diff --git a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.6.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.6.____cpython.yaml
similarity index 76%
rename from dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.6.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.6.____cpython.yaml
index 4c5061d6ff2..dd4c04197c9 100644
--- a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.6.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.6.____cpython.yaml
@@ -1,13 +1,13 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - gcc
 c_compiler_version:
-- '7'
+- '9'
+cdt_name:
+- cos6
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -15,30 +15,28 @@ channel_targets:
 cuda_compiler:
 - nvcc
 cuda_compiler_version:
-- '9.2'
+- '10.2'
 cxx_compiler:
 - gxx
 cxx_compiler_version:
-- '7'
+- '9'
 docker_image:
-- condaforge/linux-anvil-cuda:9.2
+- quay.io/condaforge/linux-anvil-cuda:10.2
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,18 +49,21 @@ pin_run_as_build:
 python:
 - 3.6.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - linux-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
 - - cuda_compiler_version
+  - cdt_name
   - docker_image
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.7.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.7.____cpython.yaml
similarity index 76%
rename from dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.7.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.7.____cpython.yaml
index db820f3ff26..f0c43929b56 100644
--- a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.7.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.7.____cpython.yaml
@@ -1,13 +1,13 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - gcc
 c_compiler_version:
-- '7'
+- '9'
+cdt_name:
+- cos6
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -15,30 +15,28 @@ channel_targets:
 cuda_compiler:
 - nvcc
 cuda_compiler_version:
-- '9.2'
+- '10.2'
 cxx_compiler:
 - gxx
 cxx_compiler_version:
-- '7'
+- '9'
 docker_image:
-- condaforge/linux-anvil-cuda:9.2
+- quay.io/condaforge/linux-anvil-cuda:10.2
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,18 +49,21 @@ pin_run_as_build:
 python:
 - 3.7.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - linux-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
 - - cuda_compiler_version
+  - cdt_name
   - docker_image
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.8.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.8.____cpython.yaml
similarity index 76%
rename from dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.8.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.8.____cpython.yaml
index 24810f3c0f1..149e70f438b 100644
--- a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.8.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.17python3.8.____cpython.yaml
@@ -1,13 +1,13 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - gcc
 c_compiler_version:
-- '7'
+- '9'
+cdt_name:
+- cos6
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -15,30 +15,28 @@ channel_targets:
 cuda_compiler:
 - nvcc
 cuda_compiler_version:
-- '9.2'
+- '10.2'
 cxx_compiler:
 - gxx
 cxx_compiler_version:
-- '7'
+- '9'
 docker_image:
-- condaforge/linux-anvil-cuda:9.2
+- quay.io/condaforge/linux-anvil-cuda:10.2
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,18 +49,21 @@ pin_run_as_build:
 python:
 - 3.8.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - linux-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
 - - cuda_compiler_version
+  - cdt_name
   - docker_image
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.9.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.19python3.9.____cpython.yaml
similarity index 77%
rename from dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.9.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.19python3.9.____cpython.yaml
index ebe422be367..fb15d4e7156 100644
--- a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_version9.2python3.9.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_version10.2numpy1.19python3.9.____cpython.yaml
@@ -1,13 +1,13 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - gcc
 c_compiler_version:
-- '7'
+- '9'
+cdt_name:
+- cos6
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -15,30 +15,28 @@ channel_targets:
 cuda_compiler:
 - nvcc
 cuda_compiler_version:
-- '9.2'
+- '10.2'
 cxx_compiler:
 - gxx
 cxx_compiler_version:
-- '7'
+- '9'
 docker_image:
-- condaforge/linux-anvil-cuda:9.2
+- quay.io/condaforge/linux-anvil-cuda:10.2
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
 - '1.19'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,18 +49,21 @@ pin_run_as_build:
 python:
 - 3.9.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - linux-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
 - - cuda_compiler_version
+  - cdt_name
   - docker_image
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.6.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.6.____cpython.yaml
similarity index 77%
rename from dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.6.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.6.____cpython.yaml
index 358814fb0da..d977f9e5779 100644
--- a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.6.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.6.____cpython.yaml
@@ -1,13 +1,13 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - gcc
 c_compiler_version:
-- '7'
+- '9'
+cdt_name:
+- cos6
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -19,26 +19,24 @@ cuda_compiler_version:
 cxx_compiler:
 - gxx
 cxx_compiler_version:
-- '7'
+- '9'
 docker_image:
-- condaforge/linux-anvil-comp7
+- quay.io/condaforge/linux-anvil-comp7
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,18 +49,21 @@ pin_run_as_build:
 python:
 - 3.6.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - linux-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
 - - cuda_compiler_version
+  - cdt_name
   - docker_image
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.7.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.7.____cpython.yaml
similarity index 77%
rename from dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.7.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.7.____cpython.yaml
index 054a730ee50..6ffa87a5eb9 100644
--- a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.7.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.7.____cpython.yaml
@@ -1,13 +1,13 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - gcc
 c_compiler_version:
-- '7'
+- '9'
+cdt_name:
+- cos6
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -19,26 +19,24 @@ cuda_compiler_version:
 cxx_compiler:
 - gxx
 cxx_compiler_version:
-- '7'
+- '9'
 docker_image:
-- condaforge/linux-anvil-comp7
+- quay.io/condaforge/linux-anvil-comp7
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,18 +49,21 @@ pin_run_as_build:
 python:
 - 3.7.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - linux-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
 - - cuda_compiler_version
+  - cdt_name
   - docker_image
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.8.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.8.____cpython.yaml
similarity index 77%
rename from dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.8.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.8.____cpython.yaml
index a3bfc58ea8f..7105f634953 100644
--- a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.8.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.17python3.8.____cpython.yaml
@@ -1,13 +1,13 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - gcc
 c_compiler_version:
-- '7'
+- '9'
+cdt_name:
+- cos6
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -19,26 +19,24 @@ cuda_compiler_version:
 cxx_compiler:
 - gxx
 cxx_compiler_version:
-- '7'
+- '9'
 docker_image:
-- condaforge/linux-anvil-comp7
+- quay.io/condaforge/linux-anvil-comp7
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,18 +49,21 @@ pin_run_as_build:
 python:
 - 3.8.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - linux-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
 - - cuda_compiler_version
+  - cdt_name
   - docker_image
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.9.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.19python3.9.____cpython.yaml
similarity index 78%
rename from dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.9.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.19python3.9.____cpython.yaml
index 88541395052..efe0148cc81 100644
--- a/dev/tasks/conda-recipes/.ci_support/linux_cuda_compiler_versionNonepython3.9.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/linux_64_cuda_compiler_versionNonenumpy1.19python3.9.____cpython.yaml
@@ -1,13 +1,13 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - gcc
 c_compiler_version:
-- '7'
+- '9'
+cdt_name:
+- cos6
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -19,26 +19,24 @@ cuda_compiler_version:
 cxx_compiler:
 - gxx
 cxx_compiler_version:
-- '7'
+- '9'
 docker_image:
-- condaforge/linux-anvil-comp7
+- quay.io/condaforge/linux-anvil-comp7
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
 - '1.19'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,18 +49,21 @@ pin_run_as_build:
 python:
 - 3.9.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - linux-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
 - - cuda_compiler_version
+  - cdt_name
   - docker_image
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/osx_python3.6.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.6.____cpython.yaml
similarity index 81%
rename from dev/tasks/conda-recipes/.ci_support/osx_python3.6.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.6.____cpython.yaml
index c019508dce4..7b2dbb34d76 100644
--- a/dev/tasks/conda-recipes/.ci_support/osx_python3.6.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.6.____cpython.yaml
@@ -1,15 +1,13 @@
 MACOSX_DEPLOYMENT_TARGET:
 - '10.9'
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - clang
 c_compiler_version:
-- '10'
+- '11'
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -19,26 +17,24 @@ cuda_compiler_version:
 cxx_compiler:
 - clangxx
 cxx_compiler_version:
-- '10'
+- '11'
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 macos_machine:
 - x86_64-apple-darwin13.4.0
 numpy:
-- '1.16'
+- '1.17'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,16 +47,18 @@ pin_run_as_build:
 python:
 - 3.6.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - osx-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/osx_python3.7.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.7.____cpython.yaml
similarity index 81%
rename from dev/tasks/conda-recipes/.ci_support/osx_python3.7.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.7.____cpython.yaml
index 888071766a5..8e3e828ab8a 100644
--- a/dev/tasks/conda-recipes/.ci_support/osx_python3.7.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.7.____cpython.yaml
@@ -1,15 +1,13 @@
 MACOSX_DEPLOYMENT_TARGET:
 - '10.9'
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - clang
 c_compiler_version:
-- '10'
+- '11'
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -19,26 +17,24 @@ cuda_compiler_version:
 cxx_compiler:
 - clangxx
 cxx_compiler_version:
-- '10'
+- '11'
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 macos_machine:
 - x86_64-apple-darwin13.4.0
 numpy:
-- '1.16'
+- '1.17'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,16 +47,18 @@ pin_run_as_build:
 python:
 - 3.7.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - osx-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/osx_python3.8.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.8.____cpython.yaml
similarity index 77%
rename from dev/tasks/conda-recipes/.ci_support/osx_python3.8.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.8.____cpython.yaml
index ad449921253..cdd53c6006e 100644
--- a/dev/tasks/conda-recipes/.ci_support/osx_python3.8.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.17python3.8.____cpython.yaml
@@ -1,15 +1,13 @@
 MACOSX_DEPLOYMENT_TARGET:
 - '10.9'
 aws_sdk_cpp:
-- 1.8.54
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - clang
 c_compiler_version:
-- '10'
+- '11'
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -19,26 +17,24 @@ cuda_compiler_version:
 cxx_compiler:
 - clangxx
 cxx_compiler_version:
-- '10'
+- '11'
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.30'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 macos_machine:
 - x86_64-apple-darwin13.4.0
 numpy:
-- '1.17.3'
+- '1.17'
 orc:
-- 1.6.4
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,11 +47,18 @@ pin_run_as_build:
 python:
 - 3.8.* *_cpython
 re2:
-- 2020.08.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - osx-64
+thrift_cpp:
+- 0.14.1
+zip_keys:
+- - c_compiler_version
+  - cxx_compiler_version
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/osx_python3.9.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.19python3.9.____cpython.yaml
similarity index 82%
rename from dev/tasks/conda-recipes/.ci_support/osx_python3.9.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.19python3.9.____cpython.yaml
index c630217d111..37df6a9ec53 100644
--- a/dev/tasks/conda-recipes/.ci_support/osx_python3.9.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/osx_64_numpy1.19python3.9.____cpython.yaml
@@ -1,15 +1,13 @@
 MACOSX_DEPLOYMENT_TARGET:
 - '10.9'
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
 - clang
 c_compiler_version:
-- '10'
+- '11'
 channel_sources:
 - conda-forge,defaults
 channel_targets:
@@ -19,26 +17,24 @@ cuda_compiler_version:
 cxx_compiler:
 - clangxx
 cxx_compiler_version:
-- '10'
+- '11'
 gflags:
 - '2.2'
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 macos_machine:
 - x86_64-apple-darwin13.4.0
 numpy:
 - '1.19'
 orc:
-- 1.6.5
+- 1.6.7
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -51,16 +47,18 @@ pin_run_as_build:
 python:
 - 3.9.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - osx-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
-- - numpy
-  - python
+- - python
+  - numpy
 zlib:
 - '1.2'
 zstd:
diff --git a/dev/tasks/conda-recipes/.ci_support/osx_arm64_python3.8.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/osx_arm64_python3.8.____cpython.yaml
new file mode 100644
index 00000000000..5894b8ee70b
--- /dev/null
+++ b/dev/tasks/conda-recipes/.ci_support/osx_arm64_python3.8.____cpython.yaml
@@ -0,0 +1,65 @@
+MACOSX_DEPLOYMENT_TARGET:
+- '11.0'
+aws_sdk_cpp:
+- 1.8.151
+bzip2:
+- '1'
+c_compiler:
+- clang
+c_compiler_version:
+- '11'
+channel_sources:
+- conda-forge/label/rust_dev,conda-forge
+channel_targets:
+- conda-forge main
+cuda_compiler_version:
+- None
+cxx_compiler:
+- clangxx
+cxx_compiler_version:
+- '11'
+gflags:
+- '2.2'
+glog:
+- 0.4.0
+grpc_cpp:
+- '1.36'
+libprotobuf:
+- '3.15'
+lz4_c:
+- 1.9.3
+macos_machine:
+- arm64-apple-darwin20.0.0
+numpy:
+- '1.19'
+orc:
+- 1.6.7
+pin_run_as_build:
+  bzip2:
+    max_pin: x
+  lz4-c:
+    max_pin: x.x.x
+  python:
+    min_pin: x.x
+    max_pin: x.x
+  zlib:
+    max_pin: x.x
+python:
+- 3.8.* *_cpython
+re2:
+- 2021.04.01
+snappy:
+- '1'
+target_platform:
+- osx-arm64
+thrift_cpp:
+- 0.14.1
+zip_keys:
+- - c_compiler_version
+  - cxx_compiler_version
+- - python
+  - numpy
+zlib:
+- '1.2'
+zstd:
+- '1.4'
diff --git a/dev/tasks/conda-recipes/.ci_support/osx_arm64_python3.9.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/osx_arm64_python3.9.____cpython.yaml
new file mode 100644
index 00000000000..4e6014c5db8
--- /dev/null
+++ b/dev/tasks/conda-recipes/.ci_support/osx_arm64_python3.9.____cpython.yaml
@@ -0,0 +1,65 @@
+MACOSX_DEPLOYMENT_TARGET:
+- '11.0'
+aws_sdk_cpp:
+- 1.8.151
+bzip2:
+- '1'
+c_compiler:
+- clang
+c_compiler_version:
+- '11'
+channel_sources:
+- conda-forge/label/rust_dev,conda-forge
+channel_targets:
+- conda-forge main
+cuda_compiler_version:
+- None
+cxx_compiler:
+- clangxx
+cxx_compiler_version:
+- '11'
+gflags:
+- '2.2'
+glog:
+- 0.4.0
+grpc_cpp:
+- '1.36'
+libprotobuf:
+- '3.15'
+lz4_c:
+- 1.9.3
+macos_machine:
+- arm64-apple-darwin20.0.0
+numpy:
+- '1.19'
+orc:
+- 1.6.7
+pin_run_as_build:
+  bzip2:
+    max_pin: x
+  lz4-c:
+    max_pin: x.x.x
+  python:
+    min_pin: x.x
+    max_pin: x.x
+  zlib:
+    max_pin: x.x
+python:
+- 3.9.* *_cpython
+re2:
+- 2021.04.01
+snappy:
+- '1'
+target_platform:
+- osx-arm64
+thrift_cpp:
+- 0.14.1
+zip_keys:
+- - c_compiler_version
+  - cxx_compiler_version
+- - python
+  - numpy
+zlib:
+- '1.2'
+zstd:
+- '1.4'
diff --git a/dev/tasks/conda-recipes/.ci_support/win_python3.6.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.6.____cpython.yaml
similarity index 82%
rename from dev/tasks/conda-recipes/.ci_support/win_python3.6.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.6.____cpython.yaml
index 40199c679de..8fbbb64af9c 100644
--- a/dev/tasks/conda-recipes/.ci_support/win_python3.6.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.6.____cpython.yaml
@@ -1,7 +1,5 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
@@ -10,6 +8,8 @@ channel_sources:
 - conda-forge,defaults
 channel_targets:
 - conda-forge main
+cuda_compiler:
+- nvcc
 cuda_compiler_version:
 - None
 cxx_compiler:
@@ -19,16 +19,14 @@ gflags:
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -41,11 +39,13 @@ pin_run_as_build:
 python:
 - 3.6.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - win-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - numpy
   - python
diff --git a/dev/tasks/conda-recipes/.ci_support/win_python3.7.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.7.____cpython.yaml
similarity index 82%
rename from dev/tasks/conda-recipes/.ci_support/win_python3.7.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.7.____cpython.yaml
index 88d17108a98..4b702a38980 100644
--- a/dev/tasks/conda-recipes/.ci_support/win_python3.7.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.7.____cpython.yaml
@@ -1,7 +1,5 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
@@ -10,6 +8,8 @@ channel_sources:
 - conda-forge,defaults
 channel_targets:
 - conda-forge main
+cuda_compiler:
+- nvcc
 cuda_compiler_version:
 - None
 cxx_compiler:
@@ -19,16 +19,14 @@ gflags:
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -41,11 +39,13 @@ pin_run_as_build:
 python:
 - 3.7.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - win-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - numpy
   - python
diff --git a/dev/tasks/conda-recipes/.ci_support/win_python3.8.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.8.____cpython.yaml
similarity index 82%
rename from dev/tasks/conda-recipes/.ci_support/win_python3.8.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.8.____cpython.yaml
index e18785de135..6ae6c2fde4f 100644
--- a/dev/tasks/conda-recipes/.ci_support/win_python3.8.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.17python3.8.____cpython.yaml
@@ -1,7 +1,5 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
@@ -10,6 +8,8 @@ channel_sources:
 - conda-forge,defaults
 channel_targets:
 - conda-forge main
+cuda_compiler:
+- nvcc
 cuda_compiler_version:
 - None
 cxx_compiler:
@@ -19,16 +19,14 @@ gflags:
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
-- '1.16'
+- '1.17'
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -41,11 +39,13 @@ pin_run_as_build:
 python:
 - 3.8.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - win-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - numpy
   - python
diff --git a/dev/tasks/conda-recipes/.ci_support/win_python3.9.____cpython.yaml b/dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.19python3.9.____cpython.yaml
similarity index 83%
rename from dev/tasks/conda-recipes/.ci_support/win_python3.9.____cpython.yaml
rename to dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.19python3.9.____cpython.yaml
index 6177f96ce01..73a8b5099bb 100644
--- a/dev/tasks/conda-recipes/.ci_support/win_python3.9.____cpython.yaml
+++ b/dev/tasks/conda-recipes/.ci_support/win_64_cuda_compiler_versionNonenumpy1.19python3.9.____cpython.yaml
@@ -1,7 +1,5 @@
 aws_sdk_cpp:
-- 1.8.63
-boost_cpp:
-- 1.74.0
+- 1.8.151
 bzip2:
 - '1'
 c_compiler:
@@ -10,6 +8,8 @@ channel_sources:
 - conda-forge,defaults
 channel_targets:
 - conda-forge main
+cuda_compiler:
+- nvcc
 cuda_compiler_version:
 - None
 cxx_compiler:
@@ -19,16 +19,14 @@ gflags:
 glog:
 - 0.4.0
 grpc_cpp:
-- '1.32'
+- '1.36'
 libprotobuf:
-- '3.13'
+- '3.15'
 lz4_c:
-- 1.9.2
+- 1.9.3
 numpy:
 - '1.19'
 pin_run_as_build:
-  boost-cpp:
-    max_pin: x.x.x
   bzip2:
     max_pin: x
   lz4-c:
@@ -41,11 +39,13 @@ pin_run_as_build:
 python:
 - 3.9.* *_cpython
 re2:
-- 2020.10.01
+- 2021.04.01
 snappy:
 - '1'
 target_platform:
 - win-64
+thrift_cpp:
+- 0.14.1
 zip_keys:
 - - numpy
   - python
diff --git a/dev/tasks/conda-recipes/.scripts/logging_utils.sh b/dev/tasks/conda-recipes/.scripts/logging_utils.sh
new file mode 100644
index 00000000000..a53ef3f2c7a
--- /dev/null
+++ b/dev/tasks/conda-recipes/.scripts/logging_utils.sh
@@ -0,0 +1,30 @@
+#!/bin/bash
+
+# Provide a unified interface for the different logging
+# utilities CI providers offer. If unavailable, provide
+# a compatible fallback (e.g. bare `echo xxxxxx`).
+
+function startgroup {
+    # Start a foldable group of log lines
+    # Pass a single argument, quoted
+    case ${CI:-} in
+        azure )
+            echo "##[group]$1";;
+        travis )
+            echo "$1"
+            echo -en 'travis_fold:start:'"${1// /}"'\\r';;
+        * )
+            echo "$1";;
+    esac
+}
+
+function endgroup {
+    # End a foldable group of log lines
+    # Pass a single argument, quoted
+    case ${CI:-} in
+        azure )
+            echo "##[endgroup]";;
+        travis )
+            echo -en 'travis_fold:end:'"${1// /}"'\\r';;
+    esac
+}
diff --git a/dev/tasks/conda-recipes/arrow-cpp/bld-arrow.bat b/dev/tasks/conda-recipes/arrow-cpp/bld-arrow.bat
index cc2ed71fe3e..2cc6ed1ba3e 100644
--- a/dev/tasks/conda-recipes/arrow-cpp/bld-arrow.bat
+++ b/dev/tasks/conda-recipes/arrow-cpp/bld-arrow.bat
@@ -1,6 +1,19 @@
+@echo on
+
 mkdir "%SRC_DIR%"\cpp\build
 pushd "%SRC_DIR%"\cpp\build
 
+:: Enable CUDA support
+if "%cuda_compiler_version%"=="None" (
+    set "EXTRA_CMAKE_ARGS=-DARROW_CUDA=OFF"
+) else (
+    REM this should move to nvcc-feedstock
+    set "CUDA_PATH=%CUDA_PATH:\=/%"
+    set "CUDA_HOME=%CUDA_HOME:\=/%"
+
+    set "EXTRA_CMAKE_ARGS=-DARROW_CUDA=ON"
+)
+
 cmake -G "Ninja" ^
       -DBUILD_SHARED_LIBS=ON ^
       -DCMAKE_INSTALL_PREFIX="%LIBRARY_PREFIX%" ^
@@ -31,6 +44,7 @@ cmake -G "Ninja" ^
       -DARROW_S3:BOOL=ON ^
       -DBoost_NO_BOOST_CMAKE=ON ^
       -DCMAKE_UNITY_BUILD=ON ^
+      %EXTRA_CMAKE_ARGS% ^
       ..
 if errorlevel 1 exit 1
 
diff --git a/dev/tasks/conda-recipes/arrow-cpp/bld-pyarrow.bat b/dev/tasks/conda-recipes/arrow-cpp/bld-pyarrow.bat
index 8f3357748df..89cec3710c3 100644
--- a/dev/tasks/conda-recipes/arrow-cpp/bld-pyarrow.bat
+++ b/dev/tasks/conda-recipes/arrow-cpp/bld-pyarrow.bat
@@ -2,18 +2,17 @@
 pushd "%SRC_DIR%"\python
 
 @rem the symlinks for cmake modules don't work here
+@rem NOTE: In contrast to conda-forge, they work here as we clone from git.
 @rem del cmake_modules\BuildUtils.cmake
 @rem del cmake_modules\SetupCxxFlags.cmake
+@rem del cmake_modules\CompilerInfo.cmake
 @rem del cmake_modules\FindNumPy.cmake
 @rem del cmake_modules\FindPythonLibsNew.cmake
 @rem copy /Y "%SRC_DIR%\cpp\cmake_modules\BuildUtils.cmake" cmake_modules\
-@rem if errorlevel 1 exit 1
 @rem copy /Y "%SRC_DIR%\cpp\cmake_modules\SetupCxxFlags.cmake" cmake_modules\
-@rem if errorlevel 1 exit 1
+@rem copy /Y "%SRC_DIR%\cpp\cmake_modules\CompilerInfo.cmake" cmake_modules\
 @rem copy /Y "%SRC_DIR%\cpp\cmake_modules\FindNumPy.cmake" cmake_modules\
-@rem if errorlevel 1 exit 1
 @rem copy /Y "%SRC_DIR%\cpp\cmake_modules\FindPythonLibsNew.cmake" cmake_modules\
-@rem if errorlevel 1 exit 1
 
 SET ARROW_HOME=%LIBRARY_PREFIX%
 SET SETUPTOOLS_SCM_PRETEND_VERSION=%PKG_VERSION%
@@ -26,6 +25,13 @@ SET PYARROW_WITH_GANDIVA=1
 SET PYARROW_WITH_PARQUET=1
 SET PYARROW_CMAKE_GENERATOR=Ninja
 
+:: Enable CUDA support
+if "%cuda_compiler_version%"=="None" (
+    set "PYARROW_WITH_CUDA=0"
+) else (
+    set "PYARROW_WITH_CUDA=1"
+)
+
 %PYTHON%   setup.py ^
            build_ext ^
            install --single-version-externally-managed ^
diff --git a/dev/tasks/conda-recipes/arrow-cpp/build-arrow.sh b/dev/tasks/conda-recipes/arrow-cpp/build-arrow.sh
old mode 100755
new mode 100644
index e15fc92808c..f9c1d975ec3
--- a/dev/tasks/conda-recipes/arrow-cpp/build-arrow.sh
+++ b/dev/tasks/conda-recipes/arrow-cpp/build-arrow.sh
@@ -34,17 +34,26 @@ else
     EXTRA_CMAKE_ARGS=" ${EXTRA_CMAKE_ARGS} -DARROW_CUDA=OFF"
 fi
 
+if [[ "${target_platform}" == "osx-arm64" ]]; then
+    # We need llvm 11+ support in Arrow for this
+    EXTRA_CMAKE_ARGS=" ${EXTRA_CMAKE_ARGS} -DARROW_GANDIVA=OFF"
+    sed -ie "s;protoc-gen-grpc.*$;protoc-gen-grpc=${BUILD_PREFIX}/bin/grpc_cpp_plugin\";g" ../src/arrow/flight/CMakeLists.txt
+    sed -ie 's;"--with-jemalloc-prefix\=je_arrow_";"--with-jemalloc-prefix\=je_arrow_" "--with-lg-page\=14";g' ../cmake_modules/ThirdpartyToolchain.cmake
+else
+    EXTRA_CMAKE_ARGS=" ${EXTRA_CMAKE_ARGS} -DARROW_GANDIVA=ON"
+fi
+
 cmake \
-    -DBUILD_SHARED_LIBS=ON \
     -DARROW_BOOST_USE_SHARED=ON \
     -DARROW_BUILD_BENCHMARKS=OFF \
     -DARROW_BUILD_STATIC=OFF \
     -DARROW_BUILD_TESTS=OFF \
     -DARROW_BUILD_UTILITIES=OFF \
+    -DBUILD_SHARED_LIBS=ON \
     -DARROW_DATASET=ON \
     -DARROW_DEPENDENCY_SOURCE=SYSTEM \
     -DARROW_FLIGHT=ON \
-    -DARROW_GANDIVA=ON \
+    -DARROW_FLIGHT_REQUIRE_TLSCREDENTIALSOPTIONS=ON \
     -DARROW_HDFS=ON \
     -DARROW_JEMALLOC=ON \
     -DARROW_MIMALLOC=ON \
@@ -55,34 +64,32 @@ cmake \
     -DARROW_PYTHON=ON \
     -DARROW_S3=ON \
     -DARROW_SIMD_LEVEL=NONE \
+    -DARROW_USE_LD_GOLD=ON \
     -DARROW_WITH_BROTLI=ON \
     -DARROW_WITH_BZ2=ON \
     -DARROW_WITH_LZ4=ON \
     -DARROW_WITH_SNAPPY=ON \
     -DARROW_WITH_ZLIB=ON \
     -DARROW_WITH_ZSTD=ON \
-    -DARROW_USE_LD_GOLD=ON \
-    -DCMAKE_AR=${AR} \
     -DCMAKE_BUILD_TYPE=release \
     -DCMAKE_INSTALL_LIBDIR=lib \
     -DCMAKE_INSTALL_PREFIX=$PREFIX \
-    -DCMAKE_RANLIB=${RANLIB} \
     -DLLVM_TOOLS_BINARY_DIR=$PREFIX/bin \
-    -DCMAKE_UNITY_BUILD=ON \
+    -DPython3_EXECUTABLE=${PYTHON} \
+    -DProtobuf_PROTOC_EXECUTABLE=$BUILD_PREFIX/bin/protoc \
     -GNinja \
     ${EXTRA_CMAKE_ARGS} \
     ..
 
-# Decrease parallelism a bit as we will otherwise get out-of-memory problems
-# This is only necessary on Travis
-if [ "${TRAVIS}" = "true" ]; then
-# if [ "$(uname -m)" = "ppc64le" ]; then
-    echo "Using $(grep -c ^processor /proc/cpuinfo) CPUs"
-    CPU_COUNT=$(grep -c ^processor /proc/cpuinfo)
-    CPU_COUNT=$((CPU_COUNT / 4))
-    ninja install -j${CPU_COUNT}
-else
-    ninja install
+# Commented out until jemalloc and mimalloc are fixed upstream
+if [[ "${target_platform}" == "osx-arm64" ]]; then
+     ninja jemalloc_ep-prefix/src/jemalloc_ep-stamp/jemalloc_ep-patch mimalloc_ep-prefix/src/mimalloc_ep-stamp/mimalloc_ep-patch
+     cp $BUILD_PREFIX/share/gnuconfig/config.* jemalloc_ep-prefix/src/jemalloc_ep/build-aux/
+     sed -ie 's/list(APPEND mi_cflags -march=native)//g' mimalloc_ep-prefix/src/mimalloc_ep/CMakeLists.txt
+     # Use the correct register for thread-local storage
+     sed -ie 's/tpidr_el0/tpidrro_el0/g' mimalloc_ep-prefix/src/mimalloc_ep/include/mimalloc-internal.h
 fi
 
+ninja install
+
 popd
diff --git a/dev/tasks/conda-recipes/arrow-cpp/build-pyarrow.sh b/dev/tasks/conda-recipes/arrow-cpp/build-pyarrow.sh
old mode 100755
new mode 100644
index d0fb55de580..a394e999f7b
--- a/dev/tasks/conda-recipes/arrow-cpp/build-pyarrow.sh
+++ b/dev/tasks/conda-recipes/arrow-cpp/build-pyarrow.sh
@@ -9,10 +9,14 @@ export PARQUET_HOME=$PREFIX
 export SETUPTOOLS_SCM_PRETEND_VERSION=$PKG_VERSION
 export PYARROW_BUILD_TYPE=release
 export PYARROW_BUNDLE_ARROW_CPP_HEADERS=0
-export PYARROW_BUNDLE_PLASMA_EXECUTABLE=0
 export PYARROW_WITH_DATASET=1
 export PYARROW_WITH_FLIGHT=1
-export PYARROW_WITH_GANDIVA=1
+if [[ "${target_platform}" == "osx-arm64" ]]; then
+    # We need llvm 11+ support in Arrow for this
+    export PYARROW_WITH_GANDIVA=0
+else
+    export PYARROW_WITH_GANDIVA=1
+fi
 export PYARROW_WITH_HDFS=1
 export PYARROW_WITH_ORC=1
 export PYARROW_WITH_PARQUET=1
@@ -22,16 +26,14 @@ export PYARROW_CMAKE_GENERATOR=Ninja
 BUILD_EXT_FLAGS=""
 
 # Enable CUDA support
-if [[ ! -z "${cuda_compiler_version+x}" && "${cuda_compiler_version}" != "None" ]]
-then
+if [[ ! -z "${cuda_compiler_version+x}" && "${cuda_compiler_version}" != "None" ]]; then
     export PYARROW_WITH_CUDA=1
 else
     export PYARROW_WITH_CUDA=0
 fi
 
 # Resolve: Make Error at cmake_modules/SetupCxxFlags.cmake:338 (message): Unsupported arch flag: -march=.
-if [[ "$(uname -m)" = "aarch64" ]]
-then
+if [[ "${target_platform}" == "linux-aarch64" ]]; then
     export PYARROW_CMAKE_OPTIONS="-DARROW_ARMV8_ARCH=armv8-a"
 fi
 
diff --git a/dev/tasks/conda-recipes/arrow-cpp/meta.yaml b/dev/tasks/conda-recipes/arrow-cpp/meta.yaml
index cdbfc5d5b4d..48a8629866d 100644
--- a/dev/tasks/conda-recipes/arrow-cpp/meta.yaml
+++ b/dev/tasks/conda-recipes/arrow-cpp/meta.yaml
@@ -1,9 +1,9 @@
+# NOTE: In constrast to the conda-forge recipe, ARROW_VERSION is a templated variable here.
 {% set version = ARROW_VERSION %}
-{% set number = "0" %}
-{% set cuda_enabled = cuda_compiler_version is not undefined and cuda_compiler_version == '9.2' %}
-{% set build_ext_version = "1.0.1" %}
+{% set cuda_enabled = cuda_compiler_version != "None" %}
+{% set build_ext_version = ARROW_VERSION %}
 {% set build_ext = "cuda" if cuda_enabled else "cpu" %}
-{% set proc_build_number = "1" %}
+{% set proc_build_number = "0" %}
 
 package:
   name: arrow-cpp-ext
@@ -14,7 +14,10 @@ source:
 
 build:
   number: 0
-  skip: true  # [cuda_compiler_version not in (undefined, "None", "9.2")]
+  # for cuda on win/linux, building with 9.2 is enough to be compatible with all later versions,
+  # since arrow is only using libcuda, and not libcudart.
+  skip: true  # [(win or linux) and cuda_compiler_version not in ("None", "10.2")]
+  skip: true  # [osx and cuda_compiler_version != "None"]
   run_exports:
     - {{ pin_subpackage("arrow-cpp", max_pin="x.x.x") }}
 
@@ -40,27 +43,31 @@ outputs:
     version: {{ version }}
     build:
       string: py{{ CONDA_PY }}h{{ PKG_HASH }}_{{ PKG_BUILDNUM }}_{{ build_ext }}
-      skip: true  # [cuda_compiler_version not in (undefined, "None", "9.2")]
       run_exports:
         - {{ pin_subpackage("arrow-cpp", max_pin="x.x.x") }}
       ignore_run_exports:
         - cudatoolkit
-        # Gandiva only needs headers
-        - boost-cpp
       track_features:
         {{ "- arrow-cuda" if cuda_enabled else "" }}
     requirements:
       build:
-        - cmake 3.16.*
+        - python                                 # [build_platform != target_platform]
+        - cross-python_{{ target_platform }}     # [build_platform != target_platform]
+        - cython                                 # [build_platform != target_platform]
+        - numpy                                  # [build_platform != target_platform]
+        - gnuconfig                              # [osx and arm64]
+        - libprotobuf
+        - grpc-cpp
+        - cmake
         - autoconf  # [unix]
         - ninja
         - make  # [unix]
         - {{ compiler('c') }}
         - {{ compiler('cxx') }}
-        - {{ compiler("cuda") }}  # [cuda_compiler_version not in (undefined, "None")]
+        - {{ compiler("cuda") }}  # [cuda_compiler_version != "None"]
       host:
         - aws-sdk-cpp
-        - boost-cpp
+        - boost-cpp >=1.70
         - brotli
         - bzip2
         - c-ares
@@ -68,8 +75,8 @@ outputs:
         - glog
         - grpc-cpp
         - libprotobuf
-        - clangdev 11
-        - llvmdev 11
+        - clangdev 10  # [not (osx and arm64)]
+        - llvmdev 10   # [not (osx and arm64)]
         - libutf8proc
         - lz4-c
         - numpy
@@ -78,25 +85,15 @@ outputs:
         - rapidjson
         - re2
         - snappy
-        - thrift-cpp >=0.11
+        - thrift-cpp
         - zlib
         - zstd
       run:
         - {{ pin_compatible('numpy', lower_bound='1.16') }}
-        - aws-sdk-cpp
-        - brotli
-        - c-ares
-        - gflags
-        - glog
-        - grpc-cpp
-        - lz4-c
         - python
-        - re2
-        - zlib
-        - zstd
       run_constrained:
         - arrow-cpp-proc * {{ build_ext }}
-        - cudatoolkit >=9.2  # [cuda_compiler_version not in (undefined, "None")]
+        - cudatoolkit >=9.2  # [cuda_compiler_version != "None"]
 
     about:
       home: http://github.com/apache/arrow
@@ -111,7 +108,7 @@ outputs:
         - test -f $PREFIX/include/arrow/api.h              # [unix]
         - test -f $PREFIX/include/arrow/flight/types.h     # [unix]
         - test -f $PREFIX/include/plasma/client.h          # [unix]
-        - test -f $PREFIX/include/gandiva/engine.h         # [unix and not (aarch64 or ppc64le)]
+        - test -f $PREFIX/include/gandiva/engine.h         # [unix and not (osx and arm64)]
         - test -f $PREFIX/include/parquet/api/reader.h     # [unix]
         - if not exist %LIBRARY_INC%\\arrow\\api.h exit 1            # [win]
         - if not exist %LIBRARY_INC%\\gandiva\\engine.h exit 1       # [win]
@@ -123,15 +120,16 @@ outputs:
         - test -f $PREFIX/lib/libarrow_flight.so     # [linux]
         - test -f $PREFIX/lib/libarrow_python.so     # [linux]
         - test -f $PREFIX/lib/libparquet.so          # [linux]
-        - test -f $PREFIX/lib/libgandiva.so          # [linux and not (aarch64 or ppc64le)]
+        - test -f $PREFIX/lib/libgandiva.so          # [linux]
         - test -f $PREFIX/lib/libplasma.so           # [linux]
-        {{ "- test %s -f $PREFIX/lib/libarrow_cuda.so" % (['!', ''][cuda_enabled]) }}                         # [linux]
-        {{ "- test %s -f $PREFIX/lib/libarrow_cuda.dylib" % (['!', ''][cuda_enabled]) }}                      # [osx]
-        {{ "- if %s exist %%PREFIX%%\\Library\\bin\\arrow_cuda.dll exit 1" % (['', 'not'][cuda_enabled]) }}   # [win]
+        - test -f $PREFIX/lib/libarrow_cuda${SHLIB_EXT}               # [(cuda_compiler_version != "None") and unix]
+        - test ! -f $PREFIX/lib/libarrow_cuda${SHLIB_EXT}             # [(cuda_compiler_version == "None") and unix]
+        - if not exist %PREFIX%\\Library\\bin\\arrow_cuda.dll exit 1  # [(cuda_compiler_version != "None") and win]
+        - if exist %PREFIX%\\Library\\bin\\arrow_cuda.dll exit 1      # [(cuda_compiler_version == "None") and win]
         - test -f $PREFIX/lib/libarrow.dylib          # [osx]
         - test -f $PREFIX/lib/libarrow_dataset.dylib  # [osx]
         - test -f $PREFIX/lib/libarrow_python.dylib   # [osx]
-        - test -f $PREFIX/lib/libgandiva.dylib        # [osx]
+        - test -f $PREFIX/lib/libgandiva.dylib        # [osx and not arm64]
         - test -f $PREFIX/lib/libparquet.dylib        # [osx]
         - test -f $PREFIX/lib/libplasma.dylib         # [osx]
         - if not exist %PREFIX%\\Library\\bin\\arrow.dll exit 1          # [win]
@@ -162,20 +160,23 @@ outputs:
     version: {{ version }}
     build:
       string: py{{ CONDA_PY }}h{{ PKG_HASH }}_{{ PKG_BUILDNUM }}_{{ build_ext }}
-      skip: true  # [cuda_compiler_version not in (undefined, "None", "9.2")]
       ignore_run_exports:
         - cudatoolkit
       track_features:
         {{ "- arrow-cuda" if cuda_enabled else "" }}
     requirements:
       build:
-        - cmake 3.16.*
+        - python                                 # [build_platform != target_platform]
+        - cross-python_{{ target_platform }}     # [build_platform != target_platform]
+        - cython                                 # [build_platform != target_platform]
+        - numpy                                  # [build_platform != target_platform]
+        - cmake
         - ninja
         - make  # [unix]
         - {{ compiler('c') }}
         - {{ compiler('cxx') }}
         # pyarrow does not require nvcc but it needs to link against libraries in arrow-cpp=*=*cuda
-        - {{ compiler("cuda") }}  # [cuda_compiler_version not in (undefined, "None")]
+        - {{ compiler("cuda") }}  # [cuda_compiler_version != "None"]
       host:
         - {{ pin_subpackage('arrow-cpp', exact=True) }}
         - cython
@@ -192,7 +193,7 @@ outputs:
         - python
       run_constrained:
         - arrow-cpp-proc * {{ build_ext }}
-        - cudatoolkit >=9.2  # [cuda_compiler_version not in (undefined, "None")]
+        - cudatoolkit >=9.2  # [cuda_compiler_version != "None"]
 
     about:
       home: http://github.com/apache/arrow
@@ -206,7 +207,7 @@ outputs:
         - pyarrow
         - pyarrow.dataset
         - pyarrow.flight
-        - pyarrow.gandiva
+        - pyarrow.gandiva  # [not (osx and arm64)]
         - pyarrow.orc      # [unix]
         - pyarrow.parquet
         - pyarrow.plasma   # [unix]
@@ -215,31 +216,39 @@ outputs:
         - pyarrow._hdfs
         # We can only test importing cuda package but cannot run when a
         # CUDA device is not available, for instance, when building from CI.
-        - pyarrow.cuda     # [cuda_compiler_version not in (undefined, "None")]
+        # On Windows, we cannot even do that due to `nvcuda.dll` not being found, see
+        # https://conda-forge.org/docs/maintainer/knowledge_base.html#nvcuda-dll-cannot-be-found-on-windows
+        # However, we check below for (at least) the presence of a correctly-compiled module
+        - pyarrow.cuda     # [cuda_compiler_version != "None" and not win]
       commands:
-        - test ! -f ${SP_DIR}/pyarrow/plasma-store-server       # [unix]
-        - test ! -f ${SP_DIR}/pyarrow/tests/test_array.py       # [unix]
-        - if exist %SP_DIR%/pyarrow/tests/test_array.py exit 1  # [win]
+        - test ! -f ${SP_DIR}/pyarrow/tests/test_array.py                         # [unix]
+        - if exist %SP_DIR%/pyarrow/tests/test_array.py exit 1                    # [win]
+        # Need to remove dot from PY_VER; %MYVAR:x=y% replaces "x" in %MYVAR% with "y"
+        - if not exist %SP_DIR%/pyarrow/_cuda.cp%PY_VER:.=%-win_amd64.pyd exit 1  # [win and cuda_compiler_version != "None"]
+
   - name: pyarrow-tests
     script: build-pyarrow.sh  # [not win]
     script: bld-pyarrow.bat   # [win]
     version: {{ version }}
     build:
       string: py{{ CONDA_PY }}h{{ PKG_HASH }}_{{ PKG_BUILDNUM }}_{{ build_ext }}
-      skip: true  # [cuda_compiler_version not in (undefined, "None", "9.2")]
       ignore_run_exports:
         - cudatoolkit
       track_features:
         {{ "- arrow-cuda" if cuda_enabled else "" }}
     requirements:
       build:
-        - cmake 3.16.*
+        - python                                 # [build_platform != target_platform]
+        - cross-python_{{ target_platform }}     # [build_platform != target_platform]
+        - cython                                 # [build_platform != target_platform]
+        - numpy                                  # [build_platform != target_platform]
+        - cmake
         - ninja
         - make  # [unix]
         - {{ compiler('c') }}
         - {{ compiler('cxx') }}
         # pyarrow does not require nvcc but it needs to link against libraries in arrow-cpp=*=*cuda
-        - {{ compiler("cuda") }}  # [cuda_compiler_version not in (undefined, "None")]
+        - {{ compiler("cuda") }}  # [cuda_compiler_version != "None"]
       host:
         - {{ pin_subpackage('arrow-cpp', exact=True) }}
         - {{ pin_subpackage('pyarrow', exact=True) }}
@@ -254,7 +263,7 @@ outputs:
         - python
       run_constrained:
         - arrow-cpp-proc * {{ build_ext }}
-        - cudatoolkit >=9.2  # [cuda_compiler_version not in (undefined, "None")]
+        - cudatoolkit >=9.2  # [cuda_compiler_version != "None"]
 
     about:
       home: http://github.com/apache/arrow
diff --git a/dev/tasks/conda-recipes/azure.osx.yml b/dev/tasks/conda-recipes/azure.osx.yml
index 58afa8045cb..dbb1a68aca6 100755
--- a/dev/tasks/conda-recipes/azure.osx.yml
+++ b/dev/tasks/conda-recipes/azure.osx.yml
@@ -58,9 +58,14 @@ jobs:
 
   - script: |
       source activate base
-      conda build arrow-cpp parquet-cpp \
+      set +x
+      if [[ "${CONFIG}" == osx_arm* ]]; then
+        EXTRA_CB_OPTIONS="${EXTRA_CB_OPTIONS:-} --no-test"
+      fi
+      conda build arrow-cpp \
         -m ./.ci_support/${CONFIG}.yaml \
         --clobber-file ./.ci_support/clobber_${CONFIG}.yaml \
+        ${EXTRA_CB_OPTIONS:-} \
         --output-folder ./build_artifacts
 
       if [ ! -z "${R_CONFIG}" ]; then
@@ -71,5 +76,5 @@ jobs:
     workingDirectory: arrow/dev/tasks/conda-recipes
     displayName: Build recipes
 
-  {{ macros.azure_upload_releases("arrow/dev/tasks/conda-recipes/build_artifacts/osx-64/*.tar.bz2") }}
-  {{ macros.azure_upload_anaconda("arrow/dev/tasks/conda-recipes/build_artifacts/osx-64/*.tar.bz2") }}
+  {{ macros.azure_upload_releases("arrow/dev/tasks/conda-recipes/build_artifacts/osx-*/*.tar.bz2") }}
+  {{ macros.azure_upload_anaconda("arrow/dev/tasks/conda-recipes/build_artifacts/osx-*/*.tar.bz2") }}
diff --git a/dev/tasks/conda-recipes/build_steps.sh b/dev/tasks/conda-recipes/build_steps.sh
index 8f1743f5946..25864c08a70 100755
--- a/dev/tasks/conda-recipes/build_steps.sh
+++ b/dev/tasks/conda-recipes/build_steps.sh
@@ -1,5 +1,9 @@
 #!/usr/bin/env bash
 
+# NOTE: This script has been slightly adopted to suite the Apache Arrow / crossbow CI
+# 	setup. The next time this is updated to the current version on conda-forge,
+#       you will also make this additions afterwards.
+
 # PLEASE NOTE: This script has been automatically generated by conda-smithy. Any changes here
 # will be lost next time ``conda smithy rerender`` is run. If you would like to make permanent
 # changes to this script, consider a proposal to conda-smithy so that other feedstocks can also
diff --git a/dev/tasks/conda-recipes/run_docker_build.sh b/dev/tasks/conda-recipes/run_docker_build.sh
index 8a900379487..7645c43e2fa 100755
--- a/dev/tasks/conda-recipes/run_docker_build.sh
+++ b/dev/tasks/conda-recipes/run_docker_build.sh
@@ -1,5 +1,9 @@
 #!/usr/bin/env bash
 
+# NOTE: This script has been slightly adopted to suite the Apache Arrow / crossbow CI
+# 	setup. The next time this is updated to the current version on conda-forge,
+#       you will also make this additions afterwards.
+
 # PLEASE NOTE: This script has been automatically generated by conda-smithy. Any changes here
 # will be lost next time ``conda smithy rerender`` is run. If you would like to make permanent
 # changes to this script, consider a proposal to conda-smithy so that other feedstocks can also
diff --git a/dev/tasks/tasks.yml b/dev/tasks/tasks.yml
index 5a04c98f640..561794146ab 100644
--- a/dev/tasks/tasks.yml
+++ b/dev/tasks/tasks.yml
@@ -166,7 +166,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.linux.yml
     params:
-      config: linux_cuda_compiler_versionNonepython3.6.____cpython
+      config: linux_64_cuda_compiler_versionNonenumpy1.17python3.6.____cpython
       r_config: linux_64_r_base3.6
     artifacts:
       - arrow-cpp-{no_rc_version}-py36(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -176,7 +176,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.linux.yml
     params:
-      config: linux_cuda_compiler_versionNonepython3.7.____cpython
+      config: linux_64_cuda_compiler_versionNonenumpy1.17python3.7.____cpython
       r_config: linux_64_r_base4.0
     artifacts:
       - arrow-cpp-{no_rc_version}-py37(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -186,7 +186,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.linux.yml
     params:
-      config: linux_cuda_compiler_versionNonepython3.8.____cpython
+      config: linux_64_cuda_compiler_versionNonenumpy1.17python3.8.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
       - pyarrow-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -195,7 +195,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.linux.yml
     params:
-      config: linux_cuda_compiler_versionNonepython3.9.____cpython
+      config: linux_64_cuda_compiler_versionNonenumpy1.19python3.9.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py39(h[a-z0-9]+)_0_cpu.tar.bz2
       - pyarrow-{no_rc_version}-py39(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -204,7 +204,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.linux.yml
     params:
-      config: linux_cuda_compiler_version9.2python3.6.____cpython
+      config: linux_64_cuda_compiler_version10.2numpy1.17python3.6.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py36(h[a-z0-9]+)_0_cuda.tar.bz2
       - pyarrow-{no_rc_version}-py36(h[a-z0-9]+)_0_cuda.tar.bz2
@@ -213,7 +213,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.linux.yml
     params:
-      config: linux_cuda_compiler_version9.2python3.7.____cpython
+      config: linux_64_cuda_compiler_version10.2numpy1.17python3.7.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py37(h[a-z0-9]+)_0_cuda.tar.bz2
       - pyarrow-{no_rc_version}-py37(h[a-z0-9]+)_0_cuda.tar.bz2
@@ -222,7 +222,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.linux.yml
     params:
-      config: linux_cuda_compiler_version9.2python3.8.____cpython
+      config: linux_64_cuda_compiler_version10.2numpy1.17python3.8.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py38(h[a-z0-9]+)_0_cuda.tar.bz2
       - pyarrow-{no_rc_version}-py38(h[a-z0-9]+)_0_cuda.tar.bz2
@@ -231,7 +231,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.linux.yml
     params:
-      config: linux_cuda_compiler_version9.2python3.9.____cpython
+      config: linux_64_cuda_compiler_version10.2numpy1.19python3.9.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py39(h[a-z0-9]+)_0_cuda.tar.bz2
       - pyarrow-{no_rc_version}-py39(h[a-z0-9]+)_0_cuda.tar.bz2
@@ -278,7 +278,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.osx.yml
     params:
-      config: osx_python3.6.____cpython
+      config: osx_64_numpy1.17python3.6.____cpython
       r_config: osx_64_r_base3.6
     artifacts:
       - arrow-cpp-{no_rc_version}-py36(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -288,7 +288,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.osx.yml
     params:
-      config: osx_python3.7.____cpython
+      config: osx_64_numpy1.17python3.7.____cpython
       r_config: osx_64_r_base4.0
     artifacts:
       - arrow-cpp-{no_rc_version}-py37(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -298,7 +298,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.osx.yml
     params:
-      config: osx_python3.8.____cpython
+      config: osx_64_numpy1.17python3.8.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
       - pyarrow-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -307,7 +307,25 @@ tasks:
     ci: azure
     template: conda-recipes/azure.osx.yml
     params:
-      config: osx_python3.9.____cpython
+      config: osx_64_numpy1.19python3.9.____cpython
+    artifacts:
+      - arrow-cpp-{no_rc_version}-py39(h[a-z0-9]+)_0_cpu.tar.bz2
+      - pyarrow-{no_rc_version}-py39(h[a-z0-9]+)_0_cpu.tar.bz2
+
+  conda-osx-arm64-clang-py38:
+    ci: azure
+    template: conda-recipes/azure.osx.yml
+    params:
+      config: osx_arm64_python3.8.____cpython
+    artifacts:
+      - arrow-cpp-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
+      - pyarrow-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
+
+  conda-osx-arm64-clang-py39:
+    ci: azure
+    template: conda-recipes/azure.osx.yml
+    params:
+      config: osx_arm64_python3.9.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py39(h[a-z0-9]+)_0_cpu.tar.bz2
       - pyarrow-{no_rc_version}-py39(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -318,7 +336,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.win.yml
     params:
-      config: win_python3.6.____cpython
+      config: win_64_cuda_compiler_versionNonenumpy1.17python3.6.____cpython
       r_config: win_64_r_base3.6
     artifacts:
       - arrow-cpp-{no_rc_version}-py36(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -328,7 +346,7 @@ tasks:
     ci: azure
     template: conda-recipes/azure.win.yml
     params:
-      config: win_python3.7.____cpython
+      config: win_64_cuda_compiler_versionNonenumpy1.17python3.7.____cpython
       r_config: win_64_r_base4.0
     artifacts:
       - arrow-cpp-{no_rc_version}-py37(h[a-z0-9]+)_0_cpu.tar.bz2
@@ -338,7 +356,16 @@ tasks:
     ci: azure
     template: conda-recipes/azure.win.yml
     params:
-      config: win_python3.8.____cpython
+      config: win_64_cuda_compiler_versionNonenumpy1.17python3.8.____cpython
+    artifacts:
+      - arrow-cpp-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
+      - pyarrow-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
+
+  conda-win-vs2017-py39:
+    ci: azure
+    template: conda-recipes/azure.win.yml
+    params:
+      config: win_64_cuda_compiler_versionNonenumpy1.19python3.9.____cpython
     artifacts:
       - arrow-cpp-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2
       - pyarrow-{no_rc_version}-py38(h[a-z0-9]+)_0_cpu.tar.bz2