Repository: microsoft/data-factory-testing-framework (language: python)

Issue:
ExpressionParsingError for expressions containing formatDateTime
I have a pipeline with some expressions containing formatDateTime function as shown below and always get an ExpressionParsingError exception:

`
"File_Name": {
                                            "value": "@concat(item().TABLESPACE_NAME, '__', item().TABLE_NAME,'.v', formatDateTime(utcnow(), 'yyyyMMdd_HHmmss'), '.parquet')",
                                            "type": "Expression"
                                        }
`

Looks just like a typo in the framework code, there I find formatDataTime instead of formatDateTime.

P.S.: Very nice framework you created here for ADF testing. Thanks :thumbsup:


Discussion / hints:

Fix patch:
diff --git a/README.md b/README.md
index e8671b7f..4d8f51c5 100644
--- a/README.md
+++ b/README.md
@@ -56,21 +56,24 @@ These tests are great to have, but miss the following benefits that unit tests,
 
 ## Getting started
 
-1. Set up an empty Python project with your favorite testing library
+1. Install the dotnet runtime from [here](https://dotnet.microsoft.com/en-us/download/dotnet/8.0).
+   Using only the runtime and not the SDK should be sufficient.
+   This is required to run some expression functions on dotnet just like in Data Factory.
+2. Set up an empty Python project with your favorite testing library
 
    More information:
    [docs_Setup](/docs/environment_setup/unit_test_setup.md)
 
-2. Install the package using your preferred package manager:
+3. Install the package using your preferred package manager:
 
     Pip: `pip install data-factory-testing-framework`
 
-3. Create a Folder in your project and copy the JSON Files with the pipeline definitions locally.
+4. Create a Folder in your project and copy the JSON Files with the pipeline definitions locally.
 
    More information:
    [docs Json](/docs/environment_setup/json_pipeline_files.md)
 
-4. Start writing tests
+5. Start writing tests
 
 ## Features - Examples
 
diff --git a/poetry.lock b/poetry.lock
index d132fae6..5eedc2be 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "astor"
@@ -13,17 +13,17 @@ files = [
 
 [[package]]
 name = "azure-core"
-version = "1.29.5"
+version = "1.29.7"
 description = "Microsoft Azure Core Library for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "azure-core-1.29.5.tar.gz", hash = "sha256:52983c89d394c6f881a121e5101c5fa67278ca3b1f339c8fb2ef39230c70e9ac"},
-    {file = "azure_core-1.29.5-py3-none-any.whl", hash = "sha256:0fa04b7b1f7d44a4fb8468c4093deb2ea01fdf4faddbf802ed9205615f99d68c"},
+    {file = "azure-core-1.29.7.tar.gz", hash = "sha256:2944faf1a7ff1558b1f457cabf60f279869cabaeef86b353bed8eb032c7d8c5e"},
+    {file = "azure_core-1.29.7-py3-none-any.whl", hash = "sha256:95a7b41b4af102e5fcdfac9500fcc82ff86e936c7145a099b7848b9ac0501250"},
 ]
 
 [package.dependencies]
-requests = ">=2.18.4"
+requests = ">=2.21.0"
 six = ">=1.11.0"
 typing-extensions = ">=4.6.0"
 
@@ -41,6 +41,70 @@ files = [
     {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
 ]
 
+[[package]]
+name = "cffi"
+version = "1.16.0"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"},
+    {file = "cffi-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ac0f5edd2360eea2f1daa9e26a41db02dd4b0451b48f7c318e217ee092a213e9"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e61e3e4fa664a8588aa25c883eab612a188c725755afff6289454d6362b9673"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a72e8961a86d19bdb45851d8f1f08b041ea37d2bd8d4fd19903bc3083d80c896"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5b50bf3f55561dac5438f8e70bfcdfd74543fd60df5fa5f62d94e5867deca684"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7651c50c8c5ef7bdb41108b7b8c5a83013bfaa8a935590c5d74627c047a583c7"},
+    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e4108df7fe9b707191e55f33efbcb2d81928e10cea45527879a4749cbe472614"},
+    {file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:32c68ef735dbe5857c810328cb2481e24722a59a2003018885514d4c09af9743"},
+    {file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:673739cb539f8cdaa07d92d02efa93c9ccf87e345b9a0b556e3ecc666718468d"},
+    {file = "cffi-1.16.0-cp310-cp310-win32.whl", hash = "sha256:9f90389693731ff1f659e55c7d1640e2ec43ff725cc61b04b2f9c6d8d017df6a"},
+    {file = "cffi-1.16.0-cp310-cp310-win_amd64.whl", hash = "sha256:e6024675e67af929088fda399b2094574609396b1decb609c55fa58b028a32a1"},
+    {file = "cffi-1.16.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b84834d0cf97e7d27dd5b7f3aca7b6e9263c56308ab9dc8aae9784abb774d404"},
+    {file = "cffi-1.16.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1b8ebc27c014c59692bb2664c7d13ce7a6e9a629be20e54e7271fa696ff2b417"},
+    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ee07e47c12890ef248766a6e55bd38ebfb2bb8edd4142d56db91b21ea68b7627"},
+    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d8a9d3ebe49f084ad71f9269834ceccbf398253c9fac910c4fd7053ff1386936"},
+    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e70f54f1796669ef691ca07d046cd81a29cb4deb1e5f942003f401c0c4a2695d"},
+    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5bf44d66cdf9e893637896c7faa22298baebcd18d1ddb6d2626a6e39793a1d56"},
+    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b78010e7b97fef4bee1e896df8a4bbb6712b7f05b7ef630f9d1da00f6444d2e"},
+    {file = "cffi-1.16.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:c6a164aa47843fb1b01e941d385aab7215563bb8816d80ff3a363a9f8448a8dc"},
+    {file = "cffi-1.16.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e09f3ff613345df5e8c3667da1d918f9149bd623cd9070c983c013792a9a62eb"},
+    {file = "cffi-1.16.0-cp311-cp311-win32.whl", hash = "sha256:2c56b361916f390cd758a57f2e16233eb4f64bcbeee88a4881ea90fca14dc6ab"},
+    {file = "cffi-1.16.0-cp311-cp311-win_amd64.whl", hash = "sha256:db8e577c19c0fda0beb7e0d4e09e0ba74b1e4c092e0e40bfa12fe05b6f6d75ba"},
+    {file = "cffi-1.16.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:fa3a0128b152627161ce47201262d3140edb5a5c3da88d73a1b790a959126956"},
+    {file = "cffi-1.16.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:68e7c44931cc171c54ccb702482e9fc723192e88d25a0e133edd7aff8fcd1f6e"},
+    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:abd808f9c129ba2beda4cfc53bde801e5bcf9d6e0f22f095e45327c038bfe68e"},
+    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:88e2b3c14bdb32e440be531ade29d3c50a1a59cd4e51b1dd8b0865c54ea5d2e2"},
+    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fcc8eb6d5902bb1cf6dc4f187ee3ea80a1eba0a89aba40a5cb20a5087d961357"},
+    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b7be2d771cdba2942e13215c4e340bfd76398e9227ad10402a8767ab1865d2e6"},
+    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e715596e683d2ce000574bae5d07bd522c781a822866c20495e52520564f0969"},
+    {file = "cffi-1.16.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:2d92b25dbf6cae33f65005baf472d2c245c050b1ce709cc4588cdcdd5495b520"},
+    {file = "cffi-1.16.0-cp312-cp312-win32.whl", hash = "sha256:b2ca4e77f9f47c55c194982e10f058db063937845bb2b7a86c84a6cfe0aefa8b"},
+    {file = "cffi-1.16.0-cp312-cp312-win_amd64.whl", hash = "sha256:68678abf380b42ce21a5f2abde8efee05c114c2fdb2e9eef2efdb0257fba1235"},
+    {file = "cffi-1.16.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc"},
+    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a09582f178759ee8128d9270cd1344154fd473bb77d94ce0aeb2a93ebf0feaf0"},
+    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e760191dd42581e023a68b758769e2da259b5d52e3103c6060ddc02c9edb8d7b"},
+    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:80876338e19c951fdfed6198e70bc88f1c9758b94578d5a7c4c91a87af3cf31c"},
+    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a6a14b17d7e17fa0d207ac08642c8820f84f25ce17a442fd15e27ea18d67c59b"},
+    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6602bc8dc6f3a9e02b6c22c4fc1e47aa50f8f8e6d3f78a5e16ac33ef5fefa324"},
+    {file = "cffi-1.16.0-cp38-cp38-win32.whl", hash = "sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a"},
+    {file = "cffi-1.16.0-cp38-cp38-win_amd64.whl", hash = "sha256:31d13b0f99e0836b7ff893d37af07366ebc90b678b6664c955b54561fc36ef36"},
+    {file = "cffi-1.16.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:582215a0e9adbe0e379761260553ba11c58943e4bbe9c36430c4ca6ac74b15ed"},
+    {file = "cffi-1.16.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b29ebffcf550f9da55bec9e02ad430c992a87e5f512cd63388abb76f1036d8d2"},
+    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dc9b18bf40cc75f66f40a7379f6a9513244fe33c0e8aa72e2d56b0196a7ef872"},
+    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9cb4a35b3642fc5c005a6755a5d17c6c8b6bcb6981baf81cea8bfbc8903e8ba8"},
+    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b86851a328eedc692acf81fb05444bdf1891747c25af7529e39ddafaf68a4f3f"},
+    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c0f31130ebc2d37cdd8e44605fb5fa7ad59049298b3f745c74fa74c62fbfcfc4"},
+    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f8e709127c6c77446a8c0a8c8bf3c8ee706a06cd44b1e827c3e6a2ee6b8c098"},
+    {file = "cffi-1.16.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:748dcd1e3d3d7cd5443ef03ce8685043294ad6bd7c02a38d1bd367cfd968e000"},
+    {file = "cffi-1.16.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8895613bcc094d4a1b2dbe179d88d7fb4a15cee43c052e8885783fac397d91fe"},
+    {file = "cffi-1.16.0-cp39-cp39-win32.whl", hash = "sha256:ed86a35631f7bfbb28e108dd96773b9d5a6ce4811cf6ea468bb6a359b256b1e4"},
+    {file = "cffi-1.16.0-cp39-cp39-win_amd64.whl", hash = "sha256:3686dffb02459559c74dd3d81748269ffb0eb027c39a6fc99502de37d501faa8"},
+    {file = "cffi-1.16.0.tar.gz", hash = "sha256:bcb3ef43e58665bbda2fb198698fcae6776483e0c4a631aa5647806c25e02cc0"},
+]
+
+[package.dependencies]
+pycparser = "*"
+
 [[package]]
 name = "cfgv"
 version = "3.4.0"
@@ -151,6 +215,20 @@ files = [
     {file = "charset_normalizer-3.3.2-py3-none-any.whl", hash = "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc"},
 ]
 
+[[package]]
+name = "clr-loader"
+version = "0.2.6"
+description = "Generic pure Python loader for .NET runtimes"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "clr_loader-0.2.6-py3-none-any.whl", hash = "sha256:79bbfee4bf6ac2f4836d89af2c39e0c32dce5d0c062596185aef380f317507a6"},
+    {file = "clr_loader-0.2.6.tar.gz", hash = "sha256:019348ae6b6a83c7a406d14537c277cecf7a3a53b263ec342c81ded5845a67ee"},
+]
+
+[package.dependencies]
+cffi = ">=1.13"
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -228,13 +306,13 @@ toml = ["toml"]
 
 [[package]]
 name = "distlib"
-version = "0.3.7"
+version = "0.3.8"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 files = [
-    {file = "distlib-0.3.7-py2.py3-none-any.whl", hash = "sha256:2e24928bc811348f0feb63014e97aaae3037f2cf48712d51ae61df7fd6075057"},
-    {file = "distlib-0.3.7.tar.gz", hash = "sha256:9dafe54b34a028eafd95039d5e5d4851a13734540f1331060d31c9916e7147a8"},
+    {file = "distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784"},
+    {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
 ]
 
 [[package]]
@@ -250,13 +328,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.3"
+version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.1.3-py3-none-any.whl", hash = "sha256:343280667a4585d195ca1cf9cef84a4e178c4b6cf2274caef9859782b567d5e3"},
-    {file = "exceptiongroup-1.1.3.tar.gz", hash = "sha256:097acd85d473d75af5bb98e41b61ff7fe35efe6675e4f9370ec6ec5126d160e9"},
+    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
+    {file = "exceptiongroup-1.2.0.tar.gz", hash = "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"},
 ]
 
 [package.extras]
@@ -278,29 +356,15 @@ docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
-[[package]]
-name = "freezegun"
-version = "1.2.2"
-description = "Let your Python tests travel through time"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "freezegun-1.2.2-py3-none-any.whl", hash = "sha256:ea1b963b993cb9ea195adbd893a48d573fda951b0da64f60883d7e988b606c9f"},
-    {file = "freezegun-1.2.2.tar.gz", hash = "sha256:cd22d1ba06941384410cd967d8a99d5ae2442f57dfafeff2fda5de8dc5c05446"},
-]
-
-[package.dependencies]
-python-dateutil = ">=2.7"
-
 [[package]]
 name = "identify"
-version = "2.5.31"
+version = "2.5.33"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.31-py2.py3-none-any.whl", hash = "sha256:90199cb9e7bd3c5407a9b7e81b4abec4bb9d249991c79439ec8af740afc6293d"},
-    {file = "identify-2.5.31.tar.gz", hash = "sha256:7736b3c7a28233637e3c36550646fc6389bedd74ae84cb788200cc8e2dd60b75"},
+    {file = "identify-2.5.33-py2.py3-none-any.whl", hash = "sha256:d40ce5fcd762817627670da8a7d8d8e65f24342d14539c59488dc603bf662e34"},
+    {file = "identify-2.5.33.tar.gz", hash = "sha256:161558f9fe4559e1557e1bff323e8631f6a0e4837f7497767c1782832f16b62d"},
 ]
 
 [package.extras]
@@ -308,13 +372,13 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+    {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
+    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
 ]
 
 [[package]]
@@ -330,13 +394,13 @@ files = [
 
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 [package.extras]
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+    {file = "lxml-4.9.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:f10250bb190fb0742e3e1958dd5c100524c2cc5096c67c8da51233f7448dc137"},
+    {file = "lxml-4.9.4.tar.gz", hash = "sha256:b1541e50b78e15fa06a2670157a1962ef06591d4c998b998047fff5e3236880e"},
 ]
 
 [package.extras]
 cssselect = ["cssselect (>=0.7)"]
 html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
-source = ["Cython (>=0.29.35)"]
+source = ["Cython (==0.29.37)"]
 
 [[package]]
 name = "mutatest"
@@ -501,13 +566,13 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "3.11.0"
+version = "4.1.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "platformdirs-3.11.0-py3-none-any.whl", hash = "sha256:e9d171d00af68be50e9202731309c4e658fd8bc76f55c11c7dd760d023bda68e"},
-    {file = "platformdirs-3.11.0.tar.gz", hash = "sha256:cf8ee52a3afdb965072dcc652433e0c7e3e40cf5ea1477cd4b3b1d2eb75495b3"},
+    {file = "platformdirs-4.1.0-py3-none-any.whl", hash = "sha256:11c8f37bcca40db96d8144522d925583bdb7a31f7b0e37e3ed4318400a8e2380"},
+    {file = "platformdirs-4.1.0.tar.gz", hash = "sha256:906d548203468492d432bcb294d4bc2fff751bf84971fbb2c10918cc206ee420"},
 ]
 
 [package.extras]
@@ -516,13 +581,13 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co
 
 [[package]]
 name = "pluggy"
-version = "1.3.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pluggy-1.3.0-py3-none-any.whl", hash = "sha256:d89c696a773f8bd377d18e5ecda92b7a3793cbe66c87060a6fb58c7b6e1061f7"},
-    {file = "pluggy-1.3.0.tar.gz", hash = "sha256:cf61ae8f126ac6f7c451172cf30e3e43d3ca77615509771b3a984a0730651e12"},
+    {file = "pluggy-1.4.0-py3-none-any.whl", hash = "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981"},
+    {file = "pluggy-1.4.0.tar.gz", hash = "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"},
 ]
 
 [package.extras]
@@ -531,13 +596,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "3.5.0"
+version = "3.6.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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-    {file = "pre_commit-3.5.0.tar.gz", hash = "sha256:5804465c675b659b0862f07907f96295d490822a450c4c40e747d0b1c6ebcb32"},
+    {file = "pre_commit-3.6.0-py2.py3-none-any.whl", hash = "sha256:c255039ef399049a5544b6ce13d135caba8f2c28c3b4033277a788f434308376"},
+    {file = "pre_commit-3.6.0.tar.gz", hash = "sha256:d30bad9abf165f7785c15a21a1f46da7d0677cb00ee7ff4c579fd38922efe15d"},
 ]
 
 [package.dependencies]
@@ -547,15 +612,26 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
+[[package]]
+name = "pycparser"
+version = "2.21"
+description = "C parser in Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
+    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+]
+
 [[package]]
 name = "pytest"
-version = "7.4.3"
+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.4.3-py3-none-any.whl", hash = "sha256:0d009c083ea859a71b76adf7c1d502e4bc170b80a8ef002da5806527b9591fac"},
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+    {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
+    {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
 ]
 
 [package.dependencies]
@@ -570,18 +646,18 @@ tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
-name = "python-dateutil"
-version = "2.8.2"
-description = "Extensions to the standard Python datetime module"
+name = "pythonnet"
+version = "3.0.3"
+description = ".NET and Mono integration for Python"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+python-versions = "<3.13,>=3.7"
 files = [
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-    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+    {file = "pythonnet-3.0.3-py3-none-any.whl", hash = "sha256:62486f860c7955b7dcf470e085e4d2b599512224ca24193f716e857b496c530f"},
+    {file = "pythonnet-3.0.3.tar.gz", hash = "sha256:8d4b2e97158a023875f8647458a58f38817f4fe39af60abdd6b0d8adf1d77e75"},
 ]
 
 [package.dependencies]
-six = ">=1.5"
+clr-loader = ">=0.2.6,<0.3.0"
 
 [[package]]
 name = "pyyaml"
@@ -666,43 +742,43 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "ruff"
-version = "0.1.5"
+version = "0.1.15"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "setuptools"
-version = "68.2.2"
+version = "69.0.3"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "setuptools-69.0.3-py3-none-any.whl", hash = "sha256:385eb4edd9c9d5c17540511303e39a147ce2fc04bc55289c322b9e5904fe2c05"},
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 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
 testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
@@ -730,46 +806,47 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.8.0"
+version = "4.9.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
 ]
 
 [[package]]
 name = "urllib3"
-version = "2.1.0"
+version = "2.2.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.1.0-py3-none-any.whl", hash = "sha256:55901e917a5896a349ff771be919f8bd99aff50b79fe58fec595eb37bbc56bb3"},
-    {file = "urllib3-2.1.0.tar.gz", hash = "sha256:df7aa8afb0148fa78488e7899b2c59b5f4ffcfa82e6c54ccb9dd37c1d7b52d54"},
+    {file = "urllib3-2.2.0-py3-none-any.whl", hash = "sha256:ce3711610ddce217e6d113a2732fafad960a03fd0318c91faa79481e35c11224"},
+    {file = "urllib3-2.2.0.tar.gz", hash = "sha256:051d961ad0c62a94e50ecf1af379c3aba230c66c710493493560c0c223c49f20"},
 ]
 
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.24.6"
+version = "20.25.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.24.6-py3-none-any.whl", hash = "sha256:520d056652454c5098a00c0f073611ccbea4c79089331f60bf9d7ba247bb7381"},
-    {file = "virtualenv-20.24.6.tar.gz", hash = "sha256:02ece4f56fbf939dbbc33c0715159951d6bf14aaf5457b092e4548e1382455af"},
+    {file = "virtualenv-20.25.0-py3-none-any.whl", hash = "sha256:4238949c5ffe6876362d9c0180fc6c3a824a7b12b80604eeb8085f2ed7460de3"},
+    {file = "virtualenv-20.25.0.tar.gz", hash = "sha256:bf51c0d9c7dd63ea8e44086fa1e4fb1093a31e963b86959257378aef020e1f1b"},
 ]
 
 [package.dependencies]
 distlib = ">=0.3.7,<1"
 filelock = ">=3.12.2,<4"
-platformdirs = ">=3.9.1,<4"
+platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
@@ -788,5 +865,5 @@ files = [
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.9"
-content-hash = "8cdf0421cfdb8c8a9a22d3dcd2279d71244bd44fb3c49ec92d6cc9e128773920"
+python-versions = ">=3.9,<3.13"
+content-hash = "68bfba324c517973123772c6b3bc5e35e67a0bd5de6e876c77d14eab0336eb2c"
diff --git a/pyproject.toml b/pyproject.toml
index 8f0da7dd..755f13cc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,11 +9,12 @@ include = [ "README.md", "LICENSE" ]
 keywords = ["fabric", "datafactory", "unit-testing", "functional-testing", "azure"]
 
 [tool.poetry.dependencies]
-python = "^3.9"
+python = ">=3.9,<3.13"
 azure-core = "^1.29.5"
 xmltodict = "^0.13.0"
 lxml = "^4.9.3"
 lark = "^1.1.8"
+pythonnet = "^3.0.3"
 
 [tool.poetry.group.dev.dependencies]
 mutatest = "^3.1.0"
@@ -22,7 +23,6 @@ ruff = "^0.1.5"
 pre-commit = "^3.5.0"
 astor = "^0.8.1"
 docstring-parser = "^0.15"
-freezegun = "^1.2.2"
 
 
 [build-system]


Test patch:
diff --git a/src/data_factory_testing_framework/functions/functions_date_implementation.py b/src/data_factory_testing_framework/functions/functions_date_implementation.py
index 3d051545..ef059182 100644
--- a/src/data_factory_testing_framework/functions/functions_date_implementation.py
+++ b/src/data_factory_testing_framework/functions/functions_date_implementation.py
@@ -1,21 +1,4 @@
-from datetime import datetime, timedelta
-from typing import Union
-
-from dateutil.relativedelta import relativedelta
-
-
-def _datetime_from_isoformat(timestamp: str, fmt: str = None) -> datetime:
-    return datetime.fromisoformat(timestamp.rstrip("Z"))
-
-
-def _datetime_to_isoformat(date_time: datetime, fmt: str = None) -> str:
-    # TODO: Implement other fmt's if valuable. Use cases where you need to assert certain format should be rare.
-    return date_time.isoformat(timespec="microseconds") + "Z"
-
-
-def _add_time_delta_to_iso_timestamp(timestamp: str, time_delta: Union[timedelta, relativedelta]) -> str:
-    date_time = _datetime_from_isoformat(timestamp) + time_delta
-    return _datetime_to_isoformat(date_time)
+from data_factory_testing_framework.pythonnet.csharp_datetime import CSharpDateTime
 
 
 def utcnow(fmt: str = None) -> str:
@@ -26,7 +9,7 @@ def utcnow(fmt: str = None) -> str:
 
     Note: This function does not implement formatting for now and
     """
-    return _datetime_to_isoformat(datetime.utcnow())
+    return CSharpDateTime.utcnow().format_date_time(fmt)
 
 
 def ticks(timestamp: str) -> int:
@@ -35,9 +18,7 @@ def ticks(timestamp: str) -> int:
     Args:
         timestamp (str): The string for a timestamp
     """
-    date_time = _datetime_from_isoformat(timestamp)
-    delta = date_time - datetime(1, 1, 1)
-    return int(delta.total_seconds()) * 10000000 + delta.microseconds * 10
+    return CSharpDateTime.parse(timestamp).ticks()
 
 
 def add_days(timestamp: str, days: int, fmt: str = None) -> str:
@@ -48,7 +29,7 @@ def add_days(timestamp: str, days: int, fmt: str = None) -> str:
         days (int): The positive or negative number of days to add
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    return _add_time_delta_to_iso_timestamp(timestamp, timedelta(days=days))
+    return CSharpDateTime.parse(timestamp).add_days(days).format_date_time(fmt)
 
 
 def add_hours(timestamp: str, hours: int, fmt: str = None) -> str:
@@ -59,7 +40,7 @@ def add_hours(timestamp: str, hours: int, fmt: str = None) -> str:
         hours (int): The positive or negative number of hours to add
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    return _add_time_delta_to_iso_timestamp(timestamp, timedelta(hours=hours))
+    return CSharpDateTime.parse(timestamp).add_hours(hours).format_date_time(fmt)
 
 
 def add_minutes(timestamp: str, minutes: int, fmt: str = None) -> str:
@@ -70,7 +51,7 @@ def add_minutes(timestamp: str, minutes: int, fmt: str = None) -> str:
         minutes (int): The positive or negative number of minutes to add
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    return _add_time_delta_to_iso_timestamp(timestamp, timedelta(minutes=minutes))
+    return CSharpDateTime.parse(timestamp).add_minutes(minutes).format_date_time(fmt)
 
 
 def add_seconds(timestamp: str, seconds: int, fmt: str = None) -> str:
@@ -81,7 +62,7 @@ def add_seconds(timestamp: str, seconds: int, fmt: str = None) -> str:
         seconds (int): The positive or negative number of seconds to add
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    return _add_time_delta_to_iso_timestamp(timestamp, timedelta(seconds=seconds))
+    return CSharpDateTime.parse(timestamp).add_seconds(seconds).format_date_time(fmt)
 
 
 def add_to_time(timestamp: str, interval: int, time_unit: str, fmt: str = None) -> str:
@@ -102,11 +83,11 @@ def add_to_time(timestamp: str, interval: int, time_unit: str, fmt: str = None)
     elif time_unit == "Day":
         return add_days(timestamp, interval, fmt)
     elif time_unit == "Week":
-        return _add_time_delta_to_iso_timestamp(timestamp, timedelta(weeks=interval))
+        return CSharpDateTime.parse(timestamp).add_days(7 * interval).format_date_time(fmt)
     elif time_unit == "Month":
-        return _add_time_delta_to_iso_timestamp(timestamp, relativedelta(months=interval))
+        return CSharpDateTime.parse(timestamp).add_months(interval).format_date_time(fmt)
     elif time_unit == "Year":
-        return _add_time_delta_to_iso_timestamp(timestamp, relativedelta(years=interval))
+        return CSharpDateTime.parse(timestamp).add_years(interval).format_date_time(fmt)
     else:
         raise ValueError(f"Invalid time unit: {time_unit}")
 
@@ -120,8 +101,9 @@ def convert_from_utc(timestamp: str, destination_timezone: str, fmt: str = None)
         For time zone names, see Microsoft Time Zone Values, but you might have to remove any punctuation from the time zone name.
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    # TODO: Implement other fmt's if valuable. Use cases where you need to assert certain format should be rare.
-    return timestamp
+    return (
+        CSharpDateTime.parse(timestamp).convert_timestamp_to_target_timezone(destination_timezone).format_date_time(fmt)
+    )
 
 
 def convert_time_zone(timestamp: str, source_timezone: str, destination_timezone: str, fmt: str = None) -> str:
@@ -135,8 +117,11 @@ def convert_time_zone(timestamp: str, source_timezone: str, destination_timezone
         For time zone names, see Microsoft Time Zone Values, but you might have to remove any punctuation from the time zone name.
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    # TODO: Implement other fmt's if valuable. Use cases where you need to assert certain format should be rare.
-    return timestamp
+    return (
+        CSharpDateTime.parse(timestamp)
+        .convert_timestamp_from_timezone_to_target_timezone(source_timezone, destination_timezone)
+        .format_date_time(fmt)
+    )
 
 
 def convert_to_utc(timestamp: str, source_timezone: str, fmt: str = None) -> str:
@@ -148,8 +133,7 @@ def convert_to_utc(timestamp: str, source_timezone: str, fmt: str = None) -> str
         For time zone names, see Microsoft Time Zone Values, but you might have to remove any punctuation from the time zone name.
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    # TODO: Implement other fmt's if valuable. Use cases where you need to assert certain format should be rare.
-    return timestamp
+    return CSharpDateTime.parse(timestamp).convert_timestamp_from_timezone_to_utc(source_timezone).format_date_time(fmt)
 
 
 def day_of_month(timestamp: str) -> int:
@@ -158,8 +142,7 @@ def day_of_month(timestamp: str) -> int:
     Args:
         timestamp (str): The string that contains the timestamp
     """
-    date_time = _datetime_from_isoformat(timestamp)
-    return date_time.day
+    return CSharpDateTime.parse(timestamp).day_of_month()
 
 
 def day_of_week(timestamp: str) -> int:
@@ -168,8 +151,7 @@ def day_of_week(timestamp: str) -> int:
     Args:
         timestamp (str): The string that contains the timestamp
     """
-    date_time = _datetime_from_isoformat(timestamp)
-    return date_time.weekday() + 1
+    return CSharpDateTime.parse(timestamp).day_of_week()
 
 
 def day_of_year(timestamp: str) -> int:
@@ -178,8 +160,7 @@ def day_of_year(timestamp: str) -> int:
     Args:
         timestamp (str): The string that contains the timestamp
     """
-    date_time = _datetime_from_isoformat(timestamp)
-    return date_time.timetuple().tm_yday
+    return CSharpDateTime.parse(timestamp).day_of_year()
 
 
 def format_date_time(timestamp: str, fmt: str = None) -> str:
@@ -189,8 +170,7 @@ def format_date_time(timestamp: str, fmt: str = None) -> str:
         timestamp (str): The string that contains the timestamp
         fmt (str): The format to use when converting the timestamp to a string
     """
-    date_time = _datetime_from_isoformat(timestamp)
-    return _datetime_to_isoformat(date_time, fmt)
+    return CSharpDateTime.parse(timestamp).format_date_time(fmt)
 
 
 def get_future_time(interval: int, time_unit: str, fmt: str = None) -> str:
@@ -222,9 +202,7 @@ def start_of_day(timestamp: str, fmt: str = None) -> str:
         timestamp (str): The string that contains the timestamp
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    date_time = _datetime_from_isoformat(timestamp)
-    date_time = date_time.replace(hour=0, minute=0, second=0, microsecond=0)
-    return _datetime_to_isoformat(date_time, fmt)
+    return CSharpDateTime.parse(timestamp).start_of_day().format_date_time(fmt)
 
 
 def start_of_hour(timestamp: str, fmt: str = None) -> str:
@@ -234,9 +212,7 @@ def start_of_hour(timestamp: str, fmt: str = None) -> str:
         timestamp (str): The string that contains the timestamp
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    date_time = _datetime_from_isoformat(timestamp)
-    date_time = date_time.replace(minute=0, second=0, microsecond=0)
-    return _datetime_to_isoformat(date_time, fmt)
+    return CSharpDateTime.parse(timestamp).start_of_hour().format_date_time(fmt)
 
 
 def start_of_month(timestamp: str, fmt: str = None) -> str:
@@ -246,9 +222,7 @@ def start_of_month(timestamp: str, fmt: str = None) -> str:
         timestamp (str): The string that contains the timestamp
         fmt (str, optional): Optionally, you can specify a different format with the <format> parameter.
     """
-    date_time = _datetime_from_isoformat(timestamp)
-    date_time = date_time.replace(day=1, hour=0, minute=0, second=0, microsecond=0)
-    return _datetime_to_isoformat(date_time, fmt)
+    return CSharpDateTime.parse(timestamp).start_of_month().format_date_time(fmt)
 
 
 def subtract_from_time(timestamp: str, interval: int, time_unit: str, fmt: str = None) -> str:
diff --git a/src/data_factory_testing_framework/pythonnet/__init__.py b/src/data_factory_testing_framework/pythonnet/__init__.py
new file mode 100644
index 00000000..90f0cf38
--- /dev/null
+++ b/src/data_factory_testing_framework/pythonnet/__init__.py
@@ -0,0 +1,6 @@
+import pythonnet
+
+pythonnet.load("coreclr")
+import clr  # noqa: E402
+
+clr.AddReference("System")
diff --git a/src/data_factory_testing_framework/pythonnet/csharp_datetime.py b/src/data_factory_testing_framework/pythonnet/csharp_datetime.py
new file mode 100644
index 00000000..57b25847
--- /dev/null
+++ b/src/data_factory_testing_framework/pythonnet/csharp_datetime.py
@@ -0,0 +1,85 @@
+#  These imports are dotnet namespace imports which are registered via __init__.py
+import System  # noqa: F401
+from System import DateTime  # noqa: F401
+
+
+class CSharpDateTime:
+    def __init__(self, date_time: DateTime) -> None:
+        """Initializes a new instance of the CSharpDateTime class."""
+        self.date_time = date_time
+
+    @staticmethod
+    def parse(timestamp: str) -> "CSharpDateTime":
+        return CSharpDateTime(
+            DateTime.Parse(
+                timestamp,
+                System.Globalization.CultureInfo.InvariantCulture,
+                System.Globalization.DateTimeStyles.RoundtripKind,
+            )
+        )
+
+    @staticmethod
+    def utcnow() -> "CSharpDateTime":
+        return CSharpDateTime(DateTime.UtcNow)
+
+    def ticks(self) -> int:
+        return self.date_time.get_Ticks()
+
+    def add_seconds(self, seconds: int) -> "CSharpDateTime":
+        return CSharpDateTime(self.date_time.AddSeconds(seconds))
+
+    def add_minutes(self, seconds: int) -> "CSharpDateTime":
+        return CSharpDateTime(self.date_time.AddMinutes(seconds))
+
+    def add_hours(self, hours: int) -> "CSharpDateTime":
+        return CSharpDateTime(self.date_time.AddHours(hours))
+
+    def add_days(self, days: int) -> "CSharpDateTime":
+        return CSharpDateTime(self.date_time.AddDays(days))
+
+    def add_months(self, months: int) -> "CSharpDateTime":
+        return CSharpDateTime(self.date_time.AddMonths(months))
+
+    def add_years(self, years: int) -> "CSharpDateTime":
+        return CSharpDateTime(self.date_time.AddYears(years))
+
+    def day_of_week(self) -> int:
+        return int(self.date_time.get_DayOfWeek())
+
+    def day_of_month(self) -> int:
+        return int(self.date_time.get_Day())
+
+    def day_of_year(self) -> int:
+        return int(self.date_time.get_DayOfYear())
+
+    def format_date_time(self, fmt: str = None) -> str:
+        if fmt is None:
+            fmt = "o"
+
+        return self.date_time.ToString(fmt)
+
+    def start_of_day(self) -> "CSharpDateTime":
+        return CSharpDateTime(self.date_time.Date)
+
+    def start_of_hour(self) -> "CSharpDateTime":
+        return CSharpDateTime(self.date_time.Date.AddHours(self.date_time.Hour))
+
+    def start_of_month(self) -> "CSharpDateTime":
+        return CSharpDateTime(
+            DateTime(self.date_time.Year, self.date_time.Month, 1, 0, 0, 0, self.date_time.get_Kind())
+        )
+
+    def convert_timestamp_to_target_timezone(self, target_timezone: str) -> "CSharpDateTime":
+        target_time_zone = System.TimeZoneInfo.FindSystemTimeZoneById(target_timezone)
+        return CSharpDateTime(System.TimeZoneInfo.ConvertTime(self.date_time, target_time_zone))
+
+    def convert_timestamp_from_timezone_to_target_timezone(
+        self, source_timezone: str, target_timezone: str
+    ) -> "CSharpDateTime":
+        source_time_zone = System.TimeZoneInfo.FindSystemTimeZoneById(source_timezone)
+        target_time_zone = System.TimeZoneInfo.FindSystemTimeZoneById(target_timezone)
+        return CSharpDateTime(System.TimeZoneInfo.ConvertTime(self.date_time, source_time_zone, target_time_zone))
+
+    def convert_timestamp_from_timezone_to_utc(self, source_timezone: str) -> "CSharpDateTime":
+        source_time_zone = System.TimeZoneInfo.FindSystemTimeZoneById(source_timezone)
+        return CSharpDateTime(System.TimeZoneInfo.ConvertTimeToUtc(self.date_time, source_time_zone))
diff --git a/tests/unit/functions/test_expression_evaluator.py b/tests/unit/functions/test_expression_evaluator.py
index d1de2951..64c13df0 100644
--- a/tests/unit/functions/test_expression_evaluator.py
+++ b/tests/unit/functions/test_expression_evaluator.py
@@ -8,12 +8,12 @@
 )
 from data_factory_testing_framework.exceptions.variable_not_found_error import VariableNotFoundError
 from data_factory_testing_framework.functions.expression_evaluator import ExpressionEvaluator
+from data_factory_testing_framework.pythonnet.csharp_datetime import CSharpDateTime
 from data_factory_testing_framework.state.dependency_condition import DependencyCondition
 from data_factory_testing_framework.state.pipeline_run_state import PipelineRunState
 from data_factory_testing_framework.state.pipeline_run_variable import PipelineRunVariable
 from data_factory_testing_framework.state.run_parameter import RunParameter
 from data_factory_testing_framework.state.run_parameter_type import RunParameterType
-from freezegun import freeze_time
 from lark import Token, Tree
 from pytest import param as p
 
@@ -670,7 +670,7 @@ def test_parse(expression: str, expected: Tree[Token]) -> None:
         p(
             "@utcNow()",
             PipelineRunState(),
-            "2021-11-24T12:11:49.753132Z",
+            "2021-11-24T12:11:49.7531321Z",
             id="function_call_with_zero_parameters",
         ),
         p(
@@ -704,9 +704,11 @@ def test_parse(expression: str, expected: Tree[Token]) -> None:
         ),
     ],
 )
-@freeze_time("2021-11-24 12:11:49.753132")
-def test_evaluate(expression: str, state: PipelineRunState, expected: Union[str, int, bool, float]) -> None:
+def test_evaluate(
+    expression: str, state: PipelineRunState, expected: Union[str, int, bool, float], monkeypatch: pytest.MonkeyPatch
+) -> None:
     # Arrange
+    monkeypatch.setattr(CSharpDateTime, "utcnow", lambda: CSharpDateTime.parse("2021-11-24T12:11:49.7531321Z"))
     evaluator = ExpressionEvaluator()
 
     # Act
diff --git a/tests/unit/functions/test_functions_date_functions.py b/tests/unit/functions/test_functions_date_functions.py
index 87e419eb..fff48b4f 100644
--- a/tests/unit/functions/test_functions_date_functions.py
+++ b/tests/unit/functions/test_functions_date_functions.py
@@ -1,16 +1,18 @@
 import data_factory_testing_framework.functions.functions_date_implementation as date_functions
 import pytest
 from _pytest.mark import param
-from freezegun import freeze_time
+from data_factory_testing_framework.pythonnet.csharp_datetime import CSharpDateTime
 
 
-@freeze_time("2023-11-24T12:11:54.753132")
-def test_utcnow() -> None:
+def test_utcnow(monkeypatch: pytest.MonkeyPatch) -> None:
+    # Arrange
+    monkeypatch.setattr(CSharpDateTime, "utcnow", lambda: CSharpDateTime.parse("2023-11-24T12:11:54.7531321Z"))
+
     # Act
     actual = date_functions.utcnow()
 
     # Assert
-    assert actual == "2023-11-24T12:11:54.753132Z"
+    assert actual == "2023-11-24T12:11:54.7531321Z"
 
 
 @pytest.mark.parametrize(
@@ -22,7 +24,7 @@ def test_utcnow() -> None:
 )
 def test_ticks(date_time_str: str, expected_ticks: int) -> None:
     # Act
-    actual = date_functions.ticks(date_time_str)
+    actual = CSharpDateTime.parse(date_time_str).ticks()
 
     # Assert
     assert actual == expected_ticks
@@ -31,104 +33,104 @@ def test_ticks(date_time_str: str, expected_ticks: int) -> None:
 @pytest.mark.parametrize(
     "seconds, expected",
     [
-        param(-5, "2023-11-24T12:11:44.753132Z", id="negative"),
-        param(125, "2023-11-24T12:13:54.753132Z", id="positive"),
-        param(3601, "2023-11-24T13:11:50.753132Z", id="positive_one_hour"),
-        param(3600 * 24, "2023-11-25T12:11:49.753132Z", id="positive_one_day"),
+        param(-5, "2023-11-24T12:11:44.7531321Z", id="negative"),
+        param(125, "2023-11-24T12:13:54.7531321Z", id="positive"),
+        param(3601, "2023-11-24T13:11:50.7531321Z", id="positive_one_hour"),
+        param(3600 * 24, "2023-11-25T12:11:49.7531321Z", id="positive_one_day"),
     ],
 )
 def test_add_seconds(seconds: int, expected: str) -> None:
-    result: str = date_functions.add_seconds("2023-11-24T12:11:49.753132Z", seconds)
+    result: str = date_functions.add_seconds("2023-11-24T12:11:49.7531321Z", seconds)
     assert result == expected
 
 
 @pytest.mark.parametrize(
     "minutes, expected",
     [
-        param(-5, "2023-11-24T12:06:49.753132Z", id="negative"),
-        param(125, "2023-11-24T14:16:49.753132Z", id="positive"),
+        param(-5, "2023-11-24T12:06:49.7531321Z", id="negative"),
+        param(125, "2023-11-24T14:16:49.7531321Z", id="positive"),
     ],
 )
 def test_add_minutes(minutes: int, expected: str) -> None:
-    result: str = date_functions.add_minutes("2023-11-24T12:11:49.753132Z", minutes)
+    result: str = date_functions.add_minutes("2023-11-24T12:11:49.7531321Z", minutes)
     assert result == expected
 
 
 @pytest.mark.parametrize(
     "hours, expected",
     [
-        param(-2, "2023-11-24T10:11:49.753132Z", id="negative"),
-        param(3, "2023-11-24T15:11:49.753132Z", id="positive"),
+        param(-2, "2023-11-24T10:11:49.7531321Z", id="negative"),
+        param(3, "2023-11-24T15:11:49.7531321Z", id="positive"),
     ],
 )
 def test_add_hours(hours: int, expected: str) -> None:
-    result: str = date_functions.add_hours("2023-11-24T12:11:49.753132Z", hours)
+    result: str = date_functions.add_hours("2023-11-24T12:11:49.7531321Z", hours)
     assert result == expected
 
 
 @pytest.mark.parametrize(
     "days, expected",
     [
-        param(-1, "2023-11-23T12:11:49.753132Z", id="negative"),
-        param(2, "2023-11-26T12:11:49.753132Z", id="positive"),
-        param(30, "2023-12-24T12:11:49.753132Z", id="month"),
+        param(-1, "2023-11-23T12:11:49.7531321Z", id="negative"),
+        param(2, "2023-11-26T12:11:49.7531321Z", id="positive"),
+        param(30, "2023-12-24T12:11:49.7531321Z", id="month"),
     ],
 )
 def test_add_days(days: int, expected: str) -> None:
-    result: str = date_functions.add_days("2023-11-24T12:11:49.753132Z", days)
+    result: str = date_functions.add_days("2023-11-24T12:11:49.7531321Z", days)
     assert result == expected
 
 
 @pytest.mark.parametrize(
     "interval, time_unit, expected",
     [
-        param(-1, "Second", "2023-11-24T12:11:48.753132Z", id="negative-second"),
-        param(-1, "Minute", "2023-11-24T12:10:49.753132Z", id="negative-minute"),
-        param(-1, "Hour", "2023-11-24T11:11:49.753132Z", id="negative-hour"),
-        param(-1, "Day", "2023-11-23T12:11:49.753132Z", id="negative-day"),
-        param(-1, "Week", "2023-11-17T12:11:49.753132Z", id="negative-week"),
-        param(-1, "Month", "2023-10-24T12:11:49.753132Z", id="negative-month"),
-        param(-1, "Year", "2022-11-24T12:11:49.753132Z", id="negative-year"),
-        param(5, "Second", "2023-11-24T12:11:54.753132Z", id="positive-second"),
-        param(5, "Minute", "2023-11-24T12:16:49.753132Z", id="positive-minute"),
-        param(5, "Hour", "2023-11-24T17:11:49.753132Z", id="positive-hour"),
-        param(5, "Day", "2023-11-29T12:11:49.753132Z", id="positive-day"),
-        param(5, "Week", "2023-12-29T12:11:49.753132Z", id="positive-week"),
-        param(5, "Month", "2024-04-24T12:11:49.753132Z", id="positive-month"),
-        param(5, "Year", "2028-11-24T12:11:49.753132Z", id="positive-year"),
+        param(-1, "Second", "2023-11-24T12:11:48.7531321Z", id="negative-second"),
+        param(-1, "Minute", "2023-11-24T12:10:49.7531321Z", id="negative-minute"),
+        param(-1, "Hour", "2023-11-24T11:11:49.7531321Z", id="negative-hour"),
+        param(-1, "Day", "2023-11-23T12:11:49.7531321Z", id="negative-day"),
+        param(-1, "Week", "2023-11-17T12:11:49.7531321Z", id="negative-week"),
+        param(-1, "Month", "2023-10-24T12:11:49.7531321Z", id="negative-month"),
+        param(-1, "Year", "2022-11-24T12:11:49.7531321Z", id="negative-year"),
+        param(5, "Second", "2023-11-24T12:11:54.7531321Z", id="positive-second"),
+        param(5, "Minute", "2023-11-24T12:16:49.7531321Z", id="positive-minute"),
+        param(5, "Hour", "2023-11-24T17:11:49.7531321Z", id="positive-hour"),
+        param(5, "Day", "2023-11-29T12:11:49.7531321Z", id="positive-day"),
+        param(5, "Week", "2023-12-29T12:11:49.7531321Z", id="positive-week"),
+        param(5, "Month", "2024-04-24T12:11:49.7531321Z", id="positive-month"),
+        param(5, "Year", "2028-11-24T12:11:49.7531321Z", id="positive-year"),
     ],
 )
 def test_add_to_time(interval: int, time_unit: str, expected: str) -> None:
-    result: str = date_functions.add_to_time("2023-11-24T12:11:49.753132Z", interval, time_unit)
+    result: str = date_functions.add_to_time("2023-11-24T12:11:49.7531321Z", interval, time_unit)
     assert result == expected
 
 
 def test_add_to_time_unknown_interval_throws_error() -> None:
     with pytest.raises(ValueError):
-        date_functions.add_to_time("2023-11-24T12:11:49.753132Z", 5, "Unknown")
+        date_functions.add_to_time("2023-11-24T12:11:49.7531321Z", 5, "Unknown")
 
 
 @pytest.mark.parametrize(
     "interval, time_unit, expected",
     [
-        param(-1, "Second", "2023-11-24T12:11:48.753132Z", id="negative-second"),
-        param(-1, "Minute", "2023-11-24T12:10:49.753132Z", id="negative-minute"),
-        param(-1, "Hour", "2023-11-24T11:11:49.753132Z", id="negative-hour"),
-        param(-1, "Day", "2023-11-23T12:11:49.753132Z", id="negative-day"),
-        param(-1, "Week", "2023-11-17T12:11:49.753132Z", id="negative-week"),
-        param(-1, "Month", "2023-10-24T12:11:49.753132Z", id="negative-month"),
-        param(-1, "Year", "2022-11-24T12:11:49.753132Z", id="negative-year"),
-        param(5, "Second", "2023-11-24T12:11:54.753132Z", id="positive-second"),
-        param(5, "Minute", "2023-11-24T12:16:49.753132Z", id="positive-minute"),
-        param(5, "Hour", "2023-11-24T17:11:49.753132Z", id="positive-hour"),
-        param(5, "Day", "2023-11-29T12:11:49.753132Z", id="positive-day"),
-        param(5, "Week", "2023-12-29T12:11:49.753132Z", id="positive-week"),
-        param(5, "Month", "2024-04-24T12:11:49.753132Z", id="positive-month"),
-        param(5, "Year", "2028-11-24T12:11:49.753132Z", id="positive-year"),
+        param(-1, "Second", "2023-11-24T12:11:48.7531321Z", id="negative-second"),
+        param(-1, "Minute", "2023-11-24T12:10:49.7531321Z", id="negative-minute"),
+        param(-1, "Hour", "2023-11-24T11:11:49.7531321Z", id="negative-hour"),
+        param(-1, "Day", "2023-11-23T12:11:49.7531321Z", id="negative-day"),
+        param(-1, "Week", "2023-11-17T12:11:49.7531321Z", id="negative-week"),
+        param(-1, "Month", "2023-10-24T12:11:49.7531321Z", id="negative-month"),
+        param(-1, "Year", "2022-11-24T12:11:49.7531321Z", id="negative-year"),
+        param(5, "Second", "2023-11-24T12:11:54.7531321Z", id="positive-second"),
+        param(5, "Minute", "2023-11-24T12:16:49.7531321Z", id="positive-minute"),
+        param(5, "Hour", "2023-11-24T17:11:49.7531321Z", id="positive-hour"),
+        param(5, "Day", "2023-11-29T12:11:49.7531321Z", id="positive-day"),
+        param(5, "Week", "2023-12-29T12:11:49.7531321Z", id="positive-week"),
+        param(5, "Month", "2024-04-24T12:11:49.7531321Z", id="positive-month"),
+        param(5, "Year", "2028-11-24T12:11:49.7531321Z", id="positive-year"),
     ],
 )
-@freeze_time("2023-11-24T12:11:49.753132Z")
-def test_get_future_time(interval: int, time_unit: str, expected: str) -> None:
+def test_get_future_time(interval: int, time_unit: str, expected: str, monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(CSharpDateTime, "utcnow", lambda: CSharpDateTime.parse("2023-11-24T12:11:49.7531321Z"))
     result: str = date_functions.get_future_time(interval, time_unit)
     assert result == expected
 
@@ -136,48 +138,49 @@ def test_get_future_time(interval: int, time_unit: str, expected: str) -> None:
 @pytest.mark.parametrize(
     "interval, time_unit, expected",
     [
-        param(1, "Second", "2023-11-24T12:11:48.753132Z", id="negative-second"),
-        param(1, "Minute", "2023-11-24T12:10:49.753132Z", id="negative-minute"),
-        param(1, "Hour", "2023-11-24T11:11:49.753132Z", id="negative-hour"),
-        param(1, "Day", "2023-11-23T12:11:49.753132Z", id="negative-day"),
-        param(1, "Week", "2023-11-17T12:11:49.753132Z", id="negative-week"),
-        param(1, "Month", "2023-10-24T12:11:49.753132Z", id="negative-month"),
-        param(1, "Year", "2022-11-24T12:11:49.753132Z", id="negative-year"),
-        param(-5, "Second", "2023-11-24T12:11:54.753132Z", id="positive-second"),
-        param(-5, "Minute", "2023-11-24T12:16:49.753132Z", id="positive-minute"),
-        param(-5, "Hour", "2023-11-24T17:11:49.753132Z", id="positive-hour"),
-        param(-5, "Day", "2023-11-29T12:11:49.753132Z", id="positive-day"),
-        param(-5, "Week", "2023-12-29T12:11:49.753132Z", id="positive-week"),
-        param(-5, "Month", "2024-04-24T12:11:49.753132Z", id="positive-month"),
-        param(-5, "Year", "2028-11-24T12:11:49.753132Z", id="positive-year"),
+        param(1, "Second", "2023-11-24T12:11:48.7531321Z", id="negative-second"),
+        param(1, "Minute", "2023-11-24T12:10:49.7531321Z", id="negative-minute"),
+        param(1, "Hour", "2023-11-24T11:11:49.7531321Z", id="negative-hour"),
+        param(1, "Day", "2023-11-23T12:11:49.7531321Z", id="negative-day"),
+        param(1, "Week", "2023-11-17T12:11:49.7531321Z", id="negative-week"),
+        param(1, "Month", "2023-10-24T12:11:49.7531321Z", id="negative-month"),
+        param(1, "Year", "2022-11-24T12:11:49.7531321Z", id="negative-year"),
+        param(-5, "Second", "2023-11-24T12:11:54.7531321Z", id="positive-second"),
+        param(-5, "Minute", "2023-11-24T12:16:49.7531321Z", id="positive-minute"),
+        param(-5, "Hour", "2023-11-24T17:11:49.7531321Z", id="positive-hour"),
+        param(-5, "Day", "2023-11-29T12:11:49.7531321Z", id="positive-day"),
+        param(-5, "Week", "2023-12-29T12:11:49.7531321Z", id="positive-week"),
+        param(-5, "Month", "2024-04-24T12:11:49.7531321Z", id="positive-month"),
+        param(-5, "Year", "2028-11-24T12:11:49.7531321Z", id="positive-year"),
     ],
 )
 def test_subtract_to_time(interval: int, time_unit: str, expected: str) -> None:
-    result: str = date_functions.subtract_from_time("2023-11-24T12:11:49.753132Z", interval, time_unit)
+    result: str = date_functions.subtract_from_time("2023-11-24T12:11:49.7531321Z", interval, time_unit)
     assert result == expected
 
 
 @pytest.mark.parametrize(
     "interval, time_unit, expected",
     [
-        param(1, "Second", "2023-11-24T12:11:48.753132Z", id="negative-second"),
-        param(1, "Minute", "2023-11-24T12:10:49.753132Z", id="negative-minute"),
-        param(1, "Hour", "2023-11-24T11:11:49.753132Z", id="negative-hour"),
-        param(1, "Day", "2023-11-23T12:11:49.753132Z", id="negative-day"),
-        param(1, "Week", "2023-11-17T12:11:49.753132Z", id="negative-week"),
-        param(1, "Month", "2023-10-24T12:11:49.753132Z", id="negative-month"),
-        param(1, "Year", "2022-11-24T12:11:49.753132Z", id="negative-year"),
-        param(-5, "Second", "2023-11-24T12:11:54.753132Z", id="positive-second"),
-        param(-5, "Minute", "2023-11-24T12:16:49.753132Z", id="positive-minute"),
-        param(-5, "Hour", "2023-11-24T17:11:49.753132Z", id="positive-hour"),
-        param(-5, "Day", "2023-11-29T12:11:49.753132Z", id="positive-day"),
-        param(-5, "Week", "2023-12-29T12:11:49.753132Z", id="positive-week"),
-        param(-5, "Month", "2024-04-24T12:11:49.753132Z", id="positive-month"),
-        param(-5, "Year", "2028-11-24T12:11:49.753132Z", id="positive-year"),
+        param(1, "Second", "2023-11-24T12:11:48.7531321Z", id="negative-second"),
+        param(1, "Minute", "2023-11-24T12:10:49.7531321Z", id="negative-minute"),
+        param(1, "Hour", "2023-11-24T11:11:49.7531321Z", id="negative-hour"),
+        param(1, "Day", "2023-11-23T12:11:49.7531321Z", id="negative-day"),
+        param(1, "Week", "2023-11-17T12:11:49.7531321Z", id="negative-week"),
+        param(1, "Month", "2023-10-24T12:11:49.7531321Z", id="negative-month"),
+        param(1, "Year", "2022-11-24T12:11:49.7531321Z", id="negative-year"),
+        param(-5, "Second", "2023-11-24T12:11:54.7531321Z", id="positive-second"),
+        param(-5, "Minute", "2023-11-24T12:16:49.7531321Z", id="positive-minute"),
+        param(-5, "Hour", "2023-11-24T17:11:49.7531321Z", id="positive-hour"),
+        param(-5, "Day", "2023-11-29T12:11:49.7531321Z", id="positive-day"),
+        param(-5, "Week", "2023-12-29T12:11:49.7531321Z", id="positive-week"),
+        param(-5, "Month", "2024-04-24T12:11:49.7531321Z", id="positive-month"),
+        param(-5, "Year", "2028-11-24T12:11:49.7531321Z", id="positive-year"),
     ],
 )
-@freeze_time("2023-11-24T12:11:49.753132Z")
-def test_get_past_time(interval: int, time_unit: str, expected: str) -> None:
+def test_get_past_time(interval: int, time_unit: str, expected: str, monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(CSharpDateTime, "utcnow", lambda: CSharpDateTime.parse("2023-11-24T12:11:49.7531321Z"))
+
     result: str = date_functions.get_past_time(interval, time_unit)
     assert result == expected
 
@@ -185,8 +188,8 @@ def test_get_past_time(interval: int, time_unit: str, expected: str) -> None:
 @pytest.mark.parametrize(
     "timestamp, expected",
     [
-        param("2023-11-24T12:11:49.753132Z", "2023-11-24T00:00:00.000000Z"),
-        param("2024-01-05T23:59:49.753132Z", "2024-01-05T00:00:00.000000Z"),
+        param("2023-11-24T12:11:49.7531321Z", "2023-11-24T00:00:00.0000000Z"),
+        param("2024-01-05T23:59:49.7531321Z", "2024-01-05T00:00:00.0000000Z"),
     ],
 )
 def test_start_of_day(timestamp: str, expected: str) -> None:
@@ -197,8 +200,8 @@ def test_start_of_day(timestamp: str, expected: str) -> None:
 @pytest.mark.parametrize(
     "timestamp, expected",
     [
-        param("2023-11-24T12:11:49.753132Z", "2023-11-24T12:00:00.000000Z"),
-        param("2024-01-05T23:59:49.753132Z", "2024-01-05T23:00:00.000000Z"),
+        param("2023-11-24T12:11:49.7531321Z", "2023-11-24T12:00:00.0000000Z"),
+        param("2024-01-05T23:59:49.7531321Z", "2024-01-05T23:00:00.0000000Z"),
     ],
 )
 def test_start_of_hour(timestamp: str, expected: str) -> None:
@@ -209,8 +212,8 @@ def test_start_of_hour(timestamp: str, expected: str) -> None:
 @pytest.mark.parametrize(
     "timestamp, expected",
     [
-        param("2023-11-24T12:11:49.753132Z", "2023-11-01T00:00:00.000000Z"),
-        param("2024-01-05T23:59:49.753132Z", "2024-01-01T00:00:00.000000Z"),
+        param("2023-11-24T12:11:49.7531321Z", "2023-11-01T00:00:00.0000000Z"),
+        param("2024-01-05T23:59:49.7531321Z", "2024-01-01T00:00:00.0000000Z"),
     ],
 )
 def test_start_of_month(timestamp: str, expected: str) -> None:
@@ -219,33 +222,41 @@ def test_start_of_month(timestamp: str, expected: str) -> None:
 
 
 def test_format_date_time() -> None:
-    result: str = date_functions.format_date_time("2023-11-24T12:11:49.753132")
-    assert result == "2023-11-24T12:11:49.753132Z"
+    result: str = date_functions.format_date_time("2023-11-24T12:11:49")
+    assert result == "2023-11-24T12:11:49.0000000"
 
 
-def test_convert_from_utc() -> None:
-    result: str = date_functions.convert_from_utc("2023-11-24T12:11:49.753132Z", "Central Standard Time")
-    assert result == "2023-11-24T12:11:49.753132Z"
+@pytest.mark.parametrize(
+    "timezone_name, expected",
+    [
+        param("SA Western Standard Time", "2023-11-24T08:11:49.7531321"),
+        param("GMT Standard Time", "2023-11-24T12:11:49.7531321"),
+        param("W. Europe Standard Time", "2023-11-24T13:11:49.7531321"),
+    ],
+)
+def test_convert_from_utc(timezone_name: str, expected: str) -> None:
+    result: str = date_functions.convert_from_utc("2023-11-24T12:11:49.7531321Z", timezone_name)
+    assert result == expected
 
 
 def test_convert_time_zone() -> None:
     result: str = date_functions.convert_time_zone(
-        "2023-11-24T12:11:49.753132Z", "Central Standard Time", "Central Standard Time"
+        "2023-11-24T12:11:49.7531321", "SA Western Standard Time", "W. Europe Standard Time"
     )
-    assert result == "2023-11-24T12:11:49.753132Z"
+    assert result == "2023-11-24T17:11:49.7531321"
 
 
 def test_convert_to_utc() -> None:
-    result: str = date_functions.convert_to_utc("2023-11-24T12:11:49.753132Z", "Central Standard Time")
-    assert result == "2023-11-24T12:11:49.753132Z"
+    result: str = date_functions.convert_to_utc("2023-11-24T12:11:49.7531321", "W. Europe Standard Time")
+    assert result == "2023-11-24T11:11:49.7531321Z"
 
 
 @pytest.mark.parametrize(
     "timestamp, expected",
     [
-        param("2023-11-24T12:11:49.753132Z", 5),
-        param("2024-01-04T23:59:49.753132Z", 4),
-        param("2024-05-17T23:59:49.753132Z", 5),
+        param("2023-11-24T12:11:49.7531321Z", 5),
+        param("2024-01-04T23:59:49.7531321Z", 4),
+        param("2024-05-17T23:59:49.7531321Z", 5),
     ],
 )
 def test_day_of_week(timestamp: str, expected: int) -> None:
@@ -256,9 +267,9 @@ def test_day_of_week(timestamp: str, expected: int) -> None:
 @pytest.mark.parametrize(
     "timestamp, expected",
     [
-        param("2023-11-24T12:11:49.753132Z", 24),
-        param("2024-01-04T23:59:49.753132Z", 4),
-        param("2024-05-17T23:59:49.753132Z", 17),
+        param("2023-11-24T12:11:49.7531321Z", 24),
+        param("2024-01-04T23:59:49.7531321Z", 4),
+        param("2024-05-17T23:59:49.7531321Z", 17),
     ],
 )
 def test_day_of_month(timestamp: str, expected: int) -> None:
@@ -269,9 +280,9 @@ def test_day_of_month(timestamp: str, expected: int) -> None:
 @pytest.mark.parametrize(
     "timestamp, expected",
     [
-        param("2023-11-24T12:11:49.753132Z", 328),
-        param("2024-01-04T23:59:49.753132Z", 4),
-        param("2024-05-17T23:59:49.753132Z", 138),
+        param("2023-11-24T12:11:49.7531321Z", 328),
+        param("2024-01-04T23:59:49.7531321Z", 4),
+        param("2024-05-17T23:59:49.7531321Z", 138),
     ],
 )
 def test_day_of_year(timestamp: str, expected: int) -> None:
diff --git a/tests/unit/models/activities/control_activities/test_until_activity.py b/tests/unit/models/activities/control_activities/test_until_activity.py
index 145bad61..cac20385 100644
--- a/tests/unit/models/activities/control_activities/test_until_activity.py
+++ b/tests/unit/models/activities/control_activities/test_until_activity.py
@@ -6,7 +6,7 @@
 from data_factory_testing_framework.test_framework import TestFramework, TestFrameworkType
 
 
-def test_when_evaluate_until_activity_should_repeat_until_expression_is_true() -> None:
+def test_when_evaluate_until_activity_should_repeat_until_expression_is_true(monkeypatch: pytest.MonkeyPatch) -> None:
     # Arrange
     test_framework = TestFramework(framework_type=TestFrameworkType.Fabric)
     until_activity = UntilActivity(
@@ -34,7 +34,7 @@ def test_when_evaluate_until_activity_should_repeat_until_expression_is_true() -
     )
 
     # Act
-    until_activity.expression.evaluate = lambda state: False
+    monkeypatch.setattr(until_activity.expression, "evaluate", lambda state: False)
     activities = test_framework.evaluate_activity(until_activity, state)
 
     # Assert
@@ -46,7 +46,7 @@ def test_when_evaluate_until_activity_should_repeat_until_expression_is_true() -
     assert set_variable_activity is not None
     assert set_variable_activity.name == "setVariable"
 
-    until_activity.expression.evaluate = lambda state: True
+    monkeypatch.setattr(until_activity.expression, "evaluate", lambda state: True)
 
     # Assert that there are no more activities
     with pytest.raises(StopIteration):