diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4c0d67b..a4fd09e 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -11,7 +11,7 @@ jobs:
     strategy:
       matrix:
         os: [ 'ubuntu-24.04' ]
-        python-version: ['3.9', '3.10', '3.11', '3.12' ]
+        python-version: ['3.10', '3.11', '3.12' ]
     runs-on: ${{ matrix.os }}
     steps:
       - uses: actions/checkout@v4
diff --git a/poetry.lock b/poetry.lock
index 5a9cca5..07bec77 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "black"
@@ -49,140 +49,161 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2025.4.26"
+version = "2025.11.12"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "certifi-2025.4.26-py3-none-any.whl", hash = "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3"},
-    {file = "certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6"},
+    {file = "certifi-2025.11.12-py3-none-any.whl", hash = "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b"},
+    {file = "certifi-2025.11.12.tar.gz", hash = "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"},
 ]
 
 [[package]]
 name = "cfgv"
-version = "3.4.0"
+version = "3.5.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
-    {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
-    {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
+    {file = "cfgv-3.5.0-py2.py3-none-any.whl", hash = "sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0"},
+    {file = "cfgv-3.5.0.tar.gz", hash = "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.2"
+version = "3.4.4"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
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 [package.dependencies]
@@ -296,29 +342,56 @@ files = [
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 ]
 
+[[package]]
+name = "diskcache"
+version = "5.6.3"
+description = "Disk Cache -- Disk and file backed persistent cache."
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
+name = "diskcache-stubs"
+version = "5.6.3.6.20240818"
+description = "diskcache stubs"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+typing-extensions = ">=4.4.0"
+
 [[package]]
 name = "distlib"
-version = "0.3.9"
+version = "0.4.0"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.3.0"
+version = "1.3.1"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
-markers = "python_version < \"3.11\""
+markers = "python_version == \"3.10\""
 files = [
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 ]
 
 [package.dependencies]
@@ -329,31 +402,26 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "filelock"
-version = "3.18.0"
+version = "3.20.1"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
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 ]
 
-[package.extras]
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-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
-
 [[package]]
 name = "identify"
-version = "2.6.12"
+version = "2.6.15"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.extras]
@@ -361,14 +429,14 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.extras]
@@ -376,14 +444,14 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
 name = "iniconfig"
-version = "2.1.0"
+version = "2.3.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
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 [[package]]
@@ -406,73 +474,101 @@ i18n = ["Babel (>=2.7)"]
 
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 python-versions = ">=3.9"
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 [[package]]
@@ -489,26 +585,26 @@ files = [
 
 [[package]]
 name = "nodeenv"
-version = "1.9.1"
+version = "1.10.0"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["dev"]
 files = [
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+    {file = "nodeenv-1.10.0.tar.gz", hash = "sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb"},
 ]
 
 [[package]]
 name = "packaging"
-version = "24.2"
+version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
 files = [
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 ]
 
 [[package]]
@@ -525,20 +621,20 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "4.3.8"
+version = "4.5.1"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
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-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
-type = ["mypy (>=1.14.1)"]
+docs = ["furo (>=2025.9.25)", "proselint (>=0.14)", "sphinx (>=8.2.3)", "sphinx-autodoc-typehints (>=3.2)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.4.2)", "pytest-cov (>=7)", "pytest-mock (>=3.15.1)"]
+type = ["mypy (>=1.18.2)"]
 
 [[package]]
 name = "pluggy"
@@ -575,16 +671,31 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
+[[package]]
+name = "pygments"
+version = "2.19.2"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
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+    {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
+]
+
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
+
 [[package]]
 name = "pyparsing"
-version = "3.2.3"
-description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+version = "3.3.1"
+description = "pyparsing - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.extras]
@@ -592,45 +703,50 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pysigma"
-version = "0.11.23"
+version = "1.0.2"
 description = "Sigma rule processing and conversion tools"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = "<4.0,>=3.10"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
+diskcache = ">=5.6.3,<6.0.0"
+diskcache-stubs = ">=5.6.3.6.20240818,<6.0.0.0.0"
 jinja2 = ">=3.1.6,<4.0.0"
-packaging = ">=24.1,<25.0"
-pyparsing = ">=3.1,<4.0"
-pyyaml = ">=6.0,<7.0"
-requests = ">=2.31,<3.0"
+packaging = ">=25.0,<26.0"
+pyparsing = ">=3.2.5,<4.0.0"
+pyyaml = ">=6.0.3,<7.0.0"
+requests = ">=2.32.5,<3.0.0"
+types-pyyaml = ">=6.0.12.20250915,<7.0.0.0"
+typing-extensions = ">=4.15.0,<5.0.0"
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.4.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01"},
 ]
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
-iniconfig = "*"
-packaging = "*"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1"
+packaging = ">=20"
 pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-cov"
@@ -653,82 +769,102 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 
 [[package]]
 name = "pyyaml"
-version = "6.0.2"
+version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
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-charset-normalizer = ">=2,<4"
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 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<3"
 
@@ -738,94 +874,117 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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+    {file = "tomli-2.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:70a251f8d4ba2d9ac2542eecf008b3c8a9fc5c3f9f02c56a9d7952612be2fdba"},
+    {file = "tomli-2.3.0-py3-none-any.whl", hash = "sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b"},
+    {file = "tomli-2.3.0.tar.gz", hash = "sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549"},
+]
+
+[[package]]
+name = "types-pyyaml"
+version = "6.0.12.20250915"
+description = "Typing stubs for PyYAML"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "types_pyyaml-6.0.12.20250915-py3-none-any.whl", hash = "sha256:e7d4d9e064e89a3b3cae120b4990cd370874d2bf12fa5f46c97018dd5d3c9ab6"},
+    {file = "types_pyyaml-6.0.12.20250915.tar.gz", hash = "sha256:0f8b54a528c303f0e6f7165687dd33fafa81c807fcac23f632b63aa624ced1d3"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.15.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version < \"3.11\""
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
-    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
-    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
+    {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
+    {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
+markers = {dev = "python_version == \"3.10\""}
 
 [[package]]
 name = "urllib3"
-version = "2.4.0"
+version = "2.6.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
-    {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
+    {file = "urllib3-2.6.2-py3-none-any.whl", hash = "sha256:ec21cddfe7724fc7cb4ba4bea7aa8e2ef36f607a4bab81aa6ce42a13dc3f03dd"},
+    {file = "urllib3-2.6.2.tar.gz", hash = "sha256:016f9c98bb7e98085cb2b4b17b87d2c702975664e4f060c6532e64d1c1a5e797"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.2.0) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=1.2.0.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
-zstd = ["zstandard (>=0.18.0)"]
+zstd = ["backports-zstd (>=1.0.0) ; python_version < \"3.14\""]
 
 [[package]]
 name = "virtualenv"
-version = "20.31.2"
+version = "20.35.4"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "virtualenv-20.31.2-py3-none-any.whl", hash = "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11"},
-    {file = "virtualenv-20.31.2.tar.gz", hash = "sha256:e10c0a9d02835e592521be48b332b6caee6887f332c111aa79a09b9e79efc2af"},
+    {file = "virtualenv-20.35.4-py3-none-any.whl", hash = "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"},
+    {file = "virtualenv-20.35.4.tar.gz", hash = "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c"},
 ]
 
 [package.dependencies]
 distlib = ">=0.3.7,<1"
 filelock = ">=3.12.2,<4"
 platformdirs = ">=3.9.1,<5"
+typing-extensions = {version = ">=4.13.2", markers = "python_version < \"3.11\""}
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
@@ -833,5 +992,5 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [metadata]
 lock-version = "2.1"
-python-versions = "^3.9"
-content-hash = "a50d7ce56859d21815e394cd2c7e365de88609aaaca4bf98e7940e304e57b074"
+python-versions = "^3.10"
+content-hash = "3a4ad0b244a740ff4fc42a19ea06ba2b6cdaacb4abc047c8d19842788ff58631"
diff --git a/pyproject.toml b/pyproject.toml
index 54e0f8c..65c4b77 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "pysigma-backend-logpoint"
-version = "0.3.0"
+version = "0.4.0"
 description = "pySigma Logpoint backend"
 readme="README.md"
 authors = ["Surya Majhi <suryamajhi20@gmail.com>", "Swachchhanda Shrawan Poudel <swachchhandashrawan@gmail.com>"]
@@ -11,8 +11,8 @@ packages = [
 ]
 
 [tool.poetry.dependencies]
-python = "^3.9"
-pysigma = "^0.11.23"
+python = "^3.10"
+pysigma = "^1.0.0"
 
 [tool.poetry.group.dev.dependencies]
 black = "^24.4.2"
diff --git a/sigma/pipelines/logpoint/__init__.py b/sigma/pipelines/logpoint/__init__.py
index e151805..757d131 100644
--- a/sigma/pipelines/logpoint/__init__.py
+++ b/sigma/pipelines/logpoint/__init__.py
@@ -1,9 +1,11 @@
 from .windows import logpoint_windows_pipeline
 from .m365 import logpoint_m365_pipeline
 from .azure import logpoint_azure_pipeline
+from .linux import logpoint_linux_pipeline
 
 pipelines = {
     "logpoint_windows": logpoint_windows_pipeline,
     "logpoint_o365": logpoint_m365_pipeline,
     "logpoint_azure": logpoint_azure_pipeline,
+    "logpoint_linux": logpoint_linux_pipeline,
 }
diff --git a/sigma/pipelines/logpoint/azure.py b/sigma/pipelines/logpoint/azure.py
index 417a0fc..abe1d81 100644
--- a/sigma/pipelines/logpoint/azure.py
+++ b/sigma/pipelines/logpoint/azure.py
@@ -1,6 +1,5 @@
-from sigma.processing.conditions import (
-    LogsourceCondition,
-)
+import re
+from sigma.processing.conditions import LogsourceCondition
 from sigma.processing.pipeline import ProcessingItem, ProcessingPipeline
 from sigma.processing.transformations import (
     FieldMappingTransformation,
@@ -14,10 +13,19 @@
 )
 
 
-def azure_field_mapping(field: str):
-    if field.lower().startswith("targetresources.modifiedproperties"):
+def azure_field_mapping(field: str) -> str:
+    # 1. Handle specific prefix logic
+    if field and field.lower().startswith("targetresources.modifiedproperties"):
         return "target_modified_property." + field
-    return field
+
+    # 2. Fallback: Dynamic snake_case conversion
+    if not field:
+        return field
+
+    words = re.findall(r"([a-z0-9]+|[A-Z][a-z0-9]+|[A-Z0-9]+)", field)
+    if len(words) > 1:
+        return "_".join(words).lower()
+    return words[0].lower() if words else field.lower()
 
 
 def logpoint_azure_pipeline() -> ProcessingPipeline:
@@ -78,9 +86,9 @@ def logpoint_azure_pipeline() -> ProcessingPipeline:
                 ],
             ),
             ProcessingItem(
-                identifier="logpoint_azure_activity_enrich",
-                transformation=(
-                    FieldFunctionTransformation(transform_func=azure_field_mapping)
+                identifier="logpoint_azure_custom_field_mapping",
+                transformation=FieldFunctionTransformation(
+                    mapping={}, transform_func=azure_field_mapping
                 ),
                 rule_conditions=[LogsourceCondition(product="azure")],
             ),
diff --git a/sigma/pipelines/logpoint/linux.py b/sigma/pipelines/logpoint/linux.py
new file mode 100644
index 0000000..e76dbad
--- /dev/null
+++ b/sigma/pipelines/logpoint/linux.py
@@ -0,0 +1,53 @@
+import re
+from typing import Dict, Union, List
+
+from sigma.processing.conditions import LogsourceCondition
+from sigma.processing.pipeline import ProcessingItem, ProcessingPipeline
+from sigma.processing.transformations import (
+    FieldMappingTransformation,
+    FieldFunctionTransformation,
+)
+
+from sigma.pipelines.logpoint.logpoint_mapping import (
+    logpoint_linux_auditd_mapping,
+    logpoint_linux_common_taxonomy,
+)
+
+
+def to_snake_case(field: str) -> str:
+    """Convert field name to snake_case."""
+    if not field:
+        return field
+
+    words = re.findall(r"([a-z0-9]+|[A-Z][a-z0-9]+|[A-Z0-9]+)", field)
+    if len(words) > 1:
+        return "_".join(words).lower()
+    return words[0].lower() if words else field.lower()
+
+
+def logpoint_linux_pipeline() -> ProcessingPipeline:
+    return ProcessingPipeline(
+        name="Logpoint Linux",
+        allowed_backends={"logpoint"},
+        priority=20,
+        items=[
+            ProcessingItem(
+                identifier="logpoint_linux_auditd_mapping",
+                transformation=FieldMappingTransformation(
+                    logpoint_linux_auditd_mapping
+                ),
+                rule_conditions=[
+                    LogsourceCondition(product="linux", service="auditd"),
+                ],
+            ),
+            ProcessingItem(
+                identifier="logpoint_linux_generic_mapping",
+                transformation=FieldFunctionTransformation(
+                    transform_func=to_snake_case, mapping=logpoint_linux_common_taxonomy
+                ),
+                rule_conditions=[
+                    LogsourceCondition(product="linux"),
+                ],
+            ),
+        ],
+    )
diff --git a/sigma/pipelines/logpoint/logpoint_mapping.py b/sigma/pipelines/logpoint/logpoint_mapping.py
index 2d60c7c..d6c8f37 100644
--- a/sigma/pipelines/logpoint/logpoint_mapping.py
+++ b/sigma/pipelines/logpoint/logpoint_mapping.py
@@ -2503,3 +2503,47 @@
     "OperationId": "operation_id",
     "Operation": "operation",
 }
+
+logpoint_linux_auditd_mapping = {
+    "type": "event_type",
+    "proctitle": "command",
+    "auid": "user_id",
+    "uid": "user_id",
+    "gid": "group_id",
+    "euid": "effective_user_id",
+    "egid": "effective_group_id",
+    "fsuid": "filesystem_user_id",
+    "fsgid": "filesystem_group_id",
+    "suid": "saved_user_id",
+    "sgid": "saved_group_id",
+    "pid": "process_id",
+    "ppid": "parent_process_id",
+    "ses": "session_id",
+    "comm": "command_name",
+    "exe": "process",
+    "key": "key",
+    "cwd": "path",
+    "name": "file",
+    "nametype": "file_type",
+    "addr": "address",
+    "hostname": "host",
+    "terminal": "terminal",
+    "res": "result",
+    "msg": "message",
+    "acct": "account",
+}
+
+logpoint_linux_common_taxonomy = {
+    "Image": "process",
+    "CommandLine": "command",
+    "ParentImage": "parent_process",
+    "ParentCommandLine": "parent_command",
+    "User": "user",
+    "TargetUser": "target_user",
+    "SourceIp": "source_address",
+    "DestinationIp": "destination_address",
+    "SourcePort": "source_port",
+    "DestinationPort": "destination_port",
+    "EventID": "event_id",
+}
+
diff --git a/sigma/pipelines/logpoint/m365.py b/sigma/pipelines/logpoint/m365.py
index 40c925d..82cf2ae 100644
--- a/sigma/pipelines/logpoint/m365.py
+++ b/sigma/pipelines/logpoint/m365.py
@@ -1,3 +1,4 @@
+import re
 from sigma.processing.conditions import (
     LogsourceCondition,
 )
@@ -12,9 +13,16 @@
 
 
 def m365_field_mapping(field: str):
+    # 1. Handle specific prefix logic
     if field.lower().startswith("modifiedproperties"):
         return "modified_property." + field
-    return field
+
+    # 2. Fallback: Dynamic snake_case conversion
+    # (Consistent with logic used in other pipelines)
+    words = re.findall(r"([a-z0-9]+|[A-Z][a-z0-9]+|[A-Z0-9]+)", field)
+    if len(words) > 1:
+        return "_".join(words).lower()
+    return words[0].lower() if words else field.lower()
 
 
 def logpoint_m365_pipeline() -> ProcessingPipeline:
@@ -43,9 +51,12 @@ def logpoint_m365_pipeline() -> ProcessingPipeline:
                 rule_conditions=[LogsourceCondition(product="m365")],
             ),
             ProcessingItem(
-                identifier="logpoint_azure_activity_enrich",
+                # Renamed identifier to be specific to this pipeline
+                identifier="logpoint_m365_custom_mapping",
                 transformation=(
-                    FieldFunctionTransformation(transform_func=m365_field_mapping)
+                    FieldFunctionTransformation(
+                        mapping={}, transform_func=m365_field_mapping
+                    )
                 ),
                 rule_conditions=[LogsourceCondition(product="m365")],
             ),
diff --git a/sigma/pipelines/logpoint/windows.py b/sigma/pipelines/logpoint/windows.py
index ca0ed95..75b5d84 100644
--- a/sigma/pipelines/logpoint/windows.py
+++ b/sigma/pipelines/logpoint/windows.py
@@ -1,9 +1,6 @@
-import dataclasses
 import re
-from dataclasses import dataclass
 from typing import Dict, Union, List, ClassVar, Pattern
 
-from sigma.conditions import ConditionOR
 from sigma.pipelines.common import (
     logsource_windows_process_creation,
     logsource_windows_registry_add,
@@ -32,12 +29,11 @@
 )
 from sigma.processing.pipeline import ProcessingItem, ProcessingPipeline
 from sigma.processing.transformations import (
-    FieldMappingTransformationBase,
     FieldMappingTransformation,
     AddConditionTransformation,
     HashesFieldsDetectionItemTransformation,
+    FieldFunctionTransformation,
 )
-from sigma.rule import SigmaDetectionItem, SigmaDetection
 
 from sigma.pipelines.logpoint.logpoint_mapping import (
     logpoint_windows_sysmon_variable_mappings,
@@ -49,77 +45,26 @@
 )
 
 
-@dataclass
-class SnakeCaseMappingTransformation(FieldMappingTransformationBase):
-    """Map a field name to one or multiple different."""
+def to_snake_case(field: str) -> str:
+    """Convert field name to snake_case."""
+    if not field:
+        return field
 
-    mapping: Dict[str, Union[str, List[str]]]
-    _re_to_snake_case: ClassVar[Pattern] = re.compile(
-        "([a-z0-9]+|[A-Z][a-z0-9]+|[A-Z0-9]+)"
-    )
-
-    def to_snake_case(self, key):
-        """_to_snake_case converts the fields to snake_case
-
-        Args:
-            key (str): field name in any other case
-
-        Returns:
-            snake_case (str): filed name converted to the snake_case
-        """
-        words = self._re_to_snake_case.findall(key)
-        if len(words) > 1:
-            snake_case = "_".join(words).lower()
-        else:
-            snake_case = words[0].lower()
-        return snake_case
-
-    def get_mapping(self, field: str) -> Union[None, str, List[str]]:
-        if field in self.mapping:
-            mapping = self.mapping[field]
-            return mapping
-
-    def apply_detection_item(self, detection_item: SigmaDetectionItem):
-        super().apply_detection_item(detection_item)
-        field = detection_item.field
-        mapping = self.get_mapping(field) or self.to_snake_case(field)
-        if mapping is not None and self.processing_item.match_field_name(
-            self._pipeline, field
-        ):
-            self._pipeline.field_mappings.add_mapping(field, mapping)
-            if isinstance(
-                mapping, str
-            ):  # 1:1 mapping, map field name of detection item directly
-                detection_item.field = mapping
-                self.processing_item_applied(detection_item)
-            else:
-                return SigmaDetection(
-                    [
-                        dataclasses.replace(
-                            detection_item, field=field, auto_modifiers=False
-                        )
-                        for field in mapping
-                    ],
-                    item_linking=ConditionOR,
-                )
-
-    def apply_field_name(self, field: str) -> Union[str, List[str]]:
-        mapping = self.get_mapping(field) or self.to_snake_case(field)
-        if isinstance(mapping, str):
-            return [mapping]
-        else:
-            return mapping
+    words = re.findall(r"([a-z0-9]+|[A-Z][a-z0-9]+|[A-Z0-9]+)", field)
+    if len(words) > 1:
+        return "_".join(words).lower()
+    return words[0].lower() if words else field.lower()
 
 
 def generate_windows_sysmon_enriched_query(
     identifier_template: str = "windows_sysmon_{category}",
 ) -> List[ProcessingItem]:
     """Generate processing items for all Windows sysmon mappings for addition of labels.
-    :param identifier_template: Template for processing item identifier. Usually, the defaults are
-        fine. Should contain service placeholder if changed.
+    :param identifier_template: Template for processing item identifier.  Usually, the defaults are
+        fine.  Should contain service placeholder if changed.
     :type identifier_template: str
     :return: List of ProcessingItem that can be used in the items attribute of a ProcessingPipeline
-        object. Usually, an additional field name mapping between the Sigma taxonomy and the target
+        object.  Usually, an additional field name mapping between the Sigma taxonomy and the target
         system field names is required.
     :rtype: List[ProcessingItem]
     """
@@ -255,8 +200,9 @@ def logpoint_windows_pipeline() -> ProcessingPipeline:
             ),
             ProcessingItem(  # Generic Field mappings
                 identifier="logpoint_windows_generic_field_mapping",
-                transformation=SnakeCaseMappingTransformation(
-                    logpoint_windows_common_taxonomy
+                transformation=FieldFunctionTransformation(
+                    transform_func=to_snake_case,
+                    mapping=logpoint_windows_common_taxonomy,
                 ),
                 field_name_condition_negation=True,
                 field_name_condition_linking=any,
diff --git a/tests/test_pipelines_linux.py b/tests/test_pipelines_linux.py
new file mode 100644
index 0000000..8c3c32d
--- /dev/null
+++ b/tests/test_pipelines_linux.py
@@ -0,0 +1,69 @@
+from sigma.backends.logpoint.logpoint import Logpoint
+from sigma.pipelines.logpoint.linux import logpoint_linux_pipeline
+from sigma.collection import SigmaCollection
+from sigma.rule import SigmaRule
+
+
+def test_logpoint_linux_auditd():
+    assert (
+        Logpoint(logpoint_linux_pipeline()).convert(
+            SigmaCollection.from_yaml(
+                """
+                    title: Test
+                    status: test
+                    logsource:
+                        product: linux
+                        service: auditd
+                    detection:
+                        sel:
+                            type: EXECVE
+                            proctitle: /usr/bin/test
+                            auid: 1000
+                        condition: sel
+                """
+            )
+        )
+        == ['event_type="EXECVE" command="/usr/bin/test" user_id=1000']
+    )
+
+
+def test_logpoint_linux_generic():
+    assert (
+        Logpoint(logpoint_linux_pipeline()).convert(
+            SigmaCollection.from_yaml(
+                """
+                    title: Test
+                    status: test
+                    logsource:
+                        product: linux
+                        category: process_creation
+                    detection:
+                        sel:
+                            Image: /usr/bin/test
+                            CommandLine: test arg
+                        condition: sel
+                """
+            )
+        )
+        == ['"process"="/usr/bin/test" command="test arg"']
+    )
+
+
+def test_logpoint_linux_snake_case():
+    assert (
+        Logpoint(logpoint_linux_pipeline()).convert(
+            SigmaCollection.from_yaml(
+                """
+                    title: Test
+                    status: test
+                    logsource:
+                        product: linux
+                    detection:
+                        sel:
+                            SomeField: test
+                        condition: sel
+                """
+            )
+        )
+        == ['some_field="test"']
+    )