diff --git a/.github/workflows/build-test-release.yml b/.github/workflows/build-test-release.yml
index 9d047a59..16b5bf28 100644
--- a/.github/workflows/build-test-release.yml
+++ b/.github/workflows/build-test-release.yml
@@ -55,7 +55,7 @@ jobs:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
         with:
-          python-version: "3.7"
+          python-version: "3.9"
       - uses: pre-commit/action@v3.0.1
 
   semgrep:
@@ -71,8 +71,6 @@ jobs:
     strategy:
       matrix:
         python-version:
-          - "3.7"
-          - "3.8"
           - "3.9"
           - "3.10"
           - "3.11"
@@ -100,7 +98,7 @@ jobs:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
         with:
-          python-version: 3.7
+          python-version: "3.9"
       - run: curl -sSL https://install.python-poetry.org | python3 - --version 1.5.1
       - name: Install Splunk
         run: |
@@ -135,7 +133,7 @@ jobs:
           echo -e "[user_info]\nUSERNAME=Admin\nPASSWORD=Chang3d"'!' | tee -a $SPLUNK_HOME/etc/system/local/user-seed.conf
           echo 'OPTIMISTIC_ABOUT_FILE_LOCKING=1' | tee -a $SPLUNK_HOME/etc/splunk-launch.conf
           $SPLUNK_HOME/bin/splunk start --accept-license
-          $SPLUNK_HOME/bin/splunk cmd python -m pip install solnlib
+          $SPLUNK_HOME/bin/splunk cmd python -m pip install .
           $SPLUNK_HOME/bin/splunk set servername custom-servername -auth admin:Chang3d!
           $SPLUNK_HOME/bin/splunk restart
           until curl -k -s -u admin:Chang3d! https://localhost:8089/services/server/info\?output_mode\=json | jq '.entry[0].content.kvStoreStatus' | grep -o "ready" ; do echo -n "Waiting for KVStore to become ready-" && sleep 5 ; done
@@ -167,7 +165,7 @@ jobs:
           persist-credentials: false
       - uses: actions/setup-python@v5
         with:
-          python-version: "3.7"
+          python-version: "3.9"
       - run: curl -sSL https://install.python-poetry.org | python3 - --version 1.5.1
       - run: |
           poetry install
diff --git a/.licenserc.yaml b/.licenserc.yaml
index 36a5fe85..0d2bf334 100644
--- a/.licenserc.yaml
+++ b/.licenserc.yaml
@@ -17,6 +17,7 @@ header:
   license:
     spdx-id: Apache-2.0
     copyright-owner: Splunk Inc.
+    pattern: "Copyright \\d{4} Splunk Inc"
 
   paths-ignore:
     - ".github/"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3224e995..833fd188 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,16 +3,17 @@ repos:
     rev: v3.1.0
     hooks:
     -   id: pyupgrade
-        args: [--py37-plus]
+        args: [--py39-plus]
 -   repo: https://github.com/psf/black
     rev: 22.10.0
     hooks:
     -   id: black
--   repo: https://github.com/myint/docformatter
-    rev: v1.5.0
+-   repo: https://github.com/PyCQA/docformatter
+    rev: v1.7.7
     hooks:
       - id: docformatter
-        args: [--in-place]
+        args: [--in-place, --wrap-summaries, "0", --wrap-descriptions, "0"]
+        language_version: python3
 -   repo: https://github.com/PyCQA/flake8
     rev: 5.0.4
     hooks:
diff --git a/docs/index.md b/docs/index.md
index e62b354e..606df6cc 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -4,4 +4,4 @@ Splunk Solutions SDK is an open source packaged solution for getting data into S
 This SDK is used by Splunk Add-on builder, and Splunk UCC based add-ons and is intended for use by partner
 developers. This SDK/Library extends the Splunk SDK for Python.
 
-> Note: this project uses `poetry` 1.5.1.
+> Note: this project uses `poetry` 2.1.2.
diff --git a/docs/observability.md b/docs/observability.md
new file mode 100644
index 00000000..a2773b68
--- /dev/null
+++ b/docs/observability.md
@@ -0,0 +1,3 @@
+# observability.py
+
+::: solnlib.observability
diff --git a/mkdocs.yml b/mkdocs.yml
index 5e24644d..20543cd9 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -45,6 +45,7 @@ nav:
       - "hec_config.py": hec_config.md
       - "log.py": log.md
       - "net_utils.py": net_utils.md
+      - "observability.py": observability.md
       - "orphan_process_monitor.py": orphan_process_monitor.md
       - "pattern.py": pattern.md
       - "server_info.py": server_info.md
diff --git a/poetry.lock b/poetry.lock
index 21bee966..b0aa2238 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,143 +1,189 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "babel"
-version = "2.14.0"
+version = "2.18.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
-    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
+    {file = "babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35"},
+    {file = "babel-2.18.0.tar.gz", hash = "sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d"},
 ]
 
-[package.dependencies]
-pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
-
 [package.extras]
-dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
 
 [[package]]
-name = "cached-property"
-version = "1.5.2"
-description = "A decorator for caching properties in classes."
+name = "backrefs"
+version = "6.2"
+description = "A wrapper around re and regex that adds additional back references."
 optional = false
-python-versions = "*"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "cached-property-1.5.2.tar.gz", hash = "sha256:9fa5755838eecbb2d234c3aa390bd80fbd3ac6b6869109bfc1b499f7bd89a130"},
-    {file = "cached_property-1.5.2-py2.py3-none-any.whl", hash = "sha256:df4f613cf7ad9a588cc381aaf4a512d26265ecebd5eb9e1ba12f1319eb85a6a0"},
+    {file = "backrefs-6.2-py310-none-any.whl", hash = "sha256:0fdc7b012420b6b144410342caeb8adc54c6866cf12064abc9bb211302e496f8"},
+    {file = "backrefs-6.2-py311-none-any.whl", hash = "sha256:08aa7fae530c6b2361d7bdcbda1a7c454e330cc9dbcd03f5c23205e430e5c3be"},
+    {file = "backrefs-6.2-py312-none-any.whl", hash = "sha256:c3f4b9cb2af8cda0d87ab4f57800b57b95428488477be164dd2b47be54db0c90"},
+    {file = "backrefs-6.2-py313-none-any.whl", hash = "sha256:12df81596ab511f783b7d87c043ce26bc5b0288cf3bb03610fe76b8189282b2b"},
+    {file = "backrefs-6.2-py314-none-any.whl", hash = "sha256:e5f805ae09819caa1aa0623b4a83790e7028604aa2b8c73ba602c4454e665de7"},
+    {file = "backrefs-6.2-py39-none-any.whl", hash = "sha256:664e33cd88c6840b7625b826ecf2555f32d491800900f5a541f772c485f7cda7"},
+    {file = "backrefs-6.2.tar.gz", hash = "sha256:f44ff4d48808b243b6c0cdc6231e22195c32f77046018141556c66f8bab72a49"},
 ]
 
+[package.extras]
+extras = ["regex"]
+
 [[package]]
 name = "certifi"
-version = "2024.12.14"
+version = "2026.2.25"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+groups = ["dev"]
 files = [
-    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
-    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
+    {file = "certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa"},
+    {file = "certifi-2026.2.25.tar.gz", hash = "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.1"
+version = "3.4.6"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -146,6 +192,7 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
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@@ -153,7 +200,6 @@ files = [
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "colorama"
@@ -161,6 +207,7 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 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 = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -172,6 +219,7 @@ version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
 files = [
     {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
@@ -183,6 +231,7 @@ version = "2.1.0"
 description = "A library to handle automated deprecations"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
     {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
@@ -193,15 +242,20 @@ packaging = "*"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.2"
+version = "1.3.1"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
+markers = "python_version < \"3.11\""
 files = [
-    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
-    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
+    {file = "exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598"},
+    {file = "exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219"},
 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
 [package.extras]
 test = ["pytest (>=6)"]
 
@@ -211,6 +265,7 @@ version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
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@@ -222,30 +277,113 @@ python-dateutil = ">=2.8.1"
 [package.extras]
 dev = ["flake8", "markdown", "twine", "wheel"]
 
+[[package]]
+name = "googleapis-common-protos"
+version = "1.73.0"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "googleapis_common_protos-1.73.0-py3-none-any.whl", hash = "sha256:dfdaaa2e860f242046be561e6d6cb5c5f1541ae02cfbcb034371aadb2942b4e8"},
+    {file = "googleapis_common_protos-1.73.0.tar.gz", hash = "sha256:778d07cd4fbeff84c6f7c72102f0daf98fa2bfd3fa8bea426edc545588da0b5a"},
+]
+
+[package.dependencies]
+protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0)"]
+
 [[package]]
 name = "griffe"
-version = "0.30.1"
+version = "1.14.0"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "griffe-0.30.1-py3-none-any.whl", hash = "sha256:b2f3df6952995a6bebe19f797189d67aba7c860755d3d21cc80f64d076d0154c"},
-    {file = "griffe-0.30.1.tar.gz", hash = "sha256:007cc11acd20becf1bb8f826419a52b9d403bbad9d8c8535699f5440ddc0a109"},
+    {file = "griffe-1.14.0-py3-none-any.whl", hash = "sha256:0e9d52832cccf0f7188cfe585ba962d2674b241c01916d780925df34873bceb0"},
+    {file = "griffe-1.14.0.tar.gz", hash = "sha256:9d2a15c1eca966d68e00517de5d69dd1bc5c9f2335ef6c1775362ba5b8651a13"},
 ]
 
 [package.dependencies]
-cached-property = {version = "*", markers = "python_version < \"3.8\""}
 colorama = ">=0.4"
 
+[[package]]
+name = "grpcio"
+version = "1.74.0"
+description = "HTTP/2-based RPC framework"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "grpcio-1.74.0.tar.gz", hash = "sha256:80d1f4fbb35b0742d3e3d3bb654b7381cd5f015f8497279a1e9c21ba623e01b1"},
+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.74.0)"]
+
 [[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 = ["dev"]
 files = [
-    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
-    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
+    {file = "idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea"},
+    {file = "idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902"},
 ]
 
 [package.extras]
@@ -253,44 +391,51 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
 name = "importlib-metadata"
-version = "6.7.0"
+version = "8.7.1"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
-    {file = "importlib_metadata-6.7.0-py3-none-any.whl", hash = "sha256:cb52082e659e97afc5dac71e79de97d8681de3aa07ff18578330904a9d18e5b5"},
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+    {file = "importlib_metadata-8.7.1-py3-none-any.whl", hash = "sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151"},
+    {file = "importlib_metadata-8.7.1.tar.gz", hash = "sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb"},
 ]
+markers = {dev = "python_version == \"3.9\""}
 
 [package.dependencies]
-typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=3.4)"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+test = ["flufl.flake8", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["mypy (<1.19) ; platform_python_implementation == \"PyPy\"", "pytest-mypy (>=1.0.1)"]
 
 [[package]]
 name = "iniconfig"
-version = "2.0.0"
+version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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+    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
 [[package]]
 name = "jinja2"
-version = "3.1.5"
+version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
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 [package.dependencies]
@@ -301,89 +446,120 @@ i18n = ["Babel (>=2.7)"]
 
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+version = "3.9"
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+python-versions = ">=3.9"
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 [package.dependencies]
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 
 [package.extras]
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 testing = ["coverage", "pyyaml"]
 
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 ]
 
 [[package]]
@@ -392,6 +568,7 @@ version = "1.3.4"
 description = "A deep merge function for 🐍."
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
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@@ -399,95 +576,123 @@ files = [
 
 [[package]]
 name = "mkdocs"
-version = "1.5.3"
+version = "1.6.1"
 description = "Project documentation with Markdown."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mkdocs-1.5.3-py3-none-any.whl", hash = "sha256:3b3a78e736b31158d64dbb2f8ba29bd46a379d0c6e324c2246c3bc3d2189cfc1"},
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+    {file = "mkdocs-1.6.1-py3-none-any.whl", hash = "sha256:db91759624d1647f3f34aa0c3f327dd2601beae39a366d6e064c03468d35c20e"},
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 ]
 
 [package.dependencies]
 click = ">=7.0"
 colorama = {version = ">=0.4", markers = "platform_system == \"Windows\""}
 ghp-import = ">=1.0"
-importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 jinja2 = ">=2.11.1"
-markdown = ">=3.2.1"
+markdown = ">=3.3.6"
 markupsafe = ">=2.0.1"
 mergedeep = ">=1.3.4"
+mkdocs-get-deps = ">=0.2.0"
 packaging = ">=20.5"
 pathspec = ">=0.11.1"
-platformdirs = ">=2.2.0"
 pyyaml = ">=5.1"
 pyyaml-env-tag = ">=0.1"
-typing-extensions = {version = ">=3.10", markers = "python_version < \"3.8\""}
 watchdog = ">=2.0"
 
 [package.extras]
 i18n = ["babel (>=2.9.0)"]
-min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.3)", "jinja2 (==2.11.1)", "markdown (==3.2.1)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "packaging (==20.5)", "pathspec (==0.11.1)", "platformdirs (==2.2.0)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "typing-extensions (==3.10)", "watchdog (==2.0)"]
+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4) ; platform_system == \"Windows\"", "ghp-import (==1.0)", "importlib-metadata (==4.4) ; python_version < \"3.10\"", "jinja2 (==2.11.1)", "markdown (==3.3.6)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "mkdocs-get-deps (==0.2.0)", "packaging (==20.5)", "pathspec (==0.11.1)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "watchdog (==2.0)"]
 
 [[package]]
 name = "mkdocs-autorefs"
-version = "0.4.1"
+version = "1.4.4"
 description = "Automatically link across pages in MkDocs."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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+    {file = "mkdocs_autorefs-1.4.4-py3-none-any.whl", hash = "sha256:834ef5408d827071ad1bc69e0f39704fa34c7fc05bc8e1c72b227dfdc5c76089"},
+    {file = "mkdocs_autorefs-1.4.4.tar.gz", hash = "sha256:d54a284f27a7346b9c38f1f852177940c222da508e66edc816a0fa55fc6da197"},
 ]
 
 [package.dependencies]
 Markdown = ">=3.3"
+markupsafe = ">=2.0.1"
 mkdocs = ">=1.1"
 
+[[package]]
+name = "mkdocs-get-deps"
+version = "0.2.2"
+description = "An extra command for MkDocs that infers required PyPI packages from `plugins` in mkdocs.yml"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
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+    {file = "mkdocs_get_deps-0.2.2.tar.gz", hash = "sha256:8ee8d5f316cdbbb2834bc1df6e69c08fe769a83e040060de26d3c19fad3599a1"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+mergedeep = ">=1.3.4"
+platformdirs = ">=2.2.0"
+pyyaml = ">=5.1"
+
 [[package]]
 name = "mkdocs-material"
-version = "9.2.7"
+version = "9.7.6"
 description = "Documentation that simply works"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mkdocs_material-9.2.7-py3-none-any.whl", hash = "sha256:92e4160d191cc76121fed14ab9f14638e43a6da0f2e9d7a9194d377f0a4e7f18"},
-    {file = "mkdocs_material-9.2.7.tar.gz", hash = "sha256:b44da35b0d98cd762d09ef74f1ddce5b6d6e35c13f13beb0c9d82a629e5f229e"},
+    {file = "mkdocs_material-9.7.6-py3-none-any.whl", hash = "sha256:71b84353921b8ea1ba84fe11c50912cc512da8fe0881038fcc9a0761c0e635ba"},
+    {file = "mkdocs_material-9.7.6.tar.gz", hash = "sha256:00bdde50574f776d328b1862fe65daeaf581ec309bd150f7bff345a098c64a69"},
 ]
 
 [package.dependencies]
-babel = ">=2.10,<3.0"
-colorama = ">=0.4,<1.0"
-jinja2 = ">=3.0,<4.0"
-markdown = ">=3.2,<4.0"
-mkdocs = ">=1.5,<2.0"
-mkdocs-material-extensions = ">=1.1,<2.0"
-paginate = ">=0.5,<1.0"
-pygments = ">=2.16,<3.0"
-pymdown-extensions = ">=10.2,<11.0"
-regex = ">=2022.4,<2023.0"
-requests = ">=2.26,<3.0"
+babel = ">=2.10"
+backrefs = ">=5.7.post1"
+colorama = ">=0.4"
+jinja2 = ">=3.1"
+markdown = ">=3.2"
+mkdocs = ">=1.6,<2"
+mkdocs-material-extensions = ">=1.3"
+paginate = ">=0.5"
+pygments = ">=2.16"
+pymdown-extensions = ">=10.2"
+requests = ">=2.30"
+
+[package.extras]
+git = ["mkdocs-git-committers-plugin-2 (>=1.1)", "mkdocs-git-revision-date-localized-plugin (>=1.2.4)"]
+imaging = ["cairosvg (>=2.6)", "pillow (>=10.2)"]
+recommended = ["mkdocs-minify-plugin (>=0.7)", "mkdocs-redirects (>=1.2)", "mkdocs-rss-plugin (>=1.6)"]
 
 [[package]]
 name = "mkdocs-material-extensions"
-version = "1.2"
+version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mkdocs_material_extensions-1.2-py3-none-any.whl", hash = "sha256:c767bd6d6305f6420a50f0b541b0c9966d52068839af97029be14443849fb8a1"},
-    {file = "mkdocs_material_extensions-1.2.tar.gz", hash = "sha256:27e2d1ed2d031426a6e10d5ea06989d67e90bb02acd588bc5673106b5ee5eedf"},
+    {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"},
+    {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"},
 ]
 
 [[package]]
 name = "mkdocs-print-site-plugin"
-version = "2.3.6"
+version = "2.8"
 description = "MkDocs plugin that combines all pages into one, allowing for easy export to PDF and standalone HTML."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mkdocs-print-site-plugin-2.3.6.tar.gz", hash = "sha256:82e5cabcfb7fe3074daecea018f28ccb4bff086f965e3103fe91019a76752f22"},
-    {file = "mkdocs_print_site_plugin-2.3.6-py3-none-any.whl", hash = "sha256:01ccb1ceccc87f29e1612bebb77c3bf9980809fbce750fc2113f9d6acea589d4"},
+    {file = "mkdocs_print_site_plugin-2.8-py3-none-any.whl", hash = "sha256:838bd0a9b7141c11c0f1fdaa51ffe70c35740bec1f07c0806f8018e92f93f9da"},
+    {file = "mkdocs_print_site_plugin-2.8.tar.gz", hash = "sha256:ab1c89cdb468352975e3bb3bb0ef25dcc2bb88931b03f173206dc95ab02f843f"},
 ]
 
 [package.dependencies]
@@ -495,55 +700,165 @@ mkdocs-material = ">=7.3.0"
 
 [[package]]
 name = "mkdocstrings"
-version = "0.22.0"
+version = "0.30.1"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "mkdocstrings-0.22.0-py3-none-any.whl", hash = "sha256:2d4095d461554ff6a778fdabdca3c00c468c2f1459d469f7a7f622a2b23212ba"},
-    {file = "mkdocstrings-0.22.0.tar.gz", hash = "sha256:82a33b94150ebb3d4b5c73bab4598c3e21468c79ec072eff6931c8f3bfc38256"},
+    {file = "mkdocstrings-0.30.1-py3-none-any.whl", hash = "sha256:41bd71f284ca4d44a668816193e4025c950b002252081e387433656ae9a70a82"},
+    {file = "mkdocstrings-0.30.1.tar.gz", hash = "sha256:84a007aae9b707fb0aebfc9da23db4b26fc9ab562eb56e335e9ec480cb19744f"},
 ]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
 Jinja2 = ">=2.11.1"
-Markdown = ">=3.3"
+Markdown = ">=3.6"
 MarkupSafe = ">=1.1"
-mkdocs = ">=1.2"
-mkdocs-autorefs = ">=0.3.1"
-mkdocstrings-python = {version = ">=0.5.2", optional = true, markers = "extra == \"python\""}
+mkdocs = ">=1.6"
+mkdocs-autorefs = ">=1.4"
+mkdocstrings-python = {version = ">=1.16.2", optional = true, markers = "extra == \"python\""}
 pymdown-extensions = ">=6.3"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.10\""}
 
 [package.extras]
 crystal = ["mkdocstrings-crystal (>=0.3.4)"]
-python = ["mkdocstrings-python (>=0.5.2)"]
+python = ["mkdocstrings-python (>=1.16.2)"]
 python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 
 [[package]]
 name = "mkdocstrings-python"
-version = "1.1.2"
+version = "1.18.2"
 description = "A Python handler for mkdocstrings."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "mkdocstrings_python-1.18.2-py3-none-any.whl", hash = "sha256:944fe6deb8f08f33fa936d538233c4036e9f53e840994f6146e8e94eb71b600d"},
+    {file = "mkdocstrings_python-1.18.2.tar.gz", hash = "sha256:4ad536920a07b6336f50d4c6d5603316fafb1172c5c882370cbbc954770ad323"},
+]
+
+[package.dependencies]
+griffe = ">=1.13"
+mkdocs-autorefs = ">=1.4"
+mkdocstrings = ">=0.30"
+typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
+
+[[package]]
+name = "opentelemetry-api"
+version = "1.39.1"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_api-1.39.1-py3-none-any.whl", hash = "sha256:2edd8463432a7f8443edce90972169b195e7d6a05500cd29e6d13898187c9950"},
+    {file = "opentelemetry_api-1.39.1.tar.gz", hash = "sha256:fbde8c80e1b937a2c61f20347e91c0c18a1940cecf012d62e65a7caf08967c9c"},
+]
+
+[package.dependencies]
+importlib-metadata = ">=6.0,<8.8.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.39.1"
+description = "OpenTelemetry Protobuf encoding"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_common-1.39.1-py3-none-any.whl", hash = "sha256:08f8a5862d64cc3435105686d0216c1365dc5701f86844a8cd56597d0c764fde"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.39.1.tar.gz", hash = "sha256:763370d4737a59741c89a67b50f9e39271639ee4afc999dadfe768541c027464"},
+]
+
+[package.dependencies]
+opentelemetry-proto = "1.39.1"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-grpc"
+version = "1.39.1"
+description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.39.1-py3-none-any.whl", hash = "sha256:fa1c136a05c7e9b4c09f739469cbdb927ea20b34088ab1d959a849b5cc589c18"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.39.1.tar.gz", hash = "sha256:772eb1c9287485d625e4dbe9c879898e5253fea111d9181140f51291b5fec3ad"},
+]
+
+[package.dependencies]
+googleapis-common-protos = ">=1.57,<2.0"
+grpcio = [
+    {version = ">=1.63.2,<2.0.0", markers = "python_version < \"3.13\""},
+    {version = ">=1.66.2,<2.0.0", markers = "python_version >= \"3.13\""},
+]
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.39.1"
+opentelemetry-proto = "1.39.1"
+opentelemetry-sdk = ">=1.39.1,<1.40.0"
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+gcp-auth = ["opentelemetry-exporter-credential-provider-gcp (>=0.59b0)"]
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.39.1"
+description = "OpenTelemetry Python Proto"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "mkdocstrings_python-1.1.2-py3-none-any.whl", hash = "sha256:c2b652a850fec8e85034a9cdb3b45f8ad1a558686edc20ed1f40b4e17e62070f"},
-    {file = "mkdocstrings_python-1.1.2.tar.gz", hash = "sha256:f28bdcacb9bcdb44b6942a5642c1ea8b36870614d33e29e3c923e204a8d8ed61"},
+    {file = "opentelemetry_proto-1.39.1-py3-none-any.whl", hash = "sha256:22cdc78efd3b3765d09e68bfbd010d4fc254c9818afd0b6b423387d9dee46007"},
+    {file = "opentelemetry_proto-1.39.1.tar.gz", hash = "sha256:6c8e05144fc0d3ed4d22c2289c6b126e03bcd0e6a7da0f16cedd2e1c2772e2c8"},
 ]
 
 [package.dependencies]
-griffe = ">=0.24"
-mkdocstrings = ">=0.20"
+protobuf = ">=5.0,<7.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.39.1"
+description = "OpenTelemetry Python SDK"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_sdk-1.39.1-py3-none-any.whl", hash = "sha256:4d5482c478513ecb0a5d938dcc61394e647066e0cc2676bee9f3af3f3f45f01c"},
+    {file = "opentelemetry_sdk-1.39.1.tar.gz", hash = "sha256:cf4d4563caf7bff906c9f7967e2be22d0d6b349b908be0d90fb21c8e9c995cc6"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.39.1"
+opentelemetry-semantic-conventions = "0.60b1"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.60b1"
+description = "OpenTelemetry Semantic Conventions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_semantic_conventions-0.60b1-py3-none-any.whl", hash = "sha256:9fa8c8b0c110da289809292b0591220d3a7b53c1526a23021e977d68597893fb"},
+    {file = "opentelemetry_semantic_conventions-0.60b1.tar.gz", hash = "sha256:87c228b5a0669b748c76d76df6c364c369c28f1c465e50f661e39737e84bc953"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.39.1"
+typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "packaging"
-version = "24.0"
+version = "26.0"
 description = "Core utilities for Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
-    {file = "packaging-24.0-py3-none-any.whl", hash = "sha256:2ddfb553fdf02fb784c234c7ba6ccc288296ceabec964ad2eae3777778130bc5"},
-    {file = "packaging-24.0.tar.gz", hash = "sha256:eb82c5e3e56209074766e6885bb04b8c38a0c015d0a30036ebe7ece34c9989e9"},
+    {file = "packaging-26.0-py3-none-any.whl", hash = "sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529"},
+    {file = "packaging-26.0.tar.gz", hash = "sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4"},
 ]
 
 [[package]]
@@ -552,6 +867,7 @@ version = "0.5.7"
 description = "Divides large result sets into pages for easier browsing"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "paginate-0.5.7-py2.py3-none-any.whl", hash = "sha256:b885e2af73abcf01d9559fd5216b57ef722f8c42affbb63942377668e35c7591"},
     {file = "paginate-0.5.7.tar.gz", hash = "sha256:22bd083ab41e1a8b4f3690544afb2c60c25e5c9a63a30fa2f483f6c60c8e5945"},
@@ -563,106 +879,132 @@ lint = ["black"]
 
 [[package]]
 name = "pathspec"
-version = "0.11.2"
+version = "1.0.4"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pathspec-0.11.2-py3-none-any.whl", hash = "sha256:1d6ed233af05e679efb96b1851550ea95bbb64b7c490b0f5aa52996c11e92a20"},
-    {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
+    {file = "pathspec-1.0.4-py3-none-any.whl", hash = "sha256:fb6ae2fd4e7c921a165808a552060e722767cfa526f99ca5156ed2ce45a5c723"},
+    {file = "pathspec-1.0.4.tar.gz", hash = "sha256:0210e2ae8a21a9137c0d470578cb0e595af87edaa6ebf12ff176f14a02e0e645"},
 ]
 
+[package.extras]
+hyperscan = ["hyperscan (>=0.7)"]
+optional = ["typing-extensions (>=4)"]
+re2 = ["google-re2 (>=1.1)"]
+tests = ["pytest (>=9)", "typing-extensions (>=4.15)"]
+
 [[package]]
 name = "platformdirs"
-version = "4.0.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.4.0"
+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 = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "platformdirs-4.0.0-py3-none-any.whl", hash = "sha256:118c954d7e949b35437270383a3f2531e99dd93cf7ce4dc8340d3356d30f173b"},
-    {file = "platformdirs-4.0.0.tar.gz", hash = "sha256:cb633b2bcf10c51af60beb0ab06d2f1d69064b43abf4c185ca6b28865f3f9731"},
+    {file = "platformdirs-4.4.0-py3-none-any.whl", hash = "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85"},
+    {file = "platformdirs-4.4.0.tar.gz", hash = "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.8\""}
-
 [package.extras]
-docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pluggy-1.2.0-py3-none-any.whl", hash = "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849"},
-    {file = "pluggy-1.2.0.tar.gz", hash = "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"},
+    {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
+    {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
 ]
 
-[package.dependencies]
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
-
 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
+
+[[package]]
+name = "protobuf"
+version = "6.33.6"
+description = ""
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "protobuf-6.33.6-cp310-abi3-win32.whl", hash = "sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3"},
+    {file = "protobuf-6.33.6-cp310-abi3-win_amd64.whl", hash = "sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326"},
+    {file = "protobuf-6.33.6-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a"},
+    {file = "protobuf-6.33.6-cp39-abi3-manylinux2014_aarch64.whl", hash = "sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2"},
+    {file = "protobuf-6.33.6-cp39-abi3-manylinux2014_s390x.whl", hash = "sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3"},
+    {file = "protobuf-6.33.6-cp39-abi3-manylinux2014_x86_64.whl", hash = "sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593"},
+    {file = "protobuf-6.33.6-cp39-cp39-win32.whl", hash = "sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e"},
+    {file = "protobuf-6.33.6-cp39-cp39-win_amd64.whl", hash = "sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf"},
+    {file = "protobuf-6.33.6-py3-none-any.whl", hash = "sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901"},
+    {file = "protobuf-6.33.6.tar.gz", hash = "sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135"},
+]
 
 [[package]]
 name = "pygments"
-version = "2.17.2"
+version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "pygments-2.17.2-py3-none-any.whl", hash = "sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c"},
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+version = "8.4.2"
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+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
@@ -670,6 +1012,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["dev"]
 files = [
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@@ -678,201 +1021,119 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
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 description = "Python HTTP for Humans."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2,<4"
+charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<3"
 
@@ -886,6 +1147,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["dev"]
 files = [
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@@ -897,6 +1159,7 @@ version = "2.4.0"
 description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
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@@ -904,12 +1167,13 @@ files = [
 
 [[package]]
 name = "splunk-sdk"
-version = "2.1.0"
+version = "2.1.1"
 description = "The Splunk Software Development Kit for Python."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -917,77 +1181,131 @@ deprecation = "*"
 
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-version = "2.0.1"
+version = "2.4.0"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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+    {file = "watchdog-6.0.0-py3-none-manylinux2014_s390x.whl", hash = "sha256:2cce7cfc2008eb51feb6aab51251fd79b85d9894e98ba847408f662b3395ca3c"},
+    {file = "watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:20ffe5b202af80ab4266dcd3e91aae72bf2da48c0d33bdb15c66658e685e94e2"},
+    {file = "watchdog-6.0.0-py3-none-win32.whl", hash = "sha256:07df1fdd701c5d4c8e55ef6cf55b8f0120fe1aef7ef39a1c6fc6bc2e606d517a"},
+    {file = "watchdog-6.0.0-py3-none-win_amd64.whl", hash = "sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680"},
+    {file = "watchdog-6.0.0-py3-none-win_ia64.whl", hash = "sha256:a1914259fa9e1454315171103c6a30961236f508b9b623eae470268bbcc6a22f"},
+    {file = "watchdog-6.0.0.tar.gz", hash = "sha256:9ddf7c82fda3ae8e24decda1338ede66e1c99883db93711d8fb941eaa2d8c282"},
 ]
 
 [package.extras]
@@ -995,20 +1313,26 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+    {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
+markers = {dev = "python_version == \"3.9\""}
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.0"
-python-versions = ">=3.7,<3.14"
-content-hash = "7296af4efc8a409147dfcfc840895f32432578649836d5906506225d3be8e58a"
+lock-version = "2.1"
+python-versions = ">=3.9,<3.14"
+content-hash = "e29b52ae2b585f366daf316e21d36761ed73545e66876950a786ae310c05155f"
diff --git a/pyproject.toml b/pyproject.toml
index 08c09be8..17d7445c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,8 +29,6 @@ classifiers = [
     "Topic :: Software Development :: Libraries :: Python Modules",
     "Topic :: Software Development :: Code Generators",
     "License :: OSI Approved :: Apache Software License",
-    "Programming Language :: Python :: 3.7",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
@@ -39,10 +37,14 @@ classifiers = [
 ]
 
 [tool.poetry.dependencies]
-python = ">=3.7,<3.14"
+python = ">=3.9,<3.14"
 sortedcontainers = ">=2"
 defusedxml = ">=0.7"
 splunk-sdk = ">=2.0.2"
+opentelemetry-api = "1.39.1"
+opentelemetry-sdk = "1.39.1"
+opentelemetry-exporter-otlp-proto-grpc = "1.39.1"
+grpcio = "1.74.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=7"
diff --git a/solnlib/__init__.py b/solnlib/__init__.py
index 595f8f22..1c9bba75 100644
--- a/solnlib/__init__.py
+++ b/solnlib/__init__.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """The Splunk Software Development Kit for Solutions."""
 
 from . import (
diff --git a/solnlib/_utils.py b/solnlib/_utils.py
index 3b98aac8..edbc5fc1 100644
--- a/solnlib/_utils.py
+++ b/solnlib/_utils.py
@@ -16,7 +16,7 @@
 """This module provide utils that are private to solnlib."""
 
 import re
-from typing import Any, Dict, Optional, Union
+from typing import Any, Optional, Union
 
 from splunklib import binding, client
 
@@ -33,7 +33,7 @@ def get_collection_data(
     scheme: Optional[str] = None,
     host: Optional[str] = None,
     port: Optional[Union[str, int]] = None,
-    fields: Optional[Dict] = None,
+    fields: Optional[dict] = None,
     **context: Any,
 ) -> client.KVStoreCollectionData:
     """Get collection data, if there is no such collection - creates one.
diff --git a/solnlib/acl.py b/solnlib/acl.py
index ce6f6eaa..875e4502 100644
--- a/solnlib/acl.py
+++ b/solnlib/acl.py
@@ -13,11 +13,9 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module contains interfaces that support CRUD operations on ACL."""
 
 import json
-from typing import List
 
 from splunklib import binding
 
@@ -108,8 +106,8 @@ def update(
         self,
         path: str,
         owner: str = None,
-        perms_read: List = None,
-        perms_write: List = None,
+        perms_read: list = None,
+        perms_write: list = None,
     ) -> dict:
         """Update ACL of /servicesNS/{`owner`}/{`app`}/{`path`}.
 
diff --git a/solnlib/alerts_rest_client.py b/solnlib/alerts_rest_client.py
index 430aacfe..3fdcf3a6 100644
--- a/solnlib/alerts_rest_client.py
+++ b/solnlib/alerts_rest_client.py
@@ -15,7 +15,7 @@
 #
 import json
 from enum import Enum
-from typing import Tuple, Union, Optional
+from typing import Union, Optional
 
 from solnlib import splunk_rest_client as rest_client
 
@@ -89,7 +89,7 @@ def create_search_alert(
         alert_condition: str = "",
         alert_comparator: AlertComparator = AlertComparator.GREATER_THAN,
         alert_threshold: Union[int, float, str] = 0,
-        time_window: Tuple[str, str] = ("-15m", "now"),
+        time_window: tuple[str, str] = ("-15m", "now"),
         alert_severity: AlertSeverity = AlertSeverity.WARN,
         cron_schedule: str = "* * * * *",
         expires: Union[int, str] = "24h",
@@ -188,7 +188,7 @@ def update_search_alert(
         alert_condition: Optional[str] = None,
         alert_comparator: Optional[AlertComparator] = None,
         alert_threshold: Optional[Union[int, float, str]] = None,
-        time_window: Optional[Tuple[str, str]] = None,
+        time_window: Optional[tuple[str, str]] = None,
         alert_severity: Optional[AlertSeverity] = None,
         cron_schedule: Optional[str] = None,
         expires: Optional[Union[int, str]] = None,
diff --git a/solnlib/bulletin_rest_client.py b/solnlib/bulletin_rest_client.py
index 1fb786f7..a2a73204 100644
--- a/solnlib/bulletin_rest_client.py
+++ b/solnlib/bulletin_rest_client.py
@@ -15,7 +15,7 @@
 #
 
 from solnlib import splunk_rest_client as rest_client
-from typing import Optional, List
+from typing import Optional
 import json
 
 __all__ = ["BulletinRestClient"]
@@ -72,8 +72,8 @@ def create_message(
         self,
         msg: str,
         severity: Severity = Severity.WARNING,
-        capabilities: Optional[List[str]] = None,
-        roles: Optional[List] = None,
+        capabilities: Optional[list[str]] = None,
+        roles: Optional[list] = None,
     ):
         """Creates a message in the Splunk's bulletin. Calling this method
         multiple times for the same instance will overwrite existing message.
@@ -144,7 +144,7 @@ def delete_message(self):
         self._rest_client.delete(endpoint)
 
     @staticmethod
-    def _validate_and_get_body_value(arg, error_msg) -> List:
+    def _validate_and_get_body_value(arg, error_msg) -> list:
         if type(arg) is list and (all(isinstance(el, str) for el in arg)):
             return [el for el in arg]
         else:
diff --git a/solnlib/concurrent/concurrent_executor.py b/solnlib/concurrent/concurrent_executor.py
index 98dafc2a..5eb21123 100644
--- a/solnlib/concurrent/concurrent_executor.py
+++ b/solnlib/concurrent/concurrent_executor.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """Concurrent executor provides concurrent executing function either in a
 thread pool or a process pool."""
 
@@ -69,11 +68,11 @@ def run_io_func_async(self, func, args=(), kwargs=None, callback=None):
         return self._io_executor.apply_async(func, args, kwargs, callback)
 
     def enqueue_io_funcs(self, funcs, block=True):
-        """run jobs in a fire and forget way, no result will be handled over to
+        """Run jobs in a fire and forget way, no result will be handled over to
         clients.
 
-        :param funcs: tuple/list-like or generator like object, func shall be
-                      callable
+        :param funcs: tuple/list-like or generator like object, func
+            shall be callable
         """
 
         return self._io_executor.enqueue_funcs(funcs, block)
diff --git a/solnlib/concurrent/process_pool.py b/solnlib/concurrent/process_pool.py
index e900bfe4..d7df6a31 100644
--- a/solnlib/concurrent/process_pool.py
+++ b/solnlib/concurrent/process_pool.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """A wrapper of multiprocessing.pool."""
 
 import multiprocessing
diff --git a/solnlib/concurrent/thread_pool.py b/solnlib/concurrent/thread_pool.py
index 212e5ad4..5b4786f8 100644
--- a/solnlib/concurrent/thread_pool.py
+++ b/solnlib/concurrent/thread_pool.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """A simple thread pool implementation."""
 
 import multiprocessing
@@ -94,11 +93,11 @@ def tear_down(self):
         logging.info("ThreadPool stopped.")
 
     def enqueue_funcs(self, funcs, block=True):
-        """run jobs in a fire and forget way, no result will be handled over to
+        """Run jobs in a fire and forget way, no result will be handled over to
         clients.
 
-        :param funcs: tuple/list-like or generator like object, func shall be
-                      callable
+        :param funcs: tuple/list-like or generator like object, func
+            shall be callable
         """
 
         if not self._started:
diff --git a/solnlib/conf_manager.py b/solnlib/conf_manager.py
index 203164b4..d07b1dfa 100644
--- a/solnlib/conf_manager.py
+++ b/solnlib/conf_manager.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module contains simple interfaces for Splunk config file management,
 you can update/get/delete stanzas and encrypt/decrypt some fields of stanza
 automatically."""
@@ -21,7 +20,7 @@
 import json
 import logging
 import traceback
-from typing import List, Union, Dict, NoReturn
+from typing import Union, NoReturn
 
 from splunklib import binding, client
 
@@ -280,7 +279,7 @@ def get_all(self, only_current_app: bool = False) -> dict:
         return res
 
     @retry(exceptions=[binding.HTTPError])
-    def update(self, stanza_name: str, stanza: dict, encrypt_keys: List[str] = None):
+    def update(self, stanza_name: str, stanza: dict, encrypt_keys: list[str] = None):
         """Update stanza.
 
         It will try to encrypt the credential automatically fist if
@@ -559,7 +558,7 @@ def get_proxy_dict(
     conf_name: str,
     proxy_stanza: str = "proxy",
     **kwargs,
-) -> Union[Dict[str, str], NoReturn]:
+) -> Union[dict[str, str], NoReturn]:
     """This function returns the proxy settings for the addon from
     configuration file.
 
diff --git a/solnlib/credentials.py b/solnlib/credentials.py
index 29ee1ff6..26a33412 100644
--- a/solnlib/credentials.py
+++ b/solnlib/credentials.py
@@ -13,12 +13,10 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module contains Splunk credential related interfaces."""
 
 import re
 import warnings
-from typing import Dict, List
 
 from splunklib import binding, client
 
@@ -232,7 +230,7 @@ def delete_password(self, user: str):
                 f"Failed to delete password of realm={self._realm}, user={user}"
             )
 
-    def get_raw_passwords(self) -> List[client.StoragePassword]:
+    def get_raw_passwords(self) -> list[client.StoragePassword]:
         """Returns all passwords in the "raw" format."""
         warnings.warn(
             "Please pass realm to the CredentialManager, "
@@ -240,13 +238,13 @@ def get_raw_passwords(self) -> List[client.StoragePassword]:
         )
         return self._storage_passwords.list(count=-1)
 
-    def get_raw_passwords_in_realm(self) -> List[client.StoragePassword]:
+    def get_raw_passwords_in_realm(self) -> list[client.StoragePassword]:
         """Returns all passwords within the realm in the "raw" format."""
         if self._realm is None:
             raise ValueError("No realm was specified")
         return self._storage_passwords.list(count=-1, search=f"realm={self._realm}")
 
-    def get_clear_passwords(self) -> List[Dict[str, str]]:
+    def get_clear_passwords(self) -> list[dict[str, str]]:
         """Returns all passwords in the "clear" format."""
         warnings.warn(
             "Please pass realm to the CredentialManager, "
@@ -255,14 +253,14 @@ def get_clear_passwords(self) -> List[Dict[str, str]]:
         raw_passwords = self.get_raw_passwords()
         return self._get_clear_passwords(raw_passwords)
 
-    def get_clear_passwords_in_realm(self) -> List[Dict[str, str]]:
+    def get_clear_passwords_in_realm(self) -> list[dict[str, str]]:
         """Returns all passwords within the realm in the "clear" format."""
         if self._realm is None:
             raise ValueError("No realm was specified")
         raw_passwords = self.get_raw_passwords_in_realm()
         return self._get_clear_passwords(raw_passwords)
 
-    def _get_all_passwords_in_realm(self) -> List[client.StoragePassword]:
+    def _get_all_passwords_in_realm(self) -> list[client.StoragePassword]:
         warnings.warn(
             "_get_all_passwords_in_realm is deprecated, "
             "please use get_raw_passwords_in_realm instead.",
@@ -277,8 +275,8 @@ def _get_all_passwords_in_realm(self) -> List[client.StoragePassword]:
         return all_passwords
 
     def _get_clear_passwords(
-        self, passwords: List[client.StoragePassword]
-    ) -> List[Dict[str, str]]:
+        self, passwords: list[client.StoragePassword]
+    ) -> list[dict[str, str]]:
         results = {}
         ptn = re.compile(rf"(.+){self.SEP}(\d+)")
         for password in passwords:
@@ -327,7 +325,7 @@ def _get_clear_passwords(
         return list(results.values())
 
     @retry(exceptions=[binding.HTTPError])
-    def _get_all_passwords(self) -> List[Dict[str, str]]:
+    def _get_all_passwords(self) -> list[dict[str, str]]:
         warnings.warn(
             "_get_all_passwords is deprecated, "
             "please use get_all_passwords_in_realm instead.",
diff --git a/solnlib/file_monitor.py b/solnlib/file_monitor.py
index 971d1024..83de81f5 100644
--- a/solnlib/file_monitor.py
+++ b/solnlib/file_monitor.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module contains file monitoring class that can be used to check files
 change periodically and call callback function to handle properly when
 detecting files change."""
@@ -22,7 +21,7 @@
 import threading
 import time
 import traceback
-from typing import Any, Callable, List
+from typing import Any, Callable
 
 __all__ = ["FileChangesChecker", "FileMonitor"]
 
@@ -30,7 +29,7 @@
 class FileChangesChecker:
     """Files change checker."""
 
-    def __init__(self, callback: Callable[[List[str]], Any], files: List):
+    def __init__(self, callback: Callable[[list[str]], Any], files: list):
         """Initializes FileChangesChecker.
 
         Arguments:
@@ -88,7 +87,7 @@ class FileMonitor:
     """
 
     def __init__(
-        self, callback: Callable[[List[str]], Any], files: List, interval: int = 1
+        self, callback: Callable[[list[str]], Any], files: list, interval: int = 1
     ):
         """Initializes FileMonitor.
 
diff --git a/solnlib/log.py b/solnlib/log.py
index e1c0511c..090b4bc7 100644
--- a/solnlib/log.py
+++ b/solnlib/log.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module provides log functionalities."""
 
 import logging
@@ -22,7 +21,7 @@
 import traceback
 from functools import partial
 from threading import Lock
-from typing import Dict, Any
+from typing import Any
 
 from .pattern import Singleton
 from .splunkenv import make_splunkhome_path
@@ -223,7 +222,7 @@ def set_level(self, level: int, name: str = None):
 
 
 def log_event(
-    logger: logging.Logger, key_values: Dict[str, Any], log_level: int = logging.INFO
+    logger: logging.Logger, key_values: dict[str, Any], log_level: int = logging.INFO
 ):
     """General function to log any event in key-value format."""
     message = " ".join([f"{k}={v}" for k, v in key_values.items()])
diff --git a/solnlib/modular_input/__init__.py b/solnlib/modular_input/__init__.py
index 1b6d6eb3..b7c51e9b 100644
--- a/solnlib/modular_input/__init__.py
+++ b/solnlib/modular_input/__init__.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """Splunk modular input."""
 
 from splunklib.modularinput.argument import Argument
diff --git a/solnlib/modular_input/checkpointer.py b/solnlib/modular_input/checkpointer.py
index 378b2f33..40b730f7 100644
--- a/solnlib/modular_input/checkpointer.py
+++ b/solnlib/modular_input/checkpointer.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module provides two kinds of checkpointer: KVStoreCheckpointer,
 FileCheckpointer for modular input to save checkpoint."""
 
@@ -25,7 +24,8 @@
 import traceback
 import warnings
 from abc import ABCMeta, abstractmethod
-from typing import Any, Dict, Iterable, Optional
+from typing import Any, Optional
+from collections.abc import Iterable
 
 from splunklib import binding
 
@@ -47,7 +47,7 @@ def update(self, key: str, state: Any):
         document data."""
 
     @abstractmethod
-    def batch_update(self, states: Iterable[Dict[str, Any]]):
+    def batch_update(self, states: Iterable[dict[str, Any]]):
         """Updates multiple documents."""
 
     @abstractmethod
@@ -144,7 +144,7 @@ def update(self, key: str, state: Any) -> None:
         self._collection_data.batch_save(record)
 
     @utils.retry(exceptions=[binding.HTTPError])
-    def batch_update(self, states: Iterable[Dict[str, Any]]) -> None:
+    def batch_update(self, states: Iterable[dict[str, Any]]) -> None:
         """Updates multiple documents.
 
         Arguments:
diff --git a/solnlib/modular_input/event.py b/solnlib/modular_input/event.py
index 916ba660..287bfb16 100644
--- a/solnlib/modular_input/event.py
+++ b/solnlib/modular_input/event.py
@@ -13,11 +13,10 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module provides Splunk modular input event encapsulation."""
 
 import json
-from typing import List
+
 from xml.etree import ElementTree as ET  # nosemgrep
 
 import defusedxml.ElementTree as defused_et
@@ -106,7 +105,7 @@ def __str__(self):
         return json.dumps(event)
 
     @classmethod
-    def format_events(cls, events: List) -> List:
+    def format_events(cls, events: list) -> list:
         """Format events to list of string.
 
         Arguments:
@@ -153,7 +152,7 @@ def _to_xml(self):
         return _event
 
     @classmethod
-    def format_events(cls, events: List) -> List:
+    def format_events(cls, events: list) -> list:
         """Format events to list of string.
 
         Arguments:
@@ -219,7 +218,7 @@ def _to_hec(self, event_field):
         return json.dumps(event, ensure_ascii=False)
 
     @classmethod
-    def format_events(cls, events: List, event_field: str = "event") -> List:
+    def format_events(cls, events: list, event_field: str = "event") -> list:
         """Format events to list of string.
 
         Arguments:
diff --git a/solnlib/modular_input/event_writer.py b/solnlib/modular_input/event_writer.py
index 06a14ae8..2a42e556 100644
--- a/solnlib/modular_input/event_writer.py
+++ b/solnlib/modular_input/event_writer.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module provides two kinds of event writers (ClassicEventWriter,
 HECEventWriter) to write Splunk modular input events."""
 
@@ -26,7 +25,7 @@
 import warnings
 from abc import ABCMeta, abstractmethod
 from random import randint
-from typing import List, Union
+from typing import Union
 
 from splunklib import binding
 
@@ -39,7 +38,6 @@
 
 __all__ = ["ClassicEventWriter", "HECEventWriter"]
 
-
 deprecation_msg = (
     "Function 'create_from_token' is deprecated and incompatible with 'global_settings_schema=True'. "
     "Use 'create_from_token_with_session_key' instead."
@@ -103,7 +101,7 @@ def create_event(
         pass
 
     @abstractmethod
-    def write_events(self, events: List):
+    def write_events(self, events: list):
         """Write events.
 
         Arguments:
@@ -461,7 +459,7 @@ def create_event(
 
     def write_events(
         self,
-        events: List,
+        events: list,
         retries: int = WRITE_EVENT_RETRIES,
         event_field: str = "event",
     ):
diff --git a/solnlib/modular_input/modular_input.py b/solnlib/modular_input/modular_input.py
index 0889f7a9..ffc058bc 100644
--- a/solnlib/modular_input/modular_input.py
+++ b/solnlib/modular_input/modular_input.py
@@ -13,14 +13,13 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module provides a base class of Splunk modular input."""
 
 import logging
 import sys
 import traceback
 from abc import ABCMeta, abstractmethod
-from typing import Callable, List
+from typing import Callable
 from urllib import parse as urlparse
 from xml.etree import ElementTree as ET  # nosemgrep
 
@@ -281,7 +280,7 @@ def _do_scheme(self):
 
         return defused_et.tostring(scheme.to_xml(), encoding="unicode")
 
-    def extra_arguments(self) -> List:
+    def extra_arguments(self) -> list:
         """Extra arguments for modular input.
 
         Default implementation is returning an empty list.
diff --git a/solnlib/net_utils.py b/solnlib/net_utils.py
index bdc76a4d..0f8fa182 100644
--- a/solnlib/net_utils.py
+++ b/solnlib/net_utils.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """Net utilities."""
 import re
 import socket
diff --git a/solnlib/observability.py b/solnlib/observability.py
new file mode 100644
index 00000000..d29eaf1a
--- /dev/null
+++ b/solnlib/observability.py
@@ -0,0 +1,533 @@
+#
+# Copyright 2026 Splunk Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+"""OpenTelemetry observability utilities for Splunk add-ons.
+
+This module provides two public components:
+
+- :class:`LoggerMetricExporter` — an OpenTelemetry ``MetricExporter`` that
+  writes every exported data point to a standard Python logger.  It is useful
+  for local development, debugging, and as a fallback when the Spotlight
+  collector is not available.
+
+- :class:`ObservabilityService` — a high-level wrapper that wires up a
+  ``MeterProvider`` and creates the two mandatory event counters required by
+  every Splunk add-on modular input.  It automatically tries to connect to the
+  Splunk Spotlight OTLP collector and falls back silently when it is not
+  reachable, so callers never have to handle observability failures themselves.
+
+Typical usage::
+
+    import logging
+    from solnlib.observability import LoggerMetricExporter, ObservabilityService, ATTR_MODINPUT_NAME
+
+    logger = logging.getLogger(__name__)
+
+    obs = ObservabilityService(
+        modinput_type="my-input",
+        logger=logger,
+        ta_name="my_ta",
+        ta_version="1.0.0",
+        extra_exporters=[LoggerMetricExporter(logger)],
+    )
+
+    # In your event collection loop:
+    if obs.event_count_counter:
+        obs.event_count_counter.add(
+            len(events), {ATTR_MODINPUT_NAME: stanza_name}
+        )
+    if obs.event_bytes_counter:
+        obs.event_bytes_counter.add(
+            total_bytes, {ATTR_MODINPUT_NAME: stanza_name}
+        )
+"""
+
+import json
+import logging
+import os
+import ssl
+import urllib.request
+from typing import Callable, Optional, Union
+import grpc
+from .splunkenv import get_conf_stanzas
+from opentelemetry.metrics import Instrument, Meter
+from opentelemetry.sdk.metrics import MeterProvider, Counter, Histogram
+from opentelemetry.sdk.metrics.export import (
+    PeriodicExportingMetricReader,
+    MetricExporter,
+    MetricExportResult,
+    MetricsData,
+    AggregationTemporality,
+)
+from opentelemetry.sdk.resources import Resource
+from opentelemetry.exporter.otlp.proto.grpc.metric_exporter import OTLPMetricExporter
+
+_Logger = Union[logging.Logger, logging.LoggerAdapter]
+
+_SPOTLIGHT_SIDECAR_NAME = "spotlight-collector"
+_SPOTLIGHT_SERVICE_NAME = "spotlight_telemetry"
+_SERVICE_NAMESPACE = "splunk.addon"
+
+ATTR_MODINPUT_NAME = "splunk.modinput.name"
+
+
+class LoggerMetricExporter(MetricExporter):
+    """An OpenTelemetry ``MetricExporter`` that logs every data point.
+
+    Each exported data point is written to a standard Python logger at INFO
+    level.  Counters are logged as ``value``, histograms as ``count``,
+    ``sum``, ``min``, ``max``, ``bucket_counts``, and ``explicit_bounds``.
+
+    This exporter is always available without any external infrastructure, so
+    it is suitable for local development, CI environments, and as a fallback
+    alongside the OTLP exporter.
+
+    Both ``Counter`` and ``Histogram`` instruments use **delta** temporality,
+    meaning each export interval reports only the change since the previous
+    interval, not a cumulative total.
+
+    Example::
+
+        import logging
+        from solnlib.observability import LoggerMetricExporter
+
+        logger = logging.getLogger(__name__)
+        exporter = LoggerMetricExporter(logger)
+
+    Args:
+        logger: The Python logger (or ``LoggerAdapter``) to write metrics to.
+    """
+
+    def __init__(self, logger: _Logger) -> None:
+        super().__init__(
+            preferred_temporality={
+                Counter: AggregationTemporality.DELTA,
+                Histogram: AggregationTemporality.DELTA,
+            }
+        )
+        self._logger = logger
+
+    def export(
+        self,
+        metrics_data: MetricsData,
+        timeout_millis: float = 10_000,
+        **kwargs,
+    ) -> MetricExportResult:
+        """Export metrics by writing each data point to the logger.
+
+        Called automatically by the ``PeriodicExportingMetricReader`` on each
+        export interval.  You do not need to call this method directly.
+
+        Returns:
+            ``MetricExportResult.SUCCESS`` on success, or
+            ``MetricExportResult.FAILURE`` if an unexpected exception occurs.
+        """
+        try:
+            metric_count = 0
+            for resource_metrics in metrics_data.resource_metrics:
+                for scope_metrics in resource_metrics.scope_metrics:
+                    for metric in scope_metrics.metrics:
+                        metric_count += 1
+                        for data_point in metric.data.data_points:
+                            attributes_dict = (
+                                dict(data_point.attributes)
+                                if data_point.attributes
+                                else {}
+                            )
+                            if hasattr(data_point, "bucket_counts"):
+                                self._logger.info(
+                                    "OpenTelemetry Metric: %s  count=%s sum=%s "
+                                    "min=%s max=%s bucket_counts=%s "
+                                    "explicit_bounds=%s unit=%s %s",
+                                    metric.name,
+                                    data_point.count,
+                                    data_point.sum,
+                                    data_point.min,
+                                    data_point.max,
+                                    list(data_point.bucket_counts),
+                                    list(data_point.explicit_bounds),
+                                    metric.unit,
+                                    attributes_dict,
+                                )
+                            else:
+                                self._logger.info(
+                                    "OpenTelemetry Metric: %s  value=%s unit=%s %s",
+                                    metric.name,
+                                    data_point.value,
+                                    metric.unit,
+                                    attributes_dict,
+                                )
+
+            if metric_count > 0:
+                self._logger.debug(
+                    "LoggerMetricExporter: Exported %d metric(s) successfully",
+                    metric_count,
+                )
+            return MetricExportResult.SUCCESS
+        except Exception as e:
+            self._logger.error("Failed to export metrics: %s", e, exc_info=True)
+            return MetricExportResult.FAILURE
+
+    def shutdown(self, timeout_millis: float = 30_000, **kwargs) -> None:
+        """No-op shutdown — the underlying logger needs no teardown."""
+
+    def force_flush(self, timeout_millis: float = 10_000) -> bool:
+        """Flush is a no-op for a synchronous logger; always returns
+        ``True``."""
+        return True
+
+
+class ObservabilityService:
+    """OpenTelemetry observability service for a Splunk modular input.
+
+    Sets up a ``MeterProvider`` with two built-in event counters and,
+    when the Spotlight collector is reachable, an OTLP gRPC exporter.
+    Initialisation failures are caught and logged as warnings so that a
+    missing or misconfigured observability stack never breaks the add-on.
+
+    **Resource attributes** (fixed for the lifetime of the process):
+
+    | Attribute                  | Value                  |
+    |----------------------------|------------------------|
+    | ``splunk.addon.name``      | *ta_name*              |
+    | ``service.namespace``      | ``"splunk.addon"``     |
+    | ``splunk.addon.version``   | *ta_version*           |
+    | ``splunk.modinput.type``   | *modinput_type*        |
+
+    **Built-in counters** (``None`` if initialisation failed):
+
+    | Attribute               | Metric name                    | Unit  |
+    |-------------------------|--------------------------------|-------|
+    | ``event_count_counter`` | ``splunk.addon.events``        | ``1`` |
+    | ``event_bytes_counter`` | ``splunk.addon.events.bytes``  | ``By``|
+
+    Both counters accept ``ATTR_MODINPUT_NAME`` (``"splunk.modinput.name"``)
+    as the only recommended data-point attribute.  Avoid adding other
+    high-cardinality labels to these metrics.
+
+    Additional instruments can be created with :meth:`register_instrument`.
+
+    Example::
+
+        import logging
+        from solnlib.observability import (
+            LoggerMetricExporter,
+            ObservabilityService,
+            ATTR_MODINPUT_NAME,
+        )
+
+        logger = logging.getLogger(__name__)
+
+        obs = ObservabilityService(
+            modinput_type="my-input",
+            logger=logger,
+            ta_name="my_ta",
+            ta_version="1.0.0",
+            extra_exporters=[LoggerMetricExporter(logger)],
+        )
+
+        # Record ingested events in your collection loop:
+        attrs = {ATTR_MODINPUT_NAME: stanza_name}
+        if obs.event_count_counter:
+            obs.event_count_counter.add(len(events), attrs)
+        if obs.event_bytes_counter:
+            obs.event_bytes_counter.add(total_bytes, attrs)
+    """
+
+    def __init__(
+        self,
+        modinput_type: str,
+        logger: _Logger,
+        ta_name: Optional[str] = None,
+        ta_version: Optional[str] = None,
+        extra_exporters: Optional[list[MetricExporter]] = None,
+    ):
+        """Initialise the observability service.
+
+        Args:
+            modinput_type: Low-cardinality string identifying the modular input
+                type, e.g. ``"event-hub"`` or ``"aws-s3"``.  Used as the
+                ``splunk.modinput.type`` resource attribute.  Keep this value
+                stable across restarts — it is a resource attribute, not a
+                data-point label.
+            logger: Python logger (or ``LoggerAdapter``) for all diagnostic
+                output.  Typically the caller's own module-level logger.
+            ta_name: Add-on identifier, e.g. ``"Splunk_TA_myapp"``.  When
+                *None* the value is read from the ``[id]`` stanza of
+                ``app.conf`` via :func:`~solnlib.splunkenv.get_conf_stanzas`.
+                Pass it explicitly when the add-on runs outside a full Splunk
+                environment or to avoid the ``app.conf`` lookup.
+            ta_version: Add-on version string, e.g. ``"3.1.0"``.  When *None*
+                the value is read from the ``[launcher]`` stanza of
+                ``app.conf``.  Falls back to ``"unknown"`` if it cannot be
+                determined.
+            extra_exporters: Optional list of additional
+                ``MetricExporter`` instances (e.g. :class:`LoggerMetricExporter`
+                for local debug logging).  Each is wrapped in a
+                ``PeriodicExportingMetricReader`` automatically, identical to
+                how the OTLP exporter is handled.
+        """
+        self._logger: _Logger = logger
+        self.event_count_counter: Optional[Counter] = None
+        self.event_bytes_counter: Optional[Counter] = None
+        self._meter: Optional[Meter] = None
+
+        try:
+            if ta_name is None or ta_version is None:
+                _ta_name, _ta_version = self._read_ta_info()
+                ta_name = ta_name or _ta_name
+                ta_version = ta_version or _ta_version or "unknown"
+
+            if not ta_name:
+                raise ValueError(
+                    "ta_name could not be determined: pass it explicitly or ensure "
+                    "app.conf is readable via btool"
+                )
+
+            resource = Resource(
+                attributes={
+                    "splunk.addon.name": ta_name,
+                    "service.namespace": _SERVICE_NAMESPACE,
+                    "splunk.addon.version": ta_version,
+                    "splunk.modinput.type": modinput_type,
+                }
+            )
+
+            metric_readers: list[PeriodicExportingMetricReader] = []
+            otlp_exporter = self._create_otlp_exporter()
+            if otlp_exporter:
+                metric_readers.append(PeriodicExportingMetricReader(otlp_exporter))
+                self._logger.info("OTLP gRPC exporter added to MeterProvider")
+            for exporter in extra_exporters or []:
+                metric_readers.append(PeriodicExportingMetricReader(exporter))
+
+            provider = MeterProvider(resource=resource, metric_readers=metric_readers)
+            self._meter = provider.get_meter(ta_name, ta_version)
+
+            self.event_count_counter = self._meter.create_counter(
+                name="splunk.addon.events",
+                description="Number of events ingested by the add-on modular input",
+                unit="1",
+            )
+            self.event_bytes_counter = self._meter.create_counter(
+                name="splunk.addon.events.bytes",
+                description="Volume of data ingested by the add-on modular input",
+                unit="By",
+            )
+
+            self._logger.info(
+                "ObservabilityService initialised: ta_name=%s ta_version=%s "
+                "modinput_type=%s",
+                ta_name,
+                ta_version,
+                modinput_type,
+            )
+        except Exception as e:
+            self._logger.warning("Failed to initialise ObservabilityService: %s", e)
+
+    def _read_ta_info(self) -> tuple[Optional[str], Optional[str]]:
+        """Read the add-on name and version from ``app.conf``.
+
+        Returns a ``(ta_name, ta_version)`` tuple.  Either value is
+        ``None`` when the corresponding key is missing or when
+        ``app.conf`` cannot be read (e.g. outside a Splunk environment).
+        """
+        try:
+            stanzas = get_conf_stanzas("app")
+            ta_name = stanzas.get("id", {}).get("name") or None
+            scoped_stanzas = (
+                get_conf_stanzas("app", app_name=ta_name) if ta_name else stanzas
+            )
+            ta_version = scoped_stanzas.get("launcher", {}).get("version") or None
+            return ta_name, ta_version
+        except Exception as e:
+            self._logger.warning("Failed to read TA info from app.conf: %s", e)
+            return None, None
+
+    def _get_ipc_broker_port(self) -> Optional[int]:
+        """Read the Spotlight IPC broker port from ``server.conf``.
+
+        Returns the integer port number from the ``[ipc_broker]``
+        stanza, or ``None`` if the stanza is absent or the file cannot
+        be read.
+        """
+        try:
+            stanzas = get_conf_stanzas("server")
+            return int(stanzas["ipc_broker"]["port"])
+        except Exception as e:
+            self._logger.warning(
+                "Failed to read IPC broker port from server.conf: %s", e
+            )
+            return None
+
+    def _discover_otlp_port_via_ipc_broker(self) -> Optional[str]:
+        """Query the Spotlight IPC broker to discover the OTLP receiver port.
+
+        Makes an HTTPS request to the local IPC broker's ``/v2/discover``
+        endpoint (TLS verification disabled because the broker uses a
+        self-signed certificate).  Returns the port as a string on success, or
+        ``None`` if the broker is unreachable, returns an error, or reports
+        ``"success": false``.
+        """
+        ipc_broker_port = self._get_ipc_broker_port()
+        if ipc_broker_port is None:
+            self._logger.warning("IPC broker port not found in server.conf")
+            return None
+
+        url = (
+            f"https://127.0.0.1:{ipc_broker_port}/v2/discover"
+            f"?sidecarName={_SPOTLIGHT_SIDECAR_NAME}"
+            f"&serviceName={_SPOTLIGHT_SERVICE_NAME}"
+            f"&output_mode=json"
+        )
+        self._logger.info("Querying Spotlight IPC broker for OTLP port: %s", url)
+
+        try:
+            ctx = ssl.create_default_context()
+            ctx.check_hostname = False
+            ctx.verify_mode = ssl.CERT_NONE
+
+            req = urllib.request.Request(url)
+            with urllib.request.urlopen(req, context=ctx, timeout=5) as resp:
+                data = json.loads(resp.read().decode())
+
+            if not data.get("success"):
+                self._logger.warning(
+                    "IPC broker discovery returned unsuccessful response: %s", data
+                )
+                return None
+            port = str(data["port"])
+            self._logger.info("Discovered OTLP port via IPC broker: %s", port)
+            return port
+        except Exception as e:
+            self._logger.warning("IPC broker OTLP port discovery failed: %s", e)
+            return None
+
+    def _resolve_otlp_port(self) -> Optional[str]:
+        """Resolve the OTLP receiver port using a two-step lookup.
+
+        1. Reads the ``SPOTLIGHT_OTEL_RECEIVER_PORT`` environment variable.
+           Set this during development or testing to skip IPC broker discovery.
+        2. Falls back to :meth:`_discover_otlp_port_via_ipc_broker`.
+
+        Returns the port as a string, or ``None`` if neither source provides
+        a value.
+        """
+        port = os.environ.get("SPOTLIGHT_OTEL_RECEIVER_PORT")
+        if port:
+            return port
+
+        self._logger.info(
+            "SPOTLIGHT_OTEL_RECEIVER_PORT not set, attempting IPC broker discovery"
+        )
+        return self._discover_otlp_port_via_ipc_broker()
+
+    def _create_otlp_exporter(self) -> Optional[MetricExporter]:
+        """Create a TLS-secured OTLP gRPC exporter targeting the Spotlight
+        collector.
+
+        The collector's server certificate is read from
+        ``$SPLUNK_HOME/var/packages/data/spotlight-collector/server.crt``
+        (defaults to ``/opt/splunk`` when ``SPLUNK_HOME`` is not set).
+
+        Returns the configured exporter, or ``None`` when:
+
+        - The OTLP port cannot be resolved (see :meth:`_resolve_otlp_port`).
+        - The certificate file does not exist.
+        - Any other exception occurs during exporter construction.
+        """
+        try:
+            splunk_home = os.environ.get("SPLUNK_HOME", "/opt/splunk")
+            otel_port = self._resolve_otlp_port()
+
+            self._logger.info(
+                "OTLP configuration: otel_port=%s, SPLUNK_HOME=%s",
+                otel_port,
+                splunk_home,
+            )
+
+            if not otel_port:
+                self._logger.warning(
+                    "OTLP port could not be determined from env or IPC broker, "
+                    "OTLP export disabled"
+                )
+                return None
+
+            endpoint = f"localhost:{otel_port}"
+            cert_file = os.path.join(
+                splunk_home, "var/packages/data/spotlight-collector/server.crt"
+            )
+            self._logger.info(
+                "Attempting to configure OTLP gRPC exporter for %s", endpoint
+            )
+
+            if not os.path.exists(cert_file):
+                self._logger.error(
+                    "OTel Collector certificate not found at %s, OTLP export disabled",
+                    cert_file,
+                )
+                return None
+
+            with open(cert_file, "rb") as f:
+                server_cert = f.read()
+
+            credentials = grpc.ssl_channel_credentials(root_certificates=server_cert)
+            exporter = OTLPMetricExporter(endpoint=endpoint, credentials=credentials)
+            self._logger.info("OTLP gRPC exporter configured with TLS for %s", endpoint)
+            return exporter
+
+        except Exception as e:
+            self._logger.warning(
+                "Failed to configure OTLP exporter: %s", e, exc_info=True
+            )
+            return None
+
+    def register_instrument(
+        self, callback: Callable[[Meter], Instrument]
+    ) -> Optional[Instrument]:
+        """Create a custom instrument using the service's meter.
+
+        Passes the internal ``Meter`` to *callback* and returns whatever the
+        callback creates.  If the service failed to initialise (e.g. because
+        ``ta_name`` could not be determined), the meter is ``None`` and this
+        method returns ``None`` without invoking the callback.
+
+        Always guard the returned value against ``None`` before calling it, for
+        the same reason you guard ``event_count_counter``.
+
+        Args:
+            callback: A callable that receives the ``Meter`` and returns a new
+                instrument (Counter, Histogram, Gauge, etc.).
+
+        Returns:
+            The instrument created by *callback*, or ``None`` if the meter is
+            not available.
+
+        Example::
+
+            latency = obs.register_instrument(
+                lambda meter: meter.create_histogram(
+                    name="my_ta.request.latency",
+                    description="Latency of outbound API requests",
+                    unit="s",
+                )
+            )
+
+            if latency:
+                latency.record(elapsed, {ATTR_MODINPUT_NAME: stanza_name})
+        """
+        if self._meter is None:
+            return None
+        return callback(self._meter)
diff --git a/solnlib/orphan_process_monitor.py b/solnlib/orphan_process_monitor.py
index d71543ad..d4a0c571 100644
--- a/solnlib/orphan_process_monitor.py
+++ b/solnlib/orphan_process_monitor.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """Orphan process monitor."""
 
 import os
diff --git a/solnlib/pattern.py b/solnlib/pattern.py
index 8008d2c8..eb10dce5 100644
--- a/solnlib/pattern.py
+++ b/solnlib/pattern.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module provides some common used patterns."""
 
 __all__ = ["Singleton"]
diff --git a/solnlib/server_info.py b/solnlib/server_info.py
index 56f2c006..fe0af915 100644
--- a/solnlib/server_info.py
+++ b/solnlib/server_info.py
@@ -13,12 +13,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module contains Splunk server info related functionalities."""
 
 import os
 import json
-from typing import Any, Dict, Optional
+from typing import Any, Optional
 
 try:
     from splunk.rest import getWebCertFile, getWebKeyFile
@@ -132,7 +131,7 @@ def from_server_uri(
             **context,
         )
 
-    def to_dict(self) -> Dict:
+    def to_dict(self) -> dict:
         """Returns server information in a form dictionary.
 
         Note: This method is implemented here to have compatibility with splunktalib's
diff --git a/solnlib/splunk_rest_client.py b/solnlib/splunk_rest_client.py
index a006d734..0b26187c 100644
--- a/solnlib/splunk_rest_client.py
+++ b/solnlib/splunk_rest_client.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module proxy all REST call to splunklib SDK, it handles proxy, certs
 etc in this centralized location.
 
diff --git a/solnlib/splunkenv.py b/solnlib/splunkenv.py
index 09ce12de..dae14af4 100644
--- a/solnlib/splunkenv.py
+++ b/solnlib/splunkenv.py
@@ -13,10 +13,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """Splunk platform related utilities."""
 
-
 import os
 import os.path as op
 import socket
@@ -24,7 +22,7 @@
 import json
 from configparser import ConfigParser
 from io import StringIO
-from typing import List, Optional, Tuple, Union
+from typing import Optional, Union
 import __main__
 from solnlib._settings import use_btool
 from .utils import is_true
@@ -74,7 +72,7 @@ class SessionKeyNotFound(Exception):
     pass
 
 
-def make_splunkhome_path(parts: Union[List, Tuple]) -> str:
+def make_splunkhome_path(parts: Union[list, tuple]) -> str:
     """Construct absolute path by $SPLUNK_HOME and `parts`.
 
     Concatenate $SPLUNK_HOME and `parts` to an absolute path.
@@ -94,7 +92,7 @@ def make_splunkhome_path(parts: Union[List, Tuple]) -> str:
     return msp(parts)
 
 
-def get_splunk_host_info(session_key: Optional[str] = None) -> Tuple:
+def get_splunk_host_info(session_key: Optional[str] = None) -> tuple:
     """Get splunk host info.
 
     Arguments:
@@ -130,7 +128,7 @@ def get_splunk_bin() -> str:
     return make_splunkhome_path(("bin", splunk_bin))
 
 
-def get_splunkd_access_info(session_key: Optional[str] = None) -> Tuple[str, str, int]:
+def get_splunkd_access_info(session_key: Optional[str] = None) -> tuple[str, str, int]:
     """Get splunkd server access info.
 
     Arguments:
@@ -230,7 +228,7 @@ def get_conf_key_value(
     session_key: Optional[str] = None,
     user: str = "nobody",
     raw_output: Optional[bool] = False,
-) -> Union[str, List, dict]:
+) -> Union[str, list, dict]:
     """Get value of `key` of `stanza` in `conf_name`.
 
     Arguments:
diff --git a/solnlib/time_parser.py b/solnlib/time_parser.py
index 64b40ebf..f809fbcd 100644
--- a/solnlib/time_parser.py
+++ b/solnlib/time_parser.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """This module provides interfaces to parse and convert timestamp."""
 
 import datetime
diff --git a/solnlib/timer_queue.py b/solnlib/timer_queue.py
index 53d7d439..8c15abfa 100644
--- a/solnlib/timer_queue.py
+++ b/solnlib/timer_queue.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """A simple thread safe timer queue implementation which has O(logn) time
 complexity."""
 import logging
@@ -21,7 +20,7 @@
 import threading
 import traceback
 from time import time
-from typing import Callable, List, Tuple
+from typing import Callable
 
 import sortedcontainers as sc
 
@@ -127,7 +126,7 @@ def remove_timer(self, timer: Timer):
         else:
             self._cancelling_timers[timer.ident] = timer
 
-    def get_expired_timers(self) -> Tuple:
+    def get_expired_timers(self) -> tuple:
         """Get a list of expired timers.
 
         Returns:
@@ -148,7 +147,7 @@ def get_expired_timers(self) -> Tuple:
             next_expired_time = self._timers[0].when
         return next_expired_time, expired_timers
 
-    def reset_timers(self, expired_timers: List[Timer]) -> bool:
+    def reset_timers(self, expired_timers: list[Timer]) -> bool:
         """Re-add the expired periodical timers to data structure for next
         round scheduling.
 
diff --git a/solnlib/user_access.py b/solnlib/user_access.py
index 29b3d493..bd118c99 100644
--- a/solnlib/user_access.py
+++ b/solnlib/user_access.py
@@ -13,11 +13,10 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """Splunk user access control related utilities."""
 
 import json
-from typing import List, Optional
+from typing import Optional
 
 from splunklib import binding
 
@@ -347,7 +346,7 @@ def update_acl(
     def update_acls(
         self,
         obj_collection: str,
-        obj_ids: List[str],
+        obj_ids: list[str],
         obj_type: str,
         obj_app: str,
         obj_owner: str,
@@ -437,7 +436,7 @@ def get_acl(self, obj_collection: str, obj_id: str) -> "ObjectACL":
         return ObjectACL.parse(obj_acl)
 
     @utils.retry(exceptions=[binding.HTTPError])
-    def get_acls(self, obj_collection: str, obj_ids: List[str]) -> List[ObjectACL]:
+    def get_acls(self, obj_collection: str, obj_ids: list[str]) -> list[ObjectACL]:
         """Batch get acl info.
 
         Query objects acl info with parameter of the combination of
@@ -492,7 +491,7 @@ def delete_acl(self, obj_collection: str, obj_id: str):
             )
 
     @utils.retry(exceptions=[binding.HTTPError])
-    def delete_acls(self, obj_collection: str, obj_ids: List[str]):
+    def delete_acls(self, obj_collection: str, obj_ids: list[str]):
         """Batch delete acl info.
 
         Query objects acl info with parameter of the combination of
@@ -515,8 +514,8 @@ def delete_acls(self, obj_collection: str, obj_ids: List[str]):
 
     @utils.retry(exceptions=[binding.HTTPError])
     def get_accessible_object_ids(
-        self, user: str, operation: str, obj_collection: str, obj_ids: List[str]
-    ) -> List[str]:
+        self, user: str, operation: str, obj_collection: str, obj_ids: list[str]
+    ) -> list[str]:
         """Get accessible IDs of objects from `obj_acls`.
 
         Arguments:
@@ -834,7 +833,7 @@ def get_user_capabilities(
     host: str = None,
     port: int = None,
     **context: dict,
-) -> List[dict]:
+) -> list[dict]:
     """Get user capabilities.
 
     Arguments:
@@ -912,7 +911,7 @@ def user_is_capable(
 @utils.retry(exceptions=[binding.HTTPError])
 def get_user_roles(
     session_key: str, username: str, scheme=None, host=None, port=None, **context
-) -> List:
+) -> list:
     """Get user roles.
 
     Arguments:
diff --git a/solnlib/utils.py b/solnlib/utils.py
index b7954208..ebc13812 100644
--- a/solnlib/utils.py
+++ b/solnlib/utils.py
@@ -13,7 +13,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
-
 """Common utilities."""
 
 import datetime
@@ -23,7 +22,7 @@
 import time
 import traceback
 from functools import wraps
-from typing import Any, Callable, List, Tuple, Union
+from typing import Any, Callable, Union
 from urllib import parse as urlparse
 
 __all__ = [
@@ -129,7 +128,7 @@ def retry(
     retries: int = 3,
     reraise: bool = True,
     default_return: Any = None,
-    exceptions: List = None,
+    exceptions: list = None,
 ):
     """A decorator to run function with max `retries` times if there is
     exception.
@@ -176,7 +175,7 @@ def wrapper(*args, **kwargs):
     return do_retry
 
 
-def extract_http_scheme_host_port(http_url: str) -> Tuple:
+def extract_http_scheme_host_port(http_url: str) -> tuple:
     """Extract scheme, host and port from a HTTP URL.
 
     Arguments:
diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
index 9f9f6f0b..8feec360 100644
--- a/tests/integration/conftest.py
+++ b/tests/integration/conftest.py
@@ -10,12 +10,20 @@
 def setup_env():
     # path manipulation get the 'splunk' library for the imports while running on GH Actions
     if "SPLUNK_HOME" in os.environ:
-        sys.path.append(
-            os.path.sep.join(
-                [os.environ["SPLUNK_HOME"], "lib", "python3.7", "site-packages"]
-            )
+        splunk_home = os.environ["SPLUNK_HOME"]
+        lib_dir = os.path.join(splunk_home, "lib")
+        # Find the highest available pythonX.Y directory in $SPLUNK_HOME/lib
+        python_dirs = sorted(
+            [
+                d
+                for d in os.listdir(lib_dir)
+                if d.startswith("python3.") and os.path.isdir(os.path.join(lib_dir, d))
+            ],
+            key=lambda d: tuple(int(x) for x in d[6:].split(".")),
+            reverse=True,
         )
-        # TODO: 'python3.7' needs to be updated as and when Splunk has new folder for Python.
+        if python_dirs:
+            sys.path.append(os.path.join(lib_dir, python_dirs[0], "site-packages"))
 
 
 @pytest.fixture(scope="session")
diff --git a/tests/integration/test_logger.py b/tests/integration/test_logger.py
index cd834a72..cc892c37 100644
--- a/tests/integration/test_logger.py
+++ b/tests/integration/test_logger.py
@@ -27,8 +27,14 @@ def test_CVE_2023_32712():
     session_key = context.get_session_key()
 
     msg_prefix = "ASCII Table in one string: "
-    time.sleep(30)
-    search_results = search(session_key, f'search index=_internal "{msg_prefix}"')
+    # Poll until the modular input has run and written the log (up to 120s)
+    search_results = []
+    deadline = time.time() + 120
+    while time.time() < deadline:
+        search_results = search(session_key, f'search index=_internal "{msg_prefix}"')
+        if len(search_results) >= 1:
+            break
+        time.sleep(5)
     assert len(search_results) >= 1
     _raw_event = search_results[0]["_raw"]
 
diff --git a/tests/unit/test_observability.py b/tests/unit/test_observability.py
new file mode 100644
index 00000000..3f7afa8f
--- /dev/null
+++ b/tests/unit/test_observability.py
@@ -0,0 +1,405 @@
+#
+# Copyright 2025 Splunk Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+
+import logging
+from unittest.mock import MagicMock
+
+import pytest
+from opentelemetry.sdk.metrics.export import MetricExportResult
+
+from solnlib.observability import LoggerMetricExporter, ObservabilityService
+
+
+@pytest.fixture
+def logger():
+    return MagicMock(spec=logging.Logger)
+
+
+# ---------------------------------------------------------------------------
+# LoggerMetricExporter
+# ---------------------------------------------------------------------------
+
+
+def _make_counter_data_point(name, value, unit="1", attributes=None):
+    """Build a minimal MetricsData stub with a single counter data point."""
+    data_point = MagicMock()
+    data_point.value = value
+    data_point.attributes = attributes
+    # No bucket_counts → counter path
+    del data_point.bucket_counts
+
+    metric = MagicMock()
+    metric.name = name
+    metric.unit = unit
+    metric.data.data_points = [data_point]
+
+    scope_metrics = MagicMock()
+    scope_metrics.metrics = [metric]
+
+    resource_metrics = MagicMock()
+    resource_metrics.scope_metrics = [scope_metrics]
+
+    metrics_data = MagicMock()
+    metrics_data.resource_metrics = [resource_metrics]
+    return metrics_data
+
+
+def _make_histogram_data_point(name, unit="s"):
+    """Build a minimal MetricsData stub with a single histogram data point."""
+    data_point = MagicMock()
+    data_point.count = 5
+    data_point.sum = 10.0
+    data_point.min = 1.0
+    data_point.max = 3.0
+    data_point.bucket_counts = [1, 2, 2]
+    data_point.explicit_bounds = [1.0, 2.0]
+    data_point.attributes = {"key": "val"}
+
+    metric = MagicMock()
+    metric.name = name
+    metric.unit = unit
+    metric.data.data_points = [data_point]
+
+    scope_metrics = MagicMock()
+    scope_metrics.metrics = [metric]
+
+    resource_metrics = MagicMock()
+    resource_metrics.scope_metrics = [scope_metrics]
+
+    metrics_data = MagicMock()
+    metrics_data.resource_metrics = [resource_metrics]
+    return metrics_data
+
+
+class TestLoggerMetricExporter:
+    def test_export_counter_returns_success(self, logger):
+        # Arrange
+        exporter = LoggerMetricExporter(logger)
+        # Act
+        result = exporter.export(_make_counter_data_point("my.metric", 42))
+        # Assert
+        assert result == MetricExportResult.SUCCESS
+
+    def test_export_counter_logs_value(self, logger):
+        # Arrange
+        exporter = LoggerMetricExporter(logger)
+        # Act
+        exporter.export(_make_counter_data_point("my.metric", 7, attributes={"a": "b"}))
+        # Assert
+        logger.info.assert_called()
+        call_args = logger.info.call_args[0]
+        assert "my.metric" in call_args[1]
+
+    def test_export_counter_no_attributes(self, logger):
+        # Arrange
+        exporter = LoggerMetricExporter(logger)
+        # Act
+        result = exporter.export(
+            _make_counter_data_point("my.metric", 1, attributes=None)
+        )
+        # Assert
+        assert result == MetricExportResult.SUCCESS
+
+    def test_export_histogram_returns_success(self, logger):
+        # Arrange
+        exporter = LoggerMetricExporter(logger)
+        # Act
+        result = exporter.export(_make_histogram_data_point("my.histogram"))
+        # Assert
+        assert result == MetricExportResult.SUCCESS
+
+    def test_export_histogram_logs_bucket_info(self, logger):
+        # Arrange
+        exporter = LoggerMetricExporter(logger)
+        # Act
+        exporter.export(_make_histogram_data_point("my.histogram"))
+        # Assert
+        logger.info.assert_called()
+        call_args = logger.info.call_args[0]
+        assert "my.histogram" in call_args[1]
+
+    def test_export_empty_metrics_data(self, logger):
+        # Arrange
+        metrics_data = MagicMock()
+        metrics_data.resource_metrics = []
+        exporter = LoggerMetricExporter(logger)
+        # Act
+        result = exporter.export(metrics_data)
+        # Assert
+        assert result == MetricExportResult.SUCCESS
+        logger.debug.assert_not_called()
+
+    def test_export_returns_failure_on_exception(self, logger):
+        # Arrange
+        metrics_data = MagicMock()
+        metrics_data.resource_metrics.__iter__ = MagicMock(
+            side_effect=RuntimeError("boom")
+        )
+        exporter = LoggerMetricExporter(logger)
+        # Act
+        result = exporter.export(metrics_data)
+        # Assert
+        assert result == MetricExportResult.FAILURE
+        logger.error.assert_called()
+
+    def test_shutdown_does_not_raise(self, logger):
+        # Arrange / Act / Assert
+        LoggerMetricExporter(logger).shutdown()
+
+    def test_force_flush_returns_true(self, logger):
+        # Arrange / Act / Assert
+        assert LoggerMetricExporter(logger).force_flush() is True
+
+
+# ---------------------------------------------------------------------------
+# ObservabilityService
+# ---------------------------------------------------------------------------
+
+
+def _make_service(logger, monkeypatch, extra_exporters=None):
+    """Create an ObservabilityService with OTLP disabled and app.conf
+    mocked."""
+    monkeypatch.setattr(
+        "solnlib.observability.ObservabilityService._create_otlp_exporter",
+        lambda self: None,
+    )
+    return ObservabilityService(
+        modinput_type="test-input",
+        logger=logger,
+        ta_name="my_ta",
+        ta_version="1.0.0",
+        extra_exporters=extra_exporters,
+    )
+
+
+class TestObservabilityService:
+    def test_counters_are_created(self, logger, monkeypatch):
+        # Arrange / Act
+        svc = _make_service(logger, monkeypatch)
+        # Assert
+        assert svc.event_count_counter is not None
+        assert svc.event_bytes_counter is not None
+
+    def test_meter_is_available(self, logger, monkeypatch):
+        # Arrange / Act
+        svc = _make_service(logger, monkeypatch)
+        # Assert
+        assert svc._meter is not None
+
+    def test_extra_exporter_is_added(self, logger, monkeypatch):
+        # Arrange
+        extra = MagicMock()
+        # Act / Assert
+        _make_service(logger, monkeypatch, extra_exporters=[extra])
+        # No assertion needed beyond not raising; the exporter is wrapped internally
+
+    def test_missing_ta_name_logs_warning(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._create_otlp_exporter",
+            lambda self: None,
+        )
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._read_ta_info",
+            lambda self: (None, None),
+        )
+        # Act
+        svc = ObservabilityService(modinput_type="test-input", logger=logger)
+        # Assert
+        assert svc._meter is None
+        logger.warning.assert_called()
+
+    def test_register_instrument_returns_none_when_meter_missing(
+        self, logger, monkeypatch
+    ):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._create_otlp_exporter",
+            lambda self: None,
+        )
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._read_ta_info",
+            lambda self: (None, None),
+        )
+        svc = ObservabilityService(modinput_type="test-input", logger=logger)
+        # Act
+        result = svc.register_instrument(lambda m: m.create_counter("x"))
+        # Assert
+        assert result is None
+
+    def test_register_instrument_calls_callback(self, logger, monkeypatch):
+        # Arrange
+        svc = _make_service(logger, monkeypatch)
+        callback = MagicMock(return_value="instrument")
+        # Act
+        result = svc.register_instrument(callback)
+        # Assert
+        callback.assert_called_once_with(svc._meter)
+        assert result == "instrument"
+
+    def test_read_ta_info_returns_values(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.get_conf_stanzas",
+            lambda conf, **kwargs: {
+                "id": {"name": "my_ta"},
+                "launcher": {"version": "2.0.0"},
+            },
+        )
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._create_otlp_exporter",
+            lambda self: None,
+        )
+        # Act
+        svc = ObservabilityService(modinput_type="test-input", logger=logger)
+        # Assert
+        assert svc._meter is not None
+
+    def test_read_ta_info_handles_exception(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._create_otlp_exporter",
+            lambda self: None,
+        )
+        monkeypatch.setattr(
+            "solnlib.observability.get_conf_stanzas",
+            MagicMock(side_effect=Exception("no btool")),
+        )
+        # Act
+        svc = ObservabilityService(modinput_type="test-input", logger=logger)
+        # Assert
+        assert svc._meter is None
+
+    def test_resolve_otlp_port_from_env(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.setenv("SPOTLIGHT_OTEL_RECEIVER_PORT", "4317")
+        svc = _make_service(logger, monkeypatch)
+        # Act / Assert
+        assert svc._resolve_otlp_port() == "4317"
+
+    def test_resolve_otlp_port_falls_back_to_ipc(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.delenv("SPOTLIGHT_OTEL_RECEIVER_PORT", raising=False)
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._discover_otlp_port_via_ipc_broker",
+            lambda self: "9999",
+        )
+        svc = _make_service(logger, monkeypatch)
+        # Act / Assert
+        assert svc._resolve_otlp_port() == "9999"
+
+    def test_get_ipc_broker_port_returns_none_on_error(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.get_conf_stanzas",
+            MagicMock(side_effect=Exception("fail")),
+        )
+        svc = _make_service(logger, monkeypatch)
+        # Act / Assert
+        assert svc._get_ipc_broker_port() is None
+
+    def test_get_ipc_broker_port_returns_port(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.get_conf_stanzas",
+            lambda conf, **kwargs: {"ipc_broker": {"port": "8088"}},
+        )
+        svc = _make_service(logger, monkeypatch)
+        # Act / Assert
+        assert svc._get_ipc_broker_port() == 8088
+
+    def test_discover_otlp_port_returns_none_when_ipc_port_missing(
+        self, logger, monkeypatch
+    ):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._get_ipc_broker_port",
+            lambda self: None,
+        )
+        svc = _make_service(logger, monkeypatch)
+        # Act / Assert
+        assert svc._discover_otlp_port_via_ipc_broker() is None
+
+    def test_discover_otlp_port_returns_none_on_http_error(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._get_ipc_broker_port",
+            lambda self: 8088,
+        )
+        monkeypatch.setattr(
+            "urllib.request.urlopen",
+            MagicMock(side_effect=Exception("connection refused")),
+        )
+        svc = _make_service(logger, monkeypatch)
+        # Act / Assert
+        assert svc._discover_otlp_port_via_ipc_broker() is None
+
+    def test_discover_otlp_port_returns_none_on_unsuccessful_response(
+        self, logger, monkeypatch
+    ):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._get_ipc_broker_port",
+            lambda self: 8088,
+        )
+        mock_resp = MagicMock()
+        mock_resp.__enter__ = lambda s: s
+        mock_resp.__exit__ = MagicMock(return_value=False)
+        mock_resp.read.return_value = b'{"success": false}'
+        monkeypatch.setattr("urllib.request.urlopen", lambda *a, **kw: mock_resp)
+        svc = _make_service(logger, monkeypatch)
+        # Act / Assert
+        assert svc._discover_otlp_port_via_ipc_broker() is None
+
+    def test_discover_otlp_port_returns_port_on_success(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._get_ipc_broker_port",
+            lambda self: 8088,
+        )
+        mock_resp = MagicMock()
+        mock_resp.__enter__ = lambda s: s
+        mock_resp.__exit__ = MagicMock(return_value=False)
+        mock_resp.read.return_value = b'{"success": true, "port": 4317}'
+        monkeypatch.setattr("urllib.request.urlopen", lambda *a, **kw: mock_resp)
+        svc = _make_service(logger, monkeypatch)
+        # Act / Assert
+        assert svc._discover_otlp_port_via_ipc_broker() == "4317"
+
+    def test_create_otlp_exporter_returns_none_when_no_port(self, logger, monkeypatch):
+        # Arrange
+        monkeypatch.delenv("SPOTLIGHT_OTEL_RECEIVER_PORT", raising=False)
+        monkeypatch.setattr(
+            "solnlib.observability.ObservabilityService._discover_otlp_port_via_ipc_broker",
+            lambda self: None,
+        )
+        svc = _make_service(logger, monkeypatch)
+        # Act — call the real _create_otlp_exporter (not patched)
+        result = ObservabilityService._create_otlp_exporter(svc)
+        # Assert
+        assert result is None
+
+    def test_create_otlp_exporter_returns_none_when_cert_missing(
+        self, logger, monkeypatch, tmp_path
+    ):
+        # Arrange
+        monkeypatch.setenv("SPOTLIGHT_OTEL_RECEIVER_PORT", "4317")
+        monkeypatch.setenv("SPLUNK_HOME", str(tmp_path))
+        svc = _make_service(logger, monkeypatch)
+        # Act
+        result = ObservabilityService._create_otlp_exporter(svc)
+        # Assert
+        assert result is None