OpenAPI
Important Capabilities
| Capability | Status | Notes |
|---|---|---|
| Descriptions | ✅ | Extracts endpoint descriptions and summaries from OpenAPI specifications. |
| Domains | ❌ | Does not currently support domain assignment. |
| Extract Ownership | ❌ | Does not currently support extracting ownership. |
| Extract Tags | ✅ | Extracts tags from OpenAPI specifications. |
| Schema Metadata | ✅ | Extracts schemas from OpenAPI specifications for GET, POST, PUT, and PATCH methods. |
OpenAPI source implementation for DataHub ingestion.
This class provides the concrete implementation of the OpenAPI source, configured specifically for OpenAPI specifications.
CLI based Ingestion
Starter Recipe
Check out the following recipe to get started with ingestion! See below for full configuration options.
For general pointers on writing and running a recipe, see our main recipe guide.
source:
type: openapi
config:
name: my_api
url: https://api.example.com
swagger_file: openapi.json
sink:
type: "datahub-rest"
config:
server: 'http://localhost:8080'
Config Details
- Options
- Schema
Note that a . is used to denote nested fields in the YAML recipe.
| Field | Description |
|---|---|
name ✅ string | Name of ingestion. |
swagger_file ✅ string | Route for access to the swagger file. e.g. openapi.json |
url ✅ string | Endpoint URL. e.g. https://example.com |
bearer_token One of string, null | Bearer token for endpoint authentication. Default: None |
enable_api_calls_for_schema_extraction boolean | If True, will make live GET API calls to extract schemas when OpenAPI spec extraction fails. Requires credentials (username/password, token, or bearer_token). Only applicable for GET methods. Default: True |
forced_examples object | If no example is provided for a route, it is possible to create one using forced_example. Default: {} |
get_token object | Retrieving a token from the endpoint. Default: {} |
password string | Password used for basic HTTP authentication. Default: |
proxies One of object, null | Eg. {'http': 'http://10.10.1.10:3128', 'https': 'http://10.10.1.10:1080'}.If authentication is required, add it to the proxy url directly e.g. http://user:pass@10.10.1.10:3128/. Default: None |
schema_resolution_max_depth integer | Maximum recursion depth for resolving schema references. Prevents infinite recursion from deeply nested or circular references. Default is 10 levels. Default: 10 |
token One of string, null | Token for endpoint authentication. Default: None |
username string | Username used for basic HTTP authentication. Default: |
verify_ssl boolean | Enable SSL certificate verification Default: True |
ignore_endpoints array | List of endpoints to ignore during ingestion. Default: [] |
ignore_endpoints.object object |
The JSONSchema for this configuration is inlined below.
{
"additionalProperties": false,
"description": "Configuration for OpenAPI source ingestion.\n\nThis class defines all the configuration parameters needed to ingest OpenAPI specifications\nand extract dataset metadata from API endpoints.\n\nSchema Extraction Behavior:\n- OpenAPI spec extraction always occurs (parsing the specification file)\n- Example data extraction always occurs (from examples in the spec)\n- Live API calls only occur if enable_api_calls_for_schema_extraction=True\n- API calls are only made for GET methods with valid credentials",
"properties": {
"name": {
"description": "Name of ingestion.",
"title": "Name",
"type": "string"
},
"url": {
"description": "Endpoint URL. e.g. https://example.com",
"title": "Url",
"type": "string"
},
"swagger_file": {
"description": "Route for access to the swagger file. e.g. openapi.json",
"title": "Swagger File",
"type": "string"
},
"ignore_endpoints": {
"default": [],
"description": "List of endpoints to ignore during ingestion.",
"items": {},
"title": "Ignore Endpoints",
"type": "array"
},
"username": {
"default": "",
"description": "Username used for basic HTTP authentication.",
"title": "Username",
"type": "string"
},
"password": {
"default": "",
"description": "Password used for basic HTTP authentication.",
"title": "Password",
"type": "string"
},
"proxies": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"description": "Eg. `{'http': 'http://10.10.1.10:3128', 'https': 'http://10.10.1.10:1080'}`.If authentication is required, add it to the proxy url directly e.g. `http://user:pass@10.10.1.10:3128/`.",
"title": "Proxies"
},
"forced_examples": {
"additionalProperties": true,
"default": {},
"description": "If no example is provided for a route, it is possible to create one using forced_example.",
"title": "Forced Examples",
"type": "object"
},
"token": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"description": "Token for endpoint authentication.",
"title": "Token"
},
"bearer_token": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"description": "Bearer token for endpoint authentication.",
"title": "Bearer Token"
},
"get_token": {
"additionalProperties": true,
"default": {},
"description": "Retrieving a token from the endpoint.",
"title": "Get Token",
"type": "object"
},
"verify_ssl": {
"default": true,
"description": "Enable SSL certificate verification",
"title": "Verify Ssl",
"type": "boolean"
},
"enable_api_calls_for_schema_extraction": {
"default": true,
"description": "If True, will make live GET API calls to extract schemas when OpenAPI spec extraction fails. Requires credentials (username/password, token, or bearer_token). Only applicable for GET methods.",
"title": "Enable Api Calls For Schema Extraction",
"type": "boolean"
},
"schema_resolution_max_depth": {
"default": 10,
"description": "Maximum recursion depth for resolving schema references. Prevents infinite recursion from deeply nested or circular references. Default is 10 levels.",
"title": "Schema Resolution Max Depth",
"type": "integer"
}
},
"required": [
"name",
"url",
"swagger_file"
],
"title": "OpenApiConfig",
"type": "object"
}
This connector ingests OpenAPI (Swagger) API endpoint metadata into DataHub. It extracts API endpoints from OpenAPI v2 (Swagger) and v3 specifications and represents them as datasets in DataHub, allowing you to catalog and discover your API endpoints alongside your data assets.
Concept Mapping
This ingestion source maps the following Source System Concepts to DataHub Concepts:
| Source Concept | DataHub Concept | Notes |
|---|---|---|
"OpenAPI" | Data Platform | |
| API Endpoint | Dataset | Subtype API_ENDPOINT |
Capabilities
The OpenAPI source extracts metadata from OpenAPI specifications and optionally makes live API calls to gather schema information. It supports:
- OpenAPI v2 (Swagger) and v3 specifications - Automatically detects and processes both formats
- Schema extraction from specifications - Extracts schemas directly from OpenAPI spec definitions (preferred method)
- Schema extraction from API calls - Optionally makes GET requests to endpoints when schema isn't in spec (requires credentials)
- Multiple HTTP methods - Supports GET, POST, PUT, and PATCH methods with 200 response codes
- Browse path organization - Endpoints are organized by their path structure in DataHub's browse interface
- Tag extraction - Preserves tags from OpenAPI specifications
- Description extraction - Extracts endpoint descriptions and summaries
Schema Extraction Behavior
The source uses a multi-step approach to extract schemas for API endpoints:
OpenAPI Specification (Primary) - The source first attempts to extract schemas directly from the OpenAPI specification file. This includes:
- Response schemas from 200 responses
- Request body schemas for POST/PUT/PATCH methods
- Parameter schemas when available
Example Data (Secondary) - If schemas aren't fully defined, the source looks for example data in the specification
Live API Calls (Optional) - If
enable_api_calls_for_schema_extraction=Trueand credentials are provided, the source will make GET requests to endpoints when:- Schema extraction from the spec fails
- The endpoint uses the GET method
- Valid credentials are available (username/password, token, or bearer_token)
API calls are only made for GET methods. POST, PUT, and PATCH methods rely solely on schema definitions in the OpenAPI specification.
Most schemas are extracted from the OpenAPI specification itself. API calls are primarily used as a fallback when the specification is incomplete.
Schema Extraction Priority
When multiple HTTP methods are available for an endpoint, the source prioritizes extracting metadat from methods in this order:
- GET
- POST
- PUT
- PATCH
The description, tags, and schema metadata all come from the same priority method to ensure consistency.
Browse Paths
All ingested endpoints are organized in DataHub's browse interface using browse paths based on their endpoint path structure. This makes it easy to navigate and discover related endpoints.
For example:
/pet/findByStatusappears under thepetbrowse path/pet/{petId}appears under thepetbrowse path/store/order/{orderId}appears understore→order
Endpoints are grouped by their path segments, making it easy to find all endpoints related to a particular resource or feature.
Prerequisites
OpenAPI Specification Access
- The OpenAPI specification file must be accessible via HTTP/HTTPS
- The specification should be in JSON or YAML format
- OpenAPI v2 (Swagger 2.0) and v3.x specifications are supported
Authentication (for API calls)
If you want to enable live API calls for schema extraction (enable_api_calls_for_schema_extraction=True), you'll need to provide authentication credentials. The source supports:
- Bearer token authentication
- Custom token authentication
- Dynamic token retrieval (GET or POST)
- Basic authentication (username/password)
Authentication is only required if you want to enable live API calls. Schema extraction from the OpenAPI specification itself does not require authentication.
Authentication Methods
Bearer Token
source:
type: openapi
config:
name: my_api
url: https://api.example.com
swagger_file: openapi.json
bearer_token: "your-bearer-token-here"
Custom Token
source:
type: openapi
config:
name: my_api
url: https://api.example.com
swagger_file: openapi.json
token: "your-token-here"
Basic Authentication
source:
type: openapi
config:
name: my_api
url: https://api.example.com
swagger_file: openapi.json
username: your_username
password: your_password
Dynamic Token Retrieval
The source can retrieve a token dynamically by making a request to a token endpoint. This is useful when tokens expire and need to be refreshed.
source:
type: openapi
config:
name: my_api
url: https://api.example.com
swagger_file: openapi.json
get_token:
request_type: get # or "post"
url_complement: api/auth/login?username={username}&password={password}
username: your_username
password: your_password
When using get_token with request_type: get, the username and password are sent in the URL query parameters, which is less secure. Use request_type: post when possible.
Forced Examples
For endpoints with path parameters where the source cannot automatically determine example values, you can provide them manually using forced_examples:
source:
type: openapi
config:
name: petstore_api
url: https://petstore.swagger.io
swagger_file: /v2/swagger.json
forced_examples:
/pet/{petId}: [1]
/store/order/{orderId}: [1]
/user/{username}: ["user1"]
The source will use these values to construct URLs for API calls when needed.
Ignoring Endpoints
You can exclude specific endpoints from ingestion:
source:
type: openapi
config:
name: my_api
url: https://api.example.com
swagger_file: openapi.json
ignore_endpoints:
- /health
- /metrics
- /internal/debug
Examples
Basic Configuration (Schema from Spec Only)
source:
type: openapi
config:
name: petstore_api
url: https://petstore.swagger.io
swagger_file: /v2/swagger.json
enable_api_calls_for_schema_extraction: false
sink:
type: "datahub-rest"
config:
server: "http://localhost:8080"
With API Calls Enabled
source:
type: openapi
config:
name: petstore_api
url: https://petstore.swagger.io
swagger_file: /v2/swagger.json
bearer_token: "${BEARER_TOKEN}"
enable_api_calls_for_schema_extraction: true
sink:
type: "datahub-rest"
config:
server: "http://localhost:8080"
Complete Example with All Options
source:
type: openapi
config:
name: petstore_api
url: https://petstore.swagger.io
swagger_file: /v2/swagger.json
# Authentication
bearer_token: "${BEARER_TOKEN}"
# Optional: Enable/disable API calls
enable_api_calls_for_schema_extraction: true
# Optional: Ignore specific endpoints
ignore_endpoints:
- /user/logout
# Optional: Provide example values for parameterized endpoints
forced_examples:
/pet/{petId}: [1]
/store/order/{orderId}: [1]
/user/{username}: ["user1"]
# Optional: Proxy configuration
proxies:
http: "http://proxy.example.com:8080"
https: "https://proxy.example.com:8080"
# Optional: SSL verification
verify_ssl: true
sink:
type: "datahub-rest"
config:
server: "http://localhost:8080"
Limitations
- API calls are GET-only: Live API calls for schema extraction are only made for GET methods. POST, PUT, and PATCH methods rely solely on schema definitions in the OpenAPI specification.
- Authentication required for API calls: If
enable_api_calls_for_schema_extraction=True, valid credentials must be provided. - 200 response codes only: Only endpoints with 200 response codes are ingested.
- Schema extraction from spec is preferred: The source prioritizes extracting schemas from the OpenAPI specification. API calls are used as a fallback.
Troubleshooting
No schemas extracted
If schemas aren't being extracted:
- Check the OpenAPI specification - Ensure your spec includes schema definitions in responses or request bodies
- Enable API calls - Set
enable_api_calls_for_schema_extraction: trueand provide credentials - Check authentication - Verify your credentials are correct if API calls are enabled
- Review warnings - Check the ingestion report for warnings about specific endpoints
Endpoints not appearing
If endpoints aren't appearing in DataHub:
- Check ignore_endpoints - Ensure endpoints aren't in the ignore list
- Verify response codes - Only endpoints with 200 response codes are ingested
- Check OpenAPI spec format - Ensure the specification is valid OpenAPI v2 or v3
Authentication errors
If you see authentication errors:
- Verify credentials - Check that username/password or tokens are correct
- Check token format - Bearer tokens should not include the "Bearer " prefix
- Review get_token configuration - Ensure the token endpoint URL and method are correct
Code Coordinates
- Class Name:
datahub.ingestion.source.openapi.OpenApiSource - Browse on GitHub
Questions
If you've got any questions on configuring ingestion for OpenAPI, feel free to ping us on our Slack.