diff --git a/docker-compose.yml b/docker-compose.yml
index 7f7e018..3c380d3 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -18,6 +18,8 @@ services:
     ports:
       - 8081:8081
     environment:
+      ME_CONFIG_BASICAUTH_USERNAME: root
+      ME_CONFIG_BASICAUTH_PASSWORD: root
       ME_CONFIG_MONGODB_ADMINUSERNAME: root
       ME_CONFIG_MONGODB_ADMINPASSWORD: root
       ME_CONFIG_MONGODB_URL: mongodb://root:root@mongo:27017/
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 83cd73c..a6833c9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,16 @@
 # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
+[[package]]
+name = "annotated-types"
+version = "0.6.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+]
+
 [[package]]
 name = "appdirs"
 version = "1.4.4"
@@ -75,6 +86,24 @@ six = "*"
 [package.extras]
 visualize = ["Twisted (>=16.1.1)", "graphviz (>0.5.1)"]
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.12.2"
+description = "Screen-scraping library"
+optional = false
+python-versions = ">=3.6.0"
+files = [
+    {file = "beautifulsoup4-4.12.2-py3-none-any.whl", hash = "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"},
+    {file = "beautifulsoup4-4.12.2.tar.gz", hash = "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da"},
+]
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
 [[package]]
 name = "binance-connector"
 version = "1.18.0"
@@ -95,33 +124,29 @@ Twisted = ">=21.2.0"
 
 [[package]]
 name = "black"
-version = "23.9.1"
+version = "23.11.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "black-23.11.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:250d7e60f323fcfc8ea6c800d5eba12f7967400eb6c2d21ae85ad31c204fb1f4"},
+    {file = "black-23.11.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5133f5507007ba08d8b7b263c7aa0f931af5ba88a29beacc4b2dc23fcefe9c06"},
+    {file = "black-23.11.0-cp39-cp39-win_amd64.whl", hash = "sha256:421f3e44aa67138ab1b9bfbc22ee3780b22fa5b291e4db8ab7eee95200726b07"},
+    {file = "black-23.11.0-py3-none-any.whl", hash = "sha256:54caaa703227c6e0c87b76326d0862184729a69b73d3b7305b6288e1d830067e"},
+    {file = "black-23.11.0.tar.gz", hash = "sha256:4c68855825ff432d197229846f971bc4d6666ce90492e5b02013bcaca4d9ab05"},
 ]
 
 [package.dependencies]
@@ -141,13 +166,13 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2023.7.22"
+version = "2023.11.17"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
-    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
+    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
 ]
 
 [[package]]
@@ -216,101 +241,101 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.0"
+version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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-
 [[package]]
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 [package.dependencies]
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 test = ["pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "dnspython"
+version = "2.4.2"
+description = "DNS toolkit"
+optional = false
+python-versions = ">=3.8,<4.0"
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+wmi = ["wmi (>=1.5.1,<2.0.0)"]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.1.3"
@@ -489,6 +519,73 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
+[[package]]
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+[[package]]
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+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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+[package.dependencies]
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+webencodings = "*"
+
+[package.extras]
+all = ["chardet (>=2.2)", "genshi", "lxml"]
+chardet = ["chardet (>=2.2)"]
+genshi = ["genshi"]
+lxml = ["lxml"]
+
 [[package]]
 name = "hyperlink"
 version = "21.0.0"
@@ -660,6 +757,41 @@ html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
 source = ["Cython (>=0.29.35)"]
 
+[[package]]
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+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
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+[package.extras]
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+code-style = ["pre-commit (>=3.0,<4.0)"]
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+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
+[[package]]
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+version = "0.1.2"
+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "mongomock"
 version = "4.1.2"
@@ -756,36 +888,47 @@ setuptools = "*"
 
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+version = "1.26.2"
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 python-versions = ">=3.9"
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 xml = ["lxml (>=4.8.0)"]
 
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+
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 [package.dependencies]
@@ -1169,13 +1388,13 @@ dev = ["twine (>=3.4.1)"]
 
 [[package]]
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-version = "7.4.2"
+version = "7.4.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1223,13 +1442,13 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "0.21.0"
+version = "1.0.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1269,21 +1488,21 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "rich"
-version = "12.6.0"
+version = "13.7.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
-python-versions = ">=3.6.3,<4.0.0"
+python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
-commonmark = ">=0.9.0,<0.10.0"
-pygments = ">=2.6.0,<3.0.0"
+markdown-it-py = ">=2.2.0"
+pygments = ">=2.13.0,<3.0.0"
 
 [package.extras]
-jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "ruff"
@@ -1313,36 +1532,36 @@ files = [
 
 [[package]]
 name = "scipy"
-version = "1.11.3"
+version = "1.11.4"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
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 ]
 
 [package.dependencies]
@@ -1405,13 +1624,13 @@ testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jar
 
 [[package]]
 name = "shellingham"
-version = "1.5.3"
+version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "shellingham-1.5.3-py2.py3-none-any.whl", hash = "sha256:419c6a164770c9c7cfcaeddfacb3d31ac7a8db0b0f3e9c1287679359734107e9"},
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+    {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
 ]
 
 [[package]]
@@ -1425,6 +1644,17 @@ files = [
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 ]
 
+[[package]]
+name = "soupsieve"
+version = "2.5"
+description = "A modern CSS selector implementation for Beautiful Soup."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -1438,13 +1668,13 @@ files = [
 
 [[package]]
 name = "twisted"
-version = "23.8.0"
+version = "23.10.0"
 description = "An asynchronous networking framework written in Python"
 optional = false
-python-versions = ">=3.7.1"
+python-versions = ">=3.8.0"
 files = [
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+    {file = "twisted-23.10.0.tar.gz", hash = "sha256:987847a0790a2c597197613686e2784fd54167df3a55d0fb17c8412305d76ce5"},
 ]
 
 [package.dependencies]
@@ -1454,19 +1684,18 @@ constantly = ">=15.1"
 hyperlink = ">=17.1.1"
 incremental = ">=22.10.0"
 twisted-iocpsupport = {version = ">=1.0.2,<2", markers = "platform_system == \"Windows\""}
-typing-extensions = ">=3.10.0"
+typing-extensions = ">=4.2.0"
 zope-interface = ">=5"
 
 [package.extras]
-all-non-platform = ["twisted[conch,contextvars,http2,serial,test,tls]", "twisted[conch,contextvars,http2,serial,test,tls]"]
+all-non-platform = ["twisted[conch,http2,serial,test,tls]", "twisted[conch,http2,serial,test,tls]"]
 conch = ["appdirs (>=1.4.0)", "bcrypt (>=3.1.3)", "cryptography (>=3.3)"]
-contextvars = ["contextvars (>=2.4,<3)"]
 dev = ["coverage (>=6b1,<7)", "pyflakes (>=2.2,<3.0)", "python-subunit (>=1.4,<2.0)", "twisted[dev-release]", "twistedchecker (>=0.7,<1.0)"]
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+dev-release = ["pydoctor (>=23.9.0,<23.10.0)", "pydoctor (>=23.9.0,<23.10.0)", "sphinx (>=6,<7)", "sphinx (>=6,<7)", "sphinx-rtd-theme (>=1.3,<2.0)", "sphinx-rtd-theme (>=1.3,<2.0)", "towncrier (>=23.6,<24.0)", "towncrier (>=23.6,<24.0)"]
 gtk-platform = ["pygobject", "pygobject", "twisted[all-non-platform]", "twisted[all-non-platform]"]
 http2 = ["h2 (>=3.0,<5.0)", "priority (>=1.1.0,<2.0)"]
 macos-platform = ["pyobjc-core", "pyobjc-core", "pyobjc-framework-cfnetwork", "pyobjc-framework-cfnetwork", "pyobjc-framework-cocoa", "pyobjc-framework-cocoa", "twisted[all-non-platform]", "twisted[all-non-platform]"]
-mypy = ["mypy (==0.981)", "mypy-extensions (==0.4.3)", "mypy-zope (==0.3.11)", "twisted[all-non-platform,dev]", "types-pyopenssl", "types-setuptools"]
+mypy = ["mypy (>=1.5.1,<1.6.0)", "mypy-zope (>=1.0.1,<1.1.0)", "twisted[all-non-platform,dev]", "types-pyopenssl", "types-setuptools"]
 osx-platform = ["twisted[macos-platform]", "twisted[macos-platform]"]
 serial = ["pyserial (>=3.0)", "pywin32 (!=226)"]
 test = ["cython-test-exception-raiser (>=1.0.2,<2)", "hypothesis (>=6.56)", "pyhamcrest (>=2)"]
@@ -1519,26 +1748,27 @@ twisted = ["twisted (>=20.3.0)", "zope.interface (>=5.2.0)"]
 
 [[package]]
 name = "typer"
-version = "0.7.0"
+version = "0.9.0"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "typer-0.7.0-py3-none-any.whl", hash = "sha256:b5e704f4e48ec263de1c0b3a2387cd405a13767d2f907f44c1a08cbad96f606d"},
-    {file = "typer-0.7.0.tar.gz", hash = "sha256:ff797846578a9f2a201b53442aedeb543319466870fbe1c701eab66dd7681165"},
+    {file = "typer-0.9.0-py3-none-any.whl", hash = "sha256:5d96d986a21493606a358cae4461bd8cdf83cbf33a5aa950ae629ca3b51467ee"},
+    {file = "typer-0.9.0.tar.gz", hash = "sha256:50922fd79aea2f4751a8e0408ff10d2662bd0c8bbfa84755a699f3bada2978b2"},
 ]
 
 [package.dependencies]
 click = ">=7.1.1,<9.0.0"
 colorama = {version = ">=0.4.3,<0.5.0", optional = true, markers = "extra == \"all\""}
-rich = {version = ">=10.11.0,<13.0.0", optional = true, markers = "extra == \"all\""}
+rich = {version = ">=10.11.0,<14.0.0", optional = true, markers = "extra == \"all\""}
 shellingham = {version = ">=1.3.0,<2.0.0", optional = true, markers = "extra == \"all\""}
+typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["colorama (>=0.4.3,<0.5.0)", "rich (>=10.11.0,<13.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+all = ["colorama (>=0.4.3,<0.5.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
 doc = ["cairosvg (>=2.5.2,<3.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pillow (>=9.3.0,<10.0.0)"]
-test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<13.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 
 [[package]]
 name = "typing-extensions"
@@ -1564,39 +1794,54 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.0.6"
+version = "2.1.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.0.6-py3-none-any.whl", hash = "sha256:7a7c7003b000adf9e7ca2a377c9688bbc54ed41b985789ed576570342a375cd2"},
-    {file = "urllib3-2.0.6.tar.gz", hash = "sha256:b19e1a85d206b56d7df1d5e683df4a7725252a964e3993648dd0fb5a1c157564"},
+    {file = "urllib3-2.1.0-py3-none-any.whl", hash = "sha256:55901e917a5896a349ff771be919f8bd99aff50b79fe58fec595eb37bbc56bb3"},
+    {file = "urllib3-2.1.0.tar.gz", hash = "sha256:df7aa8afb0148fa78488e7899b2c59b5f4ffcfa82e6c54ccb9dd37c1d7b52d54"},
 ]
 
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
-secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+optional = false
+python-versions = "*"
+files = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+
 [[package]]
 name = "yfinance"
-version = "0.1.87"
+version = "0.2.32"
 description = "Download market data from Yahoo! Finance API"
 optional = false
 python-versions = "*"
 files = [
-    {file = "yfinance-0.1.87-py2.py3-none-any.whl", hash = "sha256:1011dcb9f60a4eaffb87d7b24319acfa1e5f4cd124b412bfa5437d6143ad5170"},
-    {file = "yfinance-0.1.87.tar.gz", hash = "sha256:78eaeff72a2e903cae08a2b45febeac2d0f99556febfae24f702f198bfc34fd4"},
+    {file = "yfinance-0.2.32-py2.py3-none-any.whl", hash = "sha256:1a825a6f6201fb4204a4fc81e27c7bd5179a640e06f861316242d31d30cee035"},
+    {file = "yfinance-0.2.32.tar.gz", hash = "sha256:fed6e37702af75a6c07c8c2e1c56a5331a4d4f341634995ebc735f1df06ea543"},
 ]
 
 [package.dependencies]
 appdirs = ">=1.4.4"
-lxml = ">=4.5.1"
+beautifulsoup4 = ">=4.11.1"
+frozendict = ">=2.3.4"
+html5lib = ">=1.1"
+lxml = ">=4.9.1"
 multitasking = ">=0.0.7"
-numpy = ">=1.15"
-pandas = ">=0.24.0"
-requests = ">=2.26"
+numpy = ">=1.16.5"
+pandas = ">=1.3.0"
+peewee = ">=3.16.2"
+pytz = ">=2022.5"
+requests = ">=2.31"
 
 [[package]]
 name = "zope-interface"
@@ -1654,4 +1899,4 @@ testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.13"
-content-hash = "be8c83a80c63c31f20f4f80c087f0795c83fc661cfc6bda0d0e5ce0e2a2fe712"
+content-hash = "9e71e7710167a28ae0e3c583f97377054ba64ccdfd70cc2aafd3eeee36b17ab5"
diff --git a/pyproject.toml b/pyproject.toml
index 4a3b849..8d43bcc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,8 +3,9 @@ name = "algorithmic-trader"
 description = "Trading bot with support for realtime trading, backtesting, custom strategies and much more"
 authors = ["Idan Yael"]
 maintainers = ["Idan Yael"]
+packages = [{ include = "algotrader", from = "src" }]
 readme = "README.md"
-version = "0.0.6.post1.dev0+7aabc15"
+version = "0.0.0"
 keywords = ["algo-trader", "trading", "backtesting", "strategy", "bot"]
 license = "MIT"
 classifiers = [
@@ -38,20 +39,21 @@ target-version = ['py311']
 
 
 [tool.poetry-dynamic-versioning]
-enable = false
+enable = true
 
 [tool.poetry.dependencies]
 python = ">=3.10,<3.13"
 newtulipy = "0.4.6"
-pymongo = "3.12.0"
+pymongo = "4.6.0"
 mongomock = "4.1.2"
-scipy = "1.11.3"
-yfinance = "0.1.87"
-typer = { version = "0.7.0", extras = ["all"] }
+scipy = "1.11.4"
+yfinance = "0.2.32"
+typer = { version = "0.9.0", extras = ["all"] }
 coverage = "7.3.2"
 binance-connector = "1.18.0"
-python-dotenv = "0.21.0"
+python-dotenv = "1.0.0"
 ibapi = {path = "libs/ib_client"}
+pydantic = "^2.4.2"
 
 [build-system]
 requires = ["poetry-core>=1.0.0", "poetry-dynamic-versioning>=1.0.0,<2.0.0"]
@@ -74,3 +76,23 @@ bug-tracker = "https://github.com/idanya/algo-trader/issues"
 
 [tool.pytest.ini_options]
 pythonpath = ["src"]
+
+[tool.pyright]
+include = ["src/"]
+exclude = ["**/node_modules",
+    "src/algotrader/providers/ib/",
+    "**/__pycache__",
+    "libs/",
+]
+defineConstant = { DEBUG = true }
+venv = "env311"
+
+reportMissingImports = true
+reportMissingTypeStubs = false
+
+pythonVersion = "3.11"
+pythonPlatform = "Linux"
+
+executionEnvironments = [
+  { root = "src" }
+]
\ No newline at end of file
diff --git a/src/algotrader/entities/attachments/__init__.py b/src/algotrader/entities/attachments/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/algotrader/entities/attachments/assets_correlation.py b/src/algotrader/entities/attachments/assets_correlation.py
new file mode 100644
index 0000000..6248b68
--- /dev/null
+++ b/src/algotrader/entities/attachments/assets_correlation.py
@@ -0,0 +1,8 @@
+from typing import Literal
+
+from algotrader.entities.attachments.technicals import IndicatorValue
+from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
+
+
+class AssetCorrelation(GenericCandleAttachment[IndicatorValue]):
+    type: Literal["AssetCorrelation"] = "AssetCorrelation"
diff --git a/src/algotrader/entities/attachments/nothing.py b/src/algotrader/entities/attachments/nothing.py
new file mode 100644
index 0000000..692fb15
--- /dev/null
+++ b/src/algotrader/entities/attachments/nothing.py
@@ -0,0 +1,12 @@
+from __future__ import annotations
+
+from typing import Literal
+
+from pydantic import Field
+
+from algotrader.entities.base_dto import BaseEntity
+
+
+class NothingClass(BaseEntity):
+    type: Literal["NothingClass"] = "NothingClass"
+    nothing: str = Field(default="nothing-at-all")
diff --git a/src/algotrader/entities/attachments/returns.py b/src/algotrader/entities/attachments/returns.py
new file mode 100644
index 0000000..e4ef3b2
--- /dev/null
+++ b/src/algotrader/entities/attachments/returns.py
@@ -0,0 +1,9 @@
+from __future__ import annotations
+
+from typing import Literal
+
+from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
+
+
+class Returns(GenericCandleAttachment[float]):
+    type: Literal["Returns"] = "Returns"
diff --git a/src/algotrader/entities/attachments/technicals.py b/src/algotrader/entities/attachments/technicals.py
new file mode 100644
index 0000000..970b63f
--- /dev/null
+++ b/src/algotrader/entities/attachments/technicals.py
@@ -0,0 +1,11 @@
+from __future__ import annotations
+
+from typing import Literal, Union, List
+
+from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
+
+IndicatorValue = Union[List[float], float]
+
+
+class Indicators(GenericCandleAttachment[IndicatorValue]):
+    type: Literal["Indicators"] = "Indicators"
diff --git a/src/algotrader/entities/attachments/technicals_buckets_matcher.py b/src/algotrader/entities/attachments/technicals_buckets_matcher.py
new file mode 100644
index 0000000..b9a642e
--- /dev/null
+++ b/src/algotrader/entities/attachments/technicals_buckets_matcher.py
@@ -0,0 +1,8 @@
+from typing import Union, List, Literal
+
+from algotrader.entities.bucket import Bucket
+from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
+
+
+class IndicatorsMatchedBuckets(GenericCandleAttachment[Union[List[Bucket], Bucket]]):
+    type: Literal["IndicatorsMatchedBuckets"] = "IndicatorsMatchedBuckets"
diff --git a/src/algotrader/entities/attachments/technicals_normalizer.py b/src/algotrader/entities/attachments/technicals_normalizer.py
new file mode 100644
index 0000000..655ffdc
--- /dev/null
+++ b/src/algotrader/entities/attachments/technicals_normalizer.py
@@ -0,0 +1,10 @@
+from __future__ import annotations
+
+from typing import Literal
+
+from algotrader.entities.attachments.technicals import IndicatorValue
+from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
+
+
+class NormalizedIndicators(GenericCandleAttachment[IndicatorValue]):
+    type: Literal["NormalizedIndicators"] = "NormalizedIndicators"
diff --git a/src/algotrader/entities/base_dto.py b/src/algotrader/entities/base_dto.py
new file mode 100644
index 0000000..aa773a0
--- /dev/null
+++ b/src/algotrader/entities/base_dto.py
@@ -0,0 +1,11 @@
+from datetime import datetime
+from typing import ClassVar
+
+from pydantic import BaseModel, Field
+
+
+class BaseEntity(BaseModel):
+    _types: ClassVar[dict[str, type]] = {}
+
+    created_at: datetime = Field(default_factory=datetime.utcnow)
+    updated_at: datetime = Field(default_factory=datetime.utcnow)
diff --git a/src/algotrader/entities/bucket.py b/src/algotrader/entities/bucket.py
index f2fcda5..ec9a68d 100644
--- a/src/algotrader/entities/bucket.py
+++ b/src/algotrader/entities/bucket.py
@@ -1,29 +1,26 @@
 from __future__ import annotations
 
-from typing import Dict, List, Union
+import math
+from typing import List, Union, Optional
 
-from algotrader.entities.serializable import Serializable, Deserializable
+from pydantic import Field
 
+from algotrader.entities.base_dto import BaseEntity
 
-class Bucket(Serializable, Deserializable):
-    def __init__(self, ident: int, start: float = float("-inf"), end: float = float("inf")) -> None:
-        super().__init__()
-        self.ident = ident
-        self.start = start
-        self.end = end
 
-    @classmethod
-    def deserialize(cls, data: Dict) -> Bucket:
-        return Bucket(data["ident"], data["start"], data["end"])
+class Bucket(BaseEntity):
+    ident: float
+    start: Optional[float] = Field(default=-math.inf)
+    end: Optional[float] = Field(default=math.inf)
 
-    def serialize(self) -> Dict:
-        obj = super().serialize()
-        obj.update({"ident": self.ident, "start": self.start, "end": self.end})
+    @property
+    def get_start(self):
+        return self.start or -math.inf
 
-        return obj
+    @property
+    def get_end(self):
+        return self.end or math.inf
 
 
 BucketList = List[Bucket]
 CompoundBucketList = Union[List[BucketList], BucketList]
-
-Bucket(0)
diff --git a/src/algotrader/entities/bucketscontainer.py b/src/algotrader/entities/bucketscontainer.py
index 316bab9..a75901e 100644
--- a/src/algotrader/entities/bucketscontainer.py
+++ b/src/algotrader/entities/bucketscontainer.py
@@ -2,15 +2,15 @@
 
 from typing import Dict, Optional, ItemsView
 
+from pydantic import Field
+
+from algotrader.entities.base_dto import BaseEntity
 from algotrader.entities.bucket import Bucket, CompoundBucketList
-from algotrader.entities.serializable import Serializable, Deserializable
 from algotrader.serialization.store import DeserializationService
 
 
-class BucketsContainer(Serializable, Deserializable):
-    def __init__(self) -> None:
-        super().__init__()
-        self.bins: Dict[str, CompoundBucketList] = {}
+class BucketsContainer(BaseEntity):
+    bins: dict[str, CompoundBucketList] = Field(default_factory=dict)
 
     def items(self) -> ItemsView[str, CompoundBucketList]:
         return self.bins.items()
diff --git a/src/algotrader/entities/candle.py b/src/algotrader/entities/candle.py
index a17f0a0..183c92e 100644
--- a/src/algotrader/entities/candle.py
+++ b/src/algotrader/entities/candle.py
@@ -1,12 +1,13 @@
 from __future__ import annotations
 
 from datetime import datetime
-from typing import Dict, Optional
+from typing import Optional, Annotated, Literal
 
-from algotrader.entities.candle_attachments import CandleAttachments
-from algotrader.entities.serializable import Serializable, Deserializable
+from pydantic import Field
+
+from algotrader.entities.base_dto import BaseEntity
+from algotrader.entities.candle_attachments import CandleAttachment
 from algotrader.entities.timespan import TimeSpan
-from algotrader.serialization.store import DeserializationService
 
 
 def timestamp_to_str(d: datetime) -> str:
@@ -17,60 +18,26 @@ def str_to_timestamp(d: str) -> datetime:
     return datetime.strptime(d, "%Y%m%d %H:%M:%S.%f")
 
 
-class Candle(Serializable, Deserializable):
-    def __init__(
-        self,
-        symbol: str,
-        time_span: TimeSpan,
-        timestamp: datetime,
-        open: float,
-        close: float,
-        high: float,
-        low: float,
-        volume: float,
-        attachments: Optional[CandleAttachments] = None,
-    ):
-        self.symbol = symbol
-        self.timestamp = timestamp
-        self.time_span = time_span
+class Candle(BaseEntity):
+    type: Literal["Candle"] = "Candle"
+    symbol: str
+    timestamp: datetime
+    time_span: TimeSpan
+
+    open: float
+    close: float
+    high: float
+    low: float
+    volume: float
 
-        self.open = open
-        self.close = close
-        self.high = high
-        self.low = low
-        self.volume = volume
-        self.attachments = attachments or CandleAttachments()
+    attachments: Optional[dict[str, Annotated[CandleAttachment, Field(discriminator="type")]]] = None
 
-    def add_attachement(self, key: str, data: Serializable):
-        self.attachments.add_attachement(key, data)
+    def add_attachment(self, key: str, entity: BaseEntity):
+        if not self.attachments:
+            self.attachments = {}
 
-    def serialize(self) -> Dict:
-        obj = super().serialize()
-        obj.update(
-            {
-                "symbol": self.symbol,
-                "timestamp": timestamp_to_str(self.timestamp),
-                "timespan": self.time_span.value,
-                "open": self.open,
-                "close": self.close,
-                "high": self.high,
-                "low": self.low,
-                "volume": self.volume,
-                "attachments": self.attachments.serialize(),
-            }
-        )
-        return obj
+        self.attachments[key] = entity
 
-    @classmethod
-    def deserialize(cls, data: Dict) -> Candle:
-        return cls(
-            data["symbol"],
-            TimeSpan(data["timespan"]),
-            str_to_timestamp(data["timestamp"]),
-            data["open"],
-            data["close"],
-            data["high"],
-            data["low"],
-            data["volume"],
-            DeserializationService.deserialize(data.get("attachments")),
-        )
+    def get_attachment(self, key: str) -> Optional[CandleAttachment]:
+        if self.attachments:
+            return self.attachments.get(key)
diff --git a/src/algotrader/entities/candle_attachments.py b/src/algotrader/entities/candle_attachments.py
index fdd492e..8bf62a1 100644
--- a/src/algotrader/entities/candle_attachments.py
+++ b/src/algotrader/entities/candle_attachments.py
@@ -1,10 +1,17 @@
 from __future__ import annotations
 
-from typing import Dict, Optional
+from typing import Dict, Optional, Union
 
+from algotrader.entities.attachments.nothing import NothingClass
 from algotrader.entities.serializable import Serializable, Deserializable
+from algotrader.entities.attachments.technicals_buckets_matcher import IndicatorsMatchedBuckets
+from algotrader.entities.attachments.assets_correlation import AssetCorrelation
+from algotrader.entities.attachments.technicals import Indicators
+from algotrader.entities.attachments.technicals_normalizer import NormalizedIndicators
 from algotrader.serialization.store import DeserializationService
 
+CandleAttachment = Union[NothingClass, NormalizedIndicators, Indicators, AssetCorrelation, IndicatorsMatchedBuckets]
+
 
 class CandleAttachments(Serializable, Deserializable):
     def __init__(self) -> None:
diff --git a/src/algotrader/entities/generic_candle_attachment.py b/src/algotrader/entities/generic_candle_attachment.py
index a1873a5..9202433 100644
--- a/src/algotrader/entities/generic_candle_attachment.py
+++ b/src/algotrader/entities/generic_candle_attachment.py
@@ -1,55 +1,34 @@
 from __future__ import annotations
 
-from typing import Dict, TypeVar, Generic, Optional, ItemsView, Union
+from typing import Dict, TypeVar, Generic, Optional, ItemsView
 
-from algotrader.entities.serializable import Serializable, Deserializable
+from pydantic import Field
+
+from algotrader.entities.base_dto import BaseEntity
 
 T = TypeVar("T")
 
 
-class GenericCandleAttachment(Generic[T], Serializable, Deserializable):
-    def __init__(self) -> None:
-        super().__init__()
-        self._data: Dict[str, T] = {}
+class GenericCandleAttachment(Generic[T], BaseEntity):
+    data: Dict[str, T] = Field(default_factory=dict)
 
     def __getitem__(self, key):
-        return self._data[key]
+        return self.data[key]
 
     def set(self, key: str, value: T):
-        self._data[key] = value
+        self.data[key] = value
 
     def get(self, key: str) -> Optional[T]:
-        return self._data[key]
+        return self.data[key]
 
     def items(self) -> ItemsView[str, T]:
         data = {}
-        for k, v in self._data.items():
+        for k, v in self.data.items():
             if k == "__class__":
                 continue
             data.update({k: v})
 
         return data.items()
 
-    @classmethod
-    def deserialize(cls, data: Dict) -> GenericCandleAttachment:
-        obj = GenericCandleAttachment()
-        obj._data = data
-        return obj
-
-    def serialize(self) -> Dict:
-        obj = super().serialize()
-        for k, v in self._data.items():
-            if v:
-                if isinstance(v, list):
-                    obj[k] = [self._serialized_value(x) for x in v]
-                else:
-                    obj[k] = self._serialized_value(v)
-
-        return obj
-
-    @staticmethod
-    def _serialized_value(value: Union[any, Serializable]):
-        return value.serialize() if isinstance(value, Serializable) else value
-
     def has(self, key: str):
-        return key in self._data and self._data[key] is not None
+        return key in self.data and self.data[key] is not None
diff --git a/src/algotrader/pipeline/builders/__init__.py b/src/algotrader/pipeline/builders/__init__.py
index 822471e..5252ad4 100644
--- a/src/algotrader/pipeline/builders/__init__.py
+++ b/src/algotrader/pipeline/builders/__init__.py
@@ -2,24 +2,22 @@
 from algotrader.pipeline.configs.indicator_config import IndicatorConfig
 from algotrader.pipeline.configs.technical_processor_config import TechnicalsProcessorConfig
 
-TECHNICAL_PROCESSOR_CONFIG = TechnicalsProcessorConfig(
-    [
-        IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
-        IndicatorConfig("sma20", TechnicalCalculation.SMA, [20]),
-        IndicatorConfig("cci7", TechnicalCalculation.CCI, [7]),
-        IndicatorConfig("cci14", TechnicalCalculation.CCI, [14]),
-        IndicatorConfig("macd", TechnicalCalculation.MACD, [2, 5, 9]),
-        IndicatorConfig("rsi7", TechnicalCalculation.CCI, [7]),
-        IndicatorConfig("rsi14", TechnicalCalculation.CCI, [14]),
-        IndicatorConfig("adxr5", TechnicalCalculation.ADXR, [5]),
-        IndicatorConfig("stddev5", TechnicalCalculation.STDDEV, [5]),
-        IndicatorConfig("ema5", TechnicalCalculation.EMA, [5]),
-        IndicatorConfig("ema20", TechnicalCalculation.EMA, [20]),
-        IndicatorConfig("mom5", TechnicalCalculation.MOM, [5]),
-        IndicatorConfig("natr5", TechnicalCalculation.NATR, [5]),
-        IndicatorConfig("meandev5", TechnicalCalculation.MEANDEV, [5]),
-        IndicatorConfig("obv", TechnicalCalculation.OBV, []),
-        IndicatorConfig("var5", TechnicalCalculation.VAR, [5]),
-        IndicatorConfig("vosc", TechnicalCalculation.VOSC, [2, 5]),
-    ]
-)
+TECHNICAL_PROCESSOR_CONFIG = TechnicalsProcessorConfig([
+    IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
+    IndicatorConfig("sma20", TechnicalCalculation.SMA, [20]),
+    IndicatorConfig("cci7", TechnicalCalculation.CCI, [7]),
+    IndicatorConfig("cci14", TechnicalCalculation.CCI, [14]),
+    IndicatorConfig("macd", TechnicalCalculation.MACD, [2, 5, 9]),
+    IndicatorConfig("rsi7", TechnicalCalculation.CCI, [7]),
+    IndicatorConfig("rsi14", TechnicalCalculation.CCI, [14]),
+    IndicatorConfig("adxr5", TechnicalCalculation.ADXR, [5]),
+    IndicatorConfig("stddev5", TechnicalCalculation.STDDEV, [5]),
+    IndicatorConfig("ema5", TechnicalCalculation.EMA, [5]),
+    IndicatorConfig("ema20", TechnicalCalculation.EMA, [20]),
+    IndicatorConfig("mom5", TechnicalCalculation.MOM, [5]),
+    IndicatorConfig("natr5", TechnicalCalculation.NATR, [5]),
+    IndicatorConfig("meandev5", TechnicalCalculation.MEANDEV, [5]),
+    IndicatorConfig("obv", TechnicalCalculation.OBV, []),
+    IndicatorConfig("var5", TechnicalCalculation.VAR, [5]),
+    IndicatorConfig("vosc", TechnicalCalculation.VOSC, [2, 5]),
+])
diff --git a/src/algotrader/pipeline/pipeline.py b/src/algotrader/pipeline/pipeline.py
index baee2f0..1341773 100644
--- a/src/algotrader/pipeline/pipeline.py
+++ b/src/algotrader/pipeline/pipeline.py
@@ -19,13 +19,11 @@ def __init__(self, source: Source, processor: Processor, terminator: Optional[Te
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "source": self.source.serialize(),
-                "processor": self.processor.serialize(),
-                "terminator": self.terminator.serialize() if self.terminator else None,
-            }
-        )
+        obj.update({
+            "source": self.source.serialize(),
+            "processor": self.processor.serialize(),
+            "terminator": self.terminator.serialize() if self.terminator else None,
+        })
         return obj
 
     @classmethod
@@ -40,7 +38,7 @@ def run(self, context: SharedContext) -> None:
         self.logger.info("Starting pipeline...")
 
         for candle in self.source.read():
-            self.logger.debug("Processing candle: %s\r", candle.serialize())
+            self.logger.debug("Processing candle: %s\r", candle.model_dump())
             self.processor.process(context, candle)
 
         if self.terminator:
diff --git a/src/algotrader/pipeline/processors/__init__.py b/src/algotrader/pipeline/processors/__init__.py
index f5b99f3..9b19583 100644
--- a/src/algotrader/pipeline/processors/__init__.py
+++ b/src/algotrader/pipeline/processors/__init__.py
@@ -5,7 +5,6 @@
 from algotrader.pipeline.processors.storage_provider_sink import StorageSinkProcessor
 from algotrader.pipeline.processors.strategy import StrategyProcessor
 from algotrader.pipeline.processors.technicals import TechnicalsProcessor
-from algotrader.pipeline.processors.technicals_buckets_matcher import IndicatorsMatchedBuckets
 from algotrader.pipeline.processors.technicals_normalizer import TechnicalsNormalizerProcessor
 from algotrader.pipeline.processors.timespan_change import TimeSpanChangeProcessor
 
@@ -17,7 +16,6 @@
     "StorageSinkProcessor",
     "StrategyProcessor",
     "TechnicalsProcessor",
-    "IndicatorsMatchedBuckets",
     "TechnicalsNormalizerProcessor",
     "TimeSpanChangeProcessor",
 ]
diff --git a/src/algotrader/pipeline/processors/assets_correlation.py b/src/algotrader/pipeline/processors/assets_correlation.py
index 5e2d12e..3f7e398 100644
--- a/src/algotrader/pipeline/processors/assets_correlation.py
+++ b/src/algotrader/pipeline/processors/assets_correlation.py
@@ -3,25 +3,17 @@
 
 from scipy import spatial
 
+from algotrader.entities.attachments.assets_correlation import AssetCorrelation
 from algotrader.entities.candle import Candle
 from algotrader.entities.event import Event
-from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
 from algotrader.pipeline.processor import Processor
 from algotrader.pipeline.processors.candle_cache import CandleCache
-from algotrader.pipeline.processors.technicals import IndicatorValue
 from algotrader.pipeline.shared_context import SharedContext
 
 CORRELATIONS_ATTACHMENT_KEY = "correlations"
 CORRELATION_ELEMENTS_COUNT = 4
 
 
-class AssetCorrelation(GenericCandleAttachment[IndicatorValue]):
-    pass
-
-
-AssetCorrelation()
-
-
 class CorrelationConfig:
     def __init__(self, groups: List[List[str]]) -> None:
         self.groups: List[List[str]] = groups
@@ -88,7 +80,7 @@ def _calculate_symbol_correlations(self, context: SharedContext, symbol: str):
                 asset_correlation.set(paired_symbol, correlation)
 
             latest_candle = current_symbol_candles[-1]
-            latest_candle.attachments.add_attachement(CORRELATIONS_ATTACHMENT_KEY, asset_correlation)
+            latest_candle.add_attachment(CORRELATIONS_ATTACHMENT_KEY, asset_correlation)
 
             self.reprocess(context, latest_candle)
 
diff --git a/src/algotrader/pipeline/processors/file_sink.py b/src/algotrader/pipeline/processors/file_sink.py
index 64aee4b..3fe9e05 100644
--- a/src/algotrader/pipeline/processors/file_sink.py
+++ b/src/algotrader/pipeline/processors/file_sink.py
@@ -26,4 +26,4 @@ def process(self, context: SharedContext, candle: Candle):
         super().process(context, candle)
 
     def _generate_candle_output(self, context: SharedContext, candle: Candle) -> str:
-        return json.dumps(candle.serialize())
+        return json.dumps(candle.model_dump_json())
diff --git a/src/algotrader/pipeline/processors/returns.py b/src/algotrader/pipeline/processors/returns.py
index 4bef17e..264f64d 100644
--- a/src/algotrader/pipeline/processors/returns.py
+++ b/src/algotrader/pipeline/processors/returns.py
@@ -2,8 +2,8 @@
 
 from typing import List, Dict, Optional
 
+from algotrader.entities.attachments.returns import Returns
 from algotrader.entities.candle import Candle
-from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
 from algotrader.pipeline.processor import Processor
 from algotrader.pipeline.processors.candle_cache import CandleCache
 from algotrader.pipeline.shared_context import SharedContext
@@ -11,13 +11,6 @@
 RETURNS_ATTACHMENT_KEY = "returns"
 
 
-class Returns(GenericCandleAttachment[float]):
-    pass
-
-
-Returns()
-
-
 class ReturnsCalculatorProcessor(Processor):
     def __init__(self, field_prefix: str, returns_count: int, next_processor: Optional[Processor] = None):
         super().__init__(next_processor)
@@ -28,11 +21,11 @@ def process(self, context: SharedContext, candle: Candle):
         cache_reader = CandleCache.context_reader(context)
         symbol_candles = cache_reader.get_symbol_candles(candle.symbol) or []
 
-        candle.attachments.add_attachement(RETURNS_ATTACHMENT_KEY, Returns())
+        candle.add_attachment(RETURNS_ATTACHMENT_KEY, Returns())
 
         if len(symbol_candles) >= self.returns_count:
             candle_returns = self._calc_returns(candle, symbol_candles)
-            candle.attachments.add_attachement(RETURNS_ATTACHMENT_KEY, candle_returns)
+            candle.add_attachment(RETURNS_ATTACHMENT_KEY, candle_returns)
 
         if self.next_processor:
             self.next_processor.process(context, candle)
diff --git a/src/algotrader/pipeline/processors/storage_provider_sink.py b/src/algotrader/pipeline/processors/storage_provider_sink.py
index 85fb6ca..2aff5a7 100644
--- a/src/algotrader/pipeline/processors/storage_provider_sink.py
+++ b/src/algotrader/pipeline/processors/storage_provider_sink.py
@@ -29,11 +29,9 @@ def reprocess(self, context: SharedContext, candle: Candle):
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "storage_provider": self.storage_provider.serialize(),
-            }
-        )
+        obj.update({
+            "storage_provider": self.storage_provider.serialize(),
+        })
         return obj
 
     @classmethod
diff --git a/src/algotrader/pipeline/processors/strategy.py b/src/algotrader/pipeline/processors/strategy.py
index 06c1502..713e045 100644
--- a/src/algotrader/pipeline/processors/strategy.py
+++ b/src/algotrader/pipeline/processors/strategy.py
@@ -37,12 +37,10 @@ def process(self, context: SharedContext, candle: Candle):
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "strategies": [strategy.serialize() for strategy in self.strategies],
-                "signals_executor": self.signals_executor.serialize(),
-            }
-        )
+        obj.update({
+            "strategies": [strategy.serialize() for strategy in self.strategies],
+            "signals_executor": self.signals_executor.serialize(),
+        })
         return obj
 
     @classmethod
diff --git a/src/algotrader/pipeline/processors/technicals.py b/src/algotrader/pipeline/processors/technicals.py
index 0615273..ccd9d74 100644
--- a/src/algotrader/pipeline/processors/technicals.py
+++ b/src/algotrader/pipeline/processors/technicals.py
@@ -3,8 +3,8 @@
 from typing import Optional, List, Dict, Union, Tuple
 
 from algotrader.calc.technicals import TechnicalCalculator
+from algotrader.entities.attachments.technicals import Indicators, IndicatorValue
 from algotrader.entities.candle import Candle
-from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
 from algotrader.pipeline.configs.technical_processor_config import TechnicalsProcessorConfig
 from algotrader.pipeline.processor import Processor
 from algotrader.pipeline.processors.candle_cache import CandleCache
@@ -13,14 +13,6 @@
 INDICATORS_ATTACHMENT_KEY = "indicators"
 TechnicalsData = Dict[str, Dict[str, List[float]]]
 
-IndicatorValue = Union[List[float], float]
-
-
-class Indicators(GenericCandleAttachment[IndicatorValue]):
-    pass
-
-
-Indicators()
 
 MAX_CANDLES_FOR_CALC = 50
 
@@ -42,7 +34,7 @@ def process(self, context: SharedContext, candle: Candle):
 
         candle_indicators = Indicators()
         self._calculate(calculator, candle_indicators)
-        candle.attachments.add_attachement(INDICATORS_ATTACHMENT_KEY, candle_indicators)
+        candle.add_attachment(INDICATORS_ATTACHMENT_KEY, candle_indicators)
 
         super().process(context, candle)
 
diff --git a/src/algotrader/pipeline/processors/technicals_buckets_matcher.py b/src/algotrader/pipeline/processors/technicals_buckets_matcher.py
index 122f20a..11c28ad 100644
--- a/src/algotrader/pipeline/processors/technicals_buckets_matcher.py
+++ b/src/algotrader/pipeline/processors/technicals_buckets_matcher.py
@@ -1,41 +1,19 @@
-import json
-from typing import Optional, List, Union, Dict
+from typing import Optional, List, Dict
 
+from algotrader.entities.attachments.technicals_buckets_matcher import IndicatorsMatchedBuckets
 from algotrader.entities.bucket import Bucket, BucketList
 from algotrader.entities.bucketscontainer import BucketsContainer
 from algotrader.entities.candle import Candle
-from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
 from algotrader.pipeline.processor import Processor
 from algotrader.pipeline.processors.technicals_normalizer import (
-    NormalizedIndicators,
     NORMALIZED_INDICATORS_ATTACHMENT_KEY,
 )
+from algotrader.entities.attachments.technicals_normalizer import NormalizedIndicators
 from algotrader.pipeline.shared_context import SharedContext
-from algotrader.serialization.store import DeserializationService
 
 INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY = "indicators_matched_buckets"
 
 
-class IndicatorsMatchedBuckets(GenericCandleAttachment[Union[List[Bucket], Bucket]]):
-    @classmethod
-    def deserialize(cls, data: Dict) -> GenericCandleAttachment:
-        obj = IndicatorsMatchedBuckets()
-        obj._data = data
-        for k, v in obj._data.items():
-            if k == "__class__":
-                continue
-
-            if isinstance(v, dict) and "__class__" in v:
-                obj._data[k] = DeserializationService.deserialize(v)
-            elif isinstance(v, list):
-                obj._data[k] = [DeserializationService.deserialize(item) for item in v]
-
-        return obj
-
-
-IndicatorsMatchedBuckets()
-
-
 class TechnicalsBucketsMatcher(Processor):
     """
     Match technical indicators to buckets and saves them on the candle attachments objects.
@@ -58,12 +36,10 @@ def _lazy_load_bins_file(self):
         if not self.bins:
             with open(self.bins_file_path) as bins_file_content:
                 content = bins_file_content.read()
-                self.bins: BucketsContainer = DeserializationService.deserialize(json.loads(content))
+                self.bins: BucketsContainer = BucketsContainer.model_validate_json(content)
 
     def process(self, context: SharedContext, candle: Candle):
-        normalized_indicators: NormalizedIndicators = candle.attachments.get_attachment(
-            NORMALIZED_INDICATORS_ATTACHMENT_KEY
-        )
+        normalized_indicators: NormalizedIndicators = candle.get_attachment(NORMALIZED_INDICATORS_ATTACHMENT_KEY)
 
         self._lazy_load_bins_file()
         matched_buckets = IndicatorsMatchedBuckets()
@@ -78,7 +54,7 @@ def process(self, context: SharedContext, candle: Candle):
 
                 matched_buckets.set(indicator, match)
 
-        candle.attachments.add_attachement(INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY, matched_buckets)
+        candle.add_attachment(INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY, matched_buckets)
 
         super().process(context, candle)
 
@@ -87,7 +63,7 @@ def _indicator_list_match(self, values: List[float], bins: List[BucketList]) ->
 
     def _indicator_match(self, value: float, bins: BucketList) -> Optional[Bucket]:
         for bin in bins:
-            if bin.start <= value < bin.end:
+            if bin.get_start <= value < bin.get_end:
                 return bin
 
     def serialize(self) -> Dict:
diff --git a/src/algotrader/pipeline/processors/technicals_normalizer.py b/src/algotrader/pipeline/processors/technicals_normalizer.py
index 016e8cc..0d04c30 100644
--- a/src/algotrader/pipeline/processors/technicals_normalizer.py
+++ b/src/algotrader/pipeline/processors/technicals_normalizer.py
@@ -4,23 +4,18 @@
 
 import numpy
 
+from algotrader.entities.attachments.technicals_normalizer import NormalizedIndicators
 from algotrader.entities.candle import Candle
-from algotrader.entities.generic_candle_attachment import GenericCandleAttachment
 from algotrader.pipeline.processor import Processor
-from algotrader.pipeline.processors.assets_correlation import AssetCorrelation, CORRELATIONS_ATTACHMENT_KEY
+from algotrader.pipeline.processors.assets_correlation import CORRELATIONS_ATTACHMENT_KEY
+from algotrader.entities.attachments.assets_correlation import AssetCorrelation
 from algotrader.pipeline.processors.candle_cache import CandleCache
-from algotrader.pipeline.processors.technicals import Indicators, INDICATORS_ATTACHMENT_KEY, IndicatorValue
+from algotrader.pipeline.processors.technicals import INDICATORS_ATTACHMENT_KEY
+from algotrader.entities.attachments.technicals import Indicators, IndicatorValue
 from algotrader.pipeline.shared_context import SharedContext
 
 NORMALIZED_INDICATORS_ATTACHMENT_KEY = "normalized_indicators"
 
-
-class NormalizedIndicators(GenericCandleAttachment[IndicatorValue]):
-    pass
-
-
-NormalizedIndicators()
-
 VWAP_NORMALIZE_PREFIXES = ["sma", "ema", "typical", "bbands"]
 
 NormalizeFunc = Callable[[List[Candle], IndicatorValue], IndicatorValue]
@@ -51,8 +46,8 @@ def process(self, context: SharedContext, candle: Candle):
         symbol_candles = cache_reader.get_symbol_candles(candle.symbol) or []
         latest_candles = symbol_candles[-self.normalization_window_size :] + [candle]
 
-        indicators: Indicators = candle.attachments.get_attachment(INDICATORS_ATTACHMENT_KEY)
-        asset_correlation: AssetCorrelation = candle.attachments.get_attachment(CORRELATIONS_ATTACHMENT_KEY)
+        indicators: Indicators = candle.get_attachment(INDICATORS_ATTACHMENT_KEY)
+        asset_correlation: AssetCorrelation = candle.get_attachment(CORRELATIONS_ATTACHMENT_KEY)
 
         normalized_indicators = NormalizedIndicators()
         for indicator_name, indicator_value in indicators.items():
@@ -64,7 +59,7 @@ def process(self, context: SharedContext, candle: Candle):
         if correlation:
             normalized_indicators.set("correlation", correlation)
 
-        candle.attachments.add_attachement(NORMALIZED_INDICATORS_ATTACHMENT_KEY, normalized_indicators)
+        candle.add_attachment(NORMALIZED_INDICATORS_ATTACHMENT_KEY, normalized_indicators)
 
         super().process(context, candle)
 
diff --git a/src/algotrader/pipeline/sources/binance_history.py b/src/algotrader/pipeline/sources/binance_history.py
index 7b5aa38..cb120ef 100644
--- a/src/algotrader/pipeline/sources/binance_history.py
+++ b/src/algotrader/pipeline/sources/binance_history.py
@@ -30,15 +30,13 @@ def read(self) -> Iterator[Candle]:
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "binanceProvider": self.binance_provider.serialize(),
-                "symbols": self.symbols,
-                "timeSpan": self.time_span.value,
-                "startTime": self.start_time.timestamp(),
-                "endTime": self.end_time.timestamp(),
-            }
-        )
+        obj.update({
+            "binanceProvider": self.binance_provider.serialize(),
+            "symbols": self.symbols,
+            "timeSpan": self.time_span.value,
+            "startTime": self.start_time.timestamp(),
+            "endTime": self.end_time.timestamp(),
+        })
         return obj
 
     @classmethod
diff --git a/src/algotrader/pipeline/sources/binance_realtime.py b/src/algotrader/pipeline/sources/binance_realtime.py
index 0cf78af..89703f7 100644
--- a/src/algotrader/pipeline/sources/binance_realtime.py
+++ b/src/algotrader/pipeline/sources/binance_realtime.py
@@ -34,13 +34,11 @@ def _on_candle(self, candle: Candle):
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "binanceProvider": self.binance_provider.serialize(),
-                "symbols": self.symbols,
-                "timeSpan": self.time_span.value,
-            }
-        )
+        obj.update({
+            "binanceProvider": self.binance_provider.serialize(),
+            "symbols": self.symbols,
+            "timeSpan": self.time_span.value,
+        })
         return obj
 
     @classmethod
diff --git a/src/algotrader/pipeline/sources/mongodb_source.py b/src/algotrader/pipeline/sources/mongodb_source.py
index c6859dc..36b05da 100644
--- a/src/algotrader/pipeline/sources/mongodb_source.py
+++ b/src/algotrader/pipeline/sources/mongodb_source.py
@@ -46,15 +46,13 @@ def read(self) -> Iterator[Candle]:
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "mongo_storage": self.mongo_storage.serialize(),
-                "symbols": self.symbols,
-                "timespan": self.timespan.value,
-                "from_time": self.from_time,
-                "to_time": self.to_time,
-            }
-        )
+        obj.update({
+            "mongo_storage": self.mongo_storage.serialize(),
+            "symbols": self.symbols,
+            "timespan": self.timespan.value,
+            "from_time": self.from_time,
+            "to_time": self.to_time,
+        })
         return obj
 
     @classmethod
diff --git a/src/algotrader/pipeline/sources/yahoo_finance_history.py b/src/algotrader/pipeline/sources/yahoo_finance_history.py
index d68a7ea..b0d3a34 100644
--- a/src/algotrader/pipeline/sources/yahoo_finance_history.py
+++ b/src/algotrader/pipeline/sources/yahoo_finance_history.py
@@ -78,17 +78,15 @@ def read(self) -> Iterator[Candle]:
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "symbols": self.symbols,
-                "timespan": self.timespan.value,
-                "start_time": self.start_time.timestamp(),
-                "end_time": self.end_time.timestamp(),
-                "auto_adjust": self.auto_adjust,
-                "include_after_hours": self.include_after_hours,
-                "sort_all": self.sort_all,
-            }
-        )
+        obj.update({
+            "symbols": self.symbols,
+            "timespan": self.timespan.value,
+            "start_time": self.start_time.timestamp(),
+            "end_time": self.end_time.timestamp(),
+            "auto_adjust": self.auto_adjust,
+            "include_after_hours": self.include_after_hours,
+            "sort_all": self.sort_all,
+        })
         return obj
 
     @classmethod
diff --git a/src/algotrader/pipeline/strategies/connors_rsi2.py b/src/algotrader/pipeline/strategies/connors_rsi2.py
index 7125bc0..355eeb8 100644
--- a/src/algotrader/pipeline/strategies/connors_rsi2.py
+++ b/src/algotrader/pipeline/strategies/connors_rsi2.py
@@ -4,7 +4,8 @@
 from algotrader.entities.strategy import Strategy
 from algotrader.entities.strategy_signal import StrategySignal, SignalDirection
 from algotrader.pipeline.processors.candle_cache import CandleCache
-from algotrader.pipeline.processors.technicals import INDICATORS_ATTACHMENT_KEY, Indicators
+from algotrader.pipeline.processors.technicals import INDICATORS_ATTACHMENT_KEY
+from algotrader.entities.attachments.technicals import Indicators
 from algotrader.pipeline.shared_context import SharedContext
 
 
@@ -23,8 +24,8 @@ def process(self, context: SharedContext, candle: Candle) -> List[StrategySignal
         if candle.symbol not in self.current_position:
             self.current_position[candle.symbol] = None
 
-        past_candle_indicators: Indicators = symbol_candles[-1].attachments.get_attachment(INDICATORS_ATTACHMENT_KEY)
-        current_candle_indicators: Indicators = candle.attachments.get_attachment(INDICATORS_ATTACHMENT_KEY)
+        past_candle_indicators: Indicators = symbol_candles[-1].get_attachment(INDICATORS_ATTACHMENT_KEY)
+        current_candle_indicators: Indicators = candle.get_attachment(INDICATORS_ATTACHMENT_KEY)
 
         if (
             not current_candle_indicators.has("rsi2")
diff --git a/src/algotrader/pipeline/strategies/history_bucket_compare.py b/src/algotrader/pipeline/strategies/history_bucket_compare.py
index 7be6d87..8425094 100644
--- a/src/algotrader/pipeline/strategies/history_bucket_compare.py
+++ b/src/algotrader/pipeline/strategies/history_bucket_compare.py
@@ -2,12 +2,12 @@
 from datetime import datetime
 from typing import List, Dict
 
+from algotrader.entities.attachments.technicals_buckets_matcher import IndicatorsMatchedBuckets
 from algotrader.entities.candle import Candle
 from algotrader.entities.strategy import Strategy
 from algotrader.entities.strategy_signal import StrategySignal, SignalDirection
 from algotrader.pipeline.processors.technicals_buckets_matcher import (
     INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY,
-    IndicatorsMatchedBuckets,
 )
 from algotrader.pipeline.shared_context import SharedContext
 from algotrader.serialization.store import DeserializationService
@@ -34,8 +34,10 @@ def __init__(
         self.min_event_count = min_event_count
         self.min_avg_return = min_avg_return
 
-        groupby_fields = [f"attachments.indicators_matched_buckets.{ind}.ident" for ind in self.indicators_to_compare]
-        return_fields = [f"attachments.returns.{return_field}" for return_field in self.return_fields]
+        groupby_fields = [
+            f"attachments.indicators_matched_buckets.data.{ind}.ident" for ind in self.indicators_to_compare
+        ]
+        return_fields = [f"attachments.returns.data.{return_field}" for return_field in self.return_fields]
 
         self.long_matchers, self.short_matchers = storage_provider.get_aggregated_history(
             timeframe_start, timeframe_end, groupby_fields, return_fields, min_event_count, min_avg_return
@@ -44,18 +46,16 @@ def __init__(
         logging.info(f"Found {len(self.long_matchers)} long matchers and {len(self.short_matchers)} short matchers")
 
     def process(self, context: SharedContext, candle: Candle) -> List[StrategySignal]:
-        indicators_buckets: IndicatorsMatchedBuckets = candle.attachments.get_attachment(
-            INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY
-        )
+        indicators_buckets: IndicatorsMatchedBuckets = candle.get_attachment(INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY)
 
         candle_buckets_map: Dict[str, int] = {}
         for indicator in self.indicators_to_compare:
             if not indicators_buckets.has(indicator):
                 return []
 
-            candle_buckets_map[f"attachments.indicators_matched_buckets.{indicator}.ident"] = indicators_buckets.get(
-                indicator
-            ).ident
+            candle_buckets_map[f"attachments.indicators_matched_buckets.data.{indicator}.ident"] = (
+                indicators_buckets.get(indicator).ident
+            )
 
         for matcher in self.long_matchers:
             match = True
@@ -79,17 +79,15 @@ def process(self, context: SharedContext, candle: Candle) -> List[StrategySignal
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "storage_provider": self.storage_provider.serialize(),
-                "timeframe_start": self.timeframe_start,
-                "timeframe_end": self.timeframe_end,
-                "indicators_to_compare": self.indicators_to_compare,
-                "return_fields": self.return_fields,
-                "min_event_count": self.min_event_count,
-                "min_avg_return": self.min_avg_return,
-            }
-        )
+        obj.update({
+            "storage_provider": self.storage_provider.serialize(),
+            "timeframe_start": self.timeframe_start,
+            "timeframe_end": self.timeframe_end,
+            "indicators_to_compare": self.indicators_to_compare,
+            "return_fields": self.return_fields,
+            "min_event_count": self.min_event_count,
+            "min_avg_return": self.min_avg_return,
+        })
         return obj
 
     @classmethod
diff --git a/src/algotrader/pipeline/strategies/history_cosine_similarity.py b/src/algotrader/pipeline/strategies/history_cosine_similarity.py
index 7cb95c8..5355b1f 100644
--- a/src/algotrader/pipeline/strategies/history_cosine_similarity.py
+++ b/src/algotrader/pipeline/strategies/history_cosine_similarity.py
@@ -7,9 +7,9 @@
 from algotrader.entities.strategy import Strategy
 from algotrader.entities.strategy_signal import StrategySignal, SignalDirection
 from algotrader.pipeline.processors.technicals_buckets_matcher import (
-    IndicatorsMatchedBuckets,
     INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY,
 )
+from algotrader.entities.attachments.technicals_buckets_matcher import IndicatorsMatchedBuckets
 from algotrader.pipeline.shared_context import SharedContext
 from algotrader.serialization.store import DeserializationService
 from algotrader.storage.storage_provider import StorageProvider
@@ -42,9 +42,7 @@ def __init__(
         )
 
     def process(self, context: SharedContext, candle: Candle) -> List[StrategySignal]:
-        indicators_buckets: IndicatorsMatchedBuckets = candle.attachments.get_attachment(
-            INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY
-        )
+        indicators_buckets: IndicatorsMatchedBuckets = candle.get_attachment(INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY)
 
         candle_values: list[int] = []
         for indicator in self.indicators_to_compare:
@@ -66,17 +64,15 @@ def process(self, context: SharedContext, candle: Candle) -> List[StrategySignal
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "storage_provider": self.storage_provider.serialize(),
-                "timeframe_start": self.timeframe_start,
-                "timeframe_end": self.timeframe_end,
-                "indicators_to_compare": self.indicators_to_compare,
-                "return_field": self.return_field,
-                "min_event_count": self.min_event_count,
-                "min_avg_return": self.min_avg_return,
-            }
-        )
+        obj.update({
+            "storage_provider": self.storage_provider.serialize(),
+            "timeframe_start": self.timeframe_start,
+            "timeframe_end": self.timeframe_end,
+            "indicators_to_compare": self.indicators_to_compare,
+            "return_field": self.return_field,
+            "min_event_count": self.min_event_count,
+            "min_avg_return": self.min_avg_return,
+        })
         return obj
 
     @classmethod
@@ -85,10 +81,10 @@ def deserialize(cls, data: Dict):
 
         return cls(
             storage_provider,
-            data.get("timeframe_start"),
-            data.get("timeframe_end"),
-            data.get("indicators_to_compare"),
-            data.get("return_field"),
-            data.get("min_event_count"),
-            data.get("min_avg_return"),
+            data.get("timeframe_start", datetime.now()),
+            data.get("timeframe_end", datetime.now()),
+            data.get("indicators_to_compare", []),
+            data.get("return_field", ""),
+            data.get("min_event_count", 0),
+            data.get("min_avg_return", 0),
         )
diff --git a/src/algotrader/pipeline/strategies/simple_sma.py b/src/algotrader/pipeline/strategies/simple_sma.py
index a7ed7fe..9ee022b 100644
--- a/src/algotrader/pipeline/strategies/simple_sma.py
+++ b/src/algotrader/pipeline/strategies/simple_sma.py
@@ -4,7 +4,8 @@
 from algotrader.entities.strategy import Strategy
 from algotrader.entities.strategy_signal import StrategySignal, SignalDirection
 from algotrader.pipeline.processors.candle_cache import CandleCache
-from algotrader.pipeline.processors.technicals import INDICATORS_ATTACHMENT_KEY, Indicators
+from algotrader.pipeline.processors.technicals import INDICATORS_ATTACHMENT_KEY
+from algotrader.entities.attachments.technicals import Indicators
 from algotrader.pipeline.shared_context import SharedContext
 
 
@@ -20,8 +21,8 @@ def process(self, context: SharedContext, candle: Candle) -> List[StrategySignal
         if not symbol_candles or len(symbol_candles) < 1:
             return []
 
-        past_candle_indicators: Indicators = symbol_candles[-1].attachments.get_attachment(INDICATORS_ATTACHMENT_KEY)
-        current_candle_indicators: Indicators = candle.attachments.get_attachment(INDICATORS_ATTACHMENT_KEY)
+        past_candle_indicators: Indicators = symbol_candles[-1].get_attachment(INDICATORS_ATTACHMENT_KEY)
+        current_candle_indicators: Indicators = candle.get_attachment(INDICATORS_ATTACHMENT_KEY)
 
         if not current_candle_indicators.has("sma20") or not past_candle_indicators.has("sma20"):
             return []
diff --git a/src/algotrader/pipeline/terminators/technicals_binner.py b/src/algotrader/pipeline/terminators/technicals_binner.py
index 4658033..d4273a8 100644
--- a/src/algotrader/pipeline/terminators/technicals_binner.py
+++ b/src/algotrader/pipeline/terminators/technicals_binner.py
@@ -1,18 +1,17 @@
 from __future__ import annotations
 
-import json
 import math
 from typing import List, Dict, Tuple
 
+from algotrader.entities.attachments.technicals import IndicatorValue
 from algotrader.entities.bucket import Bucket
 from algotrader.entities.bucketscontainer import BucketsContainer
 from algotrader.entities.candle import Candle
 from algotrader.pipeline.processors.candle_cache import CandleCache
-from algotrader.pipeline.processors.technicals import IndicatorValue
 from algotrader.pipeline.processors.technicals_normalizer import (
-    NormalizedIndicators,
     NORMALIZED_INDICATORS_ATTACHMENT_KEY,
 )
+from algotrader.entities.attachments.technicals_normalizer import NormalizedIndicators
 from algotrader.pipeline.shared_context import SharedContext
 from algotrader.pipeline.terminator import Terminator
 
@@ -41,9 +40,7 @@ def terminate(self, context: SharedContext):
         self._save_bins()
 
     def _process_candle(self, candle: Candle):
-        normalized_indicators: NormalizedIndicators = candle.attachments.get_attachment(
-            NORMALIZED_INDICATORS_ATTACHMENT_KEY
-        )
+        normalized_indicators: NormalizedIndicators = candle.get_attachment(NORMALIZED_INDICATORS_ATTACHMENT_KEY)
 
         if not normalized_indicators:
             return
@@ -85,25 +82,23 @@ def _get_single_float_bins(self, values: List[float]) -> List[Bucket]:
 
     def _save_bins(self):
         with open(self.output_file_path, "w+") as output_file:
-            output_file.write(json.dumps(self.bins.serialize()))
+            output_file.write(self.bins.model_dump_json())
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "symbols": self.symbols,
-                "bins_count": self.bins_count,
-                "output_file_path": self.output_file_path,
-                "outliers_removal_percentage": self.outliers_removal_percentage,
-            }
-        )
+        obj.update({
+            "symbols": self.symbols,
+            "bins_count": self.bins_count,
+            "output_file_path": self.output_file_path,
+            "outliers_removal_percentage": self.outliers_removal_percentage,
+        })
         return obj
 
     @classmethod
     def deserialize(cls, data: Dict):
         return cls(
-            data.get("symbols"),
-            data.get("bins_count"),
-            data.get("output_file_path"),
-            data.get("outliers_removal_percentage"),
+            data.get("symbols", []),
+            data.get("bins_count", 0),
+            data.get("output_file_path", ""),
+            data.get("outliers_removal_percentage", 0.05),
         )
diff --git a/src/algotrader/providers/binance.py b/src/algotrader/providers/binance.py
index 2a22084..560434a 100644
--- a/src/algotrader/providers/binance.py
+++ b/src/algotrader/providers/binance.py
@@ -71,7 +71,16 @@ def _deserialize_websocket_candle(self, data: Dict, interval: TimeSpan) -> Candl
         close = float(data["c"])
         volume = float(data["v"])
 
-        return Candle(data["s"], interval, timestamp, open, close, high, low, volume)
+        return Candle(
+            symbol=data["s"],
+            time_span=interval,
+            timestamp=timestamp,
+            open=open,
+            close=close,
+            high=high,
+            low=low,
+            volume=volume,
+        )
 
     def _deserialize_candle(self, symbol: str, interval: TimeSpan, data: Dict) -> Candle:
         timestamp = self._timestamp_to_datetime(data[0])
@@ -81,7 +90,16 @@ def _deserialize_candle(self, symbol: str, interval: TimeSpan, data: Dict) -> Ca
         close = float(data[4])
         volume = float(data[5])
 
-        return Candle(symbol, interval, timestamp, open, close, high, low, volume)
+        return Candle(
+            symbol=symbol,
+            time_span=interval,
+            timestamp=timestamp,
+            open=open,
+            close=close,
+            high=high,
+            low=low,
+            volume=volume,
+        )
 
     def send_bracket_order(
         self,
@@ -95,16 +113,16 @@ def send_bracket_order(
     ):
         grace_price = (
             triggering_price * (1 + position_entry_grace)
-            if direction == OrderDirection.BUY
+            if direction == OrderDirection.Buy
             else triggering_price * (1 - position_entry_grace)
         )
 
         take_profit_price = (
-            triggering_price * (1 + spread) if direction == OrderDirection.BUY else triggering_price * (1 - spread)
+            triggering_price * (1 + spread) if direction == OrderDirection.Buy else triggering_price * (1 - spread)
         )
 
         stop_loss_price = (
-            triggering_price * (1 - spread) if direction == OrderDirection.BUY else triggering_price * (1 + spread)
+            triggering_price * (1 - spread) if direction == OrderDirection.Buy else triggering_price * (1 + spread)
         )
 
         side = self._direction_to_side(direction)
diff --git a/src/algotrader/serialization/store.py b/src/algotrader/serialization/store.py
index 6f3e919..75fd419 100644
--- a/src/algotrader/serialization/store.py
+++ b/src/algotrader/serialization/store.py
@@ -17,7 +17,7 @@ def deserialize(data: Dict) -> Optional[T]:
         if data is None or data.get("__class__") is None:
             return None
 
-        class_name = data.get("__class__")
+        class_name = data.get("__class__", "")
         mod_name, cls_name = class_name.split(":")
         mod = importlib.import_module(mod_name)
         cls: Deserializable = getattr(mod, cls_name)
diff --git a/src/algotrader/storage/mongodb_storage.py b/src/algotrader/storage/mongodb_storage.py
index 4ac4e30..14a3c25 100644
--- a/src/algotrader/storage/mongodb_storage.py
+++ b/src/algotrader/storage/mongodb_storage.py
@@ -8,7 +8,7 @@
 from pymongo.collection import Collection
 from pymongo.database import Database
 
-from algotrader.entities.candle import Candle, str_to_timestamp, timestamp_to_str
+from algotrader.entities.candle import Candle
 from algotrader.entities.timespan import TimeSpan
 from algotrader.storage.storage_provider import StorageProvider
 
@@ -35,10 +35,20 @@ def __init__(
         self.db: Optional[Database] = None
         self.candles_collection: Optional[Collection] = None
 
-    def get_collection(self) -> Collection:
+    def _get_collection(self) -> Collection:
         self._ensure_connection()
+        if not self.candles_collection:
+            raise Exception("DB not initialized")
+
         return self.candles_collection
 
+    def _get_db(self) -> Database:
+        self._ensure_connection()
+        if not self.db:
+            raise Exception("DB not initialized")
+
+        return self.db
+
     def _ensure_connection(self):
         if self.client:
             return
@@ -51,7 +61,7 @@ def _ensure_connection(self):
 
         self.candles_collection = self.db[CANDLES_COLLECTION]
         self.candles_collection.create_index(
-            [("symbol", pymongo.ASCENDING), ("timespan", pymongo.ASCENDING), ("timestamp", pymongo.ASCENDING)],
+            [("symbol", pymongo.ASCENDING), ("time_span", pymongo.ASCENDING), ("timestamp", pymongo.ASCENDING)],
             unique=True,
             background=True,
         )
@@ -65,8 +75,6 @@ def get_aggregated_history(
         min_count: int,
         min_return: float,
     ) -> Tuple[List[Dict[str, int]], List[Dict[str, int]]]:
-        self._ensure_connection()
-
         stage_and_match = [
             self._generate_history_match_clause(from_timestamp, to_timestamp, groupby_fields + return_fields),
             self._generate_group_stage(groupby_fields, return_fields),
@@ -86,17 +94,15 @@ def get_aggregated_history(
         return long_matches, short_matches
 
     def _run_and_parse_aggregate(self, pipeline: List):
-        self._ensure_connection()
-
         logging.info(f"Running pipeline: {json.dumps(pipeline, indent=4, sort_keys=True, default=str)}")
 
-        results = self.candles_collection.aggregate(pipeline, allowDiskUse=True)
+        results = self._get_collection().aggregate(pipeline, allowDiskUse=True)
         matches: List[Dict[str, int]] = []
 
         for res in results:
-            matches.append(
-                {MongoDBStorage._deserialize_group_field_name(field): value for field, value in res["_id"].items()}
-            )
+            matches.append({
+                MongoDBStorage._deserialize_group_field_name(field): value for field, value in res["_id"].items()
+            })
 
         return matches
 
@@ -159,70 +165,50 @@ def _generate_min_fields_match_stage_short(min_count: int, return_fields: List[s
         }
 
     def save(self, candle: Candle):
-        self._ensure_connection()
+        self._get_collection().replace_one(self._serialize_candle_key(candle), candle.model_dump(), upsert=True)
 
-        self.candles_collection.replace_one(
-            self._serialize_candle_key(candle), self._serialize_candle(candle), upsert=True
+    def _serialize_candle_key(self, candle: Candle) -> dict:
+        return candle.model_dump(
+            include={"symbol", "time_span", "timestamp"}, exclude={"open", "high", "low", "close", "volume"}
         )
 
-    def _serialize_candle_key(self, candle: Candle) -> Dict:
-        data = self._serialize_candle(candle)
-        return {
-            "symbol": data["symbol"],
-            "timespan": data["timespan"],
-            "timestamp": data["timestamp"],
-        }
-
-    def _serialize_candle(self, candle: Candle) -> Dict:
-        data = candle.serialize()
-        data["timestamp"] = str_to_timestamp(data["timestamp"])
-        return data
-
-    def _deserialize_candle(self, data: Dict) -> Candle:
-        data["timestamp"] = timestamp_to_str(data["timestamp"])
-        return Candle.deserialize(data)
-
     def get_symbol_candles(
         self, symbol: str, time_span: TimeSpan, from_timestamp: datetime, to_timestamp: datetime, limit: int = 0
     ) -> List[Candle]:
-        self._ensure_connection()
-
         query = {
             "symbol": symbol,
-            "timespan": time_span.value,
+            "time_span": time_span.value,
             "timestamp": {"$gte": from_timestamp, "$lte": to_timestamp},
         }
 
-        return [
-            self._deserialize_candle(candle)
-            for candle in self.candles_collection.find(query).sort("timestamp").limit(limit)
-        ]
+        return [Candle(**candle) for candle in self._get_collection().find(query).sort("timestamp").limit(limit)]
 
     def get_candles(self, time_span: TimeSpan, from_timestamp: datetime, to_timestamp: datetime) -> Iterator[Candle]:
-        self._ensure_connection()
+        query = {"time_span": time_span.value, "timestamp": {"$gte": from_timestamp, "$lte": to_timestamp}}
 
-        query = {"timespan": time_span.value, "timestamp": {"$gte": from_timestamp, "$lte": to_timestamp}}
-
-        for candle in self.candles_collection.find(query).sort("timestamp"):
-            yield self._deserialize_candle(candle)
+        for candle in self._get_collection().find(query).sort("timestamp"):
+            yield Candle(**candle)
 
     def __drop_collections__(self):
-        self._ensure_connection()
-        self.db.drop_collection(CANDLES_COLLECTION)
+        self._get_db().drop_collection(CANDLES_COLLECTION)
 
     def serialize(self) -> Dict:
         obj = super().serialize()
-        obj.update(
-            {
-                "host": self.host,
-                "port": self.port,
-                "database": self.database,
-                "username": self.username,
-                "password": self.password,
-            }
-        )
+        obj.update({
+            "host": self.host,
+            "port": self.port,
+            "database": self.database,
+            "username": self.username,
+            "password": self.password,
+        })
         return obj
 
     @classmethod
     def deserialize(cls, data: Dict):
-        return cls(data.get("host"), data.get("port"), data.get("database"), data.get("username"), data.get("password"))
+        return cls(
+            host=data.get("host", ""),
+            port=data.get("port", ""),
+            database=data.get("database", ""),
+            username=data.get("username", ""),
+            password=data.get("password", ""),
+        )
diff --git a/src/algotrader/trade/simple_sum_signals_executor.py b/src/algotrader/trade/simple_sum_signals_executor.py
index 833def9..d5a1836 100644
--- a/src/algotrader/trade/simple_sum_signals_executor.py
+++ b/src/algotrader/trade/simple_sum_signals_executor.py
@@ -23,7 +23,7 @@ def execute(self, candle: Candle, signals: List[StrategySignal]):
             self.position[candle.symbol] = 0
 
         for signal in signals:
-            logging.info(f"Got {signal.direction} signal for {signal.symbol}. Signaling candle: {candle.serialize()}")
+            logging.info(f"Got {signal.direction} signal for {signal.symbol}. Signaling candle: {candle.model_dump()}")
 
             if signal.symbol not in self.position:
                 self.position[signal.symbol] = 0
diff --git a/src/algotrader/trade/stdout_signals_executor.py b/src/algotrader/trade/stdout_signals_executor.py
index 241c8b8..b838863 100644
--- a/src/algotrader/trade/stdout_signals_executor.py
+++ b/src/algotrader/trade/stdout_signals_executor.py
@@ -9,4 +9,4 @@
 class StdoutSignalsExecutor(SignalsExecutor):
     def execute(self, candle: Candle, signals: List[StrategySignal]):
         for signal in signals:
-            logging.info(f"Got {signal.direction} signal for {signal.symbol}. Signaling candle: {candle.serialize()}")
+            logging.info(f"Got {signal.direction} signal for {signal.symbol}. Signaling candle: {candle.model_dump()}")
diff --git a/tests/unit/__init__.py b/tests/unit/__init__.py
index d0fa3aa..b0fd789 100644
--- a/tests/unit/__init__.py
+++ b/tests/unit/__init__.py
@@ -1,5 +1,6 @@
 from datetime import datetime
 
+
 from algotrader.entities.candle import Candle
 from algotrader.entities.timespan import TimeSpan
 
diff --git a/tests/unit/strategies/test_history_compare.py b/tests/unit/strategies/test_history_compare.py
index 3440ab6..7855d60 100644
--- a/tests/unit/strategies/test_history_compare.py
+++ b/tests/unit/strategies/test_history_compare.py
@@ -11,12 +11,13 @@
 from algotrader.entities.timespan import TimeSpan
 from fakes.strategy_executor import FakeSignalsExecutor
 from algotrader.pipeline.processors.candle_cache import CandleCache
-from algotrader.pipeline.processors.returns import Returns, RETURNS_ATTACHMENT_KEY
+from algotrader.pipeline.processors.returns import RETURNS_ATTACHMENT_KEY
+from algotrader.entities.attachments.returns import Returns
 from algotrader.pipeline.processors.strategy import StrategyProcessor
 from algotrader.pipeline.processors.technicals_buckets_matcher import (
-    IndicatorsMatchedBuckets,
     INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY,
 )
+from algotrader.entities.attachments.technicals_buckets_matcher import IndicatorsMatchedBuckets
 from algotrader.pipeline.shared_context import SharedContext
 from algotrader.pipeline.strategies.history_bucket_compare import HistoryBucketCompareStrategy
 from algotrader.storage.mongodb_storage import MongoDBStorage
@@ -44,8 +45,8 @@ def _check(signals: List[StrategySignal]):
 
         history_compare_strategy = HistoryBucketCompareStrategy(
             mongodb_storage,
-            datetime.now() - timedelta(days=60),
-            datetime.now(),
+            datetime.utcnow() - timedelta(days=60),
+            datetime.utcnow(),
             indicators_to_compare=["sma5", "sma20"],
             return_fields=["ctc1"],
             min_event_count=1,
@@ -119,7 +120,7 @@ def _check(signals: List[StrategySignal]):
         processor.process(context, candle)
 
     def _get_history_candle(self, ctc_value: float) -> Candle:
-        candle = generate_candle(TimeSpan.Day, datetime.now() - timedelta(days=random.randint(2, 50)))
+        candle = generate_candle(TimeSpan.Day, datetime.utcnow() - timedelta(days=random.randint(2, 50)))
 
         indicator_buckets = IndicatorsMatchedBuckets()
         indicator_buckets.set("sma5", Bucket(ident=0, start=0, end=0))
@@ -128,8 +129,8 @@ def _get_history_candle(self, ctc_value: float) -> Candle:
         candle_returns = Returns()
         candle_returns.set("ctc1", ctc_value)
 
-        candle.attachments.add_attachement(INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY, indicator_buckets)
-        candle.attachments.add_attachement(RETURNS_ATTACHMENT_KEY, candle_returns)
+        candle.add_attachment(INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY, indicator_buckets)
+        candle.add_attachment(RETURNS_ATTACHMENT_KEY, candle_returns)
 
         return candle
 
@@ -140,5 +141,5 @@ def _get_candle(self) -> Candle:
         indicator_buckets.set("sma5", Bucket(ident=0, start=0, end=0))
         indicator_buckets.set("sma20", Bucket(ident=4, start=7, end=9))
 
-        candle.attachments.add_attachement(INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY, indicator_buckets)
+        candle.add_attachment(INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY, indicator_buckets)
         return candle
diff --git a/tests/unit/strategies/test_simple_sma.py b/tests/unit/strategies/test_simple_sma.py
index 52be8fa..367ff2f 100644
--- a/tests/unit/strategies/test_simple_sma.py
+++ b/tests/unit/strategies/test_simple_sma.py
@@ -8,7 +8,8 @@
 from fakes.strategy_executor import FakeSignalsExecutor
 from algotrader.pipeline.processors.candle_cache import CandleCache
 from algotrader.pipeline.processors.strategy import StrategyProcessor
-from algotrader.pipeline.processors.technicals import INDICATORS_ATTACHMENT_KEY, Indicators
+from algotrader.pipeline.processors.technicals import INDICATORS_ATTACHMENT_KEY
+from algotrader.entities.attachments.technicals import Indicators
 from algotrader.pipeline.shared_context import SharedContext
 from algotrader.pipeline.strategies.simple_sma import SimpleSMA
 from unit import generate_candle, TEST_SYMBOL
@@ -57,6 +58,6 @@ def _get_candles(self) -> Tuple[Candle, Candle]:
         current_indicators.set("sma5", 6)
         current_indicators.set("sma20", 5)
 
-        prev_candle.attachments.add_attachement(INDICATORS_ATTACHMENT_KEY, prev_indicators)
-        current_candle.attachments.add_attachement(INDICATORS_ATTACHMENT_KEY, current_indicators)
+        prev_candle.add_attachment(INDICATORS_ATTACHMENT_KEY, prev_indicators)
+        current_candle.add_attachment(INDICATORS_ATTACHMENT_KEY, current_indicators)
         return prev_candle, current_candle
diff --git a/tests/unit/test_asset_correlation.py b/tests/unit/test_asset_correlation.py
index 46aa30e..396e773 100644
--- a/tests/unit/test_asset_correlation.py
+++ b/tests/unit/test_asset_correlation.py
@@ -11,10 +11,10 @@
 from algotrader.pipeline.configs.technical_processor_config import TechnicalsProcessorConfig
 from algotrader.pipeline.pipeline import Pipeline
 from algotrader.pipeline.processors.assets_correlation import (
-    AssetCorrelation,
     CORRELATIONS_ATTACHMENT_KEY,
     AssetCorrelationProcessor,
 )
+from algotrader.entities.attachments.assets_correlation import AssetCorrelation
 from algotrader.pipeline.processors.candle_cache import CandleCache
 from algotrader.pipeline.processors.technicals import TechnicalsProcessor
 from algotrader.pipeline.processors.timespan_change import TimeSpanChangeProcessor
@@ -64,9 +64,7 @@ def _check(context: SharedContext, candle: Candle):
             if check_count > 20:
                 cache_reader = CandleCache.context_reader(context)
                 latest_candle = cache_reader.get_symbol_candles(candle.symbol)[-2]
-                asset_correlation: AssetCorrelation = latest_candle.attachments.get_attachment(
-                    CORRELATIONS_ATTACHMENT_KEY
-                )
+                asset_correlation: AssetCorrelation = latest_candle.get_attachment(CORRELATIONS_ATTACHMENT_KEY)
                 if candle.symbol == "X":
                     self.assertFalse(asset_correlation.has("X"))
                     self.assertTrue(asset_correlation.has("Y"))
@@ -82,11 +80,9 @@ def _check(context: SharedContext, candle: Candle):
         asset_correlation = AssetCorrelationProcessor(correlations_file_path, cache_processor)
         timespan_change_processor = TimeSpanChangeProcessor(TimeSpan.Day, asset_correlation)
 
-        config = TechnicalsProcessorConfig(
-            [
-                IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
-            ]
-        )
+        config = TechnicalsProcessorConfig([
+            IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
+        ])
 
         technicals = TechnicalsProcessor(config, timespan_change_processor)
         PipelineRunner(Pipeline(self.source, technicals)).run()
diff --git a/tests/unit/test_async_query_result.py b/tests/unit/test_async_query_result.py
index d269269..c35137c 100644
--- a/tests/unit/test_async_query_result.py
+++ b/tests/unit/test_async_query_result.py
@@ -17,13 +17,11 @@ def setUp(self) -> None:
     def test_candles_out_of_range(self):
         subscription = QuerySubscription(1, "X", TimeSpan.Day)
         self.result.attach_query_subscription(subscription)
-        subscription.push_candles(
-            [
-                generate_candle(TimeSpan.Day, self.from_ts),
-                generate_candle(TimeSpan.Day, self.to_ts),
-                generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
-            ]
-        )
+        subscription.push_candles([
+            generate_candle(TimeSpan.Day, self.from_ts),
+            generate_candle(TimeSpan.Day, self.to_ts),
+            generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
+        ])
 
         subscription.done()
 
@@ -36,21 +34,17 @@ def test_multiple_subscriptions(self):
         subscription2 = QuerySubscription(2, "X", TimeSpan.Day)
         self.result.attach_query_subscription(subscription2)
 
-        subscription1.push_candles(
-            [
-                generate_candle(TimeSpan.Day, self.from_ts),
-                generate_candle(TimeSpan.Day, self.to_ts),
-                generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
-            ]
-        )
-
-        subscription2.push_candles(
-            [
-                generate_candle(TimeSpan.Day, self.from_ts),
-                generate_candle(TimeSpan.Day, self.to_ts),
-                generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
-            ]
-        )
+        subscription1.push_candles([
+            generate_candle(TimeSpan.Day, self.from_ts),
+            generate_candle(TimeSpan.Day, self.to_ts),
+            generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
+        ])
+
+        subscription2.push_candles([
+            generate_candle(TimeSpan.Day, self.from_ts),
+            generate_candle(TimeSpan.Day, self.to_ts),
+            generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
+        ])
 
         subscription1.done()
         subscription2.done()
@@ -64,21 +58,17 @@ def test_multiple_subscriptions_with_error(self):
         subscription2 = QuerySubscription(2, "X", TimeSpan.Day)
         self.result.attach_query_subscription(subscription2)
 
-        subscription1.push_candles(
-            [
-                generate_candle(TimeSpan.Day, self.from_ts),
-                generate_candle(TimeSpan.Day, self.to_ts),
-                generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
-            ]
-        )
-
-        subscription2.push_candles(
-            [
-                generate_candle(TimeSpan.Day, self.from_ts),
-                generate_candle(TimeSpan.Day, self.to_ts),
-                generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
-            ]
-        )
+        subscription1.push_candles([
+            generate_candle(TimeSpan.Day, self.from_ts),
+            generate_candle(TimeSpan.Day, self.to_ts),
+            generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
+        ])
+
+        subscription2.push_candles([
+            generate_candle(TimeSpan.Day, self.from_ts),
+            generate_candle(TimeSpan.Day, self.to_ts),
+            generate_candle(TimeSpan.Day, self.from_ts - timedelta(days=1)),
+        ])
 
         subscription1.done()
         subscription2.done(True)
diff --git a/tests/unit/test_filesink_processor.py b/tests/unit/test_filesink_processor.py
index df3af5a..ef7805c 100644
--- a/tests/unit/test_filesink_processor.py
+++ b/tests/unit/test_filesink_processor.py
@@ -19,9 +19,9 @@
 class TestFileSinkProcessor(TestCase):
     def setUp(self) -> None:
         super().setUp()
-        self.source = FakeSource(
-            [generate_candle_with_price(TimeSpan.Day, datetime.now(), random.randint(0, c)) for c in range(1, 50)]
-        )
+        self.source = FakeSource([
+            generate_candle_with_price(TimeSpan.Day, datetime.now(), random.randint(0, c)) for c in range(1, 50)
+        ])
 
     def test(self):
         temp_file = tempfile.NamedTemporaryFile(delete=False)
@@ -31,7 +31,7 @@ def _check(context: SharedContext):
             lines = temp_file.readlines()
             self.assertEqual(49, len(lines))
             for line in lines:
-                candle = Candle.deserialize(json.loads(line))
+                candle = Candle.model_validate_json(json.loads(line))
                 self.assertEqual(TimeSpan.Day, candle.time_span)
                 self.assertEqual(datetime.now().day, candle.timestamp.day)
 
diff --git a/tests/unit/test_mongodb_sink_processor.py b/tests/unit/test_mongodb_sink_processor.py
index aa12184..bf2b230 100644
--- a/tests/unit/test_mongodb_sink_processor.py
+++ b/tests/unit/test_mongodb_sink_processor.py
@@ -18,12 +18,10 @@
 class TestMongoDBSinkProcessor(TestCase):
     def setUp(self) -> None:
         super().setUp()
-        self.source = FakeSource(
-            [
-                generate_candle_with_price(TimeSpan.Day, datetime.now() - timedelta(minutes=c), random.randint(0, c))
-                for c in range(1, 50)
-            ]
-        )
+        self.source = FakeSource([
+            generate_candle_with_price(TimeSpan.Day, datetime.now() - timedelta(minutes=c), random.randint(0, c))
+            for c in range(1, 50)
+        ])
 
     @mongomock.patch(servers=(("localhost", 27017),))
     def test(self):
diff --git a/tests/unit/test_returns_calculator_processor.py b/tests/unit/test_returns_calculator_processor.py
index 1bf8050..a70c2bc 100644
--- a/tests/unit/test_returns_calculator_processor.py
+++ b/tests/unit/test_returns_calculator_processor.py
@@ -16,9 +16,9 @@
 class TestReturnsCalculatorProcessor(TestCase):
     def setUp(self) -> None:
         super().setUp()
-        self.source = FakeSource(
-            [generate_candle_with_price(TimeSpan.Day, datetime.now() + timedelta(minutes=c), c) for c in range(1, 50)]
-        )
+        self.source = FakeSource([
+            generate_candle_with_price(TimeSpan.Day, datetime.now() + timedelta(minutes=c), c) for c in range(1, 50)
+        ])
 
     def test(self):
         def _check_returns(context: SharedContext):
@@ -26,13 +26,13 @@ def _check_returns(context: SharedContext):
             cache_reader = CandleCache.context_reader(context)
             candles = cache_reader.get_symbol_candles(TEST_SYMBOL)
 
-            self.assertFalse(candles[0].attachments.get_attachment(RETURNS_ATTACHMENT_KEY).has("ctc-1"))
-            self.assertFalse(candles[1].attachments.get_attachment(RETURNS_ATTACHMENT_KEY).has("ctc-1"))
-            self.assertFalse(candles[2].attachments.get_attachment(RETURNS_ATTACHMENT_KEY).has("ctc-1"))
+            self.assertFalse(candles[0].get_attachment(RETURNS_ATTACHMENT_KEY).has("ctc-1"))
+            self.assertFalse(candles[1].get_attachment(RETURNS_ATTACHMENT_KEY).has("ctc-1"))
+            self.assertFalse(candles[2].get_attachment(RETURNS_ATTACHMENT_KEY).has("ctc-1"))
 
-            ctc1 = candles[3].attachments.get_attachment(RETURNS_ATTACHMENT_KEY)["ctc-1"]
-            ctc2 = candles[3].attachments.get_attachment(RETURNS_ATTACHMENT_KEY)["ctc-2"]
-            ctc3 = candles[3].attachments.get_attachment(RETURNS_ATTACHMENT_KEY)["ctc-3"]
+            ctc1 = candles[3].get_attachment(RETURNS_ATTACHMENT_KEY)["ctc-1"]
+            ctc2 = candles[3].get_attachment(RETURNS_ATTACHMENT_KEY)["ctc-2"]
+            ctc3 = candles[3].get_attachment(RETURNS_ATTACHMENT_KEY)["ctc-3"]
             self.assertTrue(ctc1 < ctc2 < ctc3)
 
         cache_processor = CandleCache()
diff --git a/tests/unit/test_serializations.py b/tests/unit/test_serializations.py
index f400d5d..6c0dedb 100644
--- a/tests/unit/test_serializations.py
+++ b/tests/unit/test_serializations.py
@@ -1,29 +1,20 @@
 from datetime import datetime
-from typing import Dict
 from unittest import TestCase
 
+from algotrader.entities.attachments.nothing import NothingClass
 from algotrader.entities.bucket import Bucket
 from algotrader.entities.bucketscontainer import BucketsContainer
 from algotrader.entities.candle import Candle
-from algotrader.entities.serializable import Serializable, Deserializable
 from algotrader.entities.timespan import TimeSpan
-from algotrader.serialization.store import DeserializationService
 from unit import generate_candle_with_price
 
 
-class NothingClass(Serializable, Deserializable):
-    def serialize(self) -> Dict:
-        obj = super().serialize()
-        obj.update({"nothing": "at-all"})
-        return obj
-
-
 class TestSerializations(TestCase):
     def test_candle(self):
         candle = generate_candle_with_price(TimeSpan.Day, datetime.now(), 888)
-        data = candle.serialize()
+        data = candle.model_dump_json()
 
-        new_candle = Candle.deserialize(data)
+        new_candle = Candle.model_validate_json(data)
 
         self.assertEqual(candle.symbol, new_candle.symbol)
         self.assertEqual(candle.timestamp, new_candle.timestamp)
@@ -36,14 +27,14 @@ def test_candle(self):
 
     def test_candle_attachments(self):
         candle = generate_candle_with_price(TimeSpan.Day, datetime.now(), 888)
-        candle.add_attachement("key1", NothingClass())
+        candle.add_attachment("key1", NothingClass())
 
-        data = candle.serialize()
-        new_candle = Candle.deserialize(data)
+        data = candle.model_dump_json()
+        new_candle = Candle.model_validate_json(data)
 
         self.assertEqual(candle.symbol, new_candle.symbol)
-        original_attachment = candle.attachments.get_attachment("key1")
-        new_attachment = new_candle.attachments.get_attachment("key1")
+        original_attachment = candle.get_attachment("key1")
+        new_attachment = new_candle.get_attachment("key1")
         self.assertEqual(original_attachment.__class__, new_attachment.__class__)
 
     def test_bins(self):
@@ -51,8 +42,8 @@ def test_bins(self):
         bins.add("x", [Bucket(ident=1, start=1, end=2)])
         bins.add("list", [[Bucket(ident=0, start=1, end=2)], [Bucket(ident=1, start=3, end=4)]])
 
-        serialized_data = bins.serialize()
-        new_bins: BucketsContainer = DeserializationService.deserialize(serialized_data)
+        serialized_data = bins.model_dump_json()
+        new_bins = BucketsContainer.model_validate_json(serialized_data)
 
         x = new_bins.get("x")
         self.assertIsNotNone(x)
diff --git a/tests/unit/test_technicals_binner_terminator.py b/tests/unit/test_technicals_binner_terminator.py
index 3c91119..f3e5ff4 100644
--- a/tests/unit/test_technicals_binner_terminator.py
+++ b/tests/unit/test_technicals_binner_terminator.py
@@ -15,14 +15,14 @@
 from algotrader.pipeline.processors.technicals import TechnicalsProcessor
 from algotrader.pipeline.processors.technicals_buckets_matcher import (
     TechnicalsBucketsMatcher,
-    IndicatorsMatchedBuckets,
     INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY,
 )
+from algotrader.entities.attachments.technicals_buckets_matcher import IndicatorsMatchedBuckets
 from algotrader.pipeline.processors.technicals_normalizer import (
     TechnicalsNormalizerProcessor,
-    NormalizedIndicators,
     NORMALIZED_INDICATORS_ATTACHMENT_KEY,
 )
+from algotrader.entities.attachments.technicals_normalizer import NormalizedIndicators
 from algotrader.pipeline.runner import PipelineRunner
 from algotrader.pipeline.shared_context import SharedContext
 from algotrader.pipeline.terminators.technicals_binner import TechnicalsBinner
@@ -40,11 +40,9 @@ def test(self):
         cache_processor = CandleCache()
         technicals_normalizer = TechnicalsNormalizerProcessor(next_processor=cache_processor)
 
-        config = TechnicalsProcessorConfig(
-            [
-                IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
-            ]
-        )
+        config = TechnicalsProcessorConfig([
+            IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
+        ])
 
         technicals = TechnicalsProcessor(config, technicals_normalizer)
 
@@ -61,19 +59,19 @@ def _check(context: SharedContext, candle: Candle):
 
             check_count = context.get_kv_data("check_count", 0)
             if check_count > 20:
-                matched_buckets: IndicatorsMatchedBuckets = candle.attachments.get_attachment(
+                matched_buckets: IndicatorsMatchedBuckets = candle.get_attachment(
                     INDICATORS_MATCHED_BUCKETS_ATTACHMENT_KEY
                 )
 
-                normalized_indicators: NormalizedIndicators = candle.attachments.get_attachment(
+                normalized_indicators: NormalizedIndicators = candle.get_attachment(
                     NORMALIZED_INDICATORS_ATTACHMENT_KEY
                 )
 
                 matched_bucket = matched_buckets.get("sma5")
                 indicator_value = normalized_indicators.get("sma5")
                 self.assertTrue(isinstance(matched_bucket, Bucket))
-                self.assertTrue(matched_bucket.start <= indicator_value)
-                self.assertTrue(matched_bucket.end > indicator_value)
+                self.assertTrue(matched_bucket.get_start <= indicator_value)
+                self.assertTrue(matched_bucket.get_end > indicator_value)
 
         with tempfile.TemporaryDirectory() as tempdir:
             tmpfilepath = os.path.join(tempdir, "temp_bin_file.dat")
@@ -81,11 +79,9 @@ def _check(context: SharedContext, candle: Candle):
             cache_processor = CandleCache()
             technicals_normalizer = TechnicalsNormalizerProcessor(next_processor=cache_processor)
 
-            config = TechnicalsProcessorConfig(
-                [
-                    IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
-                ]
-            )
+            config = TechnicalsProcessorConfig([
+                IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
+            ])
 
             technicals = TechnicalsProcessor(config, technicals_normalizer)
             binner_terminator = TechnicalsBinner([TEST_SYMBOL], 7, tmpfilepath)
diff --git a/tests/unit/test_technicals_processor.py b/tests/unit/test_technicals_processor.py
index ea9e5fc..ed58b4e 100644
--- a/tests/unit/test_technicals_processor.py
+++ b/tests/unit/test_technicals_processor.py
@@ -8,12 +8,13 @@
 from algotrader.pipeline.configs.technical_processor_config import TechnicalsProcessorConfig
 from algotrader.pipeline.pipeline import Pipeline
 from algotrader.pipeline.processors.candle_cache import CandleCache
-from algotrader.pipeline.processors.technicals import TechnicalsProcessor, INDICATORS_ATTACHMENT_KEY, Indicators
+from algotrader.pipeline.processors.technicals import TechnicalsProcessor, INDICATORS_ATTACHMENT_KEY
+from algotrader.entities.attachments.technicals import Indicators
 from algotrader.pipeline.processors.technicals_normalizer import (
     TechnicalsNormalizerProcessor,
     NORMALIZED_INDICATORS_ATTACHMENT_KEY,
-    NormalizedIndicators,
 )
+from algotrader.entities.attachments.technicals_normalizer import NormalizedIndicators
 from algotrader.pipeline.runner import PipelineRunner
 from algotrader.pipeline.shared_context import SharedContext
 from fakes.pipeline_validators import ValidationProcessor
@@ -33,7 +34,7 @@ def _check(context: SharedContext, candle: Candle):
 
             check_count = context.get_kv_data("check_count", 0)
             if check_count > 20:
-                candle_indicators: Indicators = candle.attachments.get_attachment(INDICATORS_ATTACHMENT_KEY)
+                candle_indicators: Indicators = candle.attachments[INDICATORS_ATTACHMENT_KEY]
                 macd_values = candle_indicators.get("macd")
                 self.assertEqual(len(macd_values), 3)
                 self.assertIsNotNone(macd_values[0])
@@ -49,14 +50,12 @@ def _check(context: SharedContext, candle: Candle):
         validator = ValidationProcessor(_check)
         cache_processor = CandleCache(validator)
 
-        config = TechnicalsProcessorConfig(
-            [
-                IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
-                IndicatorConfig("macd", TechnicalCalculation.MACD, [2, 5, 9]),
-                IndicatorConfig("cci7", TechnicalCalculation.CCI, [7]),
-                IndicatorConfig("arooosc", TechnicalCalculation.AROONOSC, [7]),
-            ]
-        )
+        config = TechnicalsProcessorConfig([
+            IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
+            IndicatorConfig("macd", TechnicalCalculation.MACD, [2, 5, 9]),
+            IndicatorConfig("cci7", TechnicalCalculation.CCI, [7]),
+            IndicatorConfig("arooosc", TechnicalCalculation.AROONOSC, [7]),
+        ])
 
         processor = TechnicalsProcessor(config, cache_processor)
         PipelineRunner(Pipeline(self.source, processor)).run()
@@ -68,11 +67,9 @@ def _check(context: SharedContext, candle: Candle):
 
             check_count = context.get_kv_data("check_count", 0)
             if check_count > 20:
-                indicators: Indicators = candle.attachments.get_attachment(INDICATORS_ATTACHMENT_KEY)
+                indicators: Indicators = candle.attachments[INDICATORS_ATTACHMENT_KEY]
 
-                normalized_indicators: NormalizedIndicators = candle.attachments.get_attachment(
-                    NORMALIZED_INDICATORS_ATTACHMENT_KEY
-                )
+                normalized_indicators: NormalizedIndicators = candle.attachments[NORMALIZED_INDICATORS_ATTACHMENT_KEY]
 
                 bbands5_value = indicators.get("bbands5")
                 normalized_bbands5_value = normalized_indicators.get("bbands5")
@@ -91,12 +88,10 @@ def _check(context: SharedContext, candle: Candle):
         cache_processor = CandleCache(validator)
         technicals_normalizer = TechnicalsNormalizerProcessor(next_processor=cache_processor)
 
-        config = TechnicalsProcessorConfig(
-            [
-                IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
-                IndicatorConfig("bbands5", TechnicalCalculation.BBANDS, [5]),
-            ]
-        )
+        config = TechnicalsProcessorConfig([
+            IndicatorConfig("sma5", TechnicalCalculation.SMA, [5]),
+            IndicatorConfig("bbands5", TechnicalCalculation.BBANDS, [5]),
+        ])
 
         technicals = TechnicalsProcessor(config, technicals_normalizer)
         PipelineRunner(Pipeline(self.source, technicals)).run()
diff --git a/tests/unit/test_timespan_change_processor.py b/tests/unit/test_timespan_change_processor.py
index 5547cf0..626d861 100644
--- a/tests/unit/test_timespan_change_processor.py
+++ b/tests/unit/test_timespan_change_processor.py
@@ -17,12 +17,10 @@
 class TestTimeSpanChangeProcessor(TestCase):
     def setUp(self) -> None:
         super().setUp()
-        self.source = FakeSource(
-            [
-                generate_candle_with_price(TimeSpan.Day, datetime.fromtimestamp(1669050000) - timedelta(hours=c), c)
-                for c in range(1, 55)
-            ]
-        )
+        self.source = FakeSource([
+            generate_candle_with_price(TimeSpan.Day, datetime.fromtimestamp(1669050000) - timedelta(hours=c), c)
+            for c in range(1, 55)
+        ])
 
     def test(self):
         def _terminate(context: SharedContext):