diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 0000000..0660ffd --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,41 @@ +# To get started with Dependabot version updates, you'll need to specify which +# package ecosystems to update and where the package manifests are located. +# Please see the documentation for all configuration options: +# https://help.github.com/github/administering-a-repository/configuration-options-for-dependency-updates + +version: 2 +updates: + - package-ecosystem: pip + directory: "/" + schedule: + interval: weekly + commit-message: + prefix: "chore(deps): " + prefix-development: "chore(deps-dev): " + groups: + development-dependencies: + dependency-type: development + runtime-dependencies: + dependency-type: production + update-types: + - "patch" + - package-ecosystem: pip + directory: "/.github/workflows" + schedule: + interval: weekly + commit-message: + prefix: "ci: " + groups: + ci: + patterns: + - "*" + - package-ecosystem: github-actions + directory: "/" + schedule: + interval: weekly + commit-message: + prefix: "ci: " + groups: + actions: + patterns: + - "*" diff --git a/.github/install-odbc.sh b/.github/install-odbc.sh new file mode 100644 index 0000000..f345593 --- /dev/null +++ b/.github/install-odbc.sh @@ -0,0 +1,24 @@ +if ! [[ "18.04 20.04 22.04 23.04 24.04" == *"$(lsb_release -rs)"* ]]; +then + echo "Ubuntu $(lsb_release -rs) is not currently supported."; + exit; +fi + +# Add the signature to trust the Microsoft repo +# For Ubuntu versions < 24.04 +curl https://packages.microsoft.com/keys/microsoft.asc | sudo tee /etc/apt/trusted.gpg.d/microsoft.asc +# For Ubuntu versions >= 24.04 +curl https://packages.microsoft.com/keys/microsoft.asc | sudo gpg --dearmor -o /usr/share/keyrings/microsoft-prod.gpg + +# Add repo to apt sources +curl https://packages.microsoft.com/config/ubuntu/$(lsb_release -rs)/prod.list | sudo tee /etc/apt/sources.list.d/mssql-release.list + +# Install the driver +sudo apt-get update +sudo ACCEPT_EULA=Y apt-get install -y msodbcsql18 +# optional: for bcp and sqlcmd +sudo ACCEPT_EULA=Y apt-get install -y mssql-tools18 +echo 'export PATH="$PATH:/opt/mssql-tools18/bin"' >> ~/.bashrc +source ~/.bashrc +# optional: for unixODBC development headers +sudo apt-get install -y unixodbc-dev \ No newline at end of file diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml new file mode 100644 index 0000000..6698b8b --- /dev/null +++ b/.github/workflows/build.yml @@ -0,0 +1,45 @@ +name: Release + +on: + push: + +permissions: + contents: write # Needed to upload artifacts to the release + id-token: write # Needed for OIDC PyPI publishing + +jobs: + build: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + - uses: hynek/build-and-inspect-python-package@v2 + + publish: + name: Publish to PyPI + runs-on: ubuntu-latest + needs: [build] + ## TODO: optionally provide the name of the environment for the trusted + ## publisher on PyPI + ## https://docs.github.com/en/actions/deployment/targeting-different-environments/using-environments-for-deployment + # environment: pypi + if: startsWith(github.ref, 'refs/tags/') + steps: + - uses: actions/download-artifact@v4 + with: + name: Packages + path: dist + - name: Upload wheel to release + uses: svenstaro/upload-release-action@v2 + with: + repo_token: ${{secrets.GITHUB_TOKEN}} + file: dist/*.whl + tag: ${{github.ref}} + overwrite: true + file_glob: true + + - name: Publish + ## TODO: create a trusted publisher on PyPI + ## https://docs.pypi.org/trusted-publishers/ + uses: pypa/gh-action-pypi-publish@v1.9.0 diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml new file mode 100644 index 0000000..fe4213b --- /dev/null +++ b/.github/workflows/test.yml @@ -0,0 +1,35 @@ +### A CI workflow template that runs linting and python testing +### TODO: Modify as needed or as desired. + +name: Test tap-mssql + +on: [push] + +jobs: + pytest: + runs-on: ubuntu-latest + env: + GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}} + strategy: + fail-fast: false + matrix: + python-version: ["3.9", "3.10", "3.11", "3.12"] + steps: + - uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + - name: Install ODBC + working-directory: ${{ github.workspace }}/.github + run: bash ./install-odbc.sh + - name: Install Poetry + run: | + pip install poetry + - name: Install dependencies + run: | + poetry env use ${{ matrix.python-version }} + poetry install + - name: Test with pytest + run: | + poetry run pytest diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..40ec7ca --- /dev/null +++ b/.gitignore @@ -0,0 +1,137 @@ +# Secrets and internal config files +**/.secrets/* + +# Ignore meltano internal cache and sqlite systemdb + +.meltano/ + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ +/.idea/vcs.xml diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..13566b8 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,8 @@ +# Default ignored files +/shelf/ +/workspace.xml +# Editor-based HTTP Client requests +/httpRequests/ +# Datasource local storage ignored files +/dataSources/ +/dataSources.local.xml diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..c062352 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,38 @@ +ci: + autofix_prs: true + autoupdate_schedule: weekly + autoupdate_commit_msg: 'chore: pre-commit autoupdate' + +repos: +- repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.6.0 + hooks: + - id: check-json + exclude: | + (?x)^( + \.vscode/.*\.json + )$ + - id: check-toml + - id: check-yaml + - id: end-of-file-fixer + - id: trailing-whitespace + +- repo: https://github.com/python-jsonschema/check-jsonschema + rev: 0.29.1 + hooks: + - id: check-dependabot + - id: check-github-workflows + +- repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.5.6 + hooks: + - id: ruff + args: [--fix, --exit-non-zero-on-fix, --show-fixes] + - id: ruff-format + +- repo: https://github.com/pre-commit/mirrors-mypy + rev: v1.11.1 + hooks: + - id: mypy + additional_dependencies: + - sqlalchemy-stubs diff --git a/.secrets/.gitignore b/.secrets/.gitignore new file mode 100644 index 0000000..33c6acd --- /dev/null +++ b/.secrets/.gitignore @@ -0,0 +1,10 @@ +# IMPORTANT! This folder is hidden from git - if you need to store config files or other secrets, +# make sure those are never staged for commit into your git repo. You can store them here or another +# secure location. +# +# Note: This may be redundant with the global .gitignore for, and is provided +# for redundancy. If the `.secrets` folder is not needed, you may delete it +# from the project. + +* +!.gitignore diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..4507ed2 --- /dev/null +++ b/LICENSE @@ -0,0 +1,202 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + + Copyright 2024 Conner Panarella + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/README.md b/README.md new file mode 100644 index 0000000..df74c1c --- /dev/null +++ b/README.md @@ -0,0 +1,163 @@ +# tap-mssql + +`tap-mssql` is a Singer tap for MSSQL. + +Built with the [Meltano Tap SDK](https://sdk.meltano.com) for Singer Taps. + +## Capabilities + +* `catalog` +* `state` +* `discover` +* `about` +* `stream-maps` +* `schema-flattening` +* `batch` + +## Supported Python Versions + +* 3.8 +* 3.9 +* 3.10 +* 3.11 +* 3.12 + +A full list of supported settings and capabilities for this +tap is available by running: + +## Settings + +| Setting | Required | Default | Description | +|:--------|:--------:|:-------:|:------------| +| host | False | None | Host for SQL Server Instance. | +| database | False | None | Database to connect to. | +| port | False | 1433 | The port of the SQL Server Instance. | +| username | False | None | Username used to authenticate. | +| password | False | None | Password used to authenticate. | +| sqlalchemy_url_query_options | False | None | List of SQLAlchemy URL Query options to provide. Example: driver, TrustServerCertificate, etc. | +| sqlalchemy_url_query | False | None | SQLAlchemy URL. Setting this will take precedence over other connection settings. | +| default_replication_method | False | FULL_TABLE | Replication method to use if there is not a catalog entry to override this choice. One of `FULL_TABLE`, `INCREMENTAL`, or `LOG_BASED`. | +| stream_maps | False | None | Config object for stream maps capability. For more information check out [Stream Maps](https://sdk.meltano.com/en/latest/stream_maps.html). | +| stream_map_config | False | None | User-defined config values to be used within map expressions. | +| faker_config | False | None | Config for the [`Faker`](https://faker.readthedocs.io/en/master/) instance variable `fake` used within map expressions. Only applicable if the plugin specifies `faker` as an addtional dependency (through the `singer-sdk` `faker` extra or directly). | +| faker_config.seed | False | None | Value to seed the Faker generator for deterministic output: https://faker.readthedocs.io/en/master/#seeding-the-generator | +| faker_config.locale | False | None | One or more LCID locale strings to produce localized output for: https://faker.readthedocs.io/en/master/#localization | +| flattening_enabled | False | None | 'True' to enable schema flattening and automatically expand nested properties. | +| flattening_max_depth | False | None | The max depth to flatten schemas. | +| batch_config | False | None | | +| batch_config.encoding | False | None | Specifies the format and compression of the batch files. | +| batch_config.encoding.format | False | None | Format to use for batch files. | +| batch_config.encoding.compression | False | None | Compression format to use for batch files. | +| batch_config.storage | False | None | Defines the storage layer to use when writing batch files | +| batch_config.storage.root | False | None | Root path to use when writing batch files. | +| batch_config.storage.prefix | False | None | Prefix to use when writing batch files. | + +A full list of supported settings and capabilities is available by running: `tap-mssql --about` + +### Configure using environment variables + +This Singer tap will automatically import any environment variables within the working directory's +`.env` if the `--config=ENV` is provided, such that config values will be considered if a matching +environment variable is set either in the terminal context or in the `.env` file. + +### Source Authentication and Authorization + +This tap utilizes [pyodbc](https://pypi.org/project/pyodbc/) as the SQL Server driver. You must have a compatible +version of the Microsoft ODBC Driver installed on the host machine. Installation instructions are available +on [Microsoft](https://learn.microsoft.com/en-us/sql/connect/odbc/microsoft-odbc-driver-for-sql-server?view=sql-server-ver16). + +For SQL Alchemy to connect to the database, the driver has to be specified in the connection string. + +There are two ways to accomplish this. + +First, by providing it in the `sqlalchemy_url_query_options`: + +```yaml +sqlalchemy_url_query_options: + - key: driver + value: ODBC Driver 18 for SQL Server +``` + +Or by providing it as part of the `sqlalchemy_url_query` configuration property. + +```text +mssql+pyodbc://sa:***@localhost:54198/databasename?driver=ODBC+Driver+18+for+SQL+Server +``` + + +## Usage + +You can easily run `tap-mssql` by itself or in a pipeline using [Meltano](https://meltano.com/). + +### Executing the Tap Directly + +```bash +tap-mssql --version +tap-mssql --help +tap-mssql --config CONFIG --discover > ./catalog.json +``` + +## Developer Resources + +Follow these instructions to contribute to this project. + +### Initialize your Development Environment + +```bash +pipx install poetry +poetry install +``` + +### Create and Run Tests + +Create tests within the `tests` subfolder and + then run: + +```bash +poetry run pytest +``` + +You can also test the `tap-mssql` CLI interface directly using `poetry run`: + +```bash +poetry run tap-mssql --help +``` + +### Testing with [Meltano](https://www.meltano.com) + +_**Note:** This tap will work in any Singer environment and does not require Meltano. +Examples here are for convenience and to streamline end-to-end orchestration scenarios._ + + + +Next, install Meltano (if you haven't already) and any needed plugins: + +```bash +# Install meltano +pipx install meltano +# Initialize meltano within this directory +cd tap-mssql +meltano install +``` + +Now you can test and orchestrate using Meltano: + +```bash +# Test invocation: +meltano invoke tap-mssql --version +# OR run a test `elt` pipeline: +meltano elt tap-mssql target-jsonl +``` + +### SDK Dev Guide + +See the [dev guide](https://sdk.meltano.com/en/latest/dev_guide.html) for more instructions on how to use the SDK to +develop your own taps and targets. + +### How to Set Up Log-Based Replication (Change Tracking) + +A great guide for setting up change tracking for a database is available on [Stitch](https://www.stitchdata.com/docs/integrations/databases/microsoft-sql-server/v1#extract-data) diff --git a/main.py b/main.py new file mode 100644 index 0000000..e69de29 diff --git a/meltano.yml b/meltano.yml new file mode 100644 index 0000000..1bd4388 --- /dev/null +++ b/meltano.yml @@ -0,0 +1,47 @@ +version: 1 +send_anonymous_usage_stats: true +project_id: "tap-mssql" +default_environment: test +environments: +- name: test +plugins: + extractors: + - name: "tap-mssql" + namespace: "tap_mssql" + pip_url: -e . + capabilities: + - state + - catalog + - discover + - about + - stream-maps + + # TODO: Declare settings and their types here: + settings: + - name: username + label: Username + description: The username to use for authentication + + - name: password + kind: password + label: Password + description: The password to use for authentication + sensitive: true + + - name: start_date + kind: date_iso8601 + label: Start Date + description: Initial date to start extracting data from + + # TODO: Declare required settings here: + settings_group_validation: + - [username, password] + + # TODO: Declare default configuration values here: + config: + start_date: '2010-01-01T00:00:00Z' + + loaders: + - name: target-jsonl + variant: andyh1203 + pip_url: target-jsonl diff --git a/output/.gitignore b/output/.gitignore new file mode 100644 index 0000000..80ff9d2 --- /dev/null +++ b/output/.gitignore @@ -0,0 +1,4 @@ +# This directory is used as a target by target-jsonl, so ignore all files + +* +!.gitignore diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..b0c1264 --- /dev/null +++ b/poetry.lock @@ -0,0 +1,1527 @@ +# This file is 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"sphinx (>=3.5)", "sphinx-lint"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] + +[extras] +s3 = ["fs-s3fs"] + +[metadata] +lock-version = "2.0" +python-versions = ">=3.9,<4.0" +content-hash = "12dfbd7422a8469dbce84a9d3e56a6a1c5f0d77a6b76ee84e4919267c21d958f" diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..cd74767 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,72 @@ +[tool.poetry] +name = "tap-mssql" +version = "0.0.1" +description = "Singer tap for MSSQL, built with the Meltano Singer SDK." +readme = "README.md" +authors = ["Conner Panarella "] +keywords = [ + "ELT", + "MSSQL", +] +classifiers = [ + "Intended Audience :: Developers", + "Operating System :: OS Independent", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", +] +license = "Apache-2.0" + +[tool.poetry.dependencies] +python = ">=3.9,<4.0" +singer-sdk = { version="~=0.40.0", extras = ["faker"] } +fs-s3fs = { version = "~=1.1.1", optional = true } +pyodbc = "^5.1.0" + +[tool.poetry.group.dev.dependencies] +pytest = ">=8" +singer-sdk = { version="~=0.40.0", extras = ["testing"] } +testcontainers = { version="~4.8.1", extras = ["mssql"] } + +[tool.poetry.extras] +s3 = ["fs-s3fs"] + +[tool.pytest.ini_options] +addopts = '--durations=10' + +[tool.mypy] +python_version = "3.12" +warn_unused_configs = true +plugins = "sqlmypy" + +[tool.ruff] +src = ["tap_mssql"] +target-version = "py38" + +[tool.ruff.lint] +ignore = [ + "ANN101", # missing-type-self + "ANN102", # missing-type-cls + "COM812", # missing-trailing-comma + "ISC001", # single-line-implicit-string-concatenation +] +select = ["ALL"] + +[tool.ruff.lint.flake8-annotations] +allow-star-arg-any = true + +[tool.ruff.lint.isort] +known-first-party = ["tap_mssql"] + +[tool.ruff.lint.pydocstyle] +convention = "google" + +[build-system] +requires = ["poetry-core==1.9.0"] +build-backend = "poetry.core.masonry.api" + +[tool.poetry.scripts] +# CLI declaration +tap-mssql = 'tap_mssql.tap:TapMSSQL.cli' diff --git a/tap_mssql/__init__.py b/tap_mssql/__init__.py new file mode 100644 index 0000000..a2c9a0d --- /dev/null +++ b/tap_mssql/__init__.py @@ -0,0 +1 @@ +"""Tap for MSSQL.""" diff --git a/tap_mssql/__main__.py b/tap_mssql/__main__.py new file mode 100644 index 0000000..482a5af --- /dev/null +++ b/tap_mssql/__main__.py @@ -0,0 +1,7 @@ +"""MSSQL entry point.""" + +from __future__ import annotations + +from tap_mssql.tap import TapMSSQL + +TapMSSQL.cli() diff --git a/tap_mssql/client.py b/tap_mssql/client.py new file mode 100644 index 0000000..bc828ec --- /dev/null +++ b/tap_mssql/client.py @@ -0,0 +1,427 @@ +"""SQL client handling. + +This includes MSSQLStream and MSSQLConnector. +""" + +from __future__ import annotations + +import datetime +import typing as t +from functools import cached_property + +import sqlalchemy +from singer_sdk import SQLConnector, SQLStream +from singer_sdk.helpers import types +from singer_sdk.helpers._state import increment_state +from singer_sdk.helpers.types import Context +from sqlalchemy import URL, text + + +class MSSQLConnector(SQLConnector): + """Connects to the MSSQL SQL source.""" + + def get_sqlalchemy_url(self, config: dict) -> str: + + if config.get("sqlalchemy_url_query"): + return config.get("sqlalchemy_url_query") + + connection_url = URL.create( + "mssql+pyodbc", + username=config.get("username"), + password=config.get("password"), + host=config.get("host"), + port=config.get("port"), + database=config.get("database"), + query={option["key"]: option["value"] for option in config.get("sqlalchemy_url_query_options", [])} + ) + + return connection_url.render_as_string(hide_password=False) + + @cached_property + def database_change_tracking_enabled(self) -> bool: + """Returns if the database that the SQL Alchemy engine is connected to is enabled for change tracking. + + Returns: + True if the database is enabled for change tracking, False otherwise. + """ + with self._connect() as conn: + return conn.execute(text('SELECT 1 FROM sys.change_tracking_databases ctdb ' + + 'INNER JOIN sys.databases dbs ON ctdb.database_id = dbs.database_id ' + 'WHERE dbs.name = :db'), + {'db': self._engine.url.database}).first() is not None + + @cached_property + def change_tracking_tables(self) -> t.List[str]: + with self._connect() as conn: + return [ + r[0] for r in + conn.execute(text('SELECT OBJECT_NAME(object_id) AS table_name FROM sys.change_tracking_tables')) + ] + + def get_minimum_valid_version(self, table_name: str) -> int: + with self._connect() as conn: + return conn.execute(text('SELECT CHANGE_TRACKING_MIN_VALID_VERSION(OBJECT_ID(:table_name))'), + {'table_name': table_name} + ).first()[0] + + @property + def change_tracking_current_version(self) -> int: + with self._connect() as conn: + return conn.execute(text('SELECT CHANGE_TRACKING_CURRENT_VERSION()') + ).first()[0] + + @staticmethod + def to_jsonschema_type( + from_type: str + | sqlalchemy.types.TypeEngine + | type[sqlalchemy.types.TypeEngine], + ) -> dict: + + """Returns a JSON Schema equivalent for the given SQL type. + Args: + from_type: The SQL type as a string or as a TypeEngine. If a TypeEngine is + provided, it may be provided as a class or a specific object instance. + + Returns: + A compatible JSON Schema type definition. + """ + + # This is taken from to_jsonschema_type() in typing.py + if isinstance(from_type, str): + type_name = from_type + elif isinstance(from_type, sqlalchemy.types.TypeEngine): + type_name = type(from_type).__name__ + elif isinstance(from_type, type) and issubclass( + from_type, + sqlalchemy.types.TypeEngine, + ): + type_name = from_type.__name__ + else: # pragma: no cover + msg = "Expected `str` or a SQLAlchemy `TypeEngine` object or type." + # TODO: this should be a TypeError, but it's a breaking change. + raise ValueError(msg) # noqa: TRY004 + + # Binary strings + if type_name in ["BINARY", "IMAGE", "VARBINARY"]: + return_type = { + "type": ["string"], + } + + return return_type + + if type_name in ["ROWVERSION", "TIMESTAMP"]: + return { + "type": ["string"], + } + + # This is a MSSQL only DataType + # SQLA does the conversion from 0,1 + # to Python True, False + if type_name == "BIT": + return {"type": ["boolean"]} + + # Strings + if type_name in ["CHAR", "NCHAR", "VARCHAR", "NVARCHAR"]: + return_type = { + "type": ["string"], + } + + # If there is a length field, set it + if getattr(from_type, "length", False): + return_type["maxLength"] = getattr(from_type, "length") + + return return_type + + # This is a MSSQL only DataType + if type_name == "TINYINT": + return { + "type": ["integer"], + "minimum": 0, + "maximum": 255 + } + + if type_name == "SMALLINT": + return { + "type": ["integer"], + "minimum": -32_768, + "maximum": 32_767 + } + + if type_name == "INTEGER": + return { + "type": ["integer"], + "minimum": -2_147_483_648, + "maximum": 2_147_483_647 + } + + if type_name == "BIGINT": + return { + "type": ["integer"], + "minimum": -9_223_372_036_854_775_808, + "maximum": 9_223_372_036_854_775_807 + } + + if type_name in ("NUMERIC", "DECIMAL"): + scale: int = getattr(from_type, "scale") + + if scale == 0: + return { + "type": ["integer"] + } + + return { + "type": ["number"] + } + + # This is a MSSQL only DataType + if type_name == "SMALLMONEY": + return { + "type": ["number"], + "minimum": -214748.3648, + "maximum": 214748.3647 + } + + # This is a MSSQL only DataType + # The min and max are getting truncated catalog + if type_name == "MONEY": + return { + "type": ["number"], + "minimum": -922_337_203_685_477.5808, + "maximum": 922_337_203_685_477.5807 + } + + if type_name == "FLOAT": + return { + "type": ["number"], + "minimum": -1.79e308, + "maximum": 1.79e308 + } + + if type_name == "REAL": + return { + "type": ["number"], + "minimum": -3.40e38, + "maximum": 3.40e38 + } + + # Fall back to default for other types + return SQLConnector.to_jsonschema_type(from_type) + + @staticmethod + def to_sql_type(jsonschema_type: dict) -> sqlalchemy.types.TypeEngine: + """Returns a JSON Schema equivalent for the given SQL type. + + Developers may optionally add custom logic before calling the default + implementation inherited from the base class. + + Args: + jsonschema_type: A dict + + Returns: + SQLAlchemy type + """ + # Optionally, add custom logic before calling the parent SQLConnector method. + # You may delete this method if overrides are not needed. + return SQLConnector.to_sql_type(jsonschema_type) + + +class MSSQLStream(SQLStream): + """Stream class for MSSQL streams.""" + connector_class = MSSQLConnector + + +class MSSQLChangeTrackingStream(SQLStream): + """Stream class for MSSQL streams.""" + + replication_key = "_sdc_change_version" + connector_class = MSSQLConnector + + @cached_property + def schema(self) -> dict: + schema_dict = t.cast(dict, self._singer_catalog_entry.schema.to_dict()) + schema_dict["properties"].update({"_sdc_deleted_at": {"type": ["string", "null"]}}) + schema_dict["properties"].update({"_sdc_change_version": {"type": ["integer", "null"]}}) + return schema_dict + + @cached_property + def change_tracking_current_version(self): + return t.cast(MSSQLConnector, self.connector).change_tracking_current_version + + @cached_property + def minimum_valid_version(self): + return t.cast(MSSQLConnector, self.connector).get_minimum_valid_version( + self.fully_qualified_name) + + @cached_property + def table_is_change_tracking_enabled(self) -> bool: + mssql_connector = t.cast(MSSQLConnector, self.connector) + table_name = mssql_connector.parse_full_table_name(self.fully_qualified_name)[2] + return table_name in mssql_connector.change_tracking_tables + + + + def get_records(self, context: Context | None) -> t.Iterable[dict[str, t.Any]]: + """Return a generator of record-type dictionary objects. + + If the stream has a replication_key value defined, records will be sorted by the + incremental key. If the stream also has an available starting bookmark, the + records will be filtered for values greater than or equal to the bookmark value. + + Args: + context: If partition context is provided, will read specifically from this + data slice. + + Yields: + One dict per record. + + Raises: + NotImplementedError: If partition is passed in context and the stream does + not support partitioning. + """ + + bookmark: int = self.get_starting_replication_key_value(context=context) + minimum_valid_version = self.minimum_valid_version + change_tracking_enabled = self.table_is_change_tracking_enabled + + using_change_tracking = True + + if not self.primary_keys: + using_change_tracking = False + self.logger.warning("Table has no primary keys. Cannot use CHANGE_TRACKING. " + + "Executing a full table sync instead.") + elif not change_tracking_enabled: + using_change_tracking = False + self.logger.warning("Table is not enabled for CHANGE_TRACKING. Executing a full table sync instead.") + elif not bookmark: + using_change_tracking = False + self.logger.warning( + "There is no previous bookmark. Executing a full table sync." + ) + elif bookmark < minimum_valid_version: + using_change_tracking = False + self.logger.warning( + "CHANGE_TRACKING_MIN_VALID_VERSION has reported a value greater than current-log-version. Executing a " + "full table sync." + ) + + selected_column_names = list(self.get_selected_schema()["properties"].keys()) + selected_column_names.remove("_sdc_deleted_at") + selected_column_names.remove("_sdc_change_version") + + if not using_change_tracking: + table = self.connector.get_table( + full_table_name=self.fully_qualified_name, + column_names=selected_column_names, + ) + + query = table.select() + else: + + query = text( + 'SELECT c.SYS_CHANGE_VERSION as _sdc_change_version, c.SYS_CHANGE_OPERATION as _sdc_deleted_at, ' + + ', '.join("tb." + self.connector.quote(selected_column) for selected_column in selected_column_names) + + ' FROM CHANGETABLE (CHANGES ' + self.connector.quote(self.fully_qualified_name) + ', ' + + str(self.change_tracking_current_version) + ') as c' + + ' LEFT JOIN ' + self.connector.quote(self.fully_qualified_name) + ' AS tb ON ' + + ' AND '.join('tb.' + primary_key + ' = ' + 'c.' + primary_key for primary_key in self.primary_keys) + + ' ORDER BY c.SYS_CHANGE_VERSION ASC' + ) + + with self.connector._connect() as conn: # noqa: SLF001 + for record in conn.execute(query).mappings(): + transformed_record = self.post_process(dict(record)) + if transformed_record is None: + continue + yield transformed_record + + def post_process( # noqa: PLR6301 + self, + row: types.Record, + context: types.Context | None = None, # noqa: ARG002 + ) -> dict | None: + + if "_sdc_deleted_at" not in row: + row.update({'_sdc_deleted_at': None}) + + if "_sdc_change_version" not in row: + row.update({'_sdc_change_version': self.change_tracking_current_version}) + + if row.get("_sdc_deleted_at", "") == 'D': + for key in row: + if key not in self.primary_keys and key != '_sdc_change_version': + row.update({key: None}) + + row.update( + { + "_sdc_deleted_at": datetime.datetime.utcnow().strftime( + r"%Y-%m-%dT%H:%M:%SZ" + ) + } + ) + + else: + row.update({'_sdc_deleted_at': None}) + + return row + + def _increment_stream_state( + self, + latest_record: types.Record, + *, + context: types.Context | None = None, + ) -> None: + """Update state of stream or partition with data from the provided record. + + Raises `InvalidStreamSortException` is `self.is_sorted = True` and unsorted data + is detected. + + Note: The default implementation does not advance any bookmarks unless + `self.replication_method == 'INCREMENTAL'. + + Args: + latest_record: TODO + context: Stream partition or context dictionary. + + Raises: + ValueError: TODO + """ + state_dict = self.get_context_state(context) + + # Advance state bookmark values if applicable + if latest_record: # This is the only line that has been overridden. + if not self.replication_key: + msg = ( + f"Could not detect replication key for '{self.name}' " + f"stream(replication method={self.replication_method})" + ) + raise ValueError(msg) + treat_as_sorted = self.is_sorted + if not treat_as_sorted and self.state_partitioning_keys is not None: + # Streams with custom state partitioning are not resumable. + treat_as_sorted = False + increment_state( + state_dict, + replication_key=self.replication_key, + latest_record=latest_record, + is_sorted=treat_as_sorted, + check_sorted=self.check_sorted, + ) + + def _sync_records( # noqa: C901 + self, + context: types.Context | None = None, + *, + write_messages: bool = True, + ) -> t.Generator[dict, t.Any, t.Any]: + + yield from super()._sync_records(context=context, write_messages=write_messages) + + if write_messages and self.selected: + state_dict = self.get_context_state(context) + increment_state( + state_dict, + replication_key=self.replication_key, + latest_record={self.replication_key: self.change_tracking_current_version}, + is_sorted=self.is_sorted, + check_sorted=self.check_sorted, + ) diff --git a/tap_mssql/tap.py b/tap_mssql/tap.py new file mode 100644 index 0000000..8f37b3b --- /dev/null +++ b/tap_mssql/tap.py @@ -0,0 +1,171 @@ +"""MSSQL tap class.""" + +from __future__ import annotations + +import copy +from typing import Sequence + +from singer_sdk import SQLTap, Stream, SQLStream +from singer_sdk import typing as th # JSON schema typing helpers +from singer_sdk._singerlib import Catalog, Schema, Metadata + +from tap_mssql.client import MSSQLStream, MSSQLChangeTrackingStream + + +class TapMSSQL(SQLTap): + """MSSQL tap class.""" + + name = "tap-mssql" + default_stream_class = MSSQLStream + + config_jsonschema = th.PropertiesList( + th.Property( + "host", + th.StringType, + description="Host for SQL Server Instance." + ), + th.Property( + "database", + th.StringType, + description="Database to connect to." + ), + th.Property( + "port", + th.IntegerType, + default=1433, + description="The port of the SQL Server Instance." + ), + th.Property( + "username", + th.StringType, + description="Username used to authenticate." + ), + th.Property( + "password", + th.StringType, + secret=True, + description="Password used to authenticate." + ), + th.Property( + "sqlalchemy_url_query_options", + th.ArrayType( + th.ObjectType( + th.Property( + "key", + th.StringType, + description="Key of the sqlalchemy URL query option. Example: driver" + ), + th.Property( + "value", + th.StringType, + description="Value of the sqlalchemy URL query option. Example: ODBC Driver 18 for SQL Server" + ) + ) + ), + description=("List of SQLAlchemy URL Query options to provide. Example:" + + " driver, TrustServerCertificate, etc." + ) + ), + th.Property( + "sqlalchemy_url_query", + th.StringType, + secret=True, + description="SQLAlchemy URL. Setting this will take precedence over other connection settings." + ), + th.Property( + "default_replication_method", + th.StringType, + default="FULL_TABLE", + allowed_values=["FULL_TABLE", "INCREMENTAL", "LOG_BASED"], + description=( + "Replication method to use if there is not a catalog entry to override " + "this choice. One of `FULL_TABLE`, `INCREMENTAL`, or `LOG_BASED`." + ), + ), + ).to_dict() + + @property + def catalog(self) -> Catalog: + """Get the tap's working catalog. + + Override to do LOG_BASED modifications. + + Returns: + A Singer catalog object. + """ + new_catalog: Catalog = Catalog() + modified_streams: list = [] + for stream in super().catalog.streams: + stream_modified = False + new_stream = copy.deepcopy(stream) + if ( + new_stream.replication_method == "LOG_BASED" + and new_stream.schema.properties + ): + for property in new_stream.schema.properties.values(): + if "null" not in property.type: + if isinstance(property.type, list): + property.type.append("null") + else: + property.type = [property.type, "null"] + if new_stream.schema.required: + stream_modified = True + new_stream.schema.required = None + if "_sdc_deleted_at" not in new_stream.schema.properties: + stream_modified = True + new_stream.schema.properties.update( + {"_sdc_deleted_at": Schema(type=["string", "null"])} + ) + new_stream.metadata.update( + { + ("properties", "_sdc_deleted_at"): Metadata( + Metadata.InclusionType.AVAILABLE, True, None + ) + } + ) + if "_sdc_change_version" not in new_stream.schema.properties: + stream_modified = True + new_stream.schema.properties.update( + {"_sdc_change_version": Schema(type=["integer", "null"])} + ) + new_stream.metadata.update( + { + ("properties", "_sdc_change_version"): Metadata( + Metadata.InclusionType.AVAILABLE, True, None + ) + } + ) + if stream_modified: + modified_streams.append(new_stream.tap_stream_id) + new_catalog.add_stream(new_stream) + if modified_streams: + self.logger.info( + "One or more LOG_BASED catalog entries were modified " + f"({modified_streams=}) to allow nullability and include _sdc columns. " + "See README for further information." + ) + return new_catalog + + def discover_streams(self) -> Sequence[Stream]: + """Initialize all available streams and return them as a list. + + Returns: + List of discovered Stream objects. + """ + streams: list[SQLStream] = [] + for catalog_entry in self.catalog_dict["streams"]: + if catalog_entry["replication_method"] == "LOG_BASED": + streams.append( + MSSQLChangeTrackingStream( + self, catalog_entry, connector=self.tap_connector + ) + ) + else: + streams.append( + MSSQLStream(self, catalog_entry, connector=self.tap_connector) + ) + return streams + + +if __name__ == "__main__": + TapMSSQL.cli() diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..eb6bdaa --- /dev/null +++ b/tests/__init__.py @@ -0,0 +1 @@ +"""Test suite for tap-mssql.""" diff --git a/tests/test_core.py b/tests/test_core.py new file mode 100644 index 0000000..df36eec --- /dev/null +++ b/tests/test_core.py @@ -0,0 +1,58 @@ +"""Tests standard tap features using the built-in SDK tests library.""" +import sqlalchemy as sa +from faker import Faker +from singer_sdk.testing import get_tap_test_class +from testcontainers.mssql import SqlServerContainer + +from tap_mssql.tap import TapMSSQL + +sqlserver = SqlServerContainer(dialect="mssql+pyodbc") +sqlserver.start() + +mssql_url_str = sqlserver.get_connection_url() +mssql_url = sa.make_url(mssql_url_str) +mssql_url = mssql_url.update_query_string( + "driver=ODBC Driver 18 for SQL Server&TrustServerCertificate=Yes&autocommit=true&authentication=SqlPassword", + True) + +engine = sa.create_engine(mssql_url) +with engine.connect() as connection: + connection.execute(sa.text("CREATE DATABASE singer")) + connection.commit() + +# Replace DB in the connection string +singer_url = mssql_url.render_as_string(hide_password=False).replace(mssql_url.database, "singer") + +fake = Faker() +engine = sa.create_engine(singer_url) +with engine.connect() as connection: + connection.execute(sa.text("""CREATE TABLE Persons ( + PersonID int IDENTITY(1,1) PRIMARY KEY, + LastName varchar(255), + FirstName varchar(255), + Address varchar(255), + City varchar(255) + );""")) + connection.commit() + + for _ in range(10): + connection.execute(sa.text("""INSERT INTO Persons (LastName, FirstName, Address, City) + VALUES (:lastname, :firstname, :address, :city) + """), { + "lastname": fake.last_name(), + "firstname": fake.first_name(), + "address": fake.street_address(), + "city": fake.city() + }) + connection.commit() + +SAMPLE_CONFIG = { + "sqlalchemy_url_query": singer_url +} + +TestTapMSSQL = get_tap_test_class( + tap_class=TapMSSQL, + config=SAMPLE_CONFIG +) + + diff --git a/tox.ini b/tox.ini new file mode 100644 index 0000000..6be1c11 --- /dev/null +++ b/tox.ini @@ -0,0 +1,19 @@ +# This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy + +[tox] +envlist = py{38,39,310,311,312} +isolated_build = true + +[testenv] +allowlist_externals = poetry +commands = + poetry install -v + poetry run pytest + +[testenv:pytest] +# Run the python tests. +# To execute, run `tox -e pytest` +envlist = py{38,39,310,311,312} +commands = + poetry install -v + poetry run pytest