DataFrame(df)
+    for col, geometry_array in geometry_columns.items():
+        df[col] = pygeos.to_wkb(geometry_array)
+
+    table = pa.Table.from_pandas(df, preserve_index=False)
+
+    metadata = table.schema.metadata
+    metadata.update({b"geo": encode_metadata(geo_metadata)})
+    return table.replace_schema_metadata(metadata)
+
+
+@click.command()
+@click.option(
+    "-i",
+    "--input",
+    type=PathType(exists=True, file_okay=True, dir_okay=False, readable=True),
+    help="Path to input nz-building-outlines.gpkg",
+    required=True,
+)
+@click.option(
+    "--layer-name",
+    type=str,
+    required=False,
+    help="Name of layer within GeoPackage",
+    show_default=True,
+    default="nz_building_outlines",
+)
+@click.option(
+    "-o",
+    "--output",
+    type=PathType(file_okay=True, dir_okay=False, writable=True),
+    help="Path to output Parquet file.",
+    required=True,
+)
+@click.option(
+    "--compression",
+    type=click.Choice(AVAILABLE_COMPRESSIONS, case_sensitive=False),
+    default="SNAPPY",
+    help="Compression codec to use when writing to Parquet.",
+    show_default=True,
+)
+def main(input: Path, layer_name: str, output: Path, compression: str):
+    print("Starting to read geopackage", file=sys.stderr)
+    df = gpd.read_file(input, layer=layer_name)
+    print("Finished reading geopackage", file=sys.stderr)
+    df = cast_dtypes(df)
+
+    print("Starting conversion to Arrow", file=sys.stderr)
+    arrow_table = geopandas_to_arrow(df)
+    print("Finished conversion to Arrow", file=sys.stderr)
+    print("Starting write to Parquet", file=sys.stderr)
+    pq.write_table(arrow_table, output, compression=compression)
+    print("Finished write to Parquet", file=sys.stderr)
+
+
+if __name__ == "__main__":
+    main()