diff --git a/ARCHITECTURE.md b/ARCHITECTURE.md
index 1174d56a85c6..3c2f5a8511bd 100644
--- a/ARCHITECTURE.md
+++ b/ARCHITECTURE.md
@@ -104,7 +104,7 @@ FigJam document: https://www.figma.com/file/Umob8ztK1HmYKLUMSq8aPb/Crates-org
 Update instructions:
 1) Update the FigJam document
 2) Select all -> right-click -> Copy as PNG
-3) `just upload --name crates`
+3) `pixi run upload-image --name crates`
 4) Copy/paste the resulting HTML
 -->
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 08accaf6dee2..cf8d3751c554 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1847,7 +1847,6 @@ This new release adds MVP support for embedding Rerun in Jupyter notebooks, and
 - Improve PR template with better comment, and no copilot by default [#1901](https://github.com/rerun-io/rerun/pull/1901)
 - Optimize `generate_changelog.py` [#1912](https://github.com/rerun-io/rerun/pull/1912)
 
-#### 🤷 Other
 #### 🤷 Other
 - Fix videos for GitHub in `CHANGELOG.md` [af7d3b192157f942e35f64d3561a9a8dbcc18bfa](https://github.com/rerun-io/rerun/commit/af7d3b192157f942e35f64d3561a9a8dbcc18bfa)
 - Don't run 3rd party bench suites on CI [#1787](https://github.com/rerun-io/rerun/pull/1787)
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 8c5ab569f285..6742ff586f19 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -113,7 +113,7 @@ cargo run -p rerun -- --help
 
 ## Tools
 
-We use the [`pixi`](https://prefix.dev/) for managing dev-tool versioning, download and task running. See [here](https://github.com/casey/just#installation) for installation instructions. To see available tasks, use `pixi task list`.
+We use the [`pixi`](https://prefix.dev/) for managing dev-tool versioning, download and task running. To see available tasks, use `pixi task list`.
 # TODO(andreas): This doesn't list tasks from the different environments. Asked [here](https://discord.com/channels/1082332781146800168/1227563080934756475/1227563080934756475) if there's a way to do that.
 
 We use [cargo cranky](https://github.com/ericseppanen/cargo-cranky) and specify our clippy lints in [`Cranky.toml`](Cranky.toml). Usage: `cargo cranky`.
diff --git a/docs/snippets/compare_snippet_output.py b/docs/snippets/compare_snippet_output.py
index 87636afe74a8..3e822756be3a 100755
--- a/docs/snippets/compare_snippet_output.py
+++ b/docs/snippets/compare_snippet_output.py
@@ -68,7 +68,7 @@ def main() -> None:
         print("----------------------------------------------------------")
         print("Building rerun-sdk for Python…")
         start_time = time.time()
-        run(["just", "py-build", "--quiet"], env=build_env)
+        run(["pixi", "run", "py-build", "--quiet"], env=build_env)
         elapsed = time.time() - start_time
         print(f"rerun-sdk for Python built in {elapsed:.1f} seconds")
         print("")
diff --git a/examples/python/template/README.md b/examples/python/template/README.md
index ad0a63f0978e..4dd28f29abc5 100644
--- a/examples/python/template/README.md
+++ b/examples/python/template/README.md
@@ -11,7 +11,7 @@ Put a short description at the top, like this.
 
 <!--
 Place a screenshot in place of this comment
-Use `just upload --help` for instructions.
+Use `pixi run upload-image --help` for instructions.
 Make sure to also update the `thumbnail` section in the metadata.
 -->
 
diff --git a/examples/rust/template/README.md b/examples/rust/template/README.md
index 76f87bda681b..27bd60d1854d 100644
--- a/examples/rust/template/README.md
+++ b/examples/rust/template/README.md
@@ -11,7 +11,7 @@ Put a short description at the top, like this.
 
 <!--
 Place a screenshot in place of this comment
-Use `just upload --help` for instructions.
+Use `pixi run upload-image --help` for instructions.
 Make sure to also update the `thumbnail` section in the metadata.
 -->
 
diff --git a/noxfile.py b/noxfile.py
index 8ad7fc0b8d05..fe396a3a3278 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -18,7 +18,7 @@ def tests(session: nox.Session) -> None:
     """Run the Python test suite."""
     session.install("-r", "rerun_py/requirements-build.txt")
     session.install("./rerun_py")
-    session.run("just", "py-test", external=True)
+    session.run("pixi", "run", "py-test", external=True)
 
 
 @nox.session(python=PYTHON_VERSIONS)
diff --git a/pixi.lock b/pixi.lock
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+  url: https://files.pythonhosted.org/packages/66/d4/054e491f0880bf0119ee79cdc03264e01d5732e06c454da8c69b83a7c8f2/Pillow-10.0.0-cp311-cp311-win_amd64.whl
+  sha256: 3a82c40d706d9aa9734289740ce26460a11aeec2d9c79b7af87bb35f0073c12f
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
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 - kind: pypi
   name: pillow
   version: 10.0.0
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-  sha256: 0b6eb5502f45a60a3f411c63187db83a3d3107887ad0d036c13ce836f8a36f1d
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+  sha256: 9fb218c8a12e51d7ead2a7c9e101a04982237d4855716af2e9499306728fb485
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -18779,8 +19320,8 @@ packages:
 - kind: pypi
   name: pillow
   version: 10.0.0
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+  sha256: d35e3c8d9b1268cbf5d3670285feb3528f6680420eafe35cccc686b73c1e330f
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
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 - kind: pypi
   name: pillow
   version: 10.0.0
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   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -19016,6 +19557,39 @@ packages:
   license_family: MIT
   size: 1398331
   timestamp: 1691677409088
+- kind: pypi
+  name: proto-plus
+  version: 1.23.0
+  url: https://files.pythonhosted.org/packages/ad/41/7361075f3a31dcd05a6a38cfd807a6eecbfb6dbfe420d922cd400fc03ac1/proto_plus-1.23.0-py3-none-any.whl
+  sha256: a829c79e619e1cf632de091013a4173deed13a55f326ef84f05af6f50ff4c82c
+  requires_dist:
+  - protobuf <5.0.0.dev0, >=3.19.0
+  - google-api-core[grpc] >=1.31.5 ; extra == 'testing'
+  requires_python: '>=3.6'
+- kind: pypi
+  name: protobuf
+  version: 4.25.3
+  url: https://files.pythonhosted.org/packages/ad/6e/1bed3b7c904cc178cb8ee8dbaf72934964452b3de95b7a63412591edb93c/protobuf-4.25.3-cp310-abi3-win_amd64.whl
+  sha256: 209ba4cc916bab46f64e56b85b090607a676f66b473e6b762e6f1d9d591eb2e8
+  requires_python: '>=3.8'
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+  url: https://files.pythonhosted.org/packages/f3/bf/26deba06a4c910a85f78245cac7698f67cedd7efe00d04f6b3e1b3506a59/protobuf-4.25.3-cp37-abi3-macosx_10_9_universal2.whl
+  sha256: f1279ab38ecbfae7e456a108c5c0681e4956d5b1090027c1de0f934dfdb4b35c
+  requires_python: '>=3.8'
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+  url: https://files.pythonhosted.org/packages/d8/82/aefe901174b5a618daee511ddd00342193c1b545e3cd6a2cd6df9ba452b5/protobuf-4.25.3-cp37-abi3-manylinux2014_aarch64.whl
+  sha256: e7cb0ae90dd83727f0c0718634ed56837bfeeee29a5f82a7514c03ee1364c019
+  requires_python: '>=3.8'
+- kind: pypi
+  name: protobuf
+  version: 4.25.3
+  url: https://files.pythonhosted.org/packages/15/db/7f731524fe0e56c6b2eb57d05b55d3badd80ef7d1f1ed59db191b2fdd8ab/protobuf-4.25.3-cp37-abi3-manylinux2014_x86_64.whl
+  sha256: 7c8daa26095f82482307bc717364e7c13f4f1c99659be82890dcfc215194554d
+  requires_python: '>=3.8'
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   name: psutil
   version: 5.9.8
@@ -19516,6 +20090,26 @@ packages:
   license: Apache-2.0
   size: 4395299
   timestamp: 1712757143110
+- kind: pypi
+  name: pyasn1
+  version: 0.6.0
+  url: https://files.pythonhosted.org/packages/23/7e/5f50d07d5e70a2addbccd90ac2950f81d1edd0783630651d9268d7f1db49/pyasn1-0.6.0-py2.py3-none-any.whl
+  sha256: cca4bb0f2df5504f02f6f8a775b6e416ff9b0b3b16f7ee80b5a3153d9b804473
+  requires_python: '>=3.8'
+- kind: pypi
+  name: pyasn1-modules
+  version: 0.4.0
+  url: https://files.pythonhosted.org/packages/13/68/8906226b15ef38e71dc926c321d2fe99de8048e9098b5dfd38343011c886/pyasn1_modules-0.4.0-py3-none-any.whl
+  sha256: be04f15b66c206eed667e0bb5ab27e2b1855ea54a842e5037738099e8ca4ae0b
+  requires_dist:
+  - pyasn1 <0.7.0, >=0.4.6
+  requires_python: '>=3.8'
+- kind: pypi
+  name: pycparser
+  version: '2.22'
+  url: https://files.pythonhosted.org/packages/13/a3/a812df4e2dd5696d1f351d58b8fe16a405b234ad2886a0dab9183fb78109/pycparser-2.22-py3-none-any.whl
+  sha256: c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc
+  requires_python: '>=3.8'
 - kind: pypi
   name: pygments
   version: 2.17.2
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   name: pyyaml
   version: 6.0.1
-  url: https://files.pythonhosted.org/packages/28/09/55f715ddbf95a054b764b547f617e22f1d5e45d83905660e9a088078fe67/PyYAML-6.0.1-cp311-cp311-macosx_11_0_arm64.whl
-  sha256: f003ed9ad21d6a4713f0a9b5a7a0a79e08dd0f221aff4525a2be4c346ee60aab
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+  sha256: bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34
   requires_python: '>=3.6'
 - kind: pypi
   name: pyyaml
@@ -19865,8 +20459,8 @@ packages:
 - kind: pypi
   name: pyyaml
   version: 6.0.1
-  url: https://files.pythonhosted.org/packages/7b/5e/efd033ab7199a0b2044dab3b9f7a4f6670e6a52c089de572e928d2873b06/PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-  sha256: d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673
+  url: https://files.pythonhosted.org/packages/28/09/55f715ddbf95a054b764b547f617e22f1d5e45d83905660e9a088078fe67/PyYAML-6.0.1-cp311-cp311-macosx_11_0_arm64.whl
+  sha256: f003ed9ad21d6a4713f0a9b5a7a0a79e08dd0f221aff4525a2be4c346ee60aab
   requires_python: '>=3.6'
 - kind: pypi
   name: pyyaml
@@ -19877,8 +20471,8 @@ packages:
 - kind: pypi
   name: pyyaml
   version: 6.0.1
-  url: https://files.pythonhosted.org/packages/b3/34/65bb4b2d7908044963ebf614fe0fdb080773fc7030d7e39c8d3eddcd4257/PyYAML-6.0.1-cp311-cp311-win_amd64.whl
-  sha256: bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34
+  url: https://files.pythonhosted.org/packages/7b/5e/efd033ab7199a0b2044dab3b9f7a4f6670e6a52c089de572e928d2873b06/PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  sha256: d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673
   requires_python: '>=3.6'
 - kind: pypi
   name: pyyaml-env-tag
@@ -20165,8 +20759,8 @@ packages:
 - kind: pypi
   name: regex
   version: 2023.12.25
-  url: https://files.pythonhosted.org/packages/60/9e/4b0223e05776aa3be806a902093b2ab1de3ba26b652d92065d5c7e1d4df3/regex-2023.12.25-cp311-cp311-macosx_11_0_arm64.whl
-  sha256: d166eafc19f4718df38887b2bbe1467a4f74a9830e8605089ea7a30dd4da8887
+  url: https://files.pythonhosted.org/packages/a8/01/18232f93672c1d530834e2e0568a80eaab1df12d67ae499b1762ab462b5c/regex-2023.12.25-cp311-cp311-win_amd64.whl
+  sha256: 7d2af3f6b8419661a0c421584cfe8aaec1c0e435ce7e47ee2a97e344b98f794f
   requires_python: '>=3.7'
 - kind: pypi
   name: regex
@@ -20177,8 +20771,8 @@ packages:
 - kind: pypi
   name: regex
   version: 2023.12.25
-  url: https://files.pythonhosted.org/packages/8d/6b/2f6478814954c07c04ba60b78d688d3d7bab10d786e0b6c1db607e4f6673/regex-2023.12.25-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-  sha256: f72cbae7f6b01591f90814250e636065850c5926751af02bb48da94dfced7baa
+  url: https://files.pythonhosted.org/packages/60/9e/4b0223e05776aa3be806a902093b2ab1de3ba26b652d92065d5c7e1d4df3/regex-2023.12.25-cp311-cp311-macosx_11_0_arm64.whl
+  sha256: d166eafc19f4718df38887b2bbe1467a4f74a9830e8605089ea7a30dd4da8887
   requires_python: '>=3.7'
 - kind: pypi
   name: regex
@@ -20189,8 +20783,8 @@ packages:
 - kind: pypi
   name: regex
   version: 2023.12.25
-  url: https://files.pythonhosted.org/packages/a8/01/18232f93672c1d530834e2e0568a80eaab1df12d67ae499b1762ab462b5c/regex-2023.12.25-cp311-cp311-win_amd64.whl
-  sha256: 7d2af3f6b8419661a0c421584cfe8aaec1c0e435ce7e47ee2a97e344b98f794f
+  url: https://files.pythonhosted.org/packages/8d/6b/2f6478814954c07c04ba60b78d688d3d7bab10d786e0b6c1db607e4f6673/regex-2023.12.25-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  sha256: f72cbae7f6b01591f90814250e636065850c5926751af02bb48da94dfced7baa
   requires_python: '>=3.7'
 - kind: pypi
   name: requests
@@ -20260,8 +20854,8 @@ packages:
 - kind: pypi
   name: rpds-py
   version: 0.18.0
-  url: https://files.pythonhosted.org/packages/c5/5e/0e9d41935934ff839fde917cab1449de02ccf9d84c02521949add9705844/rpds_py-0.18.0-cp311-cp311-macosx_11_0_arm64.whl
-  sha256: 30f43887bbae0d49113cbaab729a112251a940e9b274536613097ab8b4899cf6
+  url: https://files.pythonhosted.org/packages/a8/de/68280c51afdb241111dec873dd7d457986adfd9fd5225494eee0c4a3b9a3/rpds_py-0.18.0-cp311-none-win_amd64.whl
+  sha256: 998e33ad22dc7ec7e030b3df701c43630b5bc0d8fbc2267653577e3fec279afa
   requires_python: '>=3.8'
 - kind: pypi
   name: rpds-py
@@ -20272,8 +20866,8 @@ packages:
 - kind: pypi
   name: rpds-py
   version: 0.18.0
-  url: https://files.pythonhosted.org/packages/81/6a/aa2e389852e48f77b7ce086d60628d855745a520be89c3868b90657b2fd2/rpds_py-0.18.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-  sha256: 0b8612cd233543a3781bc659c731b9d607de65890085098986dfd573fc2befe5
+  url: https://files.pythonhosted.org/packages/c5/5e/0e9d41935934ff839fde917cab1449de02ccf9d84c02521949add9705844/rpds_py-0.18.0-cp311-cp311-macosx_11_0_arm64.whl
+  sha256: 30f43887bbae0d49113cbaab729a112251a940e9b274536613097ab8b4899cf6
   requires_python: '>=3.8'
 - kind: pypi
   name: rpds-py
@@ -20284,9 +20878,17 @@ packages:
 - kind: pypi
   name: rpds-py
   version: 0.18.0
-  url: https://files.pythonhosted.org/packages/a8/de/68280c51afdb241111dec873dd7d457986adfd9fd5225494eee0c4a3b9a3/rpds_py-0.18.0-cp311-none-win_amd64.whl
-  sha256: 998e33ad22dc7ec7e030b3df701c43630b5bc0d8fbc2267653577e3fec279afa
+  url: https://files.pythonhosted.org/packages/81/6a/aa2e389852e48f77b7ce086d60628d855745a520be89c3868b90657b2fd2/rpds_py-0.18.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  sha256: 0b8612cd233543a3781bc659c731b9d607de65890085098986dfd573fc2befe5
   requires_python: '>=3.8'
+- kind: pypi
+  name: rsa
+  version: '4.9'
+  url: https://files.pythonhosted.org/packages/49/97/fa78e3d2f65c02c8e1268b9aba606569fe97f6c8f7c2d74394553347c145/rsa-4.9-py3-none-any.whl
+  sha256: 90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7
+  requires_dist:
+  - pyasn1 >=0.1.3
+  requires_python: '>=3.6,<4'
 - kind: conda
   name: ruff
   version: 0.3.5
@@ -21697,8 +22299,8 @@ packages:
 - kind: pypi
   name: watchdog
   version: 4.0.0
-  url: https://files.pythonhosted.org/packages/fb/01/2275fe6a5598daf95b9e44cc10a4db642c637ae00986836478e01eaccb4f/watchdog-4.0.0-cp311-cp311-macosx_11_0_arm64.whl
-  sha256: 4986db5e8880b0e6b7cd52ba36255d4793bf5cdc95bd6264806c233173b1ec0b
+  url: https://files.pythonhosted.org/packages/d2/5c/110884d0c632aedc54cdef5b7de3a78b388b03582e3ba57ae06c79db8b10/watchdog-4.0.0-py3-none-win_amd64.whl
+  sha256: f970663fa4f7e80401a7b0cbeec00fa801bf0287d93d48368fc3e6fa32716245
   requires_dist:
   - pyyaml >=3.10 ; extra == 'watchmedo'
   requires_python: '>=3.8'
@@ -21713,8 +22315,8 @@ packages:
 - kind: pypi
   name: watchdog
   version: 4.0.0
-  url: https://files.pythonhosted.org/packages/91/7b/26d2f43aa9fe428416be21ee1cb9ac75638cf302466b7e706c14eeaea42c/watchdog-4.0.0-py3-none-manylinux2014_x86_64.whl
-  sha256: 6a80d5cae8c265842c7419c560b9961561556c4361b297b4c431903f8c33b269
+  url: https://files.pythonhosted.org/packages/fb/01/2275fe6a5598daf95b9e44cc10a4db642c637ae00986836478e01eaccb4f/watchdog-4.0.0-cp311-cp311-macosx_11_0_arm64.whl
+  sha256: 4986db5e8880b0e6b7cd52ba36255d4793bf5cdc95bd6264806c233173b1ec0b
   requires_dist:
   - pyyaml >=3.10 ; extra == 'watchmedo'
   requires_python: '>=3.8'
@@ -21729,8 +22331,8 @@ packages:
 - kind: pypi
   name: watchdog
   version: 4.0.0
-  url: https://files.pythonhosted.org/packages/d2/5c/110884d0c632aedc54cdef5b7de3a78b388b03582e3ba57ae06c79db8b10/watchdog-4.0.0-py3-none-win_amd64.whl
-  sha256: f970663fa4f7e80401a7b0cbeec00fa801bf0287d93d48368fc3e6fa32716245
+  url: https://files.pythonhosted.org/packages/91/7b/26d2f43aa9fe428416be21ee1cb9ac75638cf302466b7e706c14eeaea42c/watchdog-4.0.0-py3-none-manylinux2014_x86_64.whl
+  sha256: 6a80d5cae8c265842c7419c560b9961561556c4361b297b4c431903f8c33b269
   requires_dist:
   - pyyaml >=3.10 ; extra == 'watchmedo'
   requires_python: '>=3.8'
diff --git a/pixi.toml b/pixi.toml
index 5c2b562aceca..771d6fbaec66 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -152,6 +152,9 @@ download-design-tokens = "curl --fail https://rerun-docs.netlify.app/api/tokens
 # Update the results of `insta` snapshot regression tests
 rs-update-insta-tests = "cargo test && cargo insta review"
 
+# Upload image to gcloud storage.
+upload-image = "python scripts/upload_image.py"
+
 
 [feature.py-docs.tasks]
 # Serve python docs locally
@@ -257,10 +260,12 @@ taplo = "=0.9.1"
 tomlkit = "0.12.3.*"
 
 [pypi-dependencies]
-nox = ">=2024.3.2"     # the conda-forge package is (wrongly) tagged as platform-specific
-Pillow = "==10.0.0"    # For `thumbnails.py`
-requests = ">=2.31,<3" # For `thumbnails.py`
-tomlkit = ">=0.11.8"   # For `thumbnails.py`
+cryptography = "==38.0.4"        # For `upload_image.py`
+google-cloud-storage = "==2.9.0" # For `upload_image.py`
+nox = ">=2024.3.2"               # the conda-forge package is (wrongly) tagged as platform-specific
+Pillow = "==10.0.0"              # For `thumbnails.py`
+requests = ">=2.31,<3"           # For `thumbnails.py` & `upload_image.py`
+tomlkit = ">=0.11.8"             # For `thumbnails.py`
 
 [target.linux-64.dependencies]
 patchelf = ">=0.17"
diff --git a/scripts/requirements-dev.txt b/scripts/requirements-dev.txt
index 6647272241df..a31dbf2ae238 100644
--- a/scripts/requirements-dev.txt
+++ b/scripts/requirements-dev.txt
@@ -3,10 +3,7 @@
 -r ../rerun_py/requirements-build.txt
 -r ../rerun_py/requirements-lint.txt
 
-cryptography==38.0.4 # for scripts/upload_image.py
-google-cloud-storage==2.9.0 # for scripts/upload_image.py
 PyGithub==1.58.2 # for scripts/ci/generate_pr_summary.py and scripts/ci/update_pr_body.py
-Pillow # for scripts/upload_image.py
 torch
 tqdm
 requests
diff --git a/scripts/run_python_e2e_test.py b/scripts/run_python_e2e_test.py
index d825f95492b3..6080e1a1a5e8 100755
--- a/scripts/run_python_e2e_test.py
+++ b/scripts/run_python_e2e_test.py
@@ -37,7 +37,7 @@ def main() -> None:
         print("----------------------------------------------------------")
         print("Building rerun-sdk…")
         start_time = time.time()
-        subprocess.Popen(["just", "py-build", "--quiet"], env=build_env).wait()
+        subprocess.Popen(["pixi", "run", "py-build", "--quiet"], env=build_env).wait()
         elapsed = time.time() - start_time
         print(f"rerun-sdk built in {elapsed:.1f} seconds")
         print("")
diff --git a/scripts/screenshot_compare/build_screenshot_compare.py b/scripts/screenshot_compare/build_screenshot_compare.py
index 5a25c7f5e9c2..9a485efaa81b 100755
--- a/scripts/screenshot_compare/build_screenshot_compare.py
+++ b/scripts/screenshot_compare/build_screenshot_compare.py
@@ -91,7 +91,7 @@ def copy_static_assets(examples: list[Example]) -> None:
 
 def build_python_sdk() -> None:
     print("Building Python SDK…")
-    run(["just", "py-build", "--features", "web_viewer"])
+    run(["pixi", "run", "py-build", "--features", "web_viewer"])
 
 
 # ====================================================================================================
diff --git a/scripts/upload_image.py b/scripts/upload_image.py
index ec357db78138..001c6d1256a1 100755
--- a/scripts/upload_image.py
+++ b/scripts/upload_image.py
@@ -31,13 +31,13 @@
 
 or the just command:
 
-    just upload --help
+    pixi run upload-image --help
 
 All info/debug output occurs on stderr. If stdout is not a tty (e.g. piping to `pbcopy`), the resulting HTML tag is also
 printed to stdout. For example, this upload the image from the clipboard and copies the resulting HTML tag back to the
 clipboard:
 
-    just upload --name some_name | pbcopy
+    pixi run upload-image --name some_name | pbcopy
 """
 
 from __future__ import annotations
@@ -374,7 +374,7 @@ def run(args: argparse.Namespace) -> None:
    Note: you will get a warning and a confirmation prompt if the aspect ratio is not within ~10% of 16:9.
 3. Groom the blueprints and panel visibility to your liking.
 4. Take a screenshot using the command palette.
-5. Run: just upload --name <name_of_example>
+5. Run: pixi run upload-image --name <name_of_example>
 6. Copy the output HTML tag and paste it into the README.md file.
 
 Other uses
@@ -382,7 +382,7 @@ def run(args: argparse.Namespace) -> None:
 
 Download an image, optimize it and create a multi-resolution stack:
 
-    just upload --name <name_of_stack> https://example.com/path/to/image.png
+    pixi run upload-image --name <name_of_stack> https://example.com/path/to/image.png
 """
 
 
diff --git a/tests/cpp/plot_dashboard_stress/main.cpp b/tests/cpp/plot_dashboard_stress/main.cpp
index 417f0f2f9603..08f19cccde81 100644
--- a/tests/cpp/plot_dashboard_stress/main.cpp
+++ b/tests/cpp/plot_dashboard_stress/main.cpp
@@ -2,12 +2,12 @@
 //
 // Usage:
 // ```text
-// just cpp-plot-dashboard --help
+// pixi run cpp-plot-dashboard --help
 // ```
 //
 // Example:
 // ```text
-// just cpp-plot-dashboard --num-plots 10 --num-series-per-plot 5 --num-points-per-series 5000 --freq 1000
+// pixi run cpp-plot-dashboard --num-plots 10 --num-series-per-plot 5 --num-points-per-series 5000 --freq 1000
 // ```
 
 #include <algorithm>
diff --git a/tests/python/plot_dashboard_stress/main.py b/tests/python/plot_dashboard_stress/main.py
index 2e0f9f1021af..26f230f7997a 100755
--- a/tests/python/plot_dashboard_stress/main.py
+++ b/tests/python/plot_dashboard_stress/main.py
@@ -5,13 +5,13 @@
 Usage:
 -----
 ```
-just py-plot-dashboard --help
+pixi run py-plot-dashboard --help
 ```
 
 Example:
 -------
 ```
-just py-plot-dashboard --num-plots 10 --num-series-per-plot 5 --num-points-per-series 5000 --freq 1000
+pixi run py-plot-dashboard --num-plots 10 --num-series-per-plot 5 --num-points-per-series 5000 --freq 1000
 ```
 
 """
diff --git a/tests/roundtrips.py b/tests/roundtrips.py
index fbdfa6c4a41c..66730d0ac01a 100755
--- a/tests/roundtrips.py
+++ b/tests/roundtrips.py
@@ -63,7 +63,7 @@ def main() -> None:
         print("----------------------------------------------------------")
         print("Building rerun-sdk for Python…")
         start_time = time.time()
-        run(["just", "py-build", "--quiet"], env=build_env)
+        run(["pixi", "run", "py-build", "--quiet"], env=build_env)
         elapsed = time.time() - start_time
         print(f"rerun-sdk for Python built in {elapsed:.1f} seconds")
         print("")
diff --git a/tests/rust/plot_dashboard_stress/src/main.rs b/tests/rust/plot_dashboard_stress/src/main.rs
index 9c800343f29a..dc1b5bfce172 100644
--- a/tests/rust/plot_dashboard_stress/src/main.rs
+++ b/tests/rust/plot_dashboard_stress/src/main.rs
@@ -2,12 +2,12 @@
 //!
 //! Usage:
 //! ```text
-//! just rs-plot-dashboard --help
+//! pixi run rs-plot-dashboard --help
 //! ```
 //!
 //! Example:
 //! ```text
-//! just rs-plot-dashboard --num-plots 10 --num-series-per-plot 5 --num-points-per-series 5000 --freq 1000
+//! pixi run rs-plot-dashboard --num-plots 10 --num-series-per-plot 5 --num-points-per-series 5000 --freq 1000
 //! ```
 
 use rerun::external::re_log;