diff --git a/.ci_support/linux_64_cuda_compiler_version10.2.yaml b/.ci_support/linux_64_cuda_compiler_version10.2.yaml
index e542cef3c..703d58acb 100644
--- a/.ci_support/linux_64_cuda_compiler_version10.2.yaml
+++ b/.ci_support/linux_64_cuda_compiler_version10.2.yaml
@@ -75,6 +75,7 @@ ucx:
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
+  - cuda_compiler
   - cuda_compiler_version
   - cdt_name
   - docker_image
diff --git a/.ci_support/linux_64_cuda_compiler_versionNone.yaml b/.ci_support/linux_64_cuda_compiler_versionNone.yaml
index cb4290661..88b39bd8f 100644
--- a/.ci_support/linux_64_cuda_compiler_versionNone.yaml
+++ b/.ci_support/linux_64_cuda_compiler_versionNone.yaml
@@ -17,7 +17,7 @@ channel_sources:
 channel_targets:
 - conda-forge main
 cuda_compiler:
-- nvcc
+- None
 cuda_compiler_version:
 - None
 cuda_compiler_version_min:
@@ -75,6 +75,7 @@ ucx:
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
+  - cuda_compiler
   - cuda_compiler_version
   - cdt_name
   - docker_image
diff --git a/.ci_support/linux_aarch64_cuda_compiler_version11.2.yaml b/.ci_support/linux_aarch64_cuda_compiler_version11.2.yaml
index 2f4e57a0f..86ef2f5c5 100644
--- a/.ci_support/linux_aarch64_cuda_compiler_version11.2.yaml
+++ b/.ci_support/linux_aarch64_cuda_compiler_version11.2.yaml
@@ -79,6 +79,7 @@ ucx:
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
+  - cuda_compiler
   - cuda_compiler_version
   - cdt_name
   - docker_image
diff --git a/.ci_support/linux_aarch64_cuda_compiler_versionNone.yaml b/.ci_support/linux_aarch64_cuda_compiler_versionNone.yaml
index 6d3a8216e..297e505da 100644
--- a/.ci_support/linux_aarch64_cuda_compiler_versionNone.yaml
+++ b/.ci_support/linux_aarch64_cuda_compiler_versionNone.yaml
@@ -21,7 +21,7 @@ channel_sources:
 channel_targets:
 - conda-forge main
 cuda_compiler:
-- nvcc
+- None
 cuda_compiler_version:
 - None
 cuda_compiler_version_min:
@@ -79,6 +79,7 @@ ucx:
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
+  - cuda_compiler
   - cuda_compiler_version
   - cdt_name
   - docker_image
diff --git a/.ci_support/linux_ppc64le_cuda_compiler_version11.2.yaml b/.ci_support/linux_ppc64le_cuda_compiler_version11.2.yaml
index dbf994f1e..85b631258 100644
--- a/.ci_support/linux_ppc64le_cuda_compiler_version11.2.yaml
+++ b/.ci_support/linux_ppc64le_cuda_compiler_version11.2.yaml
@@ -75,6 +75,7 @@ ucx:
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
+  - cuda_compiler
   - cuda_compiler_version
   - cdt_name
   - docker_image
diff --git a/.ci_support/linux_ppc64le_cuda_compiler_versionNone.yaml b/.ci_support/linux_ppc64le_cuda_compiler_versionNone.yaml
index 8ec685b17..6f2f3e5e1 100644
--- a/.ci_support/linux_ppc64le_cuda_compiler_versionNone.yaml
+++ b/.ci_support/linux_ppc64le_cuda_compiler_versionNone.yaml
@@ -17,7 +17,7 @@ channel_sources:
 channel_targets:
 - conda-forge main
 cuda_compiler:
-- nvcc
+- None
 cuda_compiler_version:
 - None
 cuda_compiler_version_min:
@@ -75,6 +75,7 @@ ucx:
 zip_keys:
 - - c_compiler_version
   - cxx_compiler_version
+  - cuda_compiler
   - cuda_compiler_version
   - cdt_name
   - docker_image
diff --git a/.ci_support/migrations/aws_sdk_cpp19375.yaml b/.ci_support/migrations/aws_sdk_cpp19375.yaml
deleted file mode 100644
index 40cb1b3bb..000000000
--- a/.ci_support/migrations/aws_sdk_cpp19375.yaml
+++ /dev/null
@@ -1,8 +0,0 @@
-__migrator:
-  build_number: 1
-  kind: version
-  migration_number: 1
-  use_local: true
-aws_sdk_cpp:
-- 1.9.379
-migrator_ts: 1667321224.1701944
diff --git a/.ci_support/migrations/cuda_112_ppc64le_aarch64.yaml b/.ci_support/migrations/cuda_112_ppc64le_aarch64.yaml
index 5d024931a..00c5437d2 100644
--- a/.ci_support/migrations/cuda_112_ppc64le_aarch64.yaml
+++ b/.ci_support/migrations/cuda_112_ppc64le_aarch64.yaml
@@ -15,7 +15,6 @@ __migrator:
   wait_for_migrators:
     - aarch64 and ppc64le addition
   exclude_pinned_pkgs: False
-  use_local: true
   commit_message: "Rebuild for cuda for ppc64le and aarch64"
 
 arm_variant_type:              # [aarch64]
diff --git a/.ci_support/migrations/ucx1410.yaml b/.ci_support/migrations/ucx1410.yaml
deleted file mode 100644
index 482626f97..000000000
--- a/.ci_support/migrations/ucx1410.yaml
+++ /dev/null
@@ -1,8 +0,0 @@
-__migrator:
-  build_number: 1
-  kind: version
-  migration_number: 1
-  use_local: true
-ucx:
-- '1.14.0'
-migrator_ts: 1679152574.207815
diff --git a/.ci_support/win_64_cuda_compiler_version10.2.yaml b/.ci_support/win_64_cuda_compiler_version10.2.yaml
index 64a335666..edd532a49 100644
--- a/.ci_support/win_64_cuda_compiler_version10.2.yaml
+++ b/.ci_support/win_64_cuda_compiler_version10.2.yaml
@@ -65,6 +65,8 @@ target_platform:
 thrift_cpp:
 - 0.18.1
 zip_keys:
+- - cuda_compiler
+  - cuda_compiler_version
 - - python
   - numpy
 zlib:
diff --git a/.ci_support/win_64_cuda_compiler_versionNone.yaml b/.ci_support/win_64_cuda_compiler_versionNone.yaml
index b38f2ad16..bc5543fe5 100644
--- a/.ci_support/win_64_cuda_compiler_versionNone.yaml
+++ b/.ci_support/win_64_cuda_compiler_versionNone.yaml
@@ -11,7 +11,7 @@ channel_sources:
 channel_targets:
 - conda-forge main
 cuda_compiler:
-- nvcc
+- None
 cuda_compiler_version:
 - None
 cuda_compiler_version_min:
@@ -65,6 +65,8 @@ target_platform:
 thrift_cpp:
 - 0.18.1
 zip_keys:
+- - cuda_compiler
+  - cuda_compiler_version
 - - python
   - numpy
 zlib:
diff --git a/recipe/bld-arrow.bat b/recipe/bld-arrow.bat
index 60c81be74..50f39dc30 100644
--- a/recipe/bld-arrow.bat
+++ b/recipe/bld-arrow.bat
@@ -18,8 +18,9 @@ if "%cuda_compiler_version%"=="None" (
 set "READ_RECIPE_META_YAML_WHY_NOT=OFF"
 
 :: for available switches see
-:: https://github.com/apache/arrow/blame/apache-arrow-11.0.0/cpp/cmake_modules/DefineOptions.cmake
+:: https://github.com/apache/arrow/blame/apache-arrow-12.0.0/cpp/cmake_modules/DefineOptions.cmake
 cmake -G "Ninja" ^
+      -DARROW_ACERO=ON ^
       -DARROW_BOOST_USE_SHARED:BOOL=ON ^
       -DARROW_BUILD_STATIC:BOOL=OFF ^
       -DARROW_BUILD_TESTS:BOOL=OFF ^
diff --git a/recipe/build-arrow.sh b/recipe/build-arrow.sh
index ea98d3a60..5630ba789 100644
--- a/recipe/build-arrow.sh
+++ b/recipe/build-arrow.sh
@@ -74,9 +74,10 @@ fi
 export READ_RECIPE_META_YAML_WHY_NOT=OFF
 
 # for available switches see
-# https://github.com/apache/arrow/blame/apache-arrow-11.0.0/cpp/cmake_modules/DefineOptions.cmake
+# https://github.com/apache/arrow/blame/apache-arrow-12.0.0/cpp/cmake_modules/DefineOptions.cmake
 # placeholder in ARROW_GDB_INSTALL_DIR must match what's used for replacement in activate.sh
 cmake -GNinja \
+    -DARROW_ACERO=ON \
     -DARROW_BOOST_USE_SHARED=ON \
     -DARROW_BUILD_BENCHMARKS=OFF \
     -DARROW_BUILD_STATIC=OFF \
diff --git a/recipe/meta.yaml b/recipe/meta.yaml
index 83630e918..07953d529 100644
--- a/recipe/meta.yaml
+++ b/recipe/meta.yaml
@@ -139,8 +139,8 @@ outputs:
     test:
       commands:
         {% set headers = [
-            "arrow/api.h", "arrow/flight/types.h", "arrow/flight/sql/api.h",
-            "gandiva/engine.h", "parquet/api/reader.h"
+            "arrow/api.h", "arrow/acero/groupby.h", "arrow/flight/types.h",
+            "arrow/flight/sql/api.h", "gandiva/engine.h", "parquet/api/reader.h"
         ] %}
         {% for each_header in headers %}
         # headers
@@ -149,8 +149,8 @@ outputs:
         {% endfor %}
 
         {% set libs = (cuda_compiler_version != "None") * ["arrow_cuda"] + [
-            "arrow", "arrow_dataset", "arrow_flight", "arrow_flight_sql",
-            "arrow_substrait", "gandiva", "parquet"
+            "arrow", "arrow_acero", "arrow_dataset", "arrow_flight",
+            "arrow_flight_sql", "arrow_substrait", "gandiva", "parquet"
         ] %}
         {% for each_lib in libs %}
         # shared