diff --git a/.github/workflows/gather_hubspot_data.yml b/.github/workflows/gather_hubspot_data.yml
new file mode 100644
index 0000000..e211fe0
--- /dev/null
+++ b/.github/workflows/gather_hubspot_data.yml
@@ -0,0 +1,24 @@
+name: Hubspot Data to S3
+
+on:
+  schedule:
+    - cron: '0 5 * * *'   # Every day at 05:00 UTC
+  workflow_dispatch:
+
+jobs:
+  gather_hubspot_data_and_upload_to_s3:
+    runs-on: ubuntu-22.04
+
+    steps:
+      - uses: actions/checkout@v4
+
+      # Build Docker image using .devcontainer/Dockerfile
+      - name: Build Docker image
+        run: |
+          docker build -f .devcontainer/Dockerfile -t latest-image .
+
+      # Run the script inside the container
+      - name: Run script in container
+        run: |
+          docker run latest-image \
+            bash -c "cd backend && poetry run python src/dashboard/src/scripts/hubspot_to_s3.py"
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..606e7ae
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+__pycache__
+hubspot_deals.json
\ No newline at end of file
diff --git a/backend/poetry.lock b/backend/poetry.lock
index e8e40a4..1e3bb36 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -41,6 +41,58 @@ files = [
 astroid = ["astroid (>=2,<5)"]
 test = ["astroid (>=2,<5)", "pytest (<9.0)", "pytest-cov", "pytest-xdist"]
 
+[[package]]
+name = "blinker"
+version = "1.9.0"
+description = "Fast, simple object-to-object and broadcast signaling"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
+    {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
+]
+
+[[package]]
+name = "boto3"
+version = "1.40.74"
+description = "The AWS SDK for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "boto3-1.40.74-py3-none-any.whl", hash = "sha256:41fc8844b37ae27b24bcabf8369769df246cc12c09453988d0696ad06d6aa9ef"},
+    {file = "boto3-1.40.74.tar.gz", hash = "sha256:484e46bf394b03a7c31b34f90945ebe1390cb1e2ac61980d128a9079beac87d4"},
+]
+
+[package.dependencies]
+botocore = ">=1.40.74,<1.41.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.14.0,<0.15.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.40.74"
+description = "Low-level, data-driven core of boto 3."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "botocore-1.40.74-py3-none-any.whl", hash = "sha256:f39f5763e35e75f0bd91212b7b36120b1536203e8003cd952ef527db79702b15"},
+    {file = "botocore-1.40.74.tar.gz", hash = "sha256:57de0b9ffeada06015b3c7e5186c77d0692b210d9e5efa294f3214df97e2f8ee"},
+]
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
+
+[package.extras]
+crt = ["awscrt (==0.28.4)"]
+
 [[package]]
 name = "certifi"
 version = "2025.11.12"
@@ -274,6 +326,21 @@ files = [
     {file = "charset_normalizer-3.4.4.tar.gz", hash = "sha256:94537985111c35f28720e43603b8e7b43a6ecfb2ce1d3058bbe955b73404e21a"},
 ]
 
+[[package]]
+name = "click"
+version = "8.3.1"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"},
+    {file = "click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -302,6 +369,40 @@ files = [
 [package.extras]
 test = ["pytest"]
 
+[[package]]
+name = "dash"
+version = "3.3.0"
+description = "A Python framework for building reactive web-apps. Developed by Plotly."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "dash-3.3.0-py3-none-any.whl", hash = "sha256:8f52415977f7490492dd8a3872279160be8ff253ca9f4d49a4e3ba747fa4bd91"},
+    {file = "dash-3.3.0.tar.gz", hash = "sha256:eaaa7a671540b5e1db8066f4966d0277d21edc2c7acdaec2fd6d198366a8b0df"},
+]
+
+[package.dependencies]
+Flask = ">=1.0.4,<3.2"
+importlib-metadata = "*"
+nest-asyncio = "*"
+plotly = ">=5.0.0"
+requests = "*"
+retrying = "*"
+setuptools = "*"
+typing_extensions = ">=4.1.1"
+Werkzeug = "<3.2"
+
+[package.extras]
+ag-grid = ["dash-ag-grid"]
+async = ["flask[async]"]
+celery = ["celery[redis] (>=5.1.2,<5.4.0)", "kombu (<5.4.0)", "redis (>=3.5.3,<=5.0.4)"]
+ci = ["black (==22.3.0)", "flake8 (==7.0.0)", "flaky (==3.8.1)", "flask-talisman (==1.0.0)", "ipython (<9.0.0)", "jupyterlab (<4.0.0)", "mimesis (<=11.1.0)", "mock (==4.0.3)", "mypy (==1.15.0) ; python_version >= \"3.12\"", "numpy (<=1.26.3)", "openpyxl", "orjson (>=3.10.11)", "pandas (>=1.4.0)", "pyarrow", "pylint (==3.0.3)", "pyright (==1.1.398) ; python_version >= \"3.7\"", "pytest-mock", "pytest-rerunfailures", "pytest-sugar (==0.9.6)", "pyzmq (>=26.0.0)", "xlrd (>=2.0.1)"]
+cloud = ["plotly-cloud"]
+compress = ["flask-compress"]
+dev = ["PyYAML (>=5.4.1)", "coloredlogs (>=15.0.1)", "fire (>=0.4.0)"]
+diskcache = ["diskcache (>=5.2.1)", "multiprocess (>=0.70.12)", "psutil (>=5.8.0)"]
+testing = ["beautifulsoup4 (>=4.8.2)", "cryptography", "dash_testing_stub (>=0.0.2)", "lxml (>=4.6.2)", "multiprocess (>=0.70.12)", "percy (>=2.0.2)", "psutil (>=5.8.0)", "pytest (>=6.0.2)", "requests[security] (>=2.21.0)", "selenium (>=3.141.0,<=4.2.0)", "waitress (>=1.4.4)"]
+
 [[package]]
 name = "debugpy"
 version = "1.8.17"
@@ -369,6 +470,30 @@ files = [
 [package.extras]
 tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
+[[package]]
+name = "flask"
+version = "3.1.2"
+description = "A simple framework for building complex web applications."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "flask-3.1.2-py3-none-any.whl", hash = "sha256:ca1d8112ec8a6158cc29ea4858963350011b5c846a414cdb7a954aa9e967d03c"},
+    {file = "flask-3.1.2.tar.gz", hash = "sha256:bf656c15c80190ed628ad08cdfd3aaa35beb087855e2f494910aa3774cc4fd87"},
+]
+
+[package.dependencies]
+blinker = ">=1.9.0"
+click = ">=8.1.3"
+itsdangerous = ">=2.2.0"
+jinja2 = ">=3.1.2"
+markupsafe = ">=2.1.1"
+werkzeug = ">=3.1.0"
+
+[package.extras]
+async = ["asgiref (>=3.2)"]
+dotenv = ["python-dotenv"]
+
 [[package]]
 name = "hubspot-api-client"
 version = "12.0.0"
@@ -406,6 +531,30 @@ files = [
 [package.extras]
 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
+[[package]]
+name = "importlib-metadata"
+version = "8.7.0"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
+    {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
+]
+
+[package.dependencies]
+zipp = ">=3.20"
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+perf = ["ipython"]
+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "ipykernel"
 version = "7.1.0"
@@ -487,6 +636,18 @@ files = [
 [package.dependencies]
 pygments = "*"
 
+[[package]]
+name = "itsdangerous"
+version = "2.2.0"
+description = "Safely pass data to untrusted environments and back."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
+    {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"},
+]
+
 [[package]]
 name = "jedi"
 version = "0.19.2"
@@ -507,6 +668,36 @@ docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alab
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
 testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
+[[package]]
+name = "jinja2"
+version = "3.1.6"
+description = "A very fast and expressive template engine."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
+    {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "jmespath"
+version = "1.0.1"
+description = "JSON Matching Expressions"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
+    {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
+]
+
 [[package]]
 name = "jupyter-client"
 version = "8.6.3"
@@ -550,6 +741,105 @@ traitlets = ">=5.3"
 docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-spelling", "traitlets"]
 test = ["ipykernel", "pre-commit", "pytest (<9)", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "markupsafe"
+version = "3.0.3"
+description = "Safely add untrusted strings to HTML/XML markup."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "markupsafe-3.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559"},
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+
 [[package]]
 name = "matplotlib-inline"
 version = "0.2.1"
@@ -568,6 +858,31 @@ traitlets = "*"
 [package.extras]
 test = ["flake8", "nbdime", "nbval", "notebook", "pytest"]
 
+[[package]]
+name = "narwhals"
+version = "2.12.0"
+description = "Extremely lightweight compatibility layer between dataframe libraries"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "narwhals-2.12.0.tar.gz", hash = "sha256:075b6d56f3a222613793e025744b129439ecdff9292ea6615dd983af7ba6ea44"},
+]
+
+[package.extras]
+cudf = ["cudf (>=24.10.0)"]
+dask = ["dask[dataframe] (>=2024.8)"]
+duckdb = ["duckdb (>=1.1)"]
+ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
+modin = ["modin"]
+pandas = ["pandas (>=1.1.3)"]
+polars = ["polars (>=0.20.4)"]
+pyarrow = ["pyarrow (>=13.0.0)"]
+pyspark = ["pyspark (>=3.5.0)"]
+pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
+sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
+
 [[package]]
 name = "nest-asyncio"
 version = "1.6.0"
@@ -821,6 +1136,30 @@ docs = ["furo (>=2025.9.25)", "proselint (>=0.14)", "sphinx (>=8.2.3)", "sphinx-
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.4.2)", "pytest-cov (>=7)", "pytest-mock (>=3.15.1)"]
 type = ["mypy (>=1.18.2)"]
 
+[[package]]
+name = "plotly"
+version = "6.4.0"
+description = "An open-source interactive data visualization library for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "plotly-6.4.0.tar.gz", hash = "sha256:68c6db2ed2180289ef978f087841148b7efda687552276da15a6e9b92107052a"},
+]
+
+[package.dependencies]
+narwhals = ">=1.15.1"
+packaging = "*"
+
+[package.extras]
+dev = ["plotly[dev-optional]"]
+dev-build = ["build", "jupyter", "plotly[dev-core]"]
+dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
+dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
+express = ["numpy"]
+kaleido = ["kaleido (>=1.1.0)"]
+
 [[package]]
 name = "prompt-toolkit"
 version = "3.0.52"
@@ -1235,6 +1574,57 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "retrying"
+version = "1.4.2"
+description = "Retrying"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+    {file = "retrying-1.4.2.tar.gz", hash = "sha256:d102e75d53d8d30b88562d45361d6c6c934da06fab31bd81c0420acb97a8ba39"},
+]
+
+[[package]]
+name = "s3transfer"
+version = "0.14.0"
+description = "An Amazon S3 Transfer Manager"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+botocore = ">=1.37.4,<2.0a.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.37.4,<2.0a.0)"]
+
+[[package]]
+name = "setuptools"
+version = "80.9.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
+core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -1396,7 +1786,45 @@ files = [
     {file = "wcwidth-0.2.14.tar.gz", hash = "sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605"},
 ]
 
+[[package]]
+name = "werkzeug"
+version = "3.1.3"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
+[[package]]
+name = "zipp"
+version = "3.23.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+    {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.12"
-content-hash = "84227188916c4d9462debd51815ef5193b15e2c881568f5800bdc8032b736b71"
+content-hash = "16f3b01b3600c20d6acd46f8212ec16688c8ad68a5533098789e5f9049011fc6"
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 6922ac3..e3cb535 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -13,7 +13,9 @@ dependencies = [
     "pydantic (>=2.12.4,<3.0.0)",
     "ipykernel (>=7.1.0,<8.0.0)",
     "pandas (>=2.3.3,<3.0.0)",
-    "tqdm (>=4.67.1,<5.0.0)"
+    "tqdm (>=4.67.1,<5.0.0)",
+    "boto3 (>=1.40.74,<2.0.0)",
+    "dash (>=3.3.0,<4.0.0)"
 ]
 
 [tool.poetry]
diff --git a/backend/src/dashboard/main.py b/backend/src/dashboard/main.py
index e75154b..5f6cb8c 100644
--- a/backend/src/dashboard/main.py
+++ b/backend/src/dashboard/main.py
@@ -1 +1,108 @@
-print("hello world")
\ No newline at end of file
+from dash import Dash, html, dcc, callback, Output, Input, dash_table, html
+import plotly.express as px
+import pandas as pd
+import json
+import boto3
+import re
+import os
+from datetime import datetime
+
+BUCKET="retrofit-data-dev"
+PREFIX="hubspot_insight/"
+
+def get_latest_s3_file(bucket: str, prefix: str = "") -> str:
+    """
+    Returns the key of the latest timestamped file in S3.
+    Files must contain a timestamp like: *_YYYYMMDD_HHMMSS.json
+    """
+    s3 = boto3.client("s3")
+
+    response = s3.list_objects_v2(Bucket=bucket, Prefix=prefix)
+
+    if "Contents" not in response:
+        raise FileNotFoundError("No files found in bucket/prefix.")
+
+    timestamp_regex = re.compile(r".*_(\d{8}_\d{6})\.json$")
+
+    files = []
+    for obj in response["Contents"]:
+        key = obj["Key"]
+        match = timestamp_regex.match(key)
+        if match:
+            files.append((match.group(1), key))
+
+    if not files:
+        raise FileNotFoundError("No timestamped files found.")
+
+    # Sort by timestamp descending
+    latest_key = sorted(files, key=lambda x: x[0], reverse=True)[0][1]
+    return latest_key
+
+def download_and_read_latest(bucket: str, prefix: str = "", download_dir="downloads"):
+    s3 = boto3.client("s3")
+    os.makedirs(download_dir, exist_ok=True)
+
+    latest_key = get_latest_s3_file(bucket, prefix)
+    local_path = os.path.join(download_dir, latest_key.split("/")[-1])
+
+    s3.download_file(bucket, latest_key, local_path)
+
+    with open(local_path, "r") as f:
+        data = json.load(f)
+
+    return latest_key, local_path, data
+
+latest_key, file_path, data = download_and_read_latest(BUCKET, PREFIX)
+
+# ---------------------------------------------------------
+# Extract relevant info into a table
+# ---------------------------------------------------------
+records = []
+
+def iso_week(date_str):
+    if not date_str:
+        return None
+    return datetime.fromisoformat(date_str).isocalendar().week
+
+for entry in data:
+    p = entry["deal_properties"]
+    c = entry["company_info"]
+
+    records.append({
+        "Deal Name": p.get("dealname"),
+        "Company": c.get("name"),
+        "Expected Start Date": p.get("expected_commencement_date"),
+        "Expected Week": iso_week(p.get("expected_commencement_date")),
+        "Design Planned Week": p.get("design_planned_week"),
+        "Design Completion": p.get("design_completion_date"),
+        "MTP Planned Week": p.get("mtp_planned_week"),
+        "MTP Completion": p.get("mtp_completion_date"),
+        "Retrofit Status": p.get("retrofit_design_status"),
+        "Deal ID": p.get("deal_id")
+    })
+
+df = pd.DataFrame(records)
+
+# ---------------------------------------------------------
+# Dash App
+# ---------------------------------------------------------
+app = Dash(__name__)
+
+app.layout = html.Div([
+    html.H1("Deal Scheduling Overview", style={"textAlign": "center"}),
+
+    dash_table.DataTable(
+        id="deal-table",
+        columns=[{"name": i, "id": i} for i in df.columns],
+        data=df.to_dict("records"),
+        page_size=20,
+        filter_action="native",
+        sort_action="native",
+        style_table={"overflowX": "scroll"},
+        style_header={"backgroundColor": "#f0f0f0", "fontWeight": "bold"},
+        style_cell={"padding": "8px", "textAlign": "left"},
+    )
+])
+
+if __name__ == "__main__":
+    app.run(debug=True)
\ No newline at end of file
diff --git a/backend/src/dashboard/scripts/hubspot_to_s3.py b/backend/src/dashboard/scripts/hubspot_to_s3.py
index 2857390..de5192b 100644
--- a/backend/src/dashboard/scripts/hubspot_to_s3.py
+++ b/backend/src/dashboard/scripts/hubspot_to_s3.py
@@ -3,6 +3,8 @@ import json
 from tqdm import tqdm
 from dashboard.services.hubspot_client import Pipeline
 from dashboard.services.hubspot_client_async import HubSpotClientAsync
+from dashboard.services.file_manager import FileManager
+from datetime import datetime
 
 OUTPUT_FILE = "hubspot_deals.json"
 
@@ -50,4 +52,13 @@ async def main():
 
 
 if __name__ == "__main__":
-    asyncio.run(main())
+    # asyncio.run(main())
+    fm = FileManager()
+    timestamp = datetime.utcnow().strftime("%Y%m%d_%H%M%S")
+    s3_filename = f"hubspot_deals_{timestamp}.json"
+
+    s3_uri = fm.upload_to_s3(
+        OUTPUT_FILE,
+        bucket="retrofit-data-dev",
+        object_name=f"hubspot_insight/{s3_filename}"
+    )
\ No newline at end of file