diff --git a/.gitignore b/.gitignore
index 8049155..80817c9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,11 +4,14 @@ notebooks/catboost_info/
 **/.ipynb_checkpoints/
 **/.DS_Store
 .vscode
-dist/ 
+dist/
 **/.pkl
 .pytest_cache/
 **/__pycache__/
 
+# only to be modified locally:
+**/snowflake_config.json
+
 # User-specific stuff:
 .idea/**/workspace.xml
 .idea/**/tasks.xml
@@ -28,7 +31,6 @@ dist/
 .idea/**/libraries
 
 *.tsv
-*.pyc 
+*.pyc
 .ipynb_checkpoints
 */.ipynb_checkpoints/*__pycache__/
-
diff --git a/poetry.lock b/poetry.lock
index d540d3a..8cab883 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -244,19 +244,22 @@ dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.2"
+version = "4.12.3"
 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"},
+    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
+    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
 ]
 
 [package.dependencies]
 soupsieve = ">1.2"
 
 [package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
@@ -649,13 +652,13 @@ test = ["pytest"]
 
 [[package]]
 name = "conda-lock"
-version = "2.5.1"
+version = "2.5.2"
 description = "Lockfiles for conda"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "conda_lock-2.5.1-py3-none-any.whl", hash = "sha256:e554b14cb426116cdc9cf419baa099d11e9b576dcb0b4d9454cea419a8b4ac7c"},
-    {file = "conda_lock-2.5.1.tar.gz", hash = "sha256:efa5e86b2e1e0400f75ed4eae7b67a99cc6cdf66ef00b4b00809a85446453d21"},
+    {file = "conda_lock-2.5.2-py3-none-any.whl", hash = "sha256:9d239e80132c35093c77b139c58bc5264c9cce9d067eb662fdcb30f14db041bc"},
+    {file = "conda_lock-2.5.2.tar.gz", hash = "sha256:a75e89229ddf067e26789fb32d63a61a7dd6f153a3d1202fce31681a80bbe9f1"},
 ]
 
 [package.dependencies]
@@ -1137,53 +1140,53 @@ vw = ["vowpalwabbit (>=8.10.0,<9.0.0)"]
 
 [[package]]
 name = "fonttools"
-version = "4.47.0"
+version = "4.47.2"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "fonttools-4.47.2.tar.gz", hash = "sha256:7df26dd3650e98ca45f1e29883c96a0b9f5bb6af8d632a6a108bc744fa0bd9b3"},
 ]
 
 [package.extras]
@@ -1331,13 +1334,13 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "holidays"
-version = "0.40"
+version = "0.41"
 description = "Generate and work with holidays in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "holidays-0.40-py3-none-any.whl", hash = "sha256:bfaeccb3d02815e33b0c3260735deedeeb5f18755408c18caa14c28d470cfbcf"},
-    {file = "holidays-0.40.tar.gz", hash = "sha256:c6301dcfb9bd2213e8cf6d9774e84e58692b5486af8e100dc3f9cd49ddf8e1ed"},
+    {file = "holidays-0.41-py3-none-any.whl", hash = "sha256:105ac1838c705df0f193d2b7133e59c93373562b33d164b84aa523be173b0f4d"},
+    {file = "holidays-0.41.tar.gz", hash = "sha256:be481dbb7949920fd5b6f1eb2968fdd31381f5c46ded9c3d7263feae576a1589"},
 ]
 
 [package.dependencies]
@@ -1388,13 +1391,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.11.0"
+version = "7.0.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.11.0-py3-none-any.whl", hash = "sha256:f0afba6205ad8f8947c7d338b5342d5db2afbfd82f9cbef7879a9539cc12eb9b"},
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+    {file = "importlib_metadata-7.0.1-py3-none-any.whl", hash = "sha256:4805911c3a4ec7c3966410053e9ec6a1fecd629117df5adee56dfc9432a1081e"},
+    {file = "importlib_metadata-7.0.1.tar.gz", hash = "sha256:f238736bb06590ae52ac1fab06a3a9ef1d8dce2b7a35b5ab329371d6c8f5d2cc"},
 ]
 
 [package.dependencies]
@@ -1436,13 +1439,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.28.0"
+version = "6.29.0"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "ipykernel-6.28.0.tar.gz", hash = "sha256:69c11403d26de69df02225916f916b37ea4b9af417da0a8c827f84328d88e5f3"},
+    {file = "ipykernel-6.29.0-py3-none-any.whl", hash = "sha256:076663ca68492576f051e4af7720d33f34383e655f2be0d544c8b1c9de915b2f"},
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 ]
 
 [package.dependencies]
@@ -1465,7 +1468,7 @@ cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (==0.23.2)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -1663,13 +1666,13 @@ trio = ["async_generator", "trio"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
+    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
 ]
 
 [package.dependencies]
@@ -1716,13 +1719,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.20.0"
+version = "4.21.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
 ]
 
 [package.dependencies]
@@ -1871,13 +1874,13 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.1"
+version = "2.2.2"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1886,13 +1889,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.12.3"
+version = "2.12.5"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1922,13 +1925,13 @@ test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-sc
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.5.1"
+version = "0.5.2"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1941,13 +1944,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.10"
+version = "4.0.11"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2253,71 +2256,71 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.3"
+version = "2.1.4"
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 python-versions = ">=3.7"
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 [[package]]
@@ -2565,13 +2568,13 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
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 ]
 
 [package.dependencies]
@@ -2624,13 +2627,13 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
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+version = "1.6.0"
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 python-versions = ">=3.5"
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 ]
 
 [[package]]
@@ -2653,13 +2656,13 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "notebook"
-version = "7.0.6"
+version = "7.0.7"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2823,13 +2826,13 @@ asn1crypto = ">=1.5.1"
 
 [[package]]
 name = "overrides"
-version = "7.4.0"
+version = "7.6.0"
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@@ -3098,13 +3101,13 @@ tenacity = ">=6.2.0"
 
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 [package.dependencies]
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 [[package]]
 name = "pycparser"
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 [[package]]
 name = "rpds-py"
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 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
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 files = [
-    {file = "sphinxcontrib_serializinghtml-1.1.9-py3-none-any.whl", hash = "sha256:9b36e503703ff04f20e9675771df105e58aa029cfcbc23b8ed716019b7416ae1"},
-    {file = "sphinxcontrib_serializinghtml-1.1.9.tar.gz", hash = "sha256:0c64ff898339e1fac29abd2bf5f11078f3ec413cfe9c046d3120d7ca65530b54"},
+    {file = "sphinxcontrib_serializinghtml-1.1.10-py3-none-any.whl", hash = "sha256:326369b8df80a7d2d8d7f99aa5ac577f51ea51556ed974e7716cfd4fca3f6cb7"},
+    {file = "sphinxcontrib_serializinghtml-1.1.10.tar.gz", hash = "sha256:93f3f5dc458b91b192fe10c397e324f262cf163d79f3282c158e8436a2c4511f"},
 ]
 
-[package.dependencies]
-Sphinx = ">=5"
-
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
@@ -4850,13 +4843,13 @@ docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "n
 
 [[package]]
 name = "streamlit"
-version = "1.28.0"
+version = "1.30.0"
 description = "A faster way to build and share data apps"
 optional = false
 python-versions = ">=3.8, !=3.9.7"
 files = [
-    {file = "streamlit-1.28.0-py2.py3-none-any.whl", hash = "sha256:6827f14fe4a2658851b25de70ccf5e4aa25650a029ba4f0a9cc6fc2ba2a1b97d"},
-    {file = "streamlit-1.28.0.tar.gz", hash = "sha256:be6fd240e290be2a79857b1ad7822b53a3c90f15cf6ce97d89ebf4d802d7edb1"},
+    {file = "streamlit-1.30.0-py2.py3-none-any.whl", hash = "sha256:536494a4edfe9b66ed70c437176cfd6c7e36b1d99d0587b0be64245fa89c241b"},
+    {file = "streamlit-1.30.0.tar.gz", hash = "sha256:90333915d9df8ce3b06de31b8a5bbab51e8cf0982dc6c32da9d6b1f2b4a9fa78"},
 ]
 
 [package.dependencies]
@@ -4865,7 +4858,7 @@ blinker = ">=1.0.0,<2"
 cachetools = ">=4.0,<6"
 click = ">=7.0,<9"
 gitpython = ">=3.0.7,<3.1.19 || >3.1.19,<4"
-importlib-metadata = ">=1.4,<7"
+importlib-metadata = ">=1.4,<8"
 numpy = ">=1.19.3,<2"
 packaging = ">=16.8,<24"
 pandas = ">=1.3.0,<3"
@@ -5000,13 +4993,13 @@ files = [
 
 [[package]]
 name = "toolz"
-version = "0.12.0"
+version = "0.12.1"
 description = "List processing tools and functional utilities"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 files = [
-    {file = "toolz-0.12.0-py3-none-any.whl", hash = "sha256:2059bd4148deb1884bb0eb770a3cde70e7f954cfbbdc2285f1f2de01fd21eb6f"},
-    {file = "toolz-0.12.0.tar.gz", hash = "sha256:88c570861c440ee3f2f6037c4654613228ff40c93a6c25e0eba70d17282c6194"},
+    {file = "toolz-0.12.1-py3-none-any.whl", hash = "sha256:d22731364c07d72eea0a0ad45bafb2c2937ab6fd38a3507bf55eae8744aa7d85"},
+    {file = "toolz-0.12.1.tar.gz", hash = "sha256:ecca342664893f177a13dac0e6b41cbd8ac25a358e5f215316d43e2100224f4d"},
 ]
 
 [[package]]
@@ -5291,12 +5284,12 @@ files = [
 
 [[package]]
 name = "wise-pizza"
-version = "0.2.3"
+version = "0.2.0"
 description = "A library to find and visualise the most interesting slices in multidimensional data"
 optional = false
 python-versions = "*"
 files = [
-    {file = "wise-pizza-0.2.3.tar.gz", hash = "sha256:31302fbc49d3b192855d5aa288d3f6fd2e4a766fa58eb7d57940c0c2f720d2af"},
+    {file = "wise-pizza-0.2.0.tar.gz", hash = "sha256:6627df8459d7ad3f8f2573c55322ed2bea8b100a8d42dcc53fd5a1ca470831d8"},
 ]
 
 [package.dependencies]
@@ -5310,7 +5303,6 @@ plotly = "*"
 pytest = "*"
 scikit_learn = "*"
 scipy = ">=1.8.0"
-streamlit = "1.28.0"
 tqdm = "*"
 
 [package.extras]
diff --git a/pyproject.toml b/pyproject.toml
index 22355bb..fe9fffa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "tw-experimentation"
-version = "0.1.2.2"
+version = "0.1.2.3"
 description = "Wise AB platform"
 authors = ["Wise"]
 readme = "README.md"
diff --git a/tw_experimentation/streamlit/pages_wrap/page1_Data_Loading.py b/tw_experimentation/streamlit/pages_wrap/page1_Data_Loading.py
index 4bec428..a802e8b 100644
--- a/tw_experimentation/streamlit/pages_wrap/page1_Data_Loading.py
+++ b/tw_experimentation/streamlit/pages_wrap/page1_Data_Loading.py
@@ -6,6 +6,7 @@
     swap_checkbox_state,
     cols_to_select,
     exp_config_to_json,
+    SnowflakeIndividualCredentials,
 )
 from tw_experimentation.streamlit.streamlit_utils import generate_experiment_output
 from tw_experimentation.utils import ExperimentDataset
@@ -14,7 +15,7 @@
 import copy
 
 
-def page_1_data_loading():
+def page_1_data_loading(snowflake_connector=SnowflakeIndividualCredentials()):
     st.session_state.update(st.session_state)
 
     DATA_PAGE = "Data Loading"
@@ -25,6 +26,8 @@ def page_1_data_loading():
 
     st.session_state["last_page"] = DATA_PAGE
 
+    if st.session_state["snowflake_connection"] is None:
+        st.session_state["snowflake_connection"] = snowflake_connector
     st.header("Data import")
     st.write(
         "If you simply want to use the sample size calculator without any dataset, "
@@ -40,7 +43,7 @@ def page_1_data_loading():
 
         if file is not None:
             df = load_data(file)
-            st.session_state["data_loader"].df = df
+            st.session_state["df_temp"] = df
             st.write("File uploaded")
 
     if load_type == "Snowflake query":
@@ -50,12 +53,6 @@ def page_1_data_loading():
         if snowflake_import == "query":
             st.text_input("SQL query", key="query")
 
-            snowflake_pull_kwargs = {
-                "sql_query": st.session_state["query"],
-                "user": st.session_state["snowflake_username"],
-                "restart_engine": restart_snowflake,
-            }
-
         if snowflake_import == "table name":
             col11, col12, col13 = st.columns(3)
 
@@ -71,33 +68,76 @@ def page_1_data_loading():
                 )
             with col13:
                 st.text_input("Table", key="table")
-            snowflake_pull_kwargs = dict(
-                source_database=st.session_state["warehouse"],
-                source_schema=st.session_state["schema"],
-                source_table=st.session_state["table"],
-                user=st.session_state["snowflake_username"],
-                restart_engine=restart_snowflake,
-            )
 
-        enter_username = False
+        enter_credentials = False
         if not st.session_state.has_snowflake_connection:
-            enter_username = True
+            enter_credentials = True
         else:
             restart_snowflake = st.checkbox("Restart snowflake connection")
 
-        st.session_state["snowflake_username"] = st.text_input(
-            "Snowflake username",
-            st.session_state["snowflake_username"],
-            disabled=not (enter_username or restart_snowflake),
-        )
+        if len(st.session_state["snowflake_connection"].input_configs) > 0:
+            with st.expander("Load snowflake configuration from json"):
+                st.write(
+                    """
+                        You can load a snowflake configuration from a json file.
+                        """
+                )
+                st.write(
+                    """
+                    You can upload a json file of the format, e.g.,
+                    {
+                        "user" = "USERNAME",
+                        "region" = "REGION"
+                    }
+                    """
+                )
+                config_json_snowflake = st.file_uploader(
+                    "Upload a json config file for snowflake", type="json"
+                )
+
+                if config_json_snowflake is not None:
+                    try:
+                        json_content_snowflake = config_json_snowflake.getvalue()
+                        exp_config = json.loads(json_content_snowflake)
+                        st.write(exp_config)
+                        for config, value in exp_config.items():
+                            st.session_state["snowflake_" + config] = value
+                    except json.JSONDecodeError:
+                        st.error("Invalid JSON file. Please upload a valid JSON file.")
+        for config_variable in st.session_state["snowflake_connection"].input_configs:
+            initalise_session_states({"snowflake_" + config_variable: ""})
+            st.text_input(
+                config_variable,
+                st.session_state["snowflake_" + config_variable],
+                disabled=not (enter_credentials or restart_snowflake),
+            )
 
         if st.button("Fetch data from snowflake"):
-            st.session_state["data_loader"].pull_snowflake_table(
-                **snowflake_pull_kwargs
+            account_configs = {
+                config_variable: st.session_state["snowflake_" + config_variable]
+                for config_variable in st.session_state[
+                    "snowflake_connection"
+                ].input_configs
+            }
+            st.session_state["snowflake_connection"].account_config = account_configs
+            st.session_state["snowflake_connection"].connect(
+                restart_engine=restart_snowflake
             )
+            if snowflake_import == "query":
+                st.session_state["df_temp"] = st.session_state[
+                    "snowflake_connection"
+                ].load_table(sql_query=st.session_state["query"])
+            elif snowflake_import == "table name":
+                st.session_state["df_temp"] = st.session_state[
+                    "snowflake_connection"
+                ].load_table(
+                    source_database=st.session_state["warehouse"],
+                    source_schema=st.session_state["schema"],
+                    source_table=st.session_state["table"],
+                )
             st.session_state.has_snowflake_connection = True
 
-    if st.session_state["data_loader"].df is not None:
+    if st.session_state["df_temp"] is not None:
         st.divider()
         with st.expander("Load configuration from json"):
             st.write(
@@ -171,7 +211,7 @@ def page_1_data_loading():
             ]
         ]
         cols_for_selection = cols_to_select(
-            st.session_state["data_loader"].df.columns, cols_to_exclude
+            st.session_state["df_temp"].columns, cols_to_exclude
         )
 
         if st.session_state["is_experiment"]:
@@ -283,7 +323,7 @@ def page_1_data_loading():
                     len(st.session_state["pre_experiment"]) > 0
                 ), "Must specify at least one pre-experiment metric"
                 st.session_state.ed = ExperimentDataset(
-                    data=copy.deepcopy(st.session_state["data_loader"].df),
+                    data=copy.deepcopy(st.session_state["df_temp"]),
                     variant="",
                     targets="",
                     pre_experiment_cols=st.session_state["pre_experiment"],
@@ -294,7 +334,7 @@ def page_1_data_loading():
                 if not st.session_state["is_dynamic_experiment_temp"]:
                     st.session_state["timestamp"] = None
                 st.session_state.ed = ExperimentDataset(
-                    data=copy.deepcopy(st.session_state["data_loader"].df),
+                    data=copy.deepcopy(st.session_state["df_temp"]),
                     variant=st.session_state["variant"],
                     targets=st.session_state["outcomes"],
                     date=(
@@ -302,9 +342,9 @@ def page_1_data_loading():
                         if st.session_state["is_dynamic_experiment"]
                         else None
                     ),
-                    n_variants=st.session_state["data_loader"]
-                    .df[st.session_state["variant"]]
-                    .nunique(),
+                    n_variants=st.session_state["df_temp"][
+                        st.session_state["variant"]
+                    ].nunique(),
                     pre_experiment_cols=st.session_state["pre_experiment"],
                     segments=st.session_state["segments"],
                 )
@@ -328,7 +368,7 @@ def page_1_data_loading():
                         st.session_state["timestamp"] = None
                     st.cache_data.clear()
                     generate_experiment_output(
-                        copy.deepcopy(st.session_state["data_loader"].df),
+                        copy.deepcopy(st.session_state["df_temp"]),
                         variant=st.session_state["variant"],
                         targets=st.session_state["outcomes"],
                         date_created=(
diff --git a/tw_experimentation/streamlit/streamlit_utils.py b/tw_experimentation/streamlit/streamlit_utils.py
index 584fc54..eb7aff1 100644
--- a/tw_experimentation/streamlit/streamlit_utils.py
+++ b/tw_experimentation/streamlit/streamlit_utils.py
@@ -29,9 +29,7 @@
     NormalityChecks,
 )
 from tw_experimentation.bayes.bayes_test import BayesTest
-
 from tw_experimentation.constants import (
-    COLORSCALES,
     ACCOUNT,
     REGION,
     USERNAME,
@@ -44,8 +42,10 @@
     RESULT_DATABASE,
     RESULT_SCHEMA,
     RESULT_TABLE,
+    COLORSCALES,
 )
 
+from abc import ABC, abstractmethod
 import streamlit as st
 
 import pandas as pd
@@ -54,7 +54,82 @@
 from sqlalchemy import create_engine
 import json
 
-from typing import Optional, List, Union
+from typing import Optional, List, Union, Dict
+
+
+class SnowflakeConnection(ABC):
+    def __init__(self):
+        self.connection = None
+        self.engine = None
+        self._config_variables = []
+        self._account_config = dict()
+
+    @abstractmethod
+    def connect(self, restart_engine=False, **kwargs):
+        pass
+
+    @property
+    @abstractmethod
+    def input_configs(self):
+        """List of variables to configure for snowflake connection"""
+        return []
+
+    def load_table(
+        self,
+        sql_query=None,
+        source_database=SOURCE_DATABASE,
+        source_schema=SOURCE_SCHEMA,
+        source_table=SOURCE_TABLE,
+    ):
+        if sql_query is None:
+            sql_query = f"""
+                select * from {source_database}.{source_schema}.{source_table}
+                """
+        df = pd.read_sql(sql_query, self.connection)
+
+        return df
+
+    def close_connection(self):
+        if hasattr(self, "connection"):
+            self.connection.close()
+
+
+class SnowflakeIndividualCredentials(SnowflakeConnection):
+    def connect(
+        self,
+        restart_engine=False,
+    ):
+        engine_kwargs = self._account_config
+        if self.engine is None or self.connection is None or restart_engine:
+            self.engine = create_engine(URL(**engine_kwargs))
+            self.connection = self.engine.connect()
+        return self.connection
+
+    @property
+    def input_configs(self):
+        self.config_variables = [
+            "user",
+            "account",
+            "region",
+            "authenticator",
+            "database",
+            "warehouse",
+        ]
+        return self.config_variables
+
+    @property
+    def account_config(self):
+        return self._account_config
+
+    @account_config.setter
+    def account_config(self, value):
+        # for config_variable in value.keys():
+        #     assert config_variable in self._config_variables
+        self._account_config = value
+
+    def dispose_engine(self):
+        if hasattr(self, "engine"):
+            self.engine.dispose()
 
 
 def fetch_data_from_table_name(warehouse: str, schema: str, table: str):
@@ -78,7 +153,7 @@ def exp_config_to_json():
     return config_json
 
 
-def initalise_session_states():
+def initalise_session_states(additional_params: Optional[Dict] = dict()):
     STATE_VARS = {
         "last_page": "Main",
         "output_loaded": None,
@@ -102,6 +177,8 @@ def initalise_session_states():
         "timestamp_temp": None,
         "ed": None,
         "data_loader": PullAndMatchData(),
+        "snowflake_connection": None,
+        "df_temp": None,
         "is_defined_data_model": False,
         "evaluate_CUPED": False,
         "exp_design_alpha": 5,
@@ -130,6 +207,10 @@ def initalise_session_states():
         if k not in st.session_state:
             st.session_state[k] = v
 
+    for k, v in additional_params.items():
+        if k not in st.session_state:
+            st.session_state[k] = v
+
 
 def load_data(path: str):
     df = pd.read_csv(path)