diff --git a/airbyte_cdk/sources/declarative/decoders/json_decoder.py b/airbyte_cdk/sources/declarative/decoders/json_decoder.py
index cab572ef..0f44974d 100644
--- a/airbyte_cdk/sources/declarative/decoders/json_decoder.py
+++ b/airbyte_cdk/sources/declarative/decoders/json_decoder.py
@@ -35,22 +35,19 @@ def decode(
         try:
             body_json = response.json()
             yield from self.parse_body_json(body_json)
-        except requests.exceptions.JSONDecodeError:
-            logger.warning(
-                f"Response cannot be parsed into json: {response.status_code=}, {response.text=}"
-            )
-            yield {}
+        except requests.exceptions.JSONDecodeError as ex:
+            logger.warning("Response cannot be parsed into json: %s", ex)
+            logger.debug("Response to parse: %s", response.text, exc_info=True, stack_info=True)
+            yield from []
 
     @staticmethod
     def parse_body_json(
         body_json: MutableMapping[str, Any] | List[MutableMapping[str, Any]],
     ) -> Generator[MutableMapping[str, Any], None, None]:
-        if not isinstance(body_json, list):
-            body_json = [body_json]
-        if len(body_json) == 0:
-            yield {}
-        else:
+        if isinstance(body_json, list):
             yield from body_json
+        else:
+            yield from [body_json]
 
 
 @dataclass
diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
index 9c97773e..970c55eb 100644
--- a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
@@ -9,10 +9,25 @@
 import requests
 
 from airbyte_cdk.sources.declarative.decoders import Decoder, JsonDecoder
-from airbyte_cdk.sources.declarative.extractors.record_extractor import RecordExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+    RecordExtractor,
+)
 from airbyte_cdk.sources.declarative.interpolation.interpolated_string import InterpolatedString
 from airbyte_cdk.sources.types import Config
 
+# The name of the service field to bind the response (root) in each record
+RECORD_ROOT_KEY = SERVICE_KEY_PREFIX + "root"
+
+
+def update_record(record: Any, root: Any) -> Any:
+    if isinstance(record, dict):
+        copy = {k: v for k, v in record.items()}
+        copy.update({RECORD_ROOT_KEY: root})
+    else:
+        copy = record
+    return copy
+
 
 @dataclass
 class DpathExtractor(RecordExtractor):
@@ -70,6 +85,7 @@ def __post_init__(self, parameters: Mapping[str, Any]) -> None:
 
     def extract_records(self, response: requests.Response) -> Iterable[MutableMapping[Any, Any]]:
         for body in self.decoder.decode(response):
+            root_response = body
             if len(self._field_path) == 0:
                 extracted = body
             else:
@@ -79,7 +95,10 @@ def extract_records(self, response: requests.Response) -> Iterable[MutableMappin
                 else:
                     extracted = dpath.get(body, path, default=[])  # type: ignore # extracted will be a MutableMapping, given input data structure
             if isinstance(extracted, list):
-                yield from extracted
+                for record in extracted:
+                    yield update_record(record, root_response)
+            elif isinstance(extracted, dict):
+                yield update_record(extracted, root_response)
             elif extracted:
                 yield extracted
             else:
diff --git a/airbyte_cdk/sources/declarative/extractors/record_extractor.py b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
index 5de6a84a..e7b10314 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
@@ -7,6 +7,33 @@
 
 import requests
 
+# Convention:
+# - The record extractors may leave service fields bound in the extracted records (mappings).
+# - The names (keys) of the service fields have the value of SERVICE_KEY_PREFIX as their prefix.
+# - The service fields are kept only during the record's filtering and transormation.
+SERVICE_KEY_PREFIX = "$"
+
+
+def exclude_service_keys(mapping: Mapping[str, Any]) -> Mapping[str, Any]:
+    return {k: v for k, v in mapping.items() if not is_service_key(k)}
+
+
+def remove_service_keys(mapping: dict[str, Any]):  # type: ignore[no-untyped-def]
+    """
+    Modify the parameter by removing the service keys from it.
+    """
+    for key in list(mapping.keys()):
+        if is_service_key(key):
+            mapping.pop(key)
+
+
+def is_service_key(key: str) -> bool:
+    return key.find(SERVICE_KEY_PREFIX) == 0
+
+
+def assert_service_keys_exist(mapping: Mapping[str, Any]):  # type: ignore[no-untyped-def]
+    assert mapping != exclude_service_keys(mapping), "The mapping should contain service keys"
+
 
 @dataclass
 class RecordExtractor:
diff --git a/airbyte_cdk/sources/declarative/extractors/record_selector.py b/airbyte_cdk/sources/declarative/extractors/record_selector.py
index f29b8a75..96c81ea2 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_selector.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_selector.py
@@ -8,7 +8,10 @@
 import requests
 
 from airbyte_cdk.sources.declarative.extractors.http_selector import HttpSelector
-from airbyte_cdk.sources.declarative.extractors.record_extractor import RecordExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    RecordExtractor,
+    exclude_service_keys,
+)
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
 from airbyte_cdk.sources.declarative.extractors.type_transformer import (
     TypeTransformer as DeclarativeTypeTransformer,
@@ -106,7 +109,8 @@ def filter_and_transform(
         """
         filtered_data = self._filter(all_data, stream_state, stream_slice, next_page_token)
         transformed_data = self._transform(filtered_data, stream_state, stream_slice)
-        normalized_data = self._normalize_by_schema(transformed_data, schema=records_schema)
+        no_service_fields_data = self._remove_service_keys(transformed_data)
+        normalized_data = self._normalize_by_schema(no_service_fields_data, schema=records_schema)
         for data in normalized_data:
             yield Record(data=data, stream_name=self.name, associated_slice=stream_slice)
 
@@ -154,3 +158,10 @@ def _transform(
                     stream_slice=stream_slice,
                 )
             yield record
+
+    def _remove_service_keys(
+        self, records: Iterable[Mapping[str, Any]]
+    ) -> Iterable[Mapping[str, Any]]:
+        for record in records:
+            clean_record = exclude_service_keys(record)
+            yield clean_record
diff --git a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
index e35c84c7..adcbca39 100644
--- a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
+++ b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
@@ -70,7 +70,7 @@ def next_page_token(
         last_record: Optional[Record],
         last_page_token_value: Optional[Any] = None,
     ) -> Optional[Any]:
-        decoded_response = next(self.decoder.decode(response))
+        decoded_response = next(self.decoder.decode(response), {})
 
         # The default way that link is presented in requests.Response is a string of various links (last, next, etc). This
         # is not indexable or useful for parsing the cursor, so we replace it with the link dictionary from response.links
diff --git a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
index 0cc30839..7f208981 100644
--- a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
+++ b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
@@ -5,6 +5,7 @@
 from dataclasses import dataclass
 from typing import Any, Dict, Optional
 
+from airbyte_cdk.sources.declarative.extractors.record_extractor import is_service_key
 from airbyte_cdk.sources.declarative.transformations import RecordTransformation
 from airbyte_cdk.sources.types import Config, StreamSlice, StreamState
 
@@ -32,12 +33,15 @@ def flatten_record(self, record: Dict[str, Any]) -> Dict[str, Any]:
 
             if isinstance(current_record, dict):
                 for current_key, value in current_record.items():
-                    new_key = (
-                        f"{parent_key}.{current_key}"
-                        if (current_key in transformed_record or force_with_parent_name)
-                        else current_key
-                    )
-                    stack.append((value, new_key))
+                    if not is_service_key(current_key):
+                        new_key = (
+                            f"{parent_key}.{current_key}"
+                            if (current_key in transformed_record or force_with_parent_name)
+                            else current_key
+                        )
+                        stack.append((value, new_key))
+                    else:  # transfer the service fields without change
+                        transformed_record[current_key] = value
 
             elif isinstance(current_record, list):
                 for i, item in enumerate(current_record):
diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index 1b29f22a..5e7872cd 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -5,7 +5,7 @@ Learn how you can become a contributor to the Airbyte Python CDK.
 Thank you for being interested in contributing to Airbyte Python CDK! Here are some guidelines to get you started:
 
 - We adhere to the Airbyte [code of conduct](https://docs.airbyte.com/community/code-of-conduct).
-- You can contribute by reporting bugs, posting github discussions, opening issues, improving docs, and submitting pull requests with bugfixes and new features alike.
+- You can contribute by reporting bugs, posting GitHub discussions, opening issues, improving docs, and submitting pull requests with bug fixes and new features.
 - If you're changing the code, please add unit tests for your change.
 - When submitting issues or PRs, please add a small reproduction project. Using the changes in your connector and providing that connector code as an example (or a satellite PR) helps!
 
@@ -14,39 +14,259 @@ Thank you for being interested in contributing to Airbyte Python CDK! Here are s
 Here are some tips to get started using the project dependencies and development tools:
 
 1. Clone the CDK repo. If you will be testing connectors, you should clone the CDK into the same parent directory as `airbytehq/airbyte`, which contains the connector definitions.
-1. Make sure [Poetry is installed](https://python-poetry.org/docs/#).
-1. Run `poetry install --all-extras`.
-1. Unit tests can be run via `poetry run pytest`.
-1. You can use "Poe" tasks to perform common actions such as lint checks (`poetry run poe lint`), autoformatting (`poetry run poe format-fix`), etc. For a list of tasks you can run, try `poetry run poe list`.
+2. Make sure your Python version is 3.10 or 3.11
 
-Note that installing all extras is required to run the full suite of unit tests.
+Fedora 41:
 
-## Working with Poe Tasks
+```bash
+sudo dnf install python3.11
+```
 
-The Airbyte CDK uses [Poe the Poet](https://poethepoet.natn.io/) to define common development task. You can run `poetry run poe list` to see all available tasks. This will work after `poetry install --all-extras` without any additional installations.
+2. [Install pip](https://pip.pypa.io/en/stable/installation/)
 
-Optionally, if you can [pre-install Poe](https://poethepoet.natn.io/installation.html) with `pipx install poethepoet` and then you will be able to run Poe tasks with the shorter `poe TASKNAME` syntax instead of `poetry run poe TASKNAME`.
+Fedora 41:
 
-## Running tests locally
+```bash
+sudo dnf install pip
+```
 
-- Iterate on the CDK code locally.
-- Run tests via `poetry run poe pytest`, or `python -m pytest -s unit_tests` if you want to pass pytest options.
-- Run `poetry run pytest-fast` to run the subset of PyTest tests which are not flagged as `slow`. (Should take <5 min for fast tests only.)
-- Run `poetry run poe check-local` to lint all code, type-check modified code, and run unit tests with coverage in one command.
+3. [Install pipx](https://pipx.pypa.io/stable/installation/)
+
+Fedora 41:
+
+```bash
+sudo dnf install pipx
+```
+
+4. [Install Poetry](https://python-poetry.org/docs/#):
+
+```bash
+pipx install poetry
+```
+
+or
+
+```bash
+curl -sSL https://install.python-poetry.org | python3 -
+```
+Fedora 41:
+
+```bash
+sudo dnf install poetry
+```
+
+5. In the **airbyte-python-cdk project** install [Poe the Poet](https://poethepoet.natn.io/) and unit tests' prerequisites:
+
+```bash
+poetry install --all-extras
+```
+
+6. If your operating system is RHEL or compatible, execute:
+
+```bash
+# just for the current session, until restart
+sudo modprobe iptable_nat
+
+# include the nat module to survive restart
+echo iptable_nat | sudo tee -a /etc/modules-load.d/modules
+```
+
+See also:
+
+- [Dager-Podman Integration](https://blog.playgroundtech.io/introduction-to-dagger-6ab55ee28723)
+- [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
+
+7. Make sure Docker is installed locally, instead of Podman
+   See also:
+
+- [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
 
-To see all available scripts, run `poetry run poe`.
+8. Edit airbyte/airbyte-integrations/connectors/source-shopify/acceptance-test-config.yml and change:
 
-## Formatting Code
+```
+   connector_image: airbyte/source-shopify:dev    to    connector_image: airbyte/source-shopify:<version>
+```
+
+where the **version** comes from airbyte/airbyte-integrations/connectors/source-shopify/metadata.yaml, as
+the value of the **dockerImageTag** parameter.
+
+## Local development
 
 - Iterate on the CDK code locally.
-- Run `poetry run poe format-fix` to auto-fix formatting issues.
-- If you only want to format Python code (excluding markdown, yaml, etc.), you can use `poetry run ruff format` to autoformat your Python code.
 
-To see all available `ruff` options, run `poetry run ruff`.
+### Run Unit Tests
+
+- `poetry run pytest` to run all unit tests.
+- `poetry run pytest -k <suite or test name>` to run specific unit tests.
+- `poetry run pytest-fast` to run the subset of PyTest tests, which are not flagged as `slow`. (It should take <5 min for fast tests only.)
+- `python -m pytest -s unit_tests` if you want to pass pytest options.
+
+### Run Code Formatting
+
+- `poetry run ruff check .` to report the formatting issues.
+- `poetry run ruff check --fix` to fix the formatting issues.
+- `poetry run ruff format` to format your Python code.
+
+### Run Code Linting
+
+- `poetry run poe lint` for lint checks.
+- `poetry run poe check-local` to lint all code, type-check modified code, and run unit tests with coverage in one command.
+- `poetry run mypy --config-file mypy.ini airbyte_cdk` to validate the code. Resolve the reported issues.
+
+### More tools and options
+
+To see all available scripts and options, run:
+
+- `poetry run ruff`
+- `poetry run pytest --help`
+- `poetry run poe`
+
+### Test locally CDK Changes against Connectors (integration tests)
+
+When developing a new feature in the CDK, you may find it necessary:
+
+- to run a connector that uses that new feature
+- or use an existing connector to validate a new feature
+- or fix it in the CDK.
+
+In this project, the [GitHub pipelines](.github/workflows/connector-tests.yml) run such tests against the Shopify source as **integration tests**.
+
+**Assumptions:**
+
+- The test connector is in the [Airbyte project](https://github.com/airbytehq/airbyte).
+- The [Airbyte project](https://github.com/airbytehq/airbyte) is checked out in `airbyte` directory.
+- The [CDK development](https://github.com/airbytehq/airbyte-python-cdk) project is checked out in the `airbyte-python-cdk` directory - a sibling of the `airbyte` directory.
+
+**Preparation steps**
+
+- In the `airbyte` project run:
+
+```bash
+cd airbyte/airbyte-integrations/bases/connector-acceptance-test/
+poetry install
+```
+
+- Edit the `airbyte/airbyte-integrations/connectors/<test connector>/pyproject.toml` file.
+  Replace the line with `airbyte_cdk` with the following (see the assumptions above):
+
+```toml
+airbyte_cdk = { path = "../../../../airbyte-python-cdk", develop = true }
+```
+
+- In `airbyte/airbyte-integrations/connectors/<test connector>` reinstall `airbyte_cdk` from your local working directory:
+
+```bash
+cd airbyte/airbyte-integrations/connectors/<test connector>
+poetry install
+```
+
+- In `airbyte/airbyte-integrations/connectors/<test connector>/` create the `secrets/config.json` file.
+  For example, use the Shopify connector for the integration test:
+  - Register in shopify.com as of [Shopify test connector](https://docs.airbyte.com/integrations/sources/shopify):
+  - Use the generated **Admin API Access Token** as the API **password** in the configuration file.
+  - On the **Settings / Domains** page find the subdomain of _myshopify.com_ and use it as the **shop** in the configuration file.
+    Example:
+    `     domain: nw0ipt-vr.myshopify.com
+    shop: nw0ipt-vr
+    `
+    Example contents:
+
+```json
+{
+  "shop": "nw0ipt-vr",
+  "start_date": "2020-11-01",
+  "credentials": {
+    "auth_method": "api_password",
+    "api_password": "shpat_XXXXXXXXXXX"
+  }
+}
+```
+
+- See also:
+  - [Acceptance Tests Reference](https://docs.airbyte.com/connector-development/testing-connectors/connector-acceptance-tests-reference)
+  - [Connector Acceptance Tests](https://github.com/airbytehq/airbyte/blob/master/airbyte-integrations/bases/connector-acceptance-test/README.md)
+
+**Steps:**
+
+- Run the connector's tests (see the connector's README.md)
+
+```bash
+cd airbyte/airbyte-integrations/connectors/<connector name>
+
+poetry run <connector name> spec
+poetry run <connector name> check --config secrets/config.json
+poetry run <connector name> discover --config secrets/config.json
+poetry run <connector name> read --config secrets/config.json --catalog integration_tests/<connector name>.json
+poetry run pytest
+```
+
+Example:
+
+```bash
+cd airbyte/airbyte-integrations/connectors/source-shopify
+
+poetry run source-shopify spec
+poetry run source-shopify check --config secrets/config.json
+poetry run source-shopify discover --config secrets/config.json
+poetry run source-shopify read --config secrets/config.json --catalog integration_tests/configured_catalog.json
+poetry run pytest
+```
+
+- Run the acceptance tests locally:
+
+```bash
+cd airbyte/airbyte-integrations/bases/connector-acceptance-test
+
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/<connector name>
+```
+
+Example:
+
+```bash
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify
+
+# or with debug option:
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify --pdb
+
+# or with timeout option:
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify --timeout=30
+```
+
+- When testing is complete, revert your test changes.
+
+### Test CDK Changes against Connectors
+
+**Preparation steps**
+
+- Install the [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)
+
+**Steps:**
+
+- Build your connector image with the local CDK using:
+
+```bash
+cd airbyte
+airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
+```
+
+- Use the `test` command with `--use-local-cdk` to run the full set of connector tests, including connector acceptance tests (CAT) and the connector's unit tests:
+
+```bash
+cd airbyte
+airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> test
+```
+
+Note that the local CDK is injected at build time, so if you make changes, you must rerun the build command to see them reflected.
+
+## Working with Poe Tasks
+
+The Airbyte CDK defines common development tasks using [Poe the Poet](https://poethepoet.natn.io/). You can run `poetry run poe list` to see all available tasks. This will work after `poetry install --all-extras` without additional installations.
+
+Optionally, if you can [pre-install Poe](https://poethepoet.natn.io/installation.html) with `pipx install poethepoet` and then you will be able to run Poe tasks with the shorter `poe TASKNAME` syntax instead of `poetry run poe TASKNAME`.
 
 ## Auto-Generating the Declarative Schema File
 
-Low-code CDK models are generated from `sources/declarative/declarative_component_schema.yaml`. If the iteration you are working on includes changes to the models or the connector generator, you may need to regenerate them. In order to do that, you can run:
+Low-code CDK models are generated from `sources/declarative/declarative_component_schema.yaml`. If the iteration you are working on includes changes to the models or the connector generator, you may need to regenerate them. To do that, you can run:
 
 ```bash
 poetry run poe build
@@ -60,17 +280,17 @@ Documentation auto-gen code lives in the `/docs` folder. Based on the doc string
 
 To generate the documentation, run `poe docs-generate` or to build and open the docs preview in one step, run `poe docs-preview`.
 
-The `docs-generate` Poe task is mapped to the `run()` function of `docs/generate.py`. Documentation pages will be generated in the `docs/generated` folder (ignored by git). You can also download auto-generated API docs for any GitHub push by navigating to the "Summary" tab of the docs generation check in GitHub Actions.
+The `docs-generate` Poe task is mapped to the `run()` function of `docs/generate.py`. Documentation pages will be generated in the `docs/generated` folder (ignored by git). You can also download auto-generated API docs for any GitHub push by navigating to the "Summary" tab of the docs generation check-in GitHub Actions.
 
 ## Release Management
 
-Please see the [Release Management](./RELEASES.md) guide for information on how to perform releases and pre-releases.
+Please have a look at the [Release Management](./RELEASES.md) guide for information on performing releases and pre-releases.
 
 ## FAQ
 
 ### Q: Who are "maintainers"?
 
-For the purpose of this documentation, "maintainers" are those who have write permissions (or higher) on the repo. Generally these are Airbyte team members.
+For this documentation, "maintainers" are those who have write permissions (or higher) on the repo. Generally, these are Airbyte team members.
 
 ### Q: Where should connectors put integration tests?
 
@@ -81,7 +301,7 @@ Only tests within the `unit_tests` directory will be run by `airbyte-ci`. If you
 Only Airbyte CDK maintainers can run slash commands. The most common slash commands are as follows:
 
 - `/autofix`- Corrects any linting or formatting issues and commits the change back to the repo.
-- `/poetry-lock` - Re-locks dependencies and updates the `poetry.lock` file, then commits the changes back to the repo. This is helpful after merging in updates from main, or when creating a PR in the browser - such as for version bumps or dependency updates directly in the PR.
+- `/poetry-lock` - Re-locks dependencies and updates the `poetry.lock` file, then commits the changes back to the repo. This is helpful after merging in updates from main or when creating a PR in the browser - such as for version bumps or dependency updates directly in the PR.
 
 The full list of available slash commands can be found in the [slash command dispatch file](https://github.com/airbytehq/airbyte-python-cdk/blob/main/.github/workflows/slash_command_dispatch.yml#L21-L25).
 
@@ -89,7 +309,7 @@ The full list of available slash commands can be found in the [slash command dis
 
 ## Using MockServer in Place of Direct API Access
 
-There may be a time when you do not have access to the API (either because you don't have the credentials, network access, etc...) You will probably still want to do end-to-end testing at least once. In order to do so, you can emulate the server you would be reaching using a server stubbing tool.
+There may be a time when you do not have access to the API (either because you don't have the credentials, network access, etc...) You will probably still want to do end-to-end testing at least once. To do so, you can emulate the server you would be reaching using a server stubbing tool.
 
 For example, using [MockServer](https://www.mock-server.com/), you can set up an expectation file like this:
 
@@ -105,49 +325,15 @@ For example, using [MockServer](https://www.mock-server.com/), you can set up an
 }
 ```
 
-Assuming this file has been created at `secrets/mock_server_config/expectations.json`, running the following command will allow to match any requests on path `/data` to return the response defined in the expectation file:
+Assuming this file has been created at `secrets/mock_server_config/expectations.json`, running the following command will allow matching any requests on path `/data` to return the response defined in the expectation file:
 
 ```bash
 docker run -d --rm -v $(pwd)/secrets/mock_server_config:/config -p 8113:8113 --env MOCKSERVER_LOG_LEVEL=TRACE --env MOCKSERVER_SERVER_PORT=8113 --env MOCKSERVER_WATCH_INITIALIZATION_JSON=true --env MOCKSERVER_PERSISTED_EXPECTATIONS_PATH=/config/expectations.json --env MOCKSERVER_INITIALIZATION_JSON_PATH=/config/expectations.json mockserver/mockserver:5.15.0
 ```
 
-HTTP requests to `localhost:8113/data` should now return the body defined in the expectations file. To test this, the implementer either has to change the code which defines the base URL for Python source or update the `url_base` from low-code. With the Connector Builder running in docker, you will have to use domain `host.docker.internal` instead of `localhost` as the requests are executed within docker.
-
-## Testing Connectors against local CDK Changes
-
-When developing a new feature in the CDK, you will sometimes find it necessary to run a connector that uses that new feature, or to use an existing connector to validate some new feature or fix in the CDK.
-
-### Option 1: Installing your local CDK into a local Python connector
-
-Open the connector's `pyproject.toml` file and replace the line with `airbyte_cdk` with the following:
-
-```toml
-airbyte_cdk = { path = "../../../../airbyte-python-cdk", develop = true }
-```
-
-Then, running `poetry update` should reinstall `airbyte_cdk` from your local working directory. When testing is complete and you've published the CDK update, remember to revert your change and bump to the latest CDK version before re-publishing the connector.
-
-### Option 2: Build and Test Connectors Using `airbyte-ci --use-local-cdk`
-
-_Pre-requisite: Install the [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)_
-
-You can build your connector image with the local CDK using
-
-```bash
-# from the airbytehq/airbyte base directory
-airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
-```
-
-Or use the `test` command with `--use-local-cdk` to run the full set of connector tests, including connector acceptance tests (CAT) and the connector's own unit tests:
-
-```bash
-# from the airbytehq/airbyte base directory
-airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
-```
-
-Note that the local CDK is injected at build time, so if you make changes, you will have to run the build command again to see them reflected.
+HTTP requests to `localhost:8113/data` should now return the body defined in the expectations file. To test this, the implementer either has to change the code that defines the base URL for the Python source or update the `url_base` from low-code. With the Connector Builder running in docker, you will have to use domain `host.docker.internal` instead of `localhost` as the requests are executed within docker.
 
-#### Running Connector Acceptance Tests for a single connector in Docker with your local CDK installed
+## Running Connector Acceptance Tests for a single connector in Docker with your local CDK installed
 
 _Pre-requisite: Install the
 [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)_
diff --git a/docs/RELEASES.md b/docs/RELEASES.md
index cf74d423..bc9569c8 100644
--- a/docs/RELEASES.md
+++ b/docs/RELEASES.md
@@ -9,9 +9,9 @@ A few seconds after any PR is merged to `main` , a release draft will be created
 3. Optionally tweak the text in the release notes - for instance to call out contributors, to make a specific change more intuitive for readers to understand, or to move updates into a different category than they were assigned by default. (Note: You can also do this retroactively after publishing the release.)
 4. Publish the release by pressing the “Publish release” button.
 
-*Note:*
+_Note:_
 
-- *Only maintainers can see release drafts. Non-maintainers will only see published releases.*
+- _Only maintainers can see release drafts. Non-maintainers will only see published releases._
 - If you create a tag on accident that you need to remove, contact a maintainer to delete the tag and the release.
 - You can monitor the PyPI release process here in the GitHub Actions view: https://github.com/airbytehq/airbyte-python-cdk/actions/workflows/pypi_publish.yml
 
@@ -49,7 +49,7 @@ The first option is to look in the `declarative_manifest_image_version` database
 
 If that is not available as an option, you can run an Builder-created connector in Cloud and note the version number printed in the logs. Warning: this may not be indicative if that connector instance has been manually pinned to a specific version.
 
-TODO: Would be great to find a way to inspect directly without requiring direct prod DB access. 
+TODO: Would be great to find a way to inspect directly without requiring direct prod DB access.
 
 ### How to pretest changes to SDM images manually
 
@@ -57,15 +57,15 @@ To manually test changes against a dev image of SDM before committing to a relea
 
 #### Pretesting Manifest-Only connectors
 
-Once the publish pipeline has completed, choose a connector to test. Set the base_image in the connector's metadata to your pre-release version in Dockerhub (make sure to update the SHA as well). 
-Next, build the pre-release image locally using `airbyte-ci connectors —name=<source> build`. 
+Once the publishing pipeline has completed, choose a connector to test. Set the base_image in the connector's metadata to your pre-release version in Dockerhub (make sure to update the SHA as well).
+Next, build the pre-release image locally using `airbyte-ci connectors —name=<source> build`.
 You can now run connector interfaces against the built image using the pattern
`docker run airbyte/<source-name>:dev <spec/check/discover/read>`.
 The connector's README should include a list of these commands, which can be copy/pasted and run from the connector's directory for quick testing against a local config.
 You can also run `airbyte-ci connectors —name=<source> test` to run the CI test suite against the dev image.
 
 #### Pretesting Low-Code Python connectors
 
-Once the publish pipeline has completed, set the version of `airbyte-cdk` in the connector's pyproject.toml file to the pre-release version in PyPI. 
+Once the publish pipeline has completed, set the version of `airbyte-cdk` in the connector's pyproject.toml file to the pre-release version in PyPI.
 Update the lockfile and run connector interfaces via poetry:
`poetry run source-<name> spec/check/discover/read`.
 You can also run `airbyte-ci connectors —name=<source> test` to run the CI test suite against the dev image.


 
diff --git a/package-lock.json b/package-lock.json
index fb585331..98dcdda3 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,17 +1,17 @@
 {
-  "name": "airbyte-python-cdk-test",
+  "name": "airbyte-python-cdk",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "dependencies": {
-        "prettier": "^3.3.3"
+        "prettier": "^3.4.2"
       }
     },
     "node_modules/prettier": {
-      "version": "3.3.3",
-      "resolved": "https://registry.npmjs.org/prettier/-/prettier-3.3.3.tgz",
-      "integrity": "sha512-i2tDNA0O5IrMO757lfrdQZCc2jPNDVntV0m/+4whiDfWaTKfMNgR7Qz0NAeGz/nRqF4m5/6CLzbP4/liHt12Ew==",
+      "version": "3.4.2",
+      "resolved": "https://registry.npmjs.org/prettier/-/prettier-3.4.2.tgz",
+      "integrity": "sha512-e9MewbtFo+Fevyuxn/4rrcDAaq0IYxPGLvObpQjiZBMAzB9IGmzlnG9RZy3FFas+eBMu2vA0CszMeduow5dIuQ==",
       "bin": {
         "prettier": "bin/prettier.cjs"
       },
diff --git a/package.json b/package.json
index 1dafaf19..bd38c074 100644
--- a/package.json
+++ b/package.json
@@ -1,5 +1,5 @@
 {
   "dependencies": {
-    "prettier": "^3.3.3"
+    "prettier": "^3.4.2"
   }
 }
diff --git a/poetry.lock b/poetry.lock
index 3fdd1acc..7c45c232 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,9 +1,10 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.4.0 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -13,87 +14,88 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.10"
+version = "3.11.11"
 description = "Async http client/server framework (asyncio)"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -113,6 +115,7 @@ speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 name = "aiosignal"
 version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -127,6 +130,7 @@ frozenlist = ">=1.1.0"
 name = "airbyte-protocol-models-dataclasses"
 version = "0.14.1"
 description = "Declares the Airbyte Protocol using Python Dataclasses. Dataclasses in Python have less performance overhead compared to Pydantic models, making them a more efficient choice for scenarios where speed and memory usage are critical"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -138,6 +142,7 @@ files = [
 name = "annotated-types"
 version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -149,6 +154,7 @@ files = [
 name = "anyio"
 version = "4.7.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -171,6 +177,7 @@ trio = ["trio (>=0.26.1)"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -182,6 +189,7 @@ files = [
 name = "asyncio"
 version = "3.4.3"
 description = "reference implementation of PEP 3156"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -195,6 +203,7 @@ files = [
 name = "attributes-doc"
 version = "0.4.0"
 description = "PEP 224 implementation"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -206,6 +215,7 @@ files = [
 name = "attrs"
 version = "24.3.0"
 description = "Classes Without Boilerplate"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -225,6 +235,7 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 name = "avro"
 version = "1.11.3"
 description = "Avro is a serialization and RPC framework."
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -239,6 +250,7 @@ zstandard = ["zstandard"]
 name = "backoff"
 version = "2.2.1"
 description = "Function decoration for backoff and retry"
+category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -250,6 +262,7 @@ files = [
 name = "beautifulsoup4"
 version = "4.12.3"
 description = "Screen-scraping library"
+category = "main"
 optional = true
 python-versions = ">=3.6.0"
 files = [
@@ -271,6 +284,7 @@ lxml = ["lxml"]
 name = "bracex"
 version = "2.5.post1"
 description = "Bash style brace expander."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -282,6 +296,7 @@ files = [
 name = "cachetools"
 version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -293,6 +308,7 @@ files = [
 name = "cattrs"
 version = "24.1.2"
 description = "Composable complex class support for attrs and dataclasses."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -319,6 +335,7 @@ ujson = ["ujson (>=5.7.0)"]
 name = "certifi"
 version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -330,6 +347,7 @@ files = [
 name = "cffi"
 version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -409,6 +427,7 @@ pycparser = "*"
 name = "chardet"
 version = "5.2.0"
 description = "Universal encoding detector for Python 3"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -418,127 +437,116 @@ files = [
 
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-version = "3.4.0"
+version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.7"
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 [[package]]
 name = "click"
-version = "8.1.7"
+version = "8.1.8"
 description = "Composable command line interface toolkit"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -548,6 +556,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "cohere"
 version = "4.21"
 description = ""
+category = "main"
 optional = true
 python-versions = ">=3.7,<4.0"
 files = [
@@ -567,6 +576,7 @@ urllib3 = ">=1.26,<3"
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -578,6 +588,7 @@ files = [
 name = "contourpy"
 version = "1.3.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -649,73 +660,74 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
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 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -728,6 +740,7 @@ toml = ["tomli"]
 name = "cramjam"
 version = "2.9.1"
 description = "Thin Python bindings to de/compression algorithms in Rust"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -830,6 +843,7 @@ dev = ["black (==22.3.0)", "hypothesis", "numpy", "pytest (>=5.30)", "pytest-ben
 name = "cryptography"
 version = "43.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -879,6 +893,7 @@ test-randomorder = ["pytest-randomly"]
 name = "cycler"
 version = "0.12.1"
 description = "Composable style cycles"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -894,6 +909,7 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 name = "dataclasses-json"
 version = "0.6.7"
 description = "Easily serialize dataclasses to and from JSON."
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.7"
 files = [
@@ -909,6 +925,7 @@ typing-inspect = ">=0.4.0,<1"
 name = "dpath"
 version = "2.2.0"
 description = "Filesystem-like pathing and searching for dictionaries"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -920,6 +937,7 @@ files = [
 name = "dunamai"
 version = "1.23.0"
 description = "Dynamic version generation"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -934,6 +952,7 @@ packaging = ">=20.9"
 name = "emoji"
 version = "2.14.0"
 description = "Emoji for Python"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -948,6 +967,7 @@ dev = ["coverage", "pytest (>=7.4.4)"]
 name = "et-xmlfile"
 version = "2.0.0"
 description = "An implementation of lxml.xmlfile for the standard library"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -959,6 +979,7 @@ files = [
 name = "exceptiongroup"
 version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -973,6 +994,7 @@ test = ["pytest (>=6)"]
 name = "fastavro"
 version = "1.8.2"
 description = "Fast read/write of AVRO files"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1013,6 +1035,7 @@ zstandard = ["zstandard"]
 name = "filetype"
 version = "1.2.0"
 description = "Infer file type and MIME type of any file/buffer. No external dependencies."
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1024,6 +1047,7 @@ files = [
 name = "flake8"
 version = "6.1.0"
 description = "the modular source code checker: pep8 pyflakes and co"
+category = "dev"
 optional = false
 python-versions = ">=3.8.1"
 files = [
@@ -1040,6 +1064,7 @@ pyflakes = ">=3.1.0,<3.2.0"
 name = "fonttools"
 version = "4.55.3"
 description = "Tools to manipulate font files"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1113,6 +1138,7 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "freezegun"
 version = "1.5.1"
 description = "Let your Python tests travel through time"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1127,6 +1153,7 @@ python-dateutil = ">=2.7"
 name = "frozenlist"
 version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1228,6 +1255,7 @@ files = [
 name = "genson"
 version = "1.3.0"
 description = "GenSON is a powerful, user-friendly JSON Schema generator."
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1239,6 +1267,7 @@ files = [
 name = "greenlet"
 version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1325,6 +1354,7 @@ test = ["objgraph", "psutil"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1336,6 +1366,7 @@ files = [
 name = "httpcore"
 version = "1.0.7"
 description = "A minimal low-level HTTP client."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1350,13 +1381,14 @@ h11 = ">=0.13,<0.15"
 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
 trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
 version = "0.28.1"
 description = "The next generation HTTP client."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1367,20 +1399,21 @@ files = [
 [package.dependencies]
 anyio = "*"
 certifi = "*"
-httpcore = "==1.*"
+httpcore = ">=1.0.0,<2.0.0"
 idna = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "idna"
 version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1395,6 +1428,7 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 name = "importlib-metadata"
 version = "6.11.0"
 description = "Read metadata from Python packages"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1414,6 +1448,7 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1425,6 +1460,7 @@ files = [
 name = "isodate"
 version = "0.6.1"
 description = "An ISO 8601 date/time/duration parser and formatter"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1437,13 +1473,14 @@ six = "*"
 
 [[package]]
 name = "jinja2"
-version = "3.1.4"
+version = "3.1.5"
 description = "A very fast and expressive template engine."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1456,6 +1493,7 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1467,6 +1505,7 @@ files = [
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
+category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -1481,6 +1520,7 @@ jsonpointer = ">=1.9"
 name = "jsonpointer"
 version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1492,6 +1532,7 @@ files = [
 name = "jsonref"
 version = "0.2"
 description = "An implementation of JSON Reference for Python"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1503,6 +1544,7 @@ files = [
 name = "jsonschema"
 version = "4.17.3"
 description = "An implementation of JSON Schema validation for Python"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1520,131 +1562,99 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.7"
+version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
+category = "main"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.10"
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 ]
 
 [[package]]
 name = "langchain"
 version = "0.1.16"
 description = "Building applications with LLMs through composability"
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1686,6 +1696,7 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 name = "langchain-community"
 version = "0.0.32"
 description = "Community contributed LangChain integrations."
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1712,6 +1723,7 @@ extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.
 name = "langchain-core"
 version = "0.1.42"
 description = "Building applications with LLMs through composability"
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1734,6 +1746,7 @@ extended-testing = ["jinja2 (>=3,<4)"]
 name = "langchain-text-splitters"
 version = "0.0.2"
 description = "LangChain text splitting utilities"
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1751,6 +1764,7 @@ extended-testing = ["beautifulsoup4 (>=4.12.3,<5.0.0)", "lxml (>=4.9.3,<6.0)"]
 name = "langdetect"
 version = "1.0.9"
 description = "Language detection library ported from Google's language-detection."
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1765,6 +1779,7 @@ six = "*"
 name = "langsmith"
 version = "0.1.147"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1789,6 +1804,7 @@ langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
 name = "linkify-it-py"
 version = "2.0.3"
 description = "Links recognition library with FULL unicode support."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1809,6 +1825,7 @@ test = ["coverage", "pytest", "pytest-cov"]
 name = "lxml"
 version = "5.3.0"
 description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -1963,6 +1980,7 @@ source = ["Cython (>=3.0.11)"]
 name = "markdown"
 version = "3.7"
 description = "Python implementation of John Gruber's Markdown."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1978,6 +1996,7 @@ testing = ["coverage", "pyyaml"]
 name = "markdown-it-py"
 version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2004,6 +2023,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2072,13 +2092,14 @@ files = [
 
 [[package]]
 name = "marshmallow"
-version = "3.23.1"
+version = "3.23.3"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -2086,13 +2107,14 @@ packaging = ">=17.0"
 
 [package.extras]
 dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
-docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)", "sphinx-version-warning (==1.1.2)"]
+docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)"]
 tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "matplotlib"
 version = "3.10.0"
 description = "Python plotting package"
+category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -2150,6 +2172,7 @@ dev = ["meson-python (>=0.13.1,<0.17.0)", "pybind11 (>=2.13.2,!=2.13.3)", "setup
 name = "mccabe"
 version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2161,6 +2184,7 @@ files = [
 name = "mdit-py-plugins"
 version = "0.4.2"
 description = "Collection of plugins for markdown-it-py"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2180,6 +2204,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2191,6 +2216,7 @@ files = [
 name = "memray"
 version = "1.15.0"
 description = "A memory profiler for Python applications"
+category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2255,6 +2281,7 @@ test = ["Cython", "greenlet", "ipython", "packaging", "pytest", "pytest-cov", "p
 name = "multidict"
 version = "6.1.0"
 description = "multidict implementation"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2357,49 +2384,56 @@ typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "mypy"
-version = "1.13.0"
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 description = "Optional static typing for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
-mypy-extensions = ">=1.0.0"
+mypy_extensions = ">=1.0.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = ">=4.6.0"
+typing_extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
@@ -2412,6 +2446,7 @@ reports = ["lxml"]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2423,6 +2458,7 @@ files = [
 name = "nltk"
 version = "3.9.1"
 description = "Natural Language Toolkit"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2448,6 +2484,7 @@ twitter = ["twython"]
 name = "numpy"
 version = "1.26.4"
 description = "Fundamental package for array computing in Python"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2493,6 +2530,7 @@ files = [
 name = "openai"
 version = "0.27.9"
 description = "Python client library for the OpenAI API"
+category = "main"
 optional = true
 python-versions = ">=3.7.1"
 files = [
@@ -2516,7 +2554,7 @@ tqdm = "*"
 
 [package.extras]
 datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
-dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"]
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 embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
 wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
 
@@ -2524,6 +2562,7 @@ wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1
 name = "openpyxl"
 version = "3.1.5"
 description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
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 optional = true
 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "packaging"
 version = "23.2"
 description = "Core utilities for Python packages"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2633,6 +2674,7 @@ files = [
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 version = "2.2.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
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 name = "pandas-stubs"
 version = "2.2.3.241126"
 description = "Type annotations for pandas"
+category = "main"
 optional = true
 python-versions = ">=3.10"
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 name = "pastel"
 version = "0.2.1"
 description = "Bring colors to your terminal."
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 version = "1.16.3"
 description = "A wrapper around the pdftoppm and pdftocairo command line tools to convert PDF to a PIL Image list."
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 optional = true
 python-versions = "*"
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 name = "pdfminer-six"
 version = "20221105"
 description = "PDF parser and analyzer"
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 python-versions = ">=3.6"
 files = [
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 name = "pdoc"
 version = "15.0.1"
 description = "API Documentation for Python Projects"
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 optional = false
 python-versions = ">=3.9"
 files = [
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 version = "2.1.2"
 description = "Python datetimes made easy"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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 ]
 
 [package.extras]
 docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
-tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
 typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
@@ -2908,6 +2953,7 @@ xmp = ["defusedxml"]
 name = "platformdirs"
 version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2924,6 +2970,7 @@ type = ["mypy (>=1.11.2)"]
 name = "plotly"
 version = "5.24.1"
 description = "An open-source, interactive data visualization library for Python"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2939,6 +2986,7 @@ tenacity = ">=6.2.0"
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2954,6 +3002,7 @@ testing = ["pytest", "pytest-benchmark"]
 name = "poethepoet"
 version = "0.24.4"
 description = "A task runner that works well with poetry."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2972,6 +3021,7 @@ poetry-plugin = ["poetry (>=1.0,<2.0)"]
 name = "propcache"
 version = "0.2.1"
 description = "Accelerated property cache"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -3063,6 +3113,7 @@ files = [
 name = "psutil"
 version = "6.1.0"
 description = "Cross-platform lib for process and system monitoring in Python."
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3093,6 +3144,7 @@ test = ["pytest", "pytest-xdist", "setuptools"]
 name = "pyarrow"
 version = "15.0.2"
 description = "Python library for Apache Arrow"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
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 name = "pycodestyle"
 version = "2.11.1"
 description = "Python style guide checker"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3152,6 +3205,7 @@ files = [
 name = "pycparser"
 version = "2.22"
 description = "C parser in Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3161,18 +3215,19 @@ files = [
 
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 ]
 
 [package.dependencies]
@@ -3295,6 +3351,7 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 name = "pyflakes"
 version = "3.1.0"
 description = "passive checker of Python programs"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3306,6 +3363,7 @@ files = [
 name = "pygments"
 version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3320,6 +3378,7 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pyjwt"
 version = "2.10.1"
 description = "JSON Web Token implementation in Python"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3337,6 +3396,7 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 name = "pympler"
 version = "1.1"
 description = "A development tool to measure, monitor and analyze the memory behavior of Python objects."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3349,13 +3409,14 @@ pywin32 = {version = ">=226", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "pyparsing"
-version = "3.2.0"
+version = "3.2.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -3365,6 +3426,7 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "pyproject-flake8"
 version = "6.1.0"
 description = "pyproject-flake8 (`pflake8`), a monkey patching wrapper to connect flake8 with pyproject.toml configuration"
+category = "dev"
 optional = false
 python-versions = ">=3.8.1"
 files = [
@@ -3380,6 +3442,7 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
 name = "pyrate-limiter"
 version = "3.1.1"
 description = "Python Rate-Limiter using Leaky-Bucket Algorithm"
+category = "main"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -3395,6 +3458,7 @@ docs = ["furo (>=2022.3.4,<2023.0.0)", "myst-parser (>=0.17)", "sphinx (>=4.3.0,
 name = "pyrsistent"
 version = "0.20.0"
 description = "Persistent/Functional/Immutable data structures"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3436,6 +3500,7 @@ files = [
 name = "pytesseract"
 version = "0.3.10"
 description = "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -3451,6 +3516,7 @@ Pillow = ">=8.0.0"
 name = "pytest"
 version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3473,6 +3539,7 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 name = "pytest-cov"
 version = "6.0.0"
 description = "Pytest plugin for measuring coverage."
+category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3491,6 +3558,7 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 name = "pytest-httpserver"
 version = "1.1.0"
 description = "pytest-httpserver is a httpserver for pytest"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3505,6 +3573,7 @@ Werkzeug = ">=2.0.0"
 name = "pytest-memray"
 version = "1.7.0"
 description = "A simple plugin to use with pytest"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3525,6 +3594,7 @@ test = ["anyio (>=4.4.0)", "covdefaults (>=2.2.2)", "coverage (>=7.0.5)", "flaky
 name = "pytest-mock"
 version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3542,6 +3612,7 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 name = "python-calamine"
 version = "0.2.3"
 description = "Python binding for Rust's library for reading excel and odf file - calamine"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -3651,6 +3722,7 @@ files = [
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -3665,6 +3737,7 @@ six = ">=1.5"
 name = "python-docx"
 version = "1.1.2"
 description = "Create, read, and update Microsoft Word .docx files."
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -3680,6 +3753,7 @@ typing-extensions = ">=4.9.0"
 name = "python-iso639"
 version = "2024.10.22"
 description = "ISO 639 language codes, names, and other associated information"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -3694,6 +3768,7 @@ dev = ["black (==24.10.0)", "build (==1.2.1)", "flake8 (==7.1.1)", "pytest (==8.
 name = "python-magic"
 version = "0.4.27"
 description = "File type identification using libmagic"
+category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3705,6 +3780,7 @@ files = [
 name = "python-pptx"
 version = "0.6.21"
 description = "Generate and manipulate Open XML PowerPoint (.pptx) files"
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -3720,6 +3796,7 @@ XlsxWriter = ">=0.5.7"
 name = "python-snappy"
 version = "0.7.3"
 description = "Python library for the snappy compression library from Google"
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -3734,6 +3811,7 @@ cramjam = "*"
 name = "python-ulid"
 version = "3.0.0"
 description = "Universally unique lexicographically sortable identifier"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3748,6 +3826,7 @@ pydantic = ["pydantic (>=2.0)"]
 name = "pytz"
 version = "2024.2"
 description = "World timezone definitions, modern and historical"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3759,6 +3838,7 @@ files = [
 name = "pytzdata"
 version = "2020.1"
 description = "The Olson timezone database for Python."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3770,6 +3850,7 @@ files = [
 name = "pywin32"
 version = "308"
 description = "Python for Window Extensions"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3797,6 +3878,7 @@ files = [
 name = "pyyaml"
 version = "6.0.2"
 description = "YAML parser and emitter for Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3857,99 +3939,100 @@ files = [
 
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 [package.extras]
@@ -3959,6 +4042,7 @@ all = ["numpy"]
 name = "regex"
 version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4062,6 +4146,7 @@ files = [
 name = "requests"
 version = "2.32.3"
 description = "Python HTTP for Humans."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4083,6 +4168,7 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "requests-cache"
 version = "1.2.1"
 description = "A persistent cache for python requests"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4113,6 +4199,7 @@ yaml = ["pyyaml (>=6.0.1)"]
 name = "requests-mock"
 version = "1.12.1"
 description = "Mock out responses from the requests package"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -4130,6 +4217,7 @@ fixture = ["fixtures"]
 name = "requests-toolbelt"
 version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
+category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
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 name = "rich"
 version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 name = "ruff"
 version = "0.7.4"
 description = "An extremely fast Python linter and code formatter, written in Rust."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4190,6 +4280,7 @@ files = [
 name = "scikit-learn"
 version = "1.6.0"
 description = "A set of python modules for machine learning and data mining"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
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 [[package]]
 name = "scipy"
-version = "1.14.1"
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 description = "Fundamental algorithms for scientific computing in Python"
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 python-versions = ">=3.10"
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 ]
 
 [package.dependencies]
-numpy = ">=1.23.5,<2.3"
+numpy = ">=1.23.5,<2.5"
 
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
-doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<=7.3.7)", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.16.5)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.0.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
+test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "serpyco-rs"
 version = "1.11.0"
 description = ""
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -4348,6 +4448,7 @@ typing-extensions = "*"
 name = "six"
 version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -4359,6 +4460,7 @@ files = [
 name = "sniffio"
 version = "1.3.1"
 description = "Sniff out which async library your code is running under"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4370,6 +4472,7 @@ files = [
 name = "soupsieve"
 version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4381,6 +4484,7 @@ files = [
 name = "sqlalchemy"
 version = "2.0.35"
 description = "Database Abstraction Library"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4436,7 +4540,7 @@ files = [
 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
+greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and platform_machine == \"aarch64\" or python_version < \"3.13\" and platform_machine == \"ppc64le\" or python_version < \"3.13\" and platform_machine == \"x86_64\" or python_version < \"3.13\" and platform_machine == \"amd64\" or python_version < \"3.13\" and platform_machine == \"AMD64\" or python_version < \"3.13\" and platform_machine == \"win32\" or python_version < \"3.13\" and platform_machine == \"WIN32\""}
 typing-extensions = ">=4.6.0"
 
 [package.extras]
@@ -4468,6 +4572,7 @@ sqlcipher = ["sqlcipher3_binary"]
 name = "tabulate"
 version = "0.9.0"
 description = "Pretty-print tabular data"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4482,6 +4587,7 @@ widechars = ["wcwidth"]
 name = "tenacity"
 version = "8.5.0"
 description = "Retry code until it succeeds"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4497,6 +4603,7 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 name = "textual"
 version = "1.0.0"
 description = "Modern Text User Interface framework"
+category = "dev"
 optional = false
 python-versions = "<4.0.0,>=3.8.1"
 files = [
@@ -4517,6 +4624,7 @@ syntax = ["tree-sitter (>=0.23.0)", "tree-sitter-bash (>=0.23.0)", "tree-sitter-
 name = "threadpoolctl"
 version = "3.5.0"
 description = "threadpoolctl"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4528,6 +4636,7 @@ files = [
 name = "tiktoken"
 version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -4575,6 +4684,7 @@ blobfile = ["blobfile (>=2)"]
 name = "tomli"
 version = "2.2.1"
 description = "A lil' TOML parser"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4616,6 +4726,7 @@ files = [
 name = "tqdm"
 version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4637,6 +4748,7 @@ telegram = ["requests"]
 name = "types-cachetools"
 version = "5.5.0.20240820"
 description = "Typing stubs for cachetools"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4648,6 +4760,7 @@ files = [
 name = "types-python-dateutil"
 version = "2.9.0.20241206"
 description = "Typing stubs for python-dateutil"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4657,30 +4770,33 @@ files = [
 
 [[package]]
 name = "types-pytz"
-version = "2024.2.0.20241003"
+version = "2024.2.0.20241221"
 description = "Typing stubs for pytz"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "types-pytz-2024.2.0.20241003.tar.gz", hash = "sha256:575dc38f385a922a212bac00a7d6d2e16e141132a3c955078f4a4fd13ed6cb44"},
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+    {file = "types_pytz-2024.2.0.20241221-py3-none-any.whl", hash = "sha256:8fc03195329c43637ed4f593663df721fef919b60a969066e22606edf0b53ad5"},
+    {file = "types_pytz-2024.2.0.20241221.tar.gz", hash = "sha256:06d7cde9613e9f7504766a0554a270c369434b50e00975b3a4a0f6eed0f2c1a9"},
 ]
 
 [[package]]
 name = "types-pyyaml"
-version = "6.0.12.20240917"
+version = "6.0.12.20241230"
 description = "Typing stubs for PyYAML"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-PyYAML-6.0.12.20240917.tar.gz", hash = "sha256:d1405a86f9576682234ef83bcb4e6fff7c9305c8b1fbad5e0bcd4f7dbdc9c587"},
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+    {file = "types_PyYAML-6.0.12.20241230-py3-none-any.whl", hash = "sha256:fa4d32565219b68e6dee5f67534c722e53c00d1cfc09c435ef04d7353e1e96e6"},
+    {file = "types_pyyaml-6.0.12.20241230.tar.gz", hash = "sha256:7f07622dbd34bb9c8b264fe860a17e0efcad00d50b5f27e93984909d9363498c"},
 ]
 
 [[package]]
 name = "types-requests"
 version = "2.32.0.20241016"
 description = "Typing stubs for requests"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4695,6 +4811,7 @@ urllib3 = ">=2"
 name = "typing-extensions"
 version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4706,6 +4823,7 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -4721,6 +4839,7 @@ typing-extensions = ">=3.7.4"
 name = "tzdata"
 version = "2024.2"
 description = "Provider of IANA time zone data"
+category = "main"
 optional = false
 python-versions = ">=2"
 files = [
@@ -4732,6 +4851,7 @@ files = [
 name = "uc-micro-py"
 version = "1.0.3"
 description = "Micro subset of unicode data files for linkify-it-py projects."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4746,6 +4866,7 @@ test = ["coverage", "pytest", "pytest-cov"]
 name = "unidecode"
 version = "1.3.8"
 description = "ASCII transliterations of Unicode text"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -4757,6 +4878,7 @@ files = [
 name = "unstructured"
 version = "0.10.27"
 description = "A library that prepares raw documents for downstream ML tasks."
+category = "main"
 optional = true
 python-versions = ">=3.7.0"
 files = [
@@ -4837,6 +4959,7 @@ xlsx = ["networkx", "openpyxl", "pandas", "xlrd"]
 name = "unstructured-pytesseract"
 version = "0.3.13"
 description = "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4852,6 +4975,7 @@ Pillow = ">=8.0.0"
 name = "url-normalize"
 version = "1.4.3"
 description = "URL normalization for Python"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -4864,13 +4988,14 @@ six = "*"
 
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
-    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
+    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
@@ -4883,6 +5008,7 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "wcmatch"
 version = "10.0"
 description = "Wildcard/glob file name matcher."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4897,6 +5023,7 @@ bracex = ">=2.1.1"
 name = "werkzeug"
 version = "3.1.3"
 description = "The comprehensive WSGI web application library."
+category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -4914,6 +5041,7 @@ watchdog = ["watchdog (>=2.3)"]
 name = "xlsxwriter"
 version = "3.2.0"
 description = "A Python module for creating Excel XLSX files."
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -4925,6 +5053,7 @@ files = [
 name = "xmltodict"
 version = "0.13.0"
 description = "Makes working with XML feel like you are working with JSON"
+category = "main"
 optional = false
 python-versions = ">=3.4"
 files = [
@@ -4936,6 +5065,7 @@ files = [
 name = "yarl"
 version = "1.18.3"
 description = "Yet another URL library"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -5032,6 +5162,7 @@ propcache = ">=0.2.0"
 name = "zipp"
 version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
diff --git a/unit_tests/sources/declarative/decoders/test_json_decoder.py b/unit_tests/sources/declarative/decoders/test_json_decoder.py
index 087619dc..134ab0f2 100644
--- a/unit_tests/sources/declarative/decoders/test_json_decoder.py
+++ b/unit_tests/sources/declarative/decoders/test_json_decoder.py
@@ -8,35 +8,50 @@
 import pytest
 import requests
 
+from airbyte_cdk import YamlDeclarativeSource
+from airbyte_cdk.models import SyncMode
 from airbyte_cdk.sources.declarative.decoders import GzipJsonDecoder
 from airbyte_cdk.sources.declarative.decoders.json_decoder import JsonDecoder, JsonlDecoder
+from airbyte_cdk.sources.declarative.models import DeclarativeStream as DeclarativeStreamModel
+from airbyte_cdk.sources.declarative.parsers.model_to_component_factory import (
+    ModelToComponentFactory,
+)
 
 
 @pytest.mark.parametrize(
-    "response_body, first_element",
+    "response_body, expected_json",
     [
-        ("", {}),
-        ("[]", {}),
-        ('{"healthcheck": {"status": "ok"}}', {"healthcheck": {"status": "ok"}}),
+        ("", []),
+        ("{}", [{}]),
+        ("[]", []),
+        ('{"healthcheck": {"status": "ok"}}', [{"healthcheck": {"status": "ok"}}]),
     ],
 )
-def test_json_decoder(requests_mock, response_body, first_element):
+def test_json_decoder(requests_mock, response_body, expected_json):
     requests_mock.register_uri("GET", "https://airbyte.io/", text=response_body)
     response = requests.get("https://airbyte.io/")
-    assert next(JsonDecoder(parameters={}).decode(response)) == first_element
+    assert list(JsonDecoder(parameters={}).decode(response)) == expected_json
 
 
 @pytest.mark.parametrize(
     "response_body, expected_json",
     [
         ("", []),
+        ("{}", [{}]),
+        ("[]", [[]]),
         ('{"id": 1, "name": "test1"}', [{"id": 1, "name": "test1"}]),
         (
             '{"id": 1, "name": "test1"}\n{"id": 2, "name": "test2"}',
             [{"id": 1, "name": "test1"}, {"id": 2, "name": "test2"}],
         ),
     ],
-    ids=["empty_response", "one_line_json", "multi_line_json"],
+    ids=[
+        "empty_response",
+        "empty_object_response",
+        "empty_list_response",
+        "one_line_json",
+        "multi_line_json",
+    ],
 )
 def test_jsonl_decoder(requests_mock, response_body, expected_json):
     requests_mock.register_uri("GET", "https://airbyte.io/", text=response_body)
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
index 0d4d8a52..243c0a58 100644
--- a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
@@ -15,6 +15,10 @@
     JsonlDecoder,
 )
 from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    assert_service_keys_exist,
+    exclude_service_keys,
+)
 
 config = {"field": "record_array"}
 parameters = {"parameters_field": "record_array"}
@@ -33,10 +37,61 @@ def create_response(body: Union[Dict, bytes]):
 @pytest.mark.parametrize(
     "field_path, decoder, body, expected_records",
     [
-        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}]}, [{"id": 1}, {"id": 2}]),
-        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1}]),
+        ([], decoder_json, b"", []),
+        ([], decoder_json, {}, [{}]),
+        ([], decoder_json, [], []),
         ([], decoder_json, {"id": 1}, [{"id": 1}]),
         ([], decoder_json, [{"id": 1}, {"id": 2}], [{"id": 1}, {"id": 2}]),
+        ([], decoder_json, [{"id": 1, "nested": {"id2": 2}}], [{"id": 1, "nested": {"id2": 2}}]),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+        ),
+        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1}]),
+        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}]}, [{"id": 1}, {"id": 2}]),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}]},
+            [{"id": 1, "nested": {"id2": 2}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]},
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]},
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {
+                "data": [
+                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                ]
+            },
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+        ),
         (
             ["data", "records"],
             decoder_json,
@@ -68,6 +123,10 @@ def create_response(body: Union[Dict, bytes]):
             },
             [{"id": 1}, {"id": 2}, {"id": 3}, {"id": 4}],
         ),
+        ([], decoder_jsonl, b"", []),
+        ([], decoder_jsonl, [], []),  # This case allows a line in JSONL to be an array or records,
+        # that will be inlined in the overall list of records. Same as below.
+        ([], decoder_jsonl, {}, [{}]),
         ([], decoder_jsonl, {"id": 1}, [{"id": 1}]),
         ([], decoder_jsonl, [{"id": 1}, {"id": 2}], [{"id": 1}, {"id": 2}]),
         (["data"], decoder_jsonl, b'{"data": [{"id": 1}, {"id": 2}]}', [{"id": 1}, {"id": 2}]),
@@ -94,16 +153,30 @@ def create_response(body: Union[Dict, bytes]):
         ),
     ],
     ids=[
-        "test_extract_from_array",
-        "test_extract_single_record",
+        "test_extract_from_empty_string",
+        "test_extract_from_empty_object",
+        "test_extract_from_empty_array",
+        "test_extract_from_nonempty_object",
+        "test_extract_from_nonempty_array",
+        "test_extract_from_nonempty_array_with_nested_array",
+        "test_extract_from_nonempty_array_with_nested_array2",
+        "test_extract_from_nonempty_array2_with_nested_array",
+        "test_extract_from_nonempty_array2_with_nested_array2",
         "test_extract_single_record_from_root",
         "test_extract_from_root_array",
+        "test_extract_path_from_nonempty_array_with_nested_array",
+        "test_extract_path_from_nonempty_array_with_nested_array2",
+        "test_extract_path_from_nonempty_array2_with_nested_array",
+        "test_extract_path_from_nonempty_array2_with_nested_array2",
         "test_nested_field",
         "test_field_in_config",
         "test_field_in_parameters",
         "test_field_does_not_exist",
         "test_nested_list",
         "test_complex_nested_list",
+        "test_extract_records_from_empty_string_jsonl",
+        "test_extract_records_from_single_empty_array_jsonl",
+        "test_extract_records_from_single_empty_object_jsonl",
         "test_extract_single_record_from_root_jsonl",
         "test_extract_from_root_jsonl",
         "test_extract_from_array_jsonl",
@@ -120,4 +193,9 @@ def test_dpath_extractor(field_path: List, decoder: Decoder, body, expected_reco
     response = create_response(body)
     actual_records = list(extractor.extract_records(response))
 
+    for record in actual_records:
+        assert_service_keys_exist(record)
+
+    actual_records = [exclude_service_keys(record) for record in actual_records]
+
     assert actual_records == expected_records
diff --git a/unit_tests/sources/declarative/extractors/test_record_extractor.py b/unit_tests/sources/declarative/extractors/test_record_extractor.py
new file mode 100644
index 00000000..3b5bf633
--- /dev/null
+++ b/unit_tests/sources/declarative/extractors/test_record_extractor.py
@@ -0,0 +1,76 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+from typing import Mapping
+
+import pytest
+
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+    assert_service_keys_exist,
+    exclude_service_keys,
+    is_service_key,
+    remove_service_keys,
+)
+
+
+@pytest.mark.parametrize(
+    "original, expected",
+    [
+        ({}, {}),
+        ({"k": "v"}, {"k": "v"}),
+        ({"k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v"}, {}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}, {"k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+    ],
+)
+def test_exclude_service_keys(original: Mapping, expected: Mapping):
+    assert exclude_service_keys(original) == expected
+
+
+@pytest.mark.parametrize(
+    "original, expected",
+    [
+        ({}, {}),
+        ({"k": "v"}, {"k": "v"}),
+        ({"k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v"}, {}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}, {"k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+    ],
+)
+def test_remove_service_keys(original: Mapping, expected: Mapping):
+    remove_service_keys(original)
+    assert original == expected
+
+
+@pytest.mark.parametrize(
+    "original",
+    [
+        ({SERVICE_KEY_PREFIX + "k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}),
+    ],
+)
+def test_verify_service_keys(original: Mapping):
+    assert_service_keys_exist(original)
+
+
+@pytest.mark.parametrize("original", [({}), ({"k": "v"}), ({"k": "v", "k2": "v"})])
+def test_verify_no_service_keys(original: Mapping):
+    try:
+        assert_service_keys_exist(original)
+        success = False
+    except:  # OK, expected
+        success = True
+
+    assert success, "Expected no service keys were found"
+
+
+def test_service_field():
+    assert is_service_key(SERVICE_KEY_PREFIX + "name")
+
+
+def test_regular_field():
+    assert not is_service_key("name")
diff --git a/unit_tests/sources/declarative/extractors/test_record_selector.py b/unit_tests/sources/declarative/extractors/test_record_selector.py
index ee0f2f94..71739cf8 100644
--- a/unit_tests/sources/declarative/extractors/test_record_selector.py
+++ b/unit_tests/sources/declarative/extractors/test_record_selector.py
@@ -9,7 +9,14 @@
 import requests
 
 from airbyte_cdk.sources.declarative.decoders.json_decoder import JsonDecoder
-from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
+from airbyte_cdk.sources.declarative.extractors.dpath_extractor import (
+    RECORD_ROOT_KEY,
+    DpathExtractor,
+)
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    assert_service_keys_exist,
+    exclude_service_keys,
+)
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
 from airbyte_cdk.sources.declarative.extractors.record_selector import RecordSelector
 from airbyte_cdk.sources.declarative.transformations import RecordTransformation
@@ -40,6 +47,36 @@
             {"data": [{"id": 1, "created_at": "06-06-21"}, {"id": 2, "created_at": "06-07-21"}]},
             [{"id": 1, "created_at": "06-06-21"}, {"id": 2, "created_at": "06-07-21"}],
         ),
+        (
+            "test_no_record_filter_returns_all_records_with_nested",
+            ["data"],
+            None,
+            {
+                "data": [
+                    {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                    {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+                ]
+            },
+            [
+                {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+            ],
+        ),
+        (
+            "test_true_record_filter_returns_all_records_with_nested",
+            ["data"],
+            "{{True}}",
+            {
+                "data": [
+                    {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                    {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+                ]
+            },
+            [
+                {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+            ],
+        ),
         (
             "test_with_extractor_and_filter_with_parameters",
             ["{{ parameters['parameters_field'] }}"],
@@ -74,6 +111,19 @@
             [],
             [],
         ),
+        (
+            "test_the original response is available in filters and transformations",
+            ["data"],
+            "{{ record['created_at'] == record['" + RECORD_ROOT_KEY + "'].data[1].created_at }}",
+            {
+                "data": [
+                    {"id": 1, "created_at": "06-06-21"},
+                    {"id": 2, "created_at": "06-07-21"},
+                    {"id": 3, "created_at": "06-08-21"},
+                ]
+            },
+            [{"id": 2, "created_at": "06-07-21"}],
+        ),
     ],
 )
 def test_record_filter(test_name, field_path, filter_template, body, expected_data):
@@ -116,18 +166,9 @@ def test_record_filter(test_name, field_path, filter_template, body, expected_da
             next_page_token=next_page_token,
         )
     )
-    assert actual_records == [
-        Record(data=data, associated_slice=stream_slice, stream_name="") for data in expected_data
-    ]
-
-    calls = []
-    for record in expected_data:
-        calls.append(
-            call(record, config=config, stream_state=stream_state, stream_slice=stream_slice)
-        )
-    for transformation in transformations:
-        assert transformation.transform.call_count == len(expected_data)
-        transformation.transform.assert_has_calls(calls)
+
+    actual_records = [exclude_service_keys(record) for record in actual_records]
+    assert actual_records == expected_data
 
 
 @pytest.mark.parametrize(
@@ -200,7 +241,9 @@ def test_schema_normalization(test_name, schema, schema_transformation, body, ex
         )
     )
 
-    assert actual_records == [Record(data, stream_slice) for data in expected_data]
+    actual_records = [exclude_service_keys(record) for record in actual_records]
+
+    assert actual_records == expected_data
 
 
 def create_response(body):
diff --git a/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py b/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
index b65f1f72..15957620 100644
--- a/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
+++ b/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
@@ -322,6 +322,7 @@ def run_incremental_parent_state_test(
         # For each intermediate state, perform another read starting from that state
         for state, records_before_state in intermediate_states[:-1]:
             output_intermediate = _run_read(manifest, config, _stream_name, [state])
+
             records_from_state = [
                 message.record.data for message in output_intermediate if message.record
             ]
diff --git a/unit_tests/sources/declarative/retrievers/test_simple_retriever.py b/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
index 5878c758..ed9dbeab 100644
--- a/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
+++ b/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
@@ -244,6 +244,7 @@ def test_simple_retriever_resumable_full_refresh_cursor_page_increment(
     actual_records = [
         r for r in retriever.read_records(records_schema={}, stream_slice=stream_slice)
     ]
+
     assert len(actual_records) == 3
     assert actual_records == expected_records[5:]
     assert retriever.state == {"__ab_full_refresh_sync_complete": True}
@@ -358,6 +359,7 @@ def test_simple_retriever_resumable_full_refresh_cursor_reset_cursor_pagination(
     actual_records = [
         r for r in stream.retriever.read_records(records_schema={}, stream_slice=stream_slice)
     ]
+
     assert len(actual_records) == 3
     assert actual_records == expected_records[5:]
     assert stream.retriever.state == {"__ab_full_refresh_sync_complete": True}
diff --git a/unit_tests/sources/declarative/test_manifest_declarative_source.py b/unit_tests/sources/declarative/test_manifest_declarative_source.py
index b3c9ab4b..d05c9ddb 100644
--- a/unit_tests/sources/declarative/test_manifest_declarative_source.py
+++ b/unit_tests/sources/declarative/test_manifest_declarative_source.py
@@ -1768,6 +1768,7 @@ def test_read_manifest_declarative_source(
         output_data = [
             message.record.data for message in _run_read(manifest, _stream_name) if message.record
         ]
+
         assert output_data == expected_records
         mock_retriever.assert_has_calls(expected_calls)
 
diff --git a/unit_tests/sources/declarative/transformations/test_flatten_fields.py b/unit_tests/sources/declarative/transformations/test_flatten_fields.py
index 4cf53a54..37b9e6b4 100644
--- a/unit_tests/sources/declarative/transformations/test_flatten_fields.py
+++ b/unit_tests/sources/declarative/transformations/test_flatten_fields.py
@@ -4,6 +4,7 @@
 
 import pytest
 
+from airbyte_cdk.sources.declarative.extractors.record_extractor import SERVICE_KEY_PREFIX
 from airbyte_cdk.sources.declarative.transformations.flatten_fields import (
     FlattenFields,
 )
@@ -46,6 +47,24 @@
             {"List": ["Item1", "Item2", "Item3"]},
             {"List.0": "Item1", "List.1": "Item2", "List.2": "Item3"},
         ),
+        (
+            {SERVICE_KEY_PREFIX + "name": "xyz", "List": ["Item1", "Item2", "Item3"]},
+            {
+                SERVICE_KEY_PREFIX + "name": "xyz",
+                "List.0": "Item1",
+                "List.1": "Item2",
+                "List.2": "Item3",
+            },
+        ),
+        (
+            {SERVICE_KEY_PREFIX + "name": {"k", "xyz"}, "List": ["Item1", "Item2", "Item3"]},
+            {
+                SERVICE_KEY_PREFIX + "name": {"k", "xyz"},
+                "List.0": "Item1",
+                "List.1": "Item2",
+                "List.2": "Item3",
+            },
+        ),
     ],
 )
 def test_flatten_fields(input_record, expected_output):