diff --git a/scripts/ignored_wheels b/scripts/ignored_wheels
deleted file mode 100644
index 81a05a3..0000000
--- a/scripts/ignored_wheels
+++ /dev/null
@@ -1,247 +0,0 @@
-actdiag
-alabaster
-amqp
-aodhclient
-appdirs
-APScheduler
-asn1crypto
-autobahn
-automaton
-Babel
-bandit
-betamax
-blockdiag
-boto
-botocore
-cachetools
-castellan
-certifi
-chardet
-click
-colorama
-contextlib2
-cotyledon
-CouchDB
-cursive
-daiquiri
-ddt
-debtcollector
-decorator
-dib-utils
-diskimage-builder
-Django
-django-appconf
-django-babel
-django-compressor
-django-formtools
-django-nose
-dnspython
-doc8
-docker
-docker-pycreds
-dogtag-pki
-elasticsearch
-etcd3gw
-eventlet
-extras
-falcon
-fasteners
-fixtures
-Flask
-Flask-RESTful
-Flask-SQLAlchemy
-freezegun
-futurist
-gabbi
-gitdb2
-GitPython
-glance-store
-google-api-python-client
-google-auth
-graphviz
-gunicorn
-icalendar
-idna
-imagesize
-influxdb
-iso8601
-Jinja2
-jmespath
-jsonmodels
-jsonpatch
-jsonpath-rw-ext
-jsonpointer
-jsonschema
-kafka-python
-kazoo
-keyring
-keystoneauth1
-keystonemiddleware
-kombu
-kubernetes
-kuryr-lib
-ldap3
-ldappool
-linecache2
-marathon
-mock
-monasca-common
-monasca-statsd
-monotonic
-mox3
-netaddr
-networkx
-nosexcover
-notifier
-ntlm-auth
-nwdiag
-oauth2client
-openstackdocstheme
-openstack-doc-tools
-openstacksdk
-os-client-config
-oslo.cache
-oslo.concurrency
-oslo.config
-oslo.context
-oslo.db
-oslo.i18n
-oslo.log
-oslo.messaging
-oslo.middleware
-oslo.policy
-oslo.privsep
-oslo.reports
-oslo.rootwrap
-oslo.serialization
-oslo.service
-oslosphinx
-oslotest
-oslo.utils
-oslo.versionedobjects
-oslo.vmware
-os-refresh-config
-packaging
-paramiko
-Parsley
-passlib
-PasteDeploy
-pathlib2
-pbr
-pexpect
-pifpaf
-pika
-progressbar2
-ptyprocess
-py
-pyasn1
-pyasn1-modules
-Pygments
-PyJWT
-pylev
-pymemcache
-pymod2pkg
-PyMySQL
-pyOpenSSL
-pyparsing
-pypowervm
-pysmi
-pysnmp
-pytest
-python-ceilometerclient
-python-cinderclient
-python-consul
-python-dateutil
-python-designateclient
-python-glanceclient
-python-glareclient
-python-heatclient
-python-ironicclient
-python-karborclient
-python-keystoneclient
-python-magnumclient
-python-manilaclient
-python-mimeparse
-python-monascaclient
-python-muranoclient
-python-neutronclient
-python-novaclient
-python-openstackclient
-python-saharaclient
-python-searchlightclient
-python-senlinclient
-python-smaugclient
-python-solumclient
-python-subunit
-python-swiftclient
-python-tackerclient
-python-troveclient
-python-utils
-python-watcherclient
-python-zaqarclient
-pytz
-redis
-requests
-requestsexceptions
-requests-kerberos
-requests-mock
-requests-ntlm
-requests-toolbelt
-rfc3986
-Routes
-rsa
-sadisplay
-scp
-selenium
-seqdiag
-six
-smmap2
-snowballstemmer
-Sphinx
-sphinxcontrib-actdiag
-sphinxcontrib-blockdiag
-sphinxcontrib-httpdomain
-sphinxcontrib-nwdiag
-sphinxcontrib-seqdiag
-sphinxcontrib-websupport
-sphinxmark
-sphinx-testing
-sqlparse
-statsd
-stevedore
-taskflow
-tempest
-testresources
-testscenarios
-testtools
-tooz
-traceback2
-tricircleclient
-txaio
-unittest2
-uritemplate
-urllib3
-vine
-virtualenv
-waitress
-wcwidth
-WebOb
-websocket-client
-WebTest
-Werkzeug
-xlrd
-xlwt
-xmltodict
-XStatic-Angular
-XStatic-Angular-Bootstrap
-XStatic-Angular-Gettext
-XStatic-angular-ui-router
-XStatic-Bootstrap-SCSS
-XStatic-bootswatch
-XStatic-D3
-XStatic-Font-Awesome
-XStatic-JSEncrypt
-XStatic-roboto-fontface
-XStatic-smart-table
-zake
-zhmcclient
diff --git a/scripts/ignored_wheels_py2 b/scripts/ignored_wheels_py2
deleted file mode 100644
index 3354dc5..0000000
--- a/scripts/ignored_wheels_py2
+++ /dev/null
@@ -1,85 +0,0 @@
-bashate
-bcrypt
-beautifulsoup4
-betamax-matchers
-ceilometermiddleware
-cffi
-cliff
-coverage
-cryptography
-django-openstack-auth
-docutils
-enum34
-Flask
-funcsigs
-futures
-gevent
-greenlet
-grpcio
-heat-translator
-instack-undercloud
-ipaddress
-ironic-lib
-lxml
-microversion-parse
-mistral-lib
-murano-pkg-check
-ndg-httpsclient
-neutron-lib
-nose
-numpy
-openstack-release-test
-os-api-ref
-os-apply-config
-os-brick
-osc-lib
-os-collect-config
-os-dpm
-os-net-config
-osprofiler
-os-service-types
-os-testr
-os-traits
-os-vif
-os-win
-os-xenapi
-ovsdbapp
-Paste
-paunch
-pecan
-Pillow
-prompt-toolkit
-protobuf
-psycopg2
-pycadf
-pyghmi
-pymongo
-PyNaCl
-python-barbicanclient
-python-congressclient
-python-freezerclient
-python-hnvclient
-python-ironic-inspector-client
-python-kingbirdclient
-python-masakariclient
-python-mistralclient
-python-octaviaclient
-python-vitrageclient
-python-zunclient
-pyzmq
-reno
-repoze.who
-scikit-learn
-scipy
-shade
-singledispatch
-sqlalchemy-migrate
-sushy
-tempest-lib
-tosca-parser
-tripleo-common
-typing
-virtualbmc
-WSME
-yaql
-zope.interface
diff --git a/scripts/ignored_wheels_py3 b/scripts/ignored_wheels_py3
deleted file mode 100644
index 2127fd7..0000000
--- a/scripts/ignored_wheels_py3
+++ /dev/null
@@ -1,46 +0,0 @@
-argh
-backports-abc
-bcrypt
-beautifulsoup4
-brotlipy
-cffi
-click-repl
-cliff-tablib
-coverage
-cryptography
-cssutils
-deprecation
-docutils
-EditorConfig
-enum34
-exabgp
-flask-keystone
-gevent
-greenlet
-grpcio
-h2
-hpack
-hyperframe
-lxml
-mitmproxy
-mypy
-nose
-numpy
-Paste
-Pillow
-prompt-toolkit
-protobuf
-psycopg2
-pymongo
-PyNaCl
-pyzmq
-repoze.lru
-repoze.who
-ruamel.yaml
-scikit-learn
-scipy
-semantic-version
-sortedcontainers
-typed-ast
-typing
-zope.interface
diff --git a/scripts/requirements.sh b/scripts/requirements.sh
index e5ecc76..90a0aa8 100755
--- a/scripts/requirements.sh
+++ b/scripts/requirements.sh
@@ -41,14 +41,11 @@ else
 fi
 
 pushd $(mktemp -d)
-# NOTE(SamYaple): Exclude known native wheels from list
-cp /upper-constraints.txt tmp-upper-constraints.txt
-cat $(dirname $0)/ignored_wheels{,_${ignore_wheels}} | xargs -n1 -I{} sed -i '/^{}=/d' tmp-upper-constraints.txt
 
 # NOTE(SamYaple): Build all deps in parallel. This is safe because we are
 # constrained on the version and we are building with --no-deps
 export CASS_DRIVER_BUILD_CONCURRENCY=8
-split -l1 tmp-upper-constraints.txt
+split -l1 /upper-constraints.txt
 echo uwsgi ${PIP_PACKAGES} | xargs -n1 | split -l1 -a3
 ls -1 | xargs -n1 -P20 -t bash -c 'pip wheel --no-deps --wheel-dir / -c /upper-constraints.txt -r $1 || echo %1 >> /failure' _ | tee /tmp/wheels.txt
 
@@ -60,10 +57,7 @@ if [[ -f /failure ]]; then
 fi
 
 # NOTE(SamYaple) Remove native-binary wheels, we only want to keep wheels that
-# we compiled ourselves. We should not have any of these, but as packages
-# convert to wheels overtime some will slip through
-# TODO(SamYaple): Periodically check that no additional wheels are
-# inappropriately downloaded
+# we compiled ourselves.
 awk -F'[ ,]+' '/^Skipping/ {gsub("-","_");print $2}' /tmp/wheels.txt | xargs -r -n1 bash -c 'ls /$1-*' _ | sort -u | xargs -t -r rm
 
 # NOTE(SamYaple): We want to purge all files that are not wheels or txt to