diff --git a/pdm.lock b/pdm.lock
index 337713f..264b0a9 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -2,10 +2,23 @@
 # It is not intended for manual editing.
 
 [metadata]
-groups = ["default", "dev"]
+groups = ["default", "dev", "mqtt"]
 strategy = ["cross_platform"]
-lock_version = "4.4"
-content_hash = "sha256:16251c1821b084399b6a95fabf98dfb7b336ee61bb0868ff2ec9a63f208be4df"
+lock_version = "4.4.1"
+content_hash = "sha256:24fb04657040cfa1414a685a57da434ad7ab49eb641354d138a85df3d6e642dd"
+
+[[package]]
+name = "aiomqtt"
+version = "1.2.1"
+requires_python = ">=3.8,<4.0"
+summary = "The idiomatic asyncio MQTT client, wrapped around paho-mqtt"
+dependencies = [
+    "paho-mqtt<2.0.0,>=1.6.0",
+]
+files = [
+    {file = "aiomqtt-1.2.1-py3-none-any.whl", hash = "sha256:3925b40b2b95b1905753d53ef3a9162e903cfab35ebe9647ab4d52e45ffb727f"},
+    {file = "aiomqtt-1.2.1.tar.gz", hash = "sha256:7582f4341f08ef7110dd9ab3a559454dc28ccda1eac502ff8f08a73b238ecede"},
+]
 
 [[package]]
 name = "annotated-types"
@@ -31,15 +44,6 @@ files = [
     {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
 ]
 
-[[package]]
-name = "appnope"
-version = "0.1.3"
-summary = "Disable App Nap on macOS >= 10.9"
-files = [
-    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
-    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
-]
-
 [[package]]
 name = "apscheduler"
 version = "3.10.4"
@@ -57,14 +61,14 @@ files = [
 
 [[package]]
 name = "asttokens"
-version = "2.4.0"
+version = "2.4.1"
 summary = "Annotate AST trees with source code positions"
 dependencies = [
     "six>=1.12.0",
 ]
 files = [
-    {file = "asttokens-2.4.0-py2.py3-none-any.whl", hash = "sha256:cf8fc9e61a86461aa9fb161a14a0841a03c405fa829ac6b202670b3495d2ce69"},
-    {file = "asttokens-2.4.0.tar.gz", hash = "sha256:2e0171b991b2c959acc6c49318049236844a5da1d65ba2672c4880c1c894834e"},
+    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
+    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
 ]
 
 [[package]]
@@ -115,15 +119,6 @@ files = [
     {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
 ]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-summary = "Specifications for callback functions passed in to an API"
-files = [
-    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
-    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
-]
-
 [[package]]
 name = "bcrypt"
 version = "4.0.1"
@@ -303,11 +298,12 @@ files = [
 
 [[package]]
 name = "executing"
-version = "2.0.0"
+version = "2.0.1"
+requires_python = ">=3.5"
 summary = "Get the currently executing AST node of a frame, and other information"
 files = [
-    {file = "executing-2.0.0-py2.py3-none-any.whl", hash = "sha256:06df6183df67389625f4e763921c6cf978944721abf3e714000200aab95b0657"},
-    {file = "executing-2.0.0.tar.gz", hash = "sha256:0ff053696fdeef426cda5bd18eacd94f82c91f49823a2e9090124212ceea9b08"},
+    {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"},
+    {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
 ]
 
 [[package]]
@@ -354,7 +350,7 @@ files = [
 
 [[package]]
 name = "geoalchemy2"
-version = "0.14.2"
+version = "0.14.3"
 requires_python = ">=3.7"
 summary = "Using SQLAlchemy with Spatial Databases"
 dependencies = [
@@ -362,8 +358,8 @@ dependencies = [
     "packaging",
 ]
 files = [
-    {file = "GeoAlchemy2-0.14.2-py3-none-any.whl", hash = "sha256:ca81c2d924c0724458102bac93f68f3e3c337a65fcb811af5e504ce7c5d56ac2"},
-    {file = "GeoAlchemy2-0.14.2.tar.gz", hash = "sha256:8ca023dcb9a36c6d312f3b4aee631d66385264e2fc9feb0ab0f446eb5609407d"},
+    {file = "GeoAlchemy2-0.14.3-py3-none-any.whl", hash = "sha256:a727198394fcc4760a27c4c5bff8b9f4f79324ec2dd98c4c1b8a7026b8918d81"},
+    {file = "GeoAlchemy2-0.14.3.tar.gz", hash = "sha256:79c432b10dd8c48422f794eaf9a1200929de14f41d2396923bfe92f4c6abaf89"},
 ]
 
 [[package]]
@@ -447,26 +443,23 @@ files = [
 
 [[package]]
 name = "ipython"
-version = "8.16.1"
-requires_python = ">=3.9"
+version = "8.19.0"
+requires_python = ">=3.10"
 summary = "IPython: Productive Interactive Computing"
 dependencies = [
-    "appnope; sys_platform == \"darwin\"",
-    "backcall",
     "colorama; sys_platform == \"win32\"",
     "decorator",
     "jedi>=0.16",
     "matplotlib-inline",
     "pexpect>4.3; sys_platform != \"win32\"",
-    "pickleshare",
-    "prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30",
+    "prompt-toolkit<3.1.0,>=3.0.41",
     "pygments>=2.4.0",
     "stack-data",
     "traitlets>=5",
 ]
 files = [
-    {file = "ipython-8.16.1-py3-none-any.whl", hash = "sha256:0852469d4d579d9cd613c220af7bf0c9cc251813e12be647cb9d463939db9b1e"},
-    {file = "ipython-8.16.1.tar.gz", hash = "sha256:ad52f58fca8f9f848e256c629eff888efc0528c12fe0f8ec14f33205f23ef938"},
+    {file = "ipython-8.19.0-py3-none-any.whl", hash = "sha256:2f55d59370f59d0d2b2212109fe0e6035cfea436b1c0e6150ad2244746272ec5"},
+    {file = "ipython-8.19.0.tar.gz", hash = "sha256:ac4da4ecf0042fb4e0ce57c60430c2db3c719fa8bdf92f8631d6bd8a5785d1f0"},
 ]
 
 [[package]]
@@ -569,9 +562,17 @@ files = [
     {file = "packaging-23.2.tar.gz", hash = "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5"},
 ]
 
+[[package]]
+name = "paho-mqtt"
+version = "1.6.1"
+summary = "MQTT version 5.0/3.1.1 client class"
+files = [
+    {file = "paho-mqtt-1.6.1.tar.gz", hash = "sha256:2a8291c81623aec00372b5a85558a372c747cbca8e9934dfe218638b8eefc26f"},
+]
+
 [[package]]
 name = "pandas"
-version = "2.1.3"
+version = "2.1.4"
 requires_python = ">=3.9"
 summary = "Powerful data structures for data analysis, time series, and statistics"
 dependencies = [
@@ -582,19 +583,33 @@ dependencies = [
     "tzdata>=2022.1",
 ]
 files = [
-    {file = "pandas-2.1.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:04d4c58e1f112a74689da707be31cf689db086949c71828ef5da86727cfe3f82"},
-    {file = "pandas-2.1.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7fa2ad4ff196768ae63a33f8062e6838efed3a319cf938fdf8b95e956c813042"},
-    {file = "pandas-2.1.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4441ac94a2a2613e3982e502ccec3bdedefe871e8cea54b8775992485c5660ef"},
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-    {file = "pandas-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:fca5680368a5139d4920ae3dc993eb5106d49f814ff24018b64d8850a52c6ed2"},
-    {file = "pandas-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:de21e12bf1511190fc1e9ebc067f14ca09fccfb189a813b38d63211d54832f5f"},
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-    {file = "pandas-2.1.3.tar.gz", hash = "sha256:22929f84bca106921917eb73c1521317ddd0a4c71b395bcf767a106e3494209f"},
+    {file = "pandas-2.1.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b7d852d16c270e4331f6f59b3e9aa23f935f5c4b0ed2d0bc77637a8890a5d092"},
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+    {file = "pandas-2.1.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d797591b6846b9db79e65dc2d0d48e61f7db8d10b2a9480b4e3faaddc421a171"},
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+    {file = "pandas-2.1.4-cp312-cp312-win_amd64.whl", hash = "sha256:f69b0c9bb174a2342818d3e2778584e18c740d56857fc5cdb944ec8bbe4082cf"},
+    {file = "pandas-2.1.4.tar.gz", hash = "sha256:fcb68203c833cc735321512e13861358079a96c174a61f5116a1de89c58c0ef7"},
+]
+
+[[package]]
+name = "pandas-stubs"
+version = "2.1.4.231218"
+requires_python = ">=3.9"
+summary = "Type annotations for pandas"
+dependencies = [
+    "numpy>=1.26.0; python_version < \"3.13\"",
+    "types-pytz>=2022.1.1",
+]
+files = [
+    {file = "pandas_stubs-2.1.4.231218-py3-none-any.whl", hash = "sha256:9c9a8db37b83ff4ff9f672644099abc624ed407aa46d9dcb5f305de9925b3d29"},
+    {file = "pandas_stubs-2.1.4.231218.tar.gz", hash = "sha256:f0dd07b3bb2935ddcff9c7b7ba9076cf3529b968a0dee96fab53f5f8747974f7"},
 ]
 
 [[package]]
@@ -632,23 +647,14 @@ files = [
 
 [[package]]
 name = "pexpect"
-version = "4.8.0"
+version = "4.9.0"
 summary = "Pexpect allows easy control of interactive console applications."
 dependencies = [
     "ptyprocess>=0.5",
 ]
 files = [
-    {file = "pexpect-4.8.0-py2.py3-none-any.whl", hash = "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937"},
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-]
-
-[[package]]
-name = "pickleshare"
-version = "0.7.5"
-summary = "Tiny 'shelve'-like database with concurrency support"
-files = [
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-    {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
+    {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
+    {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
 ]
 
 [[package]]
@@ -665,15 +671,15 @@ files = [
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.39"
+version = "3.0.43"
 requires_python = ">=3.7.0"
 summary = "Library for building powerful interactive command lines in Python"
 dependencies = [
     "wcwidth",
 ]
 files = [
-    {file = "prompt_toolkit-3.0.39-py3-none-any.whl", hash = "sha256:9dffbe1d8acf91e3de75f3b544e4842382fc06c6babe903ac9acb74dc6e08d88"},
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+    {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
+    {file = "prompt_toolkit-3.0.43.tar.gz", hash = "sha256:3527b7af26106cbc65a040bcc84839a3566ec1b051bb0bfe953631e704b0ff7d"},
 ]
 
 [[package]]
@@ -833,26 +839,26 @@ files = [
 
 [[package]]
 name = "pydantic-settings"
-version = "2.0.3"
-requires_python = ">=3.7"
+version = "2.1.0"
+requires_python = ">=3.8"
 summary = "Settings management using Pydantic"
 dependencies = [
-    "pydantic>=2.0.1",
+    "pydantic>=2.3.0",
     "python-dotenv>=0.21.0",
 ]
 files = [
-    {file = "pydantic_settings-2.0.3-py3-none-any.whl", hash = "sha256:ddd907b066622bd67603b75e2ff791875540dc485b7307c4fffc015719da8625"},
-    {file = "pydantic_settings-2.0.3.tar.gz", hash = "sha256:962dc3672495aad6ae96a4390fac7e593591e144625e5112d359f8f67fb75945"},
+    {file = "pydantic_settings-2.1.0-py3-none-any.whl", hash = "sha256:7621c0cb5d90d1140d2f0ef557bdf03573aac7035948109adf2574770b77605a"},
+    {file = "pydantic_settings-2.1.0.tar.gz", hash = "sha256:26b1492e0a24755626ac5e6d715e9077ab7ad4fb5f19a8b7ed7011d52f36141c"},
 ]
 
 [[package]]
 name = "pygments"
-version = "2.16.1"
+version = "2.17.2"
 requires_python = ">=3.7"
 summary = "Pygments is a syntax highlighting package written in Python."
 files = [
-    {file = "Pygments-2.16.1-py3-none-any.whl", hash = "sha256:13fc09fa63bc8d8671a6d247e1eb303c4b343eaee81d861f3404db2935653692"},
-    {file = "Pygments-2.16.1.tar.gz", hash = "sha256:1daff0494820c69bc8941e407aa20f577374ee88364ee10a98fdbe0aece96e29"},
+    {file = "pygments-2.17.2-py3-none-any.whl", hash = "sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c"},
+    {file = "pygments-2.17.2.tar.gz", hash = "sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367"},
 ]
 
 [[package]]
@@ -1072,7 +1078,7 @@ version = "2.0.23"
 requires_python = ">=3.7"
 summary = "Database Abstraction Library"
 dependencies = [
-    "greenlet!=0.4.17; platform_machine == \"aarch64\" or (platform_machine == \"ppc64le\" or (platform_machine == \"x86_64\" or (platform_machine == \"amd64\" or (platform_machine == \"AMD64\" or (platform_machine == \"win32\" or platform_machine == \"WIN32\")))))",
+    "greenlet!=0.4.17; platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\"",
     "typing-extensions>=4.2.0",
 ]
 files = [
@@ -1170,12 +1176,21 @@ files = [
 
 [[package]]
 name = "traitlets"
-version = "5.11.2"
+version = "5.14.0"
 requires_python = ">=3.8"
 summary = "Traitlets Python configuration system"
 files = [
-    {file = "traitlets-5.11.2-py3-none-any.whl", hash = "sha256:98277f247f18b2c5cabaf4af369187754f4fb0e85911d473f72329db8a7f4fae"},
-    {file = "traitlets-5.11.2.tar.gz", hash = "sha256:7564b5bf8d38c40fa45498072bf4dc5e8346eb087bbf1e2ae2d8774f6a0f078e"},
+    {file = "traitlets-5.14.0-py3-none-any.whl", hash = "sha256:f14949d23829023013c47df20b4a76ccd1a85effb786dc060f34de7948361b33"},
+    {file = "traitlets-5.14.0.tar.gz", hash = "sha256:fcdaa8ac49c04dfa0ed3ee3384ef6dfdb5d6f3741502be247279407679296772"},
+]
+
+[[package]]
+name = "types-pytz"
+version = "2023.3.1.1"
+summary = "Typing stubs for pytz"
+files = [
+    {file = "types-pytz-2023.3.1.1.tar.gz", hash = "sha256:cc23d0192cd49c8f6bba44ee0c81e4586a8f30204970fc0894d209a6b08dab9a"},
+    {file = "types_pytz-2023.3.1.1-py3-none-any.whl", hash = "sha256:1999a123a3dc0e39a2ef6d19f3f8584211de9e6a77fe7a0259f04a524e90a5cf"},
 ]
 
 [[package]]
@@ -1213,7 +1228,7 @@ files = [
 
 [[package]]
 name = "uvicorn"
-version = "0.24.0.post1"
+version = "0.25.0"
 requires_python = ">=3.8"
 summary = "The lightning-fast ASGI server."
 dependencies = [
@@ -1221,17 +1236,17 @@ dependencies = [
     "h11>=0.8",
 ]
 files = [
-    {file = "uvicorn-0.24.0.post1-py3-none-any.whl", hash = "sha256:7c84fea70c619d4a710153482c0d230929af7bcf76c7bfa6de151f0a3a80121e"},
-    {file = "uvicorn-0.24.0.post1.tar.gz", hash = "sha256:09c8e5a79dc466bdf28dead50093957db184de356fcdc48697bad3bde4c2588e"},
+    {file = "uvicorn-0.25.0-py3-none-any.whl", hash = "sha256:ce107f5d9bd02b4636001a77a4e74aab5e1e2b146868ebbad565237145af444c"},
+    {file = "uvicorn-0.25.0.tar.gz", hash = "sha256:6dddbad1d7ee0f5140aba5ec138ddc9612c5109399903828b4874c9937f009c2"},
 ]
 
 [[package]]
 name = "wcwidth"
-version = "0.2.8"
+version = "0.2.12"
 summary = "Measures the displayed width of unicode strings in a terminal"
 files = [
-    {file = "wcwidth-0.2.8-py2.py3-none-any.whl", hash = "sha256:77f719e01648ed600dfa5402c347481c0992263b81a027344f3e1ba25493a704"},
-    {file = "wcwidth-0.2.8.tar.gz", hash = "sha256:8705c569999ffbb4f6a87c6d1b80f324bd6db952f5eb0b95bc07517f4c1813d4"},
+    {file = "wcwidth-0.2.12-py2.py3-none-any.whl", hash = "sha256:f26ec43d96c8cbfed76a5075dac87680124fa84e0855195a6184da9c187f133c"},
+    {file = "wcwidth-0.2.12.tar.gz", hash = "sha256:f01c104efdf57971bcb756f054dd58ddec5204dd15fa31d6503ea57947d97c02"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index ea45bd1..0440f08 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,26 +6,26 @@ authors = [
     {name = "phil", email = "phil.dev@philome.mooo.com"},
 ]
 dependencies = [
-    "fastapi>=0.104.1",
-    "uvicorn>=0.23.2",
-    "pandas>=2.1.1",
-    "geopandas>=0.14.0",
-    "psycopg2-binary>=2.9.9",
-    "sqlalchemy[asyncio]",
-    "asyncpg>=0.28.0",
-    "python-jose[cryptography]>=3.3.0",
-    "geoalchemy2>=0.14.2",
-    "pyyaml>=6.0.1",
-    "python-multipart>=0.0.6",
-    "pydantic-settings>=2.0.3",
-    "itsdangerous>=2.1.2",
-    "passlib[bcrypt]>=1.7.4",
-    "pyshp>=2.3.1",
-    "orjson>=3.9.10",
-    "sqlmodel>=0.0.14",
-    "redis>=5.0.1",
-    "websockets>=12.0",
     "apscheduler>=3.10.4",
+    "asyncpg>=0.28.0",
+    "fastapi>=0.104.1",
+    "geoalchemy2>=0.14.2",
+    "geopandas>=0.14.0",
+    "itsdangerous>=2.1.2",
+    "orjson>=3.9.10",
+    "pandas>=2.1.1",
+    "passlib[bcrypt]>=1.7.4",
+    "psycopg2-binary>=2.9.9",
+    "pydantic-settings>=2.0.3",
+    "pyshp>=2.3.1",
+    "python-jose[cryptography]>=3.3.0",
+    "python-multipart>=0.0.6",
+    "pyyaml>=6.0.1",
+    "redis>=5.0.1",
+    "sqlalchemy[asyncio]>=2.0.23",
+    "sqlmodel>=0.0.14",
+    "uvicorn>=0.23.2",
+    "websockets>=12.0",
 ]
 requires-python = ">=3.11"
 readme = "README.md"
@@ -36,14 +36,18 @@ requires = ["pdm-backend"]
 build-backend = "pdm.backend"
 
 [project.optional-dependencies]
-dev = [
-    "ipdb>=0.13.13",
-    "pretty-errors>=1.2.25",
-]
 contextily = ["contextily>=1.4.0"]
-all = ["gisaf[contextily]"]
+mqtt = ["aiomqtt>=1.2.1"]
+all = ["gisaf[contextily]", "gisaf[mqtt]"]
 
 [tool.pdm.version]
 source = "scm"
 write_to = "gisaf/_version.py"
 write_template = "__version__ = '{}'"
+
+[tool.pdm.dev-dependencies]
+dev = [
+    "ipdb>=0.13.13",
+    "pandas-stubs>=2.1.4.231218",
+    "pretty-errors>=1.2.25",
+]
diff --git a/src/gisaf/_version.py b/src/gisaf/_version.py
index a8bdcb8..66fc9d4 100644
--- a/src/gisaf/_version.py
+++ b/src/gisaf/_version.py
@@ -1 +1 @@
-__version__ = '0.1.dev9+g47df53f.d20231221'
\ No newline at end of file
+__version__ = '2023.4.dev11+g5c9d82f.d20231223'
\ No newline at end of file