diff --git a/c_glib/Dockerfile b/c_glib/Dockerfile
index 813695ccc7d..32fbc79d05d 100644
--- a/c_glib/Dockerfile
+++ b/c_glib/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:cpp
+FROM arrowdev/arrow-cpp:latest
 
 RUN apt-get update -y -q && \
     apt-get -q install --no-install-recommends -y \
diff --git a/dev/fuzzit/Dockerfile b/dev/fuzzit/Dockerfile
index 602cb5f254c..447f1b844da 100644
--- a/dev/fuzzit/Dockerfile
+++ b/dev/fuzzit/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:cpp
+FROM arrowdev/arrow-cpp:latest
 
 RUN apt-get update && \
     apt-get install -y -q \
diff --git a/dev/lint/Dockerfile b/dev/lint/Dockerfile
index c9658b8f131..64912065758 100644
--- a/dev/lint/Dockerfile
+++ b/dev/lint/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:python-3.6
+FROM arrowdev/arrow-python-3.6
 
 RUN apt-get update && \
     apt-get install -y -q \
@@ -30,4 +30,4 @@ RUN conda install flake8 && \
 
 ENV PATH=/opt/iwyu/bin:$PATH
 ADD ci/docker_install_iwyu.sh /arrow/ci/
-RUN arrow/ci/docker_install_iwyu.sh
\ No newline at end of file
+RUN arrow/ci/docker_install_iwyu.sh
diff --git a/dev/tasks/docker-tests/circle.linux.yml b/dev/tasks/docker-tests/circle.linux.yml
index 7b664eeafed..9384a7ee182 100644
--- a/dev/tasks/docker-tests/circle.linux.yml
+++ b/dev/tasks/docker-tests/circle.linux.yml
@@ -19,20 +19,29 @@ version: 2
 jobs:
   build:
     machine:
-      image: circleci/classic:201808-01
+      image: ubuntu-1604:201903-01
+      docker_layer_caching: true
     steps:
       - run: docker -v
       - run: docker-compose -v
+      {% if arrow.branch == "master" %}
+      - run: |
+          if [ -n $DOCKER_USER ] && [ -n $DOCKER_PASS ]; then
+            docker login -u $DOCKER_USER -p $DOCKER_PASS
+          fi
+      {% endif %}
       - run: git clone --no-checkout {{ arrow.remote }} arrow
       - run: git -C arrow fetch -t {{ arrow.remote }} {{ arrow.branch }}
       - run: git -C arrow checkout FETCH_HEAD
       - run: git -C arrow submodule update --init --recursive
-      - run: |
-          pushd arrow
-          {%- for command in commands %}
-            {{ command }}
-          {%- endfor %}
-          popd
+      - run:
+          command: |
+            pushd arrow
+            {%- for command in commands %}
+              {{ command }}
+            {%- endfor %}
+            popd
+          no_output_timeout: "1h"
 
 workflows:
   version: 2
diff --git a/dev/tasks/tasks.yml b/dev/tasks/tasks.yml
index 0d66f6f5663..683e20df9e9 100644
--- a/dev/tasks/tasks.yml
+++ b/dev/tasks/tasks.yml
@@ -1160,9 +1160,12 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures r
         - docker-compose build cpp
         - docker-compose build r
         - docker-compose run r
+        - docker-compose push --ignore-push-failures r
 
   docker-r-conda:
     ci: circle
@@ -1170,9 +1173,12 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures r-conda
         - docker-compose build cpp
         - docker-compose build r-conda
         - docker-compose run r-conda
+        - docker-compose push --ignore-push-failures r-conda
 
   docker-r-sanitizer:
     ci: circle
@@ -1180,8 +1186,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures r-sanitizer
         - docker-compose build r-sanitizer
         - docker-compose run r-sanitizer
+        - docker-compose push --ignore-push-failures r-sanitizer
 
   docker-rust:
     ci: circle
@@ -1189,8 +1197,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures rust
         - docker-compose build rust
         - docker-compose run rust
+        - docker-compose push --ignore-push-failures rust
 
   docker-cpp:
     ci: circle
@@ -1198,8 +1208,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
         - docker-compose build cpp
         - docker-compose run cpp
+        - docker-compose push --ignore-push-failures cpp
 
   docker-cpp-release:
     ci: circle
@@ -1207,8 +1219,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
-        - docker-compose build cpp
+        - docker-compose pull --ignore-pull-failures cpp-release
+        - docker-compose build cpp-release
         - docker-compose run cpp-release
+        - docker-compose push --ignore-push-failures cpp-release
 
   docker-cpp-alpine:
     ci: circle
@@ -1216,8 +1230,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures cpp-alpine
         - docker-compose build cpp-alpine
         - docker-compose run cpp-alpine
+        - docker-compose push --ignore-push-failures cpp-alpine
 
   docker-cpp-cmake32:
     ci: circle
@@ -1225,8 +1241,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures cpp-cmake32
         - docker-compose build cpp-cmake32
         - docker-compose run cpp-cmake32
+        - docker-compose push --ignore-push-failures cpp-cmake32
 
   docker-cpp-fuzzit:
     ci: circle
@@ -1234,9 +1252,12 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures fuzzit
         - docker-compose build cpp
         - docker-compose build fuzzit
         - docker-compose run fuzzit
+        - docker-compose push --ignore-push-failures fuzzit
 
   docker-cpp-static-only:
     ci: circle
@@ -1244,8 +1265,11 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures cpp-static-only
         - docker-compose build cpp
         - docker-compose run cpp-static-only
+        - docker-compose push --ignore-push-failures cpp-static-only
 
   docker-c_glib:
     ci: circle
@@ -1253,9 +1277,12 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures c_glib
         - docker-compose build cpp
         - docker-compose build c_glib
         - docker-compose run c_glib
+        - docker-compose push --ignore-push-failures c_glib
 
   docker-go:
     ci: circle
@@ -1263,8 +1290,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures go
         - docker-compose build go
         - docker-compose run go
+        - docker-compose push --ignore-push-failures go
 
   docker-js:
     ci: circle
@@ -1272,8 +1301,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures js
         - docker-compose build js
         - docker-compose run js
+        - docker-compose push --ignore-push-failures js
 
   docker-java:
     ci: circle
@@ -1281,8 +1312,10 @@ tasks:
     template: docker-tests/circle.linux.yml
     params:
       commands:
+        - docker-compose pull --ignore-pull-failures java
         - docker-compose build java
         - docker-compose run java
+        - docker-compose push --ignore-push-failures java
 
   docker-python-2.7:
     ci: circle
@@ -1292,9 +1325,12 @@ tasks:
       environment:
         PYTHON_VERSION: 2.7
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose run python
+        - docker-compose push --ignore-push-failures python
 
   docker-python-3.6:
     ci: circle
@@ -1304,9 +1340,12 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose run python
+        - docker-compose push --ignore-push-failures python
 
   docker-python-3.7:
     ci: circle
@@ -1316,9 +1355,12 @@ tasks:
       environment:
         PYTHON_VERSION: 3.7
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose run python
+        - docker-compose push --ignore-push-failures python
 
   docker-python-2.7-alpine:
     ci: circle
@@ -1328,9 +1370,12 @@ tasks:
       environment:
         PYTHON_VERSION: 2.7
       commands:
+        - docker-compose pull --ignore-pull-failures cpp-alpine
+        - docker-compose pull --ignore-pull-failures python-alpine
         - docker-compose build cpp-alpine
         - docker-compose build python-alpine
         - docker-compose run python-alpine
+        - docker-compose push --ignore-push-failures python-alpine
 
   docker-python-3.6-alpine:
     ci: circle
@@ -1340,9 +1385,12 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp-alpine
+        - docker-compose pull --ignore-pull-failures python-alpine
         - docker-compose build cpp-alpine
         - docker-compose build python-alpine
         - docker-compose run python-alpine
+        - docker-compose push --ignore-push-failures python-alpine
 
   docker-python-2.7-nopandas:
     ci: circle
@@ -1352,10 +1400,14 @@ tasks:
       environment:
         PYTHON_VERSION: 2.7
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures python-nopandas
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build python-nopandas
         - docker-compose run python-nopandas
+        - docker-compose push --ignore-push-failures python-nopandas
 
   docker-python-3.6-nopandas:
     ci: circle
@@ -1365,10 +1417,14 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures python-nopandas
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build python-nopandas
         - docker-compose run python-nopandas
+        - docker-compose push --ignore-push-failures python-nopandas
 
   ###################### Documentation building tests #########################
 
@@ -1380,10 +1436,14 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures docs
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build docs
         - docker-compose run docs
+        - docker-compose push --ignore-push-failures docs
 
   ############################## Linter tests #################################
 
@@ -1395,10 +1455,14 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures lint
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build lint
         - docker-compose run lint
+        - docker-compose push --ignore-push-failures lint
 
   docker-iwyu:
     ci: circle
@@ -1408,6 +1472,9 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures lint
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build lint
@@ -1421,6 +1488,9 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures lint
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build lint
@@ -1436,10 +1506,14 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures dask-integration
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build dask-integration
         - docker-compose run dask-integration
+        - docker-compose push --ignore-push-failures dask-integration
 
   docker-hdfs-integration:
     ci: circle
@@ -1449,10 +1523,14 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures hdfs-integration
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build hdfs-integration
         - docker-compose run hdfs-integration
+        - docker-compose push --ignore-push-failures hdfs-integration
 
   docker-spark-integration:
     ci: circle
@@ -1462,10 +1540,14 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures spark-integration
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build spark-integration
         - docker-compose run spark-integration
+        - docker-compose push --ignore-push-failures spark-integration
 
   docker-turbodbc-integration:
     ci: circle
@@ -1475,10 +1557,14 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
+        - docker-compose pull --ignore-pull-failures turbodbc-integration
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build turbodbc-integration
         - docker-compose run turbodbc-integration
+        - docker-compose push --ignore-push-failures turbodbc-integration
 
   docker-pandas-master:
     ci: circle
@@ -1488,6 +1574,8 @@ tasks:
       environment:
         PYTHON_VERSION: 3.6
       commands:
+        - docker-compose pull --ignore-pull-failures cpp
+        - docker-compose pull --ignore-pull-failures python
         - docker-compose build cpp
         - docker-compose build python
         - docker-compose build --no-cache pandas-master
diff --git a/docker-compose.yml b/docker-compose.yml
index a5cb6061f61..80c930ba47d 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -87,7 +87,7 @@ services:
     # Usage:
     #   docker-compose build build-context
     #   docker-compose run build-context
-    image: arrow:build-context
+    image: arrowdev/arrow-build-context:latest
     build:
       context: .
       dockerfile: dev/Dockerfile.context
@@ -99,7 +99,7 @@ services:
     #   docker-compose build cpp
     #   docker-compose build c_glib
     #   docker-compose run c_glib
-    image: arrow:c_glib
+    image: arrowdev/arrow-c_glib:latest
     build:
       context: .
       dockerfile: c_glib/Dockerfile
@@ -109,7 +109,7 @@ services:
     # Usage:
     #   docker-compose build cpp
     #   docker-compose run cpp
-    image: arrow:cpp
+    image: arrowdev/arrow-cpp:latest
     shm_size: 2G
     build:
       context: .
@@ -120,7 +120,7 @@ services:
     # Usage:
     #   docker-compose build cpp-system-deps
     #   docker-compose run cpp-system-deps
-    image: ursalab/arrow:cpp-system-deps
+    image: arrowdev/arrow-cpp-system-deps:latest
     shm_size: 2G
     cap_add:
       # LeakSanitizer and gdb requires ptrace(2)
@@ -143,7 +143,7 @@ services:
     # Usage:
     #   docker-compose build cpp
     #   docker-compose run cpp-release
-    image: arrow:cpp
+    image: arrowdev/arrow-cpp-release:latest
     shm_size: 2G
     build:
       context: .
@@ -157,7 +157,7 @@ services:
     # Usage:
     #   docker-compose build cpp
     #   docker-compose run cpp-static-only
-    image: arrow:cpp
+    image: arrowdev/arrow-cpp:latest
     shm_size: 2G
     environment:
       ARROW_BUILD_SHARED: "OFF"
@@ -169,7 +169,7 @@ services:
     # Usage:
     #   docker-compose build cpp
     #   docker-compose run cpp-static-only
-    image: arrow:cpp
+    image: arrowdev/arrow-cpp:latest
     shm_size: 2G
     environment:
       ARROW_BUILD_STATIC: "OFF"
@@ -180,7 +180,7 @@ services:
     # Usage:
     #   docker-compose build cpp-cmake32
     #   docker-compose run cpp-cmake32
-    image: arrow:cpp-cmake32
+    image: arrowdev/arrow-cpp-cmake32:latest
     shm_size: 2G
     build:
       context: .
@@ -200,7 +200,7 @@ services:
     # Usage:
     #   docker-compose build cpp-alpine
     #   docker-compose run cpp-alpine
-    image: arrow:cpp-alpine
+    image: arrowdev/arrow-cpp-alpine:latest
     shm_size: 2G
     build:
       context: .
@@ -213,7 +213,7 @@ services:
     # Usage:
     #   docker-compose build cpp-fedora
     #   docker-compose run cpp-fedora
-    image: arrow:cpp-fedora
+    image: arrowdev/arrow-cpp-fedora:latest
     shm_size: 2G
     build:
       context: .
@@ -226,7 +226,7 @@ services:
     # Usage:
     #   docker-compose build cpp-debian-testing
     #   docker-compose run cpp-debian-testing
-    image: arrow:cpp-debian-testing
+    image: arrowdev/arrow-cpp-debian-testing:latest
     shm_size: 2G
     build:
       context: .
@@ -239,7 +239,7 @@ services:
     # Usage:
     #   docker-compose build cpp-ubuntu-trusty
     #   docker-compose run cpp-ubuntu-trusty
-    image: arrow:cpp-ubuntu-trusty
+    image: arrowdev/arrow-cpp-ubuntu-trusty:latest
     shm_size: 2G
     build:
       context: .
@@ -252,7 +252,7 @@ services:
     # Usage:
     #   docker-compose build cpp-ubuntu-xenial
     #   docker-compose run cpp-ubuntu-xenial
-    image: arrow:cpp-ubuntu-xenial
+    image: arrowdev/arrow-cpp-ubuntu-xenial:latest
     shm_size: 2G
     build:
       context: .
@@ -267,7 +267,7 @@ services:
     # Usage:
     #   docker-compose build cpp-minimum-boost-version
     #   docker-compose run cpp-minimum-boost-version
-    image: arrow:cpp-ubuntu-xenial
+    image: arrowdev/arrow-cpp-ubuntu-xenial:latest
     shm_size: 2G
     build:
       context: .
@@ -282,7 +282,7 @@ services:
     # Usage:
     #   docker-compose build cpp-ubuntu-bionic
     #   docker-compose run cpp-ubuntu-bionic
-    image: arrow:cpp-ubuntu-bionic
+    image: arrowdev/arrow-cpp-ubuntu-bionic:latest
     shm_size: 2G
     build:
       context: .
@@ -295,7 +295,7 @@ services:
     # Usage:
     #   docker-compose build go
     #   docker-compose run go
-    image: arrow:go
+    image: arrowdev/arrow-go:latest
     build:
       context: .
       dockerfile: go/Dockerfile
@@ -305,7 +305,7 @@ services:
     # Usage:
     #   docker-compose build java
     #   docker-compose run java
-    image: arrow:java
+    image: arrowdev/arrow-java:latest
     build:
       context: .
       dockerfile: java/Dockerfile
@@ -317,7 +317,7 @@ services:
     # Usage:
     #   docker-compose build java-all-jdks
     #   docker-compose run java-all-jdks
-    image: ursalab/arrow-ci-java-all-jdks:latest
+    image: arrowdev/arrow-java-all-jdks:latest
     build:
       context: .
       dockerfile: java/Dockerfile.all-jdks
@@ -326,7 +326,7 @@ services:
       - maven-cache:/root/.m2:delegated
 
   js:
-    image: arrow:js
+    image: arrowdev/arrow-js:latest
     build:
       context: .
       dockerfile: js/Dockerfile
@@ -337,7 +337,7 @@ services:
     #   docker-compose build cpp
     #   docker-compose build python
     #   docker-compose run python
-    image: arrow:python-${PYTHON_VERSION:-3.6}
+    image: arrowdev/arrow-python-${PYTHON_VERSION:-3.6}:latest
     shm_size: 2G
     build:
       context: .
@@ -352,7 +352,7 @@ services:
     #   docker-compose build cpp-alpine
     #   docker-compose build python-alpine
     #   docker-compose run python-alpine
-    image: arrow:python-${PYTHON_VERSION:-3.6}-alpine
+    image: arrowdev/arrow-python-${PYTHON_VERSION:-3.6}-alpine:latest
     shm_size: 2G
     build:
       context: .
@@ -368,7 +368,7 @@ services:
     #   docker-compose build python
     #   docker-compose build python-nopandas
     #   docker-compose run python-nopandas
-    image: arrow:python-${PYTHON_VERSION:-3.6}-nopandas
+    image: arrowdev/arrow-python-${PYTHON_VERSION:-3.6}-nopandas:latest
     shm_size: 2G
     build:
       context: .
@@ -381,7 +381,7 @@ services:
     # Usage:
     #   docker-compose build rust
     #   docker-compose run rust
-    image: arrow:rust
+    image: arrowdev/arrow-rust:latest
     build:
       context: .
       dockerfile: rust/Dockerfile
@@ -394,7 +394,7 @@ services:
     #   docker-compose build cpp
     #   docker-compose build r
     #   docker-compose run r
-    image: arrow:r
+    image: arrowdev/arrow-r:latest
     build:
       context: .
       dockerfile: r/Dockerfile
@@ -404,7 +404,7 @@ services:
     # Usage:
     #   docker-compose build r-sanitizer
     #   docker-compose run r-sanitizer
-    image: arrow:r-sanitizer
+    image: arrowdev/arrow-r-sanitizer:latest
     cap_add:
       # LeakSanitizer and gdb requires ptrace(2)
       - SYS_PTRACE
@@ -419,7 +419,7 @@ services:
     #   docker-compose build cpp
     #   docker-compose build r-conda
     #   docker-compose run r-conda
-    image: arrow:r-conda-${R_VERSION:-3.5.1}
+    image: arrowdev/arrow-r-conda-${R_VERSION:-3.5.1}:latest
     shm_size: 2G
     build:
       context: .
@@ -440,7 +440,7 @@ services:
     #   docker-compose build python
     #   docker-compose build lint
     #   docker-compose run lint
-    image: arrow:lint
+    image: arrowdev/arrow-lint:latest
     build:
       context: .
       dockerfile: dev/lint/Dockerfile
@@ -452,7 +452,7 @@ services:
     #   docker-compose build cpp
     #   docker-compose build fuzzit
     #   docker-compose run fuzzit
-    image: arrow:fuzzit
+    image: arrowdev/arrow-fuzzit:latest
     build:
       context: .
       dockerfile: dev/fuzzit/Dockerfile
@@ -468,7 +468,7 @@ services:
     #   docker-compose build python
     #   docker-compose build lint
     #   docker-compose run iwyu
-    image: arrow:lint
+    image: arrowdev/arrow-lint:latest
     command: arrow/dev/lint/run_iwyu.sh
     volumes: *ubuntu-volumes
 
@@ -478,7 +478,7 @@ services:
     #   docker-compose build python
     #   docker-compose build lint
     #   docker-compose run clang-format
-    image: arrow:lint
+    image: arrowdev/arrow-lint:latest
     command: arrow/dev/lint/run_clang_format.sh
     volumes: *ubuntu-volumes
 
@@ -488,7 +488,7 @@ services:
     #   docker-compose build python
     #   docker-compose build lint
     #   docker-compose run clang-tidy
-    image: arrow:lint
+    image: arrowdev/arrow-lint:latest
     command: arrow/dev/lint/run_clang_tidy.sh
     volumes: *ubuntu-volumes
 
@@ -498,7 +498,7 @@ services:
     #   docker-compose build python
     #   docker-compose build docs
     #   docker-compose run docs
-    image: arrow:docs
+    image: arrowdev/arrow-docs:latest
     build:
       context: .
       dockerfile: docs/Dockerfile
@@ -514,7 +514,7 @@ services:
     #     $ docker-compose pull python-manylinux1
     #   an then run:
     #     $ docker-compose run -e PYTHON_VERSION=3.7 python-manylinux1
-    image: ursalab/arrow_manylinux1_x86_64_base:0.14.1-static-zlib
+    image: arrowdev/arrow_manylinux1_x86_64_base:0.14.1-static-zlib
     build:
       context: python/manylinux1
       dockerfile: Dockerfile-x86_64_base
@@ -536,7 +536,7 @@ services:
     #     $ docker-compose pull python-manylinux2010
     #   an then run:
     #     $ docker-compose run -e PYTHON_VERSION=3.7 python-manylinux2010
-    image: ursalab/arrow_manylinux2010_x86_64_base:0.14.1-static-zlib
+    image: arrowdev/arrow_manylinux2010_x86_64_base:0.14.1-static-zlib
     build:
       context: python/manylinux2010
       dockerfile: Dockerfile-x86_64_base
@@ -565,7 +565,7 @@ services:
     #   docker-compose build python
     #   docker-compose build --no-cache pandas-master
     #   docker-compose run pandas-master
-    image: arrow:pandas-master
+    image: arrowdev/arrow-pandas-master:latest
     build:
       context: .
       dockerfile: integration/pandas/Dockerfile
@@ -608,7 +608,7 @@ services:
     #   docker-compose build python
     #   docker-compose build hdfs-integration
     #   docker-compose run hdfs-integration
-    image: arrow:hdfs-${HDFS_VERSION:-2.9.2}
+    image: arrowdev/arrow-hdfs-${HDFS_VERSION:-2.9.2}:latest
     links:
       - hdfs-namenode:hdfs-namenode
       - hdfs-datanode-1:hdfs-datanode-1
@@ -632,7 +632,7 @@ services:
     #   docker-compose build python
     #   docker-compose build dask-integration
     #   docker-compose run dask-integration
-    image: arrow:dask-integration
+    image: arrowdev/arrow-dask-integration:latest
     build:
       context: .
       dockerfile: integration/dask/Dockerfile
@@ -645,7 +645,7 @@ services:
     #   docker-compose build python
     #   docker-compose build turbodbc-integration
     #   docker-compose run turbodbc-integration
-    image: arrow:turbodbc-integration
+    image: arrowdev/arrow-turbodbc-integration:latest
     build:
       context: .
       dockerfile: integration/turbodbc/Dockerfile
@@ -658,7 +658,7 @@ services:
     #   docker-compose build python
     #   docker-compose build spark-integration
     #   docker-compose run spark-integration
-    image: arrow:spark-${SPARK_VERSION:-master}
+    image: arrowdev/arrow-spark-${SPARK_VERSION:-master}:latest
     environment:
       - SPARK_VERSION=${SPARK_VERSION:-master}
     build:
@@ -675,7 +675,7 @@ services:
   ################################# Release ###################################
 
   release-source:
-    image: arrow:release-source
+    image: arrowdev/arrow-release-source:latest
     build:
       context: .
       dockerfile: dev/release/source/Dockerfile
diff --git a/docs/Dockerfile b/docs/Dockerfile
index 8c2d00b99e7..016d334f7b4 100644
--- a/docs/Dockerfile
+++ b/docs/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:python-3.6
+FROM arrowdev/arrow-python-3.6:latest
 
 COPY ci/conda_env_sphinx.yml /arrow/ci/
 RUN conda install --file arrow/ci/conda_env_sphinx.yml && \
diff --git a/integration/dask/Dockerfile b/integration/dask/Dockerfile
index ceadb3ef8b7..a67c99072c4 100644
--- a/integration/dask/Dockerfile
+++ b/integration/dask/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:python-3.6
+FROM arrowdev/arrow-python-3.6:latest
 
 # install dask release from conda
 RUN conda install -c conda-forge dask pytest=3 && \
diff --git a/integration/hdfs/Dockerfile b/integration/hdfs/Dockerfile
index f173b39e0ba..71db503436d 100644
--- a/integration/hdfs/Dockerfile
+++ b/integration/hdfs/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:python-3.6
+FROM arrowdev/arrow-python-3.6:latest
 
 # installing libhdfs (JNI)
 ARG HADOOP_VERSION=2.9.2
diff --git a/integration/pandas/Dockerfile b/integration/pandas/Dockerfile
index 8b56edf85d0..a1ae23e6332 100644
--- a/integration/pandas/Dockerfile
+++ b/integration/pandas/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:python-3.6
+FROM arrowdev/arrow-python-3.6:latest
 
 # test against pandas' master
 RUN pip install git+https://github.com/pandas-dev/pandas.git
diff --git a/integration/spark/Dockerfile b/integration/spark/Dockerfile
index d6a29bde6bc..15f84b2e058 100644
--- a/integration/spark/Dockerfile
+++ b/integration/spark/Dockerfile
@@ -14,7 +14,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-FROM arrow:python-3.6
+FROM arrowdev/arrow-python-3.6:latest
 
 # installing java and maven
 ARG MAVEN_VERSION=3.5.4
diff --git a/integration/turbodbc/Dockerfile b/integration/turbodbc/Dockerfile
index 26df8ad709d..d143ea748c9 100644
--- a/integration/turbodbc/Dockerfile
+++ b/integration/turbodbc/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:python-3.6
+FROM arrowdev/arrow-python-3.6:latest
 
 RUN export DEBIAN_FRONTEND=noninteractive && \
     apt-get update -y -q && \
diff --git a/python/Dockerfile b/python/Dockerfile
index 5fcadeb2fb6..71bc2b2d4ee 100644
--- a/python/Dockerfile
+++ b/python/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:cpp
+FROM arrowdev/arrow-cpp:latest
 
 # install python specific packages
 ARG PYTHON_VERSION=3.6
diff --git a/python/Dockerfile.alpine b/python/Dockerfile.alpine
index ed7b2d2a13d..87a1dff67ac 100644
--- a/python/Dockerfile.alpine
+++ b/python/Dockerfile.alpine
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:cpp-alpine
+FROM arrowdev/arrow-cpp-alpine:latest
 
 SHELL ["/bin/bash", "-o", "pipefail", "-c"]
 
diff --git a/python/Dockerfile.nopandas b/python/Dockerfile.nopandas
index 58aaeed5b1a..2faad084488 100644
--- a/python/Dockerfile.nopandas
+++ b/python/Dockerfile.nopandas
@@ -16,7 +16,7 @@
 # under the License.
 
 ARG PYTHON_VERSION=3.6
-FROM arrow:python-$PYTHON_VERSION
+FROM arrowdev/arrow-python-$PYTHON_VERSION:latest
 
 # not installing pandas doesn't mean that it's not grabbed as a transitive
 # dependency, so We remove it explicitly to make sure We don't have pandas
diff --git a/python/manylinux2010/README.md b/python/manylinux2010/README.md
index fe2888e89df..3a9eee750aa 100644
--- a/python/manylinux2010/README.md
+++ b/python/manylinux2010/README.md
@@ -70,7 +70,7 @@ publish a build image that you built locally.
 
 ```bash
 $ docker push python-manylinux2010
-The push refers to repository [ursalab/arrow_manylinux2010_x86_64_base]
+The push refers to repository [arrowdev/arrow_manylinux2010_x86_64_base]
 a1ab88d27acc: Pushing [==============>                                    ]  492.5MB/1.645GB
 [... etc. ...]
 ```
diff --git a/r/Dockerfile b/r/Dockerfile
index 97aa64b9523..63a200b8432 100644
--- a/r/Dockerfile
+++ b/r/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:cpp
+FROM arrowdev/arrow-cpp:latest
 
 # Configure
 ENV CC=gcc \
diff --git a/r/Dockerfile.conda b/r/Dockerfile.conda
index 15279916e2e..f4ab0d2974a 100644
--- a/r/Dockerfile.conda
+++ b/r/Dockerfile.conda
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM arrow:cpp
+FROM arrowdev/arrow-cpp:latest
 
 # install R specific packages
 ARG R_VERSION=3.6.1