diff --git a/ci/axis/nightly-env-arm64.yaml b/ci/axis/nightly-env-arm64.yaml
index 0dfae40c..f39cc044 100644
--- a/ci/axis/nightly-env-arm64.yaml
+++ b/ci/axis/nightly-env-arm64.yaml
@@ -6,7 +6,7 @@ CONDA_CONFIG_FILE:
 
 # Use M.X.Ya (major.minor.patch) with 'a' version to match nightly tag
 RAPIDS_VER:
-  - 22.02.00a
+  - 22.04.00a
 
 # Use CUDA_VER to not clobber `CUDA_VERSION` in the container
 CUDA_VER:
diff --git a/ci/axis/nightly-env.yaml b/ci/axis/nightly-env.yaml
index 0dfae40c..f39cc044 100644
--- a/ci/axis/nightly-env.yaml
+++ b/ci/axis/nightly-env.yaml
@@ -6,7 +6,7 @@ CONDA_CONFIG_FILE:
 
 # Use M.X.Ya (major.minor.patch) with 'a' version to match nightly tag
 RAPIDS_VER:
-  - 22.02.00a
+  - 22.04.00a
 
 # Use CUDA_VER to not clobber `CUDA_VERSION` in the container
 CUDA_VER:
diff --git a/ci/axis/nightly-meta-arm64.yaml b/ci/axis/nightly-meta-arm64.yaml
index 0dfae40c..f39cc044 100644
--- a/ci/axis/nightly-meta-arm64.yaml
+++ b/ci/axis/nightly-meta-arm64.yaml
@@ -6,7 +6,7 @@ CONDA_CONFIG_FILE:
 
 # Use M.X.Ya (major.minor.patch) with 'a' version to match nightly tag
 RAPIDS_VER:
-  - 22.02.00a
+  - 22.04.00a
 
 # Use CUDA_VER to not clobber `CUDA_VERSION` in the container
 CUDA_VER:
diff --git a/ci/axis/nightly-meta.yaml b/ci/axis/nightly-meta.yaml
index 0dfae40c..f39cc044 100644
--- a/ci/axis/nightly-meta.yaml
+++ b/ci/axis/nightly-meta.yaml
@@ -6,7 +6,7 @@ CONDA_CONFIG_FILE:
 
 # Use M.X.Ya (major.minor.patch) with 'a' version to match nightly tag
 RAPIDS_VER:
-  - 22.02.00a
+  - 22.04.00a
 
 # Use CUDA_VER to not clobber `CUDA_VERSION` in the container
 CUDA_VER:
diff --git a/ci/axis/release-arm64.yaml b/ci/axis/release-arm64.yaml
index 7ef29118..06d56d31 100644
--- a/ci/axis/release-arm64.yaml
+++ b/ci/axis/release-arm64.yaml
@@ -6,7 +6,7 @@ CONDA_CONFIG_FILE:
 
 # Use M.X.Y (major.minor.patch) version to match tag
 RAPIDS_VER:
-  - "22.02.00"
+  - "22.04.00"
 
 # Use CUDA_VER to not clobber `CUDA_VERSION` in the container
 CUDA_VER:
diff --git a/ci/axis/release.yaml b/ci/axis/release.yaml
index 7ef29118..06d56d31 100644
--- a/ci/axis/release.yaml
+++ b/ci/axis/release.yaml
@@ -6,7 +6,7 @@ CONDA_CONFIG_FILE:
 
 # Use M.X.Y (major.minor.patch) version to match tag
 RAPIDS_VER:
-  - "22.02.00"
+  - "22.04.00"
 
 # Use CUDA_VER to not clobber `CUDA_VERSION` in the container
 CUDA_VER:
diff --git a/ci/axis/tests.yaml b/ci/axis/tests.yaml
index 92e31f2b..f52cba6f 100644
--- a/ci/axis/tests.yaml
+++ b/ci/axis/tests.yaml
@@ -6,7 +6,7 @@ DOCKER_REPO:
 
 # Use M.X (major.minor) version
 RAPIDS_VER:
-  - "22.02"
+  - "22.04"
 
 CUDA_VER:
   - 11.5
diff --git a/conda/recipes/rapids-build-env/meta.yaml b/conda/recipes/rapids-build-env/meta.yaml
index ed86737f..71c32457 100644
--- a/conda/recipes/rapids-build-env/meta.yaml
+++ b/conda/recipes/rapids-build-env/meta.yaml
@@ -43,6 +43,7 @@ requirements:
     - automake
     - benchmark {{ benchmark_version }}
     - black {{ black_version }}
+    - click =8.0.4  # Required for black < 22.3.0, see https://github.com/psf/black/issues/2964
     - conda-forge::blas
     - boost
     - boost-cpp {{ boost_cpp_version }}
@@ -79,6 +80,7 @@ requirements:
     - gmock {{ gmock_version }}
     - graphviz
     - gtest {{ gtest_version }}
+    - h5py
     - hdbscan
     - holoviews {{ holoviews_version }}
     - httpretty
@@ -88,7 +90,6 @@ requirements:
     - libcypher-parser
     - libgcc-ng {{ build_stack_version }}
     - libgfortran-ng {{ build_stack_version }}
-    - libhwloc
     - liblapack
     - librdkafka {{ librdkafka_version }}
     - libstdcxx-ng {{ build_stack_version }}
@@ -111,7 +112,6 @@ requirements:
     - packaging
     - pandas {{ pandas_version }}
     - panel {{ panel_version }}
-    - pickle5  # [py<38]
     - pillow {{ pillow_version }}
     - pkg-config
     - pre-commit
@@ -139,6 +139,7 @@ requirements:
     - ripgrep
     - s3fs {{ s3fs_version }}
     - setuptools
+    - scikit-build {{ scikit_build_version }}
     - scikit-image {{ scikit_image_version }}
     - scikit-learn {{ scikit_learn_version }}
     - scipy {{ scipy_version }}
diff --git a/conda/recipes/rapids-notebook-env/meta.yaml b/conda/recipes/rapids-notebook-env/meta.yaml
index 9ac98d4e..630b3254 100644
--- a/conda/recipes/rapids-notebook-env/meta.yaml
+++ b/conda/recipes/rapids-notebook-env/meta.yaml
@@ -42,9 +42,11 @@ requirements:
     - cudatoolkit ={{ cuda_major }}.*
     - cupy {{ cupy_version }}
     - cython {{ cython_version }}
+    - dask {{ dask_version }}
     - dask-labextension
     - dask-ml
     - datashader {{ datashader_version }}
+    - distributed {{ distributed_version }}
     - filterpy
     - holoviews
     - ipython {{ ipython_version }}
diff --git a/conda/recipes/rapids/meta.yaml b/conda/recipes/rapids/meta.yaml
index 5cb3da0b..68db24f9 100644
--- a/conda/recipes/rapids/meta.yaml
+++ b/conda/recipes/rapids/meta.yaml
@@ -44,7 +44,6 @@ requirements:
     - numba {{ numba_version }}
     - numpy {{ numpy_version }}
     - nvtx {{ nvtx_version }}
-    - pickle5  # [py<38]
     - python
     - setuptools {{ setuptools_version }}
     - cudf ={{ minor_version }}.*
diff --git a/conda/recipes/versions.yaml b/conda/recipes/versions.yaml
index 579f5706..cd54d1b4 100644
--- a/conda/recipes/versions.yaml
+++ b/conda/recipes/versions.yaml
@@ -21,17 +21,17 @@ conda_verify_version:
 
 # Versions for `libgcc-ng`, `libgfortran-ng`, `libstdcxx-ng` stack
 build_stack_version:
-  - '=9.4.0'
+  - '>=9.4.0'
 
 # Shared versions across meta-pkgs
 arrow_version:
-  - '=5.0.0'
+  - '=6.0.1'
 benchmark_version:
   - '=1.5.1'
 black_version:
   - '=19.10'
 bokeh_version:
-  - '>=2.3.2,<2.4'
+  - '>=2.4.2,<=2.5'
 boost_cpp_version:
   - '=1.72.0'
 clang_version:
@@ -49,11 +49,11 @@ cupy_version:
 cython_version:
   - '>=0.29.17,<0.30'
 dask_version:
-  - '>=2021.11.1,<=2022.01.0'
+  - '=2022.03.0'
 datashader_version:
-  - '>0.12,<=0.13'
+  - '>0.13,<0.14'
 distributed_version:
-  - '>=2021.11.1,<=2022.01.0'
+  - '=2022.03.0'
 dlpack_version:
   - '>=0.5,<0.6.0a0'
 double_conversion_version:
@@ -105,7 +105,7 @@ nbsphinx_version:
 nccl_version:
   - '>=2.9.9,<3.0a0'
 networkx_version:
-  - '>=2.5.1'
+  - '>=2.5.1,<=2.6.3'
 nlohmann_json_version:
   - '3.9.1'
 nodejs_version:
@@ -123,7 +123,7 @@ pandas_version:
 pandoc_version:
   - '<=2.0.0'
 panel_version:
-  - '>=0.10.3'
+  - '>=0.12.7,<0.13'
 pillow_version:
   - '>=9.0.0'
 pydeck_version:
@@ -148,10 +148,13 @@ rapidjson_version:
   - '=1.1.0'
 s3fs_version:
   - '>=2021.08.0'
+scikit_build_version:
+  - '=0.13.1'
 scikit_image_version:
   - '>=0.18.0,<0.20.0'
 scikit_learn_version:
   - '=0.24'
+# when scipy is updated, remove upper bound on networkx ver.
 scipy_version:
   - '=1.6.0'
 setuptools_version:
@@ -161,6 +164,6 @@ spdlog_version:
 sphinx_markdown_tables_version:
   - '=0.0.14=pyh9f0ad1d_1'
 treelite_version:
-  - '=2.2.1'
+  - '=2.3.0'
 transformers_version:
   - '<=4.10.3'