diff --git a/libs/aws/CONTRIBUTING.md b/libs/aws/CONTRIBUTING.md
index 75e4710e..b7de9c16 100644
--- a/libs/aws/CONTRIBUTING.md
+++ b/libs/aws/CONTRIBUTING.md
@@ -76,6 +76,61 @@ To run the integration tests:
 make integration_test
 ```
 
+### Code Coverage
+
+This project uses [coverage.py](https://github.com/nedbat/coveragepy) to track code coverage during testing. Coverage reports help identify untested code paths and ensure comprehensive test coverage.
+
+#### Running Tests with Coverage
+
+To run unit tests with coverage:
+
+```bash
+make coverage_tests
+```
+
+To run all integration tests with coverage:
+
+```bash
+make coverage_integration_tests
+```
+
+To run a specific integration test with coverage:
+
+```bash
+make coverage_integration_test TEST_FILE=tests/integration_tests/specific_test.py
+```
+
+#### Viewing Coverage Reports
+
+After running tests with coverage, you can view the results in several ways:
+
+**Terminal Report:**
+```bash
+make coverage_report
+```
+
+**HTML Report:**
+```bash
+make coverage_html
+```
+
+The HTML report will be generated in the `htmlcov/` directory. Open `htmlcov/index.html` in your browser to view detailed line-by-line coverage analysis.
+
+#### Coverage Configuration
+
+Coverage settings are configured in `pyproject.toml`:
+- **Source tracking**: Only code in `langchain_aws/` is measured
+- **Branch coverage**: Tracks both line and branch coverage for comprehensive analysis
+- **Exclusions**: Test files and common patterns (like `pragma: no cover`) are excluded
+- **Reports**: Both terminal and HTML reports show missing lines and coverage percentages
+
+#### Coverage Best Practices
+
+- Aim for high coverage on new code you add
+- Use coverage reports to identify untested edge cases
+- Add tests for uncovered lines when practical
+- Use `# pragma: no cover` sparingly for truly untestable code (like debug statements)
+
 ### Formatting and Linting
 
 Formatting ensures that the code in this repo has consistent style so that the
diff --git a/libs/aws/Makefile b/libs/aws/Makefile
index aef41994..82cbc864 100644
--- a/libs/aws/Makefile
+++ b/libs/aws/Makefile
@@ -1,7 +1,7 @@
 ######################
 # NON FILE TARGETS
 ######################
-.PHONY: all format lint test tests integration_tests docker_tests help extended_tests
+.PHONY: all format lint test tests integration_tests docker_tests help extended_tests coverage_integration_tests coverage_integration_test coverage_tests coverage_report coverage_html
 
 ######################
 # ALL TARGETS
@@ -35,6 +35,21 @@ integration_test: ## Run individual integration test: make integration_test TEST
 test_watch: ## Run and interactively watch unit tests
 	poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE)
 
+coverage_integration_tests: ## Run integration tests with coverage
+	poetry run pytest --cov=langchain_aws --cov-report=html --cov-report=term-missing --cov-branch tests/integration_tests/
+
+coverage_integration_test: ## Run specific integration test with coverage: make coverage_integration_test TEST_FILE=tests/integration_tests/integ_test.py
+	poetry run pytest --cov=langchain_aws --cov-report=html --cov-report=term-missing --cov-branch $(TEST_FILE)
+
+coverage_tests: ## Run unit tests with coverage
+	poetry run pytest --cov=langchain_aws --cov-report=html --cov-report=term-missing --cov-branch tests/unit_tests/
+
+coverage_report: ## Generate coverage report
+	poetry run coverage report
+
+coverage_html: ## Generate HTML coverage report
+	poetry run coverage html
+
 ######################
 # LINTING AND FORMATTING
 ######################
diff --git a/libs/aws/pyproject.toml b/libs/aws/pyproject.toml
index 1358b46e..4e177fa3 100644
--- a/libs/aws/pyproject.toml
+++ b/libs/aws/pyproject.toml
@@ -89,7 +89,33 @@ disallow_untyped_defs = "True"
 exclude = ["notebooks", "samples"]
 
 [tool.coverage.run]
-omit = ["tests/*"]
+source = ["langchain_aws"]
+omit = [
+    "tests/*",
+    "*/tests/*",
+    "test_*",
+    "*_test.py"
+]
+branch = true
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "if self.debug:",
+    "if settings.DEBUG",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if 0:",
+    "if __name__ == .__main__.:",
+    "class .*\\bProtocol\\):",
+    "@(abc\\.)?abstractmethod"
+]
+precision = 2
+show_missing = true
+
+[tool.coverage.html]
+directory = "htmlcov"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
@@ -105,7 +131,7 @@ build-backend = "poetry.core.masonry.api"
 #
 # https://github.com/tophat/syrupy
 # --snapshot-warn-unused    Prints a warning on unused snapshots rather than fail the test suite.
-addopts = "--snapshot-warn-unused --strict-markers --strict-config --durations=5 --cov=langchain_aws"
+addopts = "--snapshot-warn-unused --strict-markers --strict-config --durations=5"
 # Registering custom markers.
 # https://docs.pytest.org/en/7.1.x/example/markers.html#registering-markers
 markers = [
diff --git a/libs/langgraph-checkpoint-aws/CONTRIBUTING.md b/libs/langgraph-checkpoint-aws/CONTRIBUTING.md
index 67ccd803..ef5a6c15 100644
--- a/libs/langgraph-checkpoint-aws/CONTRIBUTING.md
+++ b/libs/langgraph-checkpoint-aws/CONTRIBUTING.md
@@ -28,6 +28,157 @@ Contributions via pull requests are much appreciated. Before sending us a pull r
 3. You open an issue to discuss any significant work - we would hate for your time to be wasted.
 
 
+## Development Setup
+
+This section provides detailed instructions for setting up your development environment and running tests locally.
+
+### Prerequisites
+
+This project utilizes [Poetry](https://python-poetry.org/) v1.7.1+ as a dependency manager.
+
+❗Note: *Before installing Poetry*, if you use `Conda`, create and activate a new Conda env (e.g. `conda create -n langgraph-checkpoint-aws python=3.9`)
+
+Install Poetry: **[documentation on how to install it](https://python-poetry.org/docs/#installation)**.
+
+❗Note: If you use `Conda` or `Pyenv` as your environment/package manager, after installing Poetry,
+tell Poetry to use the virtualenv python environment (`poetry config virtualenvs.prefer-active-python true`)
+
+### Installation
+
+All commands should be run from the `libs/langgraph-checkpoint-aws` directory:
+
+```bash
+cd libs/langgraph-checkpoint-aws
+```
+
+Install all development dependencies:
+
+```bash
+poetry install --with dev,test,lint,typing,codespell,test_integration
+```
+
+### Testing
+
+#### Unit Tests
+
+Unit tests cover modular logic that does not require calls to outside APIs:
+
+```bash
+make tests
+```
+
+To run a specific unit test:
+
+```bash
+make test TEST_FILE=tests/unit_tests/specific_test.py
+```
+
+#### Integration Tests
+
+Integration tests cover end-to-end functionality with AWS services:
+
+```bash
+make integration_tests
+```
+
+To run a specific integration test:
+
+```bash
+make integration_test TEST_FILE=tests/integration_tests/specific_test.py
+```
+
+### Code Coverage
+
+This project uses [coverage.py](https://github.com/nedbat/coveragepy) to track code coverage during testing.
+
+#### Running Tests with Coverage
+
+To run unit tests with coverage:
+
+```bash
+make coverage_tests
+```
+
+To run all integration tests with coverage:
+
+```bash
+make coverage_integration_tests
+```
+
+To run a specific integration test with coverage:
+
+```bash
+make coverage_integration_test TEST_FILE=tests/integration_tests/specific_test.py
+```
+
+#### Viewing Coverage Reports
+
+**Terminal Report:**
+```bash
+make coverage_report
+```
+
+**HTML Report:**
+```bash
+make coverage_html
+```
+
+The HTML report will be generated in the `htmlcov/` directory. Open `htmlcov/index.html` in your browser for detailed analysis.
+
+### Code Quality
+
+#### Formatting
+
+Code formatting is done via [ruff](https://docs.astral.sh/ruff/rules/):
+
+```bash
+make format
+```
+
+#### Linting
+
+Linting is done via [ruff](https://docs.astral.sh/ruff/rules/):
+
+```bash
+make lint
+```
+
+To automatically fix linting issues:
+
+```bash
+make lint_fix
+```
+
+#### Type Checking
+
+Type checking is done via [mypy](http://mypy-lang.org/):
+
+```bash
+make lint_tests
+```
+
+#### Spell Checking
+
+Spell checking is done via [codespell](https://github.com/codespell-project/codespell):
+
+```bash
+make spell_check
+```
+
+To fix spelling issues:
+
+```bash
+make spell_fix
+```
+
+### Clean Up
+
+To clean generated files and caches:
+
+```bash
+make clean
+```
+
 ## Finding contributions to work on
 Looking at the existing issues is a great way to find something to contribute on. As our projects, by default, use the default GitHub issue labels (enhancement/bug/duplicate/help wanted/invalid/question/wontfix), looking at any 'help wanted' issues is a great place to start.
 
diff --git a/libs/langgraph-checkpoint-aws/Makefile b/libs/langgraph-checkpoint-aws/Makefile
index d7c4d835..203a5558 100644
--- a/libs/langgraph-checkpoint-aws/Makefile
+++ b/libs/langgraph-checkpoint-aws/Makefile
@@ -6,7 +6,7 @@ PYTHON_FILES=.
 MYPY_CACHE=.mypy_cache
 PACKAGE_NAME=langgraph_checkpoint_aws
 
-.PHONY: help lint format install_dev install_test install_lint install_typing install_codespell check_imports spell_check spell_fix
+.PHONY: help lint format install_dev install_test install_lint install_typing install_codespell check_imports spell_check spell_fix coverage_integration_tests coverage_integration_test coverage_tests coverage_report coverage_html
 
 ######################
 # LINTING AND FORMATTING
@@ -72,6 +72,21 @@ integration_test: ## Run individual integration test: make integration_test TEST
 test_watch: ## Run and interactively watch unit tests
 	poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE)
 
+coverage_integration_tests: ## Run integration tests with coverage
+	poetry run pytest --cov=langgraph_checkpoint_aws --cov-report=html --cov-report=term-missing --cov-branch tests/integration_tests/
+
+coverage_integration_test: ## Run specific integration test with coverage: make coverage_integration_test TEST_FILE=tests/integration_tests/integ_test.py
+	poetry run pytest --cov=langgraph_checkpoint_aws --cov-report=html --cov-report=term-missing --cov-branch $(TEST_FILE)
+
+coverage_tests: ## Run unit tests with coverage
+	poetry run pytest --cov=langgraph_checkpoint_aws --cov-report=html --cov-report=term-missing --cov-branch tests/unit_tests/
+
+coverage_report: ## Generate coverage report
+	poetry run coverage report
+
+coverage_html: ## Generate HTML coverage report
+	poetry run coverage html
+
 ######################
 # DEPENDENCIES
 ######################
diff --git a/libs/langgraph-checkpoint-aws/pyproject.toml b/libs/langgraph-checkpoint-aws/pyproject.toml
index a9d496d8..76a6d4fa 100644
--- a/libs/langgraph-checkpoint-aws/pyproject.toml
+++ b/libs/langgraph-checkpoint-aws/pyproject.toml
@@ -78,4 +78,39 @@ ignore-words-list = ''
 ignore_missing_imports = "True"
 
 [tool.coverage.run]
-omit = ["tests/*"]
+source = ["langgraph_checkpoint_aws"]
+omit = [
+    "tests/*",
+    "*/tests/*",
+    "test_*",
+    "*_test.py"
+]
+branch = true
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "if self.debug:",
+    "if settings.DEBUG",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if 0:",
+    "if __name__ == .__main__.:",
+    "class .*\\bProtocol\\):",
+    "@(abc\\.)?abstractmethod"
+]
+precision = 2
+show_missing = true
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.pytest.ini_options]
+addopts = "--strict-markers --strict-config --durations=5"
+markers = [
+    "requires: mark tests as requiring a specific library",
+    "asyncio: mark tests as requiring asyncio",
+    "compile: mark placeholder test used to compile integration tests without running them",
+    "scheduled: mark tests to run in scheduled testing",
+]