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https://github.com/z3z1ma/tap-mongodb
Tap for mongodb emphasizing simplicity and leveraging Meltano SDK
https://github.com/z3z1ma/tap-mongodb
Last synced: 16 days ago
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Tap for mongodb emphasizing simplicity and leveraging Meltano SDK
- Host: GitHub
- URL: https://github.com/z3z1ma/tap-mongodb
- Owner: z3z1ma
- License: mit
- Created: 2022-07-16T03:57:18.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2023-10-01T04:07:58.000Z (about 1 year ago)
- Last Synced: 2024-10-14T07:28:10.612Z (30 days ago)
- Language: Python
- Size: 156 KB
- Stars: 10
- Watchers: 2
- Forks: 4
- Open Issues: 6
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
Awesome Lists containing this project
README
Tap-Mongodb
`tap-mongodb` is a Singer tap for MongoDB.
This tap differentiates itself from existing taps in a few ways. First, rather than expose a very specific set of configuration options for the underlying pymongo driver, we expose all possible arguments by accepting an object underneath the `mongo` key which pass all kwargs straight through to the driver. There are over 40 configurable kwargs available as seen [here](https://pymongo.readthedocs.io/en/stable/api/pymongo/mongo_client.html#module-pymongo.mongo_client). This gives it more flexibility in contrast to a constrained interface. Secondly, this tap has three output modes configurable via `strategy: raw | envelope | infer`.
- **Strategy 1** (`strategy: raw`) merely outputs data as-is with an `additonalProperties: true` schema. This is ideal for loading to unstructured sources such as blob storage where it may be preferable to keep documents exactly as they are.
- **Strategy 2** (`strategy: envelope`) will wrap the document in a `document` key and output a fixed schema. The schema will use `type: object` and the target should be able to handle unstructured data, ie. via a VARIANT/JSON column.
- **Strategy 3** (`strategy: infer`) infers the schema of each collection from a configurable sample size of records. This allows the tap to work with strongly typed destinations. This is an attractive option. Particularly when we don't expect the documents to vary dramatically.
The last differentiator is the minimal code footprint in comparison to existing Mongo taps. I hope that this tap exemplifies how we can use as little code as possible with the existing plumbing in the SDK. The SDK means the tap supports the `BATCH` specification out of the box and is able to receive ongoing updates and improvements as the SDK continues to mature.
## Installation
The package on pypi is named `z3-tap-mongodb` but the executable it ships with is simply `tap-mongodb`. This allows me to release work without concerns of naming conflicts on the package index.
```bash
# Use pipx or pip
pipx install z3-tap-mongodb
# Verify it is installed
tap-mongodb --version
```
## Incremental Syncs
We support incremental syncs on a collection by collection basis. All this requires is the developer adding a `replication_key` to the catalog for a stream. After dumping the `tap-mongodb --config ... --discover > catalog.json`, you can modify the catalog and version control it for ongoing use. If using meltano, you can use the `metadata` key to update the catalog dynamically achieving the same effect. One caveat of our incrementality is that this relies on an alphanumerically sortable replication key. This accounts for a majority of use cases but there are some edge cases. Integer based replication keys (such as epochs) work fine obviously, ISO formatted dates work fine, but any other format may not work as expected.
## Settings
| Setting | Required | Default | Description |
|:-------------------------|:--------:|:-------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| mongo | True | None | These props are passed directly to pymongo MongoClient allowing the tap user full flexibility not provided in any other Mongo tap since every kwarg can be tuned. |
| mongo_file_location | False | | Optional path to a YAML file containing the `mongo` configuration properties |
| stream_prefix | False | | Optionally add a prefix for all streams, useful if ingesting from multiple shards/clusters via independent tap-mongodb configs. This is applied during catalog generation. Regenerate the catalog to apply a new stream prefix. |
| optional_replication_key | False | 0 | This setting allows the tap to continue processing if a document is missing the replication key. Useful if a very small percentage of documents are missing the property. |
| database_includes | False | None | A list of databases to include. If this list is empty, all databases will be included. |
| database_excludes | False | None | A list of databases to exclude. If this list is empty, no databases will be excluded. |
| strategy | False | "raw" | The strategy to use for schema resolution. Defaults to 'raw'. The 'raw' strategy uses a relaxed schema using additionalProperties: true to accept the document as-is leaving the target to respect it. Useful for blob or jsonl. The 'envelope' strategy will envelope the document under a key named `document`. The target should use a variant type for this key. The 'infer' strategy will infer the schema from the data based on a configurable number of documents. |
| infer_schema_max_docs | False | 2000 | The maximum number of documents to sample when inferring the schema. This is only used when `strategy` is set to `infer`. |
| batch_config | False | None | Batch configuration as defined [here](https://sdk.meltano.com/en/latest/batch.html#batch-configuration) |
| stream_maps | False | None | |
| stream_map_config | False | None | User-defined config values to be used within map expressions. |
| 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. |
A full list of supported settings and capabilities is available by running: `tap-mongodb --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.
### Capabilities
* `batch`
* `catalog`
* `state`
* `discover`
* `about`
* `stream-maps`
* `schema-flattening`
## Usage
You can easily run `tap-mongodb` by itself or in a pipeline using [Meltano](https://meltano.com/).
### Executing the Tap Directly
```bash
tap-mongodb --version
tap-mongodb --help
tap-mongodb --config CONFIG --discover > ./catalog.json
```
## Developer Resources
### Initialize your Development Environment
```bash
pipx install poetry
poetry install
```
### Create and Run Tests
Create tests within the `tap_mongodb/tests` subfolder and
then run:
```bash
poetry run pytest
```
You can also test the `tap-mongodb` CLI interface directly using `poetry run`:
```bash
poetry run tap-mongodb --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._
Your project comes with a custom `meltano.yml` project file already created. Open the `meltano.yml` and follow any _"TODO"_ items listed in
the file.
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-mongodb
meltano install
```
Now you can test and orchestrate using Meltano:
```bash
# Test invocation:
meltano invoke tap-mongodb --version
# OR run a test `elt` pipeline:
meltano elt tap-mongodb 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.
Built with the [Meltano Tap SDK](https://sdk.meltano.com) for Singer Taps.