diff --git a/.env.example b/.env.example
index 9b023a4..a58629a 100644
--- a/.env.example
+++ b/.env.example
@@ -1,3 +1,4 @@
 # We use PG by default as the metadata database.
 METADATA_DB_URL=postgresql+psycopg2://user:pass@localhost:5432/mydb
+ARTIFACT_REGISTRY_URL=http://localhost:5000/
 LOG_LEVEL=INFO
diff --git a/.env.integration-test b/.env.integration-test
new file mode 100644
index 0000000..d6af295
--- /dev/null
+++ b/.env.integration-test
@@ -0,0 +1,3 @@
+METADATA_DB_URL=sqlite:///:memory:
+ARTIFACT_REGISTRY_URL=europe-west2-docker.pkg.dev/runsandbox-449400/
+LOG_LEVEL=INFO
diff --git a/.env.test b/.env.test
new file mode 100644
index 0000000..3a7d738
--- /dev/null
+++ b/.env.test
@@ -0,0 +1,3 @@
+METADATA_DB_URL=sqlite:///:memory:
+ARTIFACT_REGISTRY_URL=localhost:5000
+LOG_LEVEL=INFO
diff --git a/.github/workflows/python-ci.yaml b/.github/workflows/python-ci.yaml
index db4a7ed..319a962 100644
--- a/.github/workflows/python-ci.yaml
+++ b/.github/workflows/python-ci.yaml
@@ -25,7 +25,9 @@ jobs:
         run: poetry config virtualenvs.in-project true
 
       - name: Install dependencies
-        run: poetry install --no-interaction --no-ansi
+        run: poetry install --with dev --no-interaction --no-ansi
+
+      # Lint is already included in `make test`
 
       - name: Run tests
         run: make test
diff --git a/.gitignore b/.gitignore
index 03baa1d..7cbca17 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,6 +9,7 @@ Dockerfile.cross
 
 # Test binary, build with `go test -c`
 *.test
+!.env.test
 
 # Output of the go coverage tool, specifically when used with LiteIDE
 *.out
diff --git a/Makefile b/Makefile
index e24f9f1..b601db0 100644
--- a/Makefile
+++ b/Makefile
@@ -12,11 +12,15 @@ publish: build
 launch:
 	docker-compose up -d
 
-.PHONY: test
-test:
-	$(POETRY) run pytest
-
 .PHONY: format
 format:
-	ruff format .
-	ruff check --fix .
+	$(POETRY) run ruff format .
+	$(POETRY) run ruff check .
+
+.PHONY: test
+test: format
+	$(POETRY) run pytest tests/unit
+
+.PHONY: test-integration
+test-integration: format
+	$(POETRY) run pytest tests/integration
\ No newline at end of file
diff --git a/README.md b/README.md
index 4d3b1bc..0e34b1d 100644
--- a/README.md
+++ b/README.md
@@ -2,6 +2,24 @@
 
 **AlphaTrion** is an open-source and all-in-one platform to build LLM-powered applications. Named after the wise Transformer mentor, it embodies guidance and innovation to help developers build **production-ready** GenAI applications with ease. *Still under active development.*
 
+## How to Install
+
+### Install from PyPI
+
+```bash
+pip install alphatrion
+```
+
+### Install from Source
+
+Refer to [developer.md](./docs/development.md) for more information on how to set up your development environment.
+
+## Quick Start
+
+Still under active development now.
+
+Refer to [troubleshooting.md](./docs/troubleshooting.md) for common issues and solutions which may help.
+
 ## How to Contribute
 
 We welcome all kinds of contributions! Please see our [contribution guidelines](CONTRIBUTING.md) for more details.
diff --git a/alphatrion/artifact/__init__.py b/alphatrion/artifact/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/alphatrion/artifact/artifact.py b/alphatrion/artifact/artifact.py
new file mode 100644
index 0000000..0b9aa66
--- /dev/null
+++ b/alphatrion/artifact/artifact.py
@@ -0,0 +1,46 @@
+import os
+
+import oras.client
+
+from alphatrion import consts
+from alphatrion.runtime.runtime import Runtime
+
+SUCCESS_CODE = 201
+
+
+class Artifact:
+    def __init__(self, runtime: Runtime):
+        self._runtime = runtime
+        self._url = os.environ.get(consts.ARTIFACT_REGISTRY_URL)
+        self._url = self._url.replace("https://", "").replace("http://", "")
+        self._client = oras.client.OrasClient(
+            hostname=self._url.strip("/"), auth_backend="token"
+        )
+
+    def push(self, experiment_name: str, files: list[str], version: str = "latest"):
+        url = self._url if self._url.endswith("/") else f"{self._url}/"
+
+        target = f"{url}{self._runtime._project_id}/{experiment_name}:{version}"
+
+        try:
+            self._client.push(target, files=files)
+        except Exception as e:
+            raise RuntimeError("Failed to push artifacts") from e
+
+    def list_tags(self, experiment_name: str) -> list[str]:
+        url = self._url if self._url.endswith("/") else f"{self._url}/"
+        target = f"{url}{self._runtime._project_id}/{experiment_name}"
+        try:
+            tags = self._client.get_tags(target)
+            return tags
+        except Exception as e:
+            raise RuntimeError("Failed to list artifacts tags") from e
+
+    def delete_tags(self, experiment_name: str, versions: str | list):
+        url = self._url if self._url.endswith("/") else f"{self._url}/"
+        target = f"{url}{self._runtime._project_id}/{experiment_name}"
+
+        try:
+            self._client.delete_tags(target, tags=versions)
+        except Exception as e:
+            raise RuntimeError("Failed to delete tags") from e
diff --git a/alphatrion/consts.py b/alphatrion/consts.py
index 264fb17..8856497 100644
--- a/alphatrion/consts.py
+++ b/alphatrion/consts.py
@@ -1 +1,2 @@
 METADATA_DB_URL = "METADATA_DB_URL"
+ARTIFACT_REGISTRY_URL = "ARTIFACT_REGISTRY_URL"
diff --git a/alphatrion/experiment/base.py b/alphatrion/experiment/base.py
index adf0402..b79c5e6 100644
--- a/alphatrion/experiment/base.py
+++ b/alphatrion/experiment/base.py
@@ -27,6 +27,10 @@ def delete(self, exp_id: int):
     def get(self, exp_id: int):
         raise NotImplementedError("Subclasses must implement this method.")
 
+    @abstractmethod
+    def list(self, page: int = 0, page_size: int = 10):
+        raise NotImplementedError("Subclasses must implement this method.")
+
     @abstractmethod
     def update_labels(self, exp_id: int, labels: dict):
         raise NotImplementedError("Subclasses must implement this method.")
diff --git a/alphatrion/experiment/custom_exp.py b/alphatrion/experiment/custom_exp.py
index 6611602..4f33bdd 100644
--- a/alphatrion/experiment/custom_exp.py
+++ b/alphatrion/experiment/custom_exp.py
@@ -30,6 +30,11 @@ def delete(self, exp_id: int):
     def get(self, exp_id: int):
         return self._runtime._metadb.get_exp(exp_id=exp_id)
 
+    def list(self, page: int = 0, page_size: int = 10):
+        return self._runtime._metadb.list_exps(
+            project_id=self._runtime._project_id, page=page, page_size=page_size
+        )
+
     # Please provide all the labels to update, or it will overwrite the existing labels.
     def update_labels(self, exp_id: int, labels: dict):
         self._runtime._metadb.update_exp(exp_id=exp_id, labels=labels)
diff --git a/docs/development.md b/docs/development.md
index 7d9d5c1..0c53c24 100644
--- a/docs/development.md
+++ b/docs/development.md
@@ -10,7 +10,7 @@
 We welcome contributions! Please follow these steps:
 
 1. Fork the repository.
-2. Run `eval $(poetry env activate)` to activate the virtual environment.
+2. Run `source start.sh` to activate the virtual environment.
 3. Install dependencies with `poetry install`.
 4. Make your changes.
 
diff --git a/docs/troubleshooting.md b/docs/troubleshooting.md
new file mode 100644
index 0000000..36daeb4
--- /dev/null
+++ b/docs/troubleshooting.md
@@ -0,0 +1,14 @@
+# Troubleshooting
+
+## Common Issues and Solutions
+
+1. Failed to push the artifacts to the artifact registry:
+   - Ensure that the `ARTIFACT_REGISTRY_URL` environment variable is correctly set in your `.env` file, it looks like:
+     ```
+     ARTIFACT_REGISTRY_URL=https://gcr.io/alphatrion/
+     ```
+   - Verify that you have the necessary permissions to push to the specified registry and the repository exists.
+   - For cloud user and local deployment, we use credential helper to authenticate. For example for google cloud, please make sure you have installed Google Cloud SDK and run the following command to configure Docker authentication:
+     ```bash
+     gcloud auth configure-docker gcr.io
+     ```
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 65743a7..7168545 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,126 @@
 # This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand.
 
+[[package]]
+name = "attrs"
+version = "25.3.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
+    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+]
+
+[package.extras]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
+
+[[package]]
+name = "certifi"
+version = "2025.8.3"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5"},
+    {file = "certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.3"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "charset_normalizer-3.4.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb7f67a1bfa6e40b438170ebdc8158b78dc465a5a67b6dde178a46987b244a72"},
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+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -82,6 +203,21 @@ files = [
 docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil", "setuptools"]
 
+[[package]]
+name = "idna"
+version = "3.10"
+description = "Internationalized Domain Names in Applications (IDNA)"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "iniconfig"
 version = "2.1.0"
@@ -94,6 +230,65 @@ files = [
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
+[[package]]
+name = "jsonschema"
+version = "4.25.1"
+description = "An implementation of JSON Schema validation for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
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+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "rfc3987-syntax (>=1.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2025.9.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+
+[package.dependencies]
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+
+[[package]]
+name = "oras"
+version = "0.2.38"
+description = "OCI Registry as Storage Python SDK"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+    {file = "oras-0.2.38.tar.gz", hash = "sha256:58482f78275cb5cc9fdf135248ca878a19204428a51bd3a1ca24c32714d35341"},
+]
+
+[package.dependencies]
+jsonschema = "*"
+requests = "*"
+
+[package.extras]
+all = ["boto3 (>=1.33.0)", "docker (==5.0.1)", "jsonschema", "pytest (>=4.6.2)", "requests"]
+docker = ["docker (==5.0.1)"]
+ecr = ["boto3 (>=1.33.0)"]
+tests = ["pytest (>=4.6.2)"]
+
 [[package]]
 name = "packaging"
 version = "25.0"
@@ -174,6 +369,210 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "referencing"
+version = "0.36.2"
+description = "JSON Referencing + Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+
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+rpds-py = ">=0.7.0"
+typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
+
+[[package]]
+name = "requests"
+version = "2.32.5"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+charset_normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "rpds-py"
+version = "0.27.1"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "rpds_py-0.27.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:4fc9b7fe29478824361ead6e14e4f5aed570d477e06088826537e202d25fe859"},
+    {file = "rpds_py-0.27.1.tar.gz", hash = "sha256:26a1c73171d10b7acccbded82bf6a586ab8203601e565badc74bbbf8bc5a10f8"},
+]
+
 [[package]]
 name = "ruff"
 version = "0.12.12"
@@ -311,7 +710,25 @@ files = [
     {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
 
+[[package]]
+name = "urllib3"
+version = "2.5.0"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.12"
-content-hash = "092026cc70038978f516033f68337a29d99c0e8a3385eb3df9c67ddeeb9a74f8"
+content-hash = "3e3042851e2328cb682020ffafd69f03507b63a4ea29d88e77d5f0b2c2ab7563"
diff --git a/pyproject.toml b/pyproject.toml
index a03e242..4f2ad7c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,6 +9,7 @@ requires-python = ">=3.12"
 dependencies = [
     "sqlalchemy (>=2.0.43,<3.0.0)",
     "python-dotenv (>=1.1.1,<2.0.0)",
+    "oras (>=0.2.38,<0.3.0)",
 ]
 
 [tool.poetry.group.dev.dependencies]
diff --git a/start.sh b/start.sh
new file mode 100644
index 0000000..8949616
--- /dev/null
+++ b/start.sh
@@ -0,0 +1 @@
+eval $(poetry env activate)
\ No newline at end of file
diff --git a/tests/integration/artifact/test_artifact.py b/tests/integration/artifact/test_artifact.py
new file mode 100644
index 0000000..fa89d89
--- /dev/null
+++ b/tests/integration/artifact/test_artifact.py
@@ -0,0 +1,40 @@
+# Test the Artifact class
+
+import os
+import tempfile
+
+import pytest
+
+from alphatrion.artifact.artifact import Artifact
+from alphatrion.runtime.runtime import Runtime
+
+
+@pytest.fixture
+def artifact():
+    runtime = Runtime(project_id="ckpt")
+    artifact = Artifact(runtime=runtime)
+    yield artifact
+
+
+def test_push(artifact):
+    # Create a temporary directory with some files
+    with tempfile.TemporaryDirectory() as tmpdir:
+        os.chdir(tmpdir)
+
+        file1 = "file1.txt"
+        file2 = "file2.txt"
+        with open(file1, "w") as f:
+            f.write("This is file1.")
+        with open(file2, "w") as f:
+            f.write("This is file2.")
+
+        artifact.push(
+            experiment_name="test_experiment", files=[file1, file2], version="v1"
+        )
+
+        tags = artifact.list_tags("test_experiment")
+        assert "v1" in tags
+
+        # artifact.delete_tags(experiment_name="test_experiment", versions="v1")
+        # tags = artifact.list_tags("test_experiment")
+        # assert "v1" not in tags
diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
new file mode 100644
index 0000000..535ad30
--- /dev/null
+++ b/tests/integration/conftest.py
@@ -0,0 +1,3 @@
+from dotenv import load_dotenv
+
+load_dotenv(dotenv_path=".env.integration-test")
diff --git a/tests/unit/conftest.py b/tests/unit/conftest.py
new file mode 100644
index 0000000..eae9640
--- /dev/null
+++ b/tests/unit/conftest.py
@@ -0,0 +1,3 @@
+from dotenv import load_dotenv
+
+load_dotenv(dotenv_path=".env.test")
diff --git a/tests/experiment/test_custom_exp.py b/tests/unit/experiment/test_custom_exp.py
similarity index 91%
rename from tests/experiment/test_custom_exp.py
rename to tests/unit/experiment/test_custom_exp.py
index 7daeae5..3f35855 100644
--- a/tests/experiment/test_custom_exp.py
+++ b/tests/unit/experiment/test_custom_exp.py
@@ -1,8 +1,5 @@
-import os
-
 import pytest
 
-from alphatrion import consts
 from alphatrion.experiment.custom_exp import CustomExperiment
 from alphatrion.metadata.sql_models import ExperimentStatus
 from alphatrion.runtime.runtime import Runtime
@@ -10,7 +7,6 @@
 
 @pytest.fixture
 def exp():
-    os.environ[consts.METADATA_DB_URL] = "sqlite:///:memory:"
     runtime = Runtime(project_id="test_project")
     exp = CustomExperiment(runtime=runtime)
     yield exp
@@ -25,6 +21,7 @@ def test_custom_experiment(exp):
     assert exp1.meta == {"foo": "bar"}
     assert exp1.status == ExperimentStatus.PENDING
     assert exp1.duration == 0
+    assert len(exp.list()) == 1
 
     exp.update_labels(1, {"env": "prod"})
     exp1 = exp.get(1)
@@ -42,3 +39,4 @@ def test_custom_experiment(exp):
     exp.delete(1)
     exp1 = exp.get(1)
     assert exp1 is None
+    assert len(exp.list()) == 0
diff --git a/tests/metadata/test_sql.py b/tests/unit/metadata/test_sql.py
similarity index 100%
rename from tests/metadata/test_sql.py
rename to tests/unit/metadata/test_sql.py
diff --git a/tests/experiment/test_model.py b/tests/unit/model/test_model.py
similarity index 88%
rename from tests/experiment/test_model.py
rename to tests/unit/model/test_model.py
index c92cb62..35033a6 100644
--- a/tests/experiment/test_model.py
+++ b/tests/unit/model/test_model.py
@@ -1,15 +1,11 @@
-import os
-
 import pytest
 
-from alphatrion import consts
 from alphatrion.model.model import Model
 from alphatrion.runtime.runtime import Runtime
 
 
 @pytest.fixture
 def model():
-    os.environ[consts.METADATA_DB_URL] = "sqlite:///:memory:"
     runtime = Runtime(project_id="test_project")
     model = Model(runtime=runtime)
     yield model
diff --git a/tests/test_main.py b/tests/unit/test_main.py
similarity index 100%
rename from tests/test_main.py
rename to tests/unit/test_main.py