YAML Reference

This page lists all components, interpolation variables and interpolation macros that can be used when defining a low code YAML file.

For the technical JSON schema definition that low code manifests are validated against, see here.

Components

DeclarativeSource object

An API source that extracts data according to its declarative components.

Properties:

• check #/definitions/CheckStream

• streams array #/definitions/DeclarativeStream

• version string

  The version of the Airbyte CDK used to build and test the source.

• schemas #/definitions/Schemas

• spec #/definitions/Spec

• metadata object

  For internal Airbyte use only - DO NOT modify manually. Used by consumers of declarative manifests for storing related metadata.

• description string

  A description of the connector. It will be presented on the Source documentation page.

AddedFieldDefinition object

Defines the field to add on a record.

Properties:

• path array

  List of strings defining the path where to add the value on the record.

  Examples:

  [
    "segment_id"
  ]

  [
    "metadata",
    "segment_id"
  ]

• value string

  Value of the new field. Use {{ record['existing_field'] }} syntax to refer to other fields in the record.

  Available variables:
  • config
  • record
  • stream_interval
  • stream_partition
  • stream_slice
  • stream_state
  
  Examples:

  {{ record['updates'] }}

  {{ record['MetaData']['LastUpdatedTime'] }}

  {{ stream_partition['segment_id'] }}

• value_type #/definitions/ValueType

  Type of the value. If not specified, the type will be inferred from the value.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

AddFields object

Transformation which adds field to an output record. The path of the added field can be nested.

Properties:

• fields array

  List of transformations (path and corresponding value) that will be added to the record.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

ApiKeyAuthenticator object

Authenticator for requests authenticated with an API token injected as an HTTP request header.

Properties:

• api_token string

  The API key to inject in the request. Fill it in the user inputs.

  Available variables:
  • config
  
  Examples:

  {{ config['api_key'] }}

  Token token={{ config['api_key'] }}

• header string

  The name of the HTTP header that will be set to the API key. This setting is deprecated, use inject_into instead. Header and inject_into can not be defined at the same time.

  Available variables:
  • config
  
  Examples:

  Authorization

  Api-Token

  X-Auth-Token

• inject_into #/definitions/RequestOption

  Configure how the API Key will be sent in requests to the source API. Either inject_into or header has to be defined.

  Examples:

  {
    "inject_into": "header",
    "field_name": "Authorization"
  }

  {
    "inject_into": "request_parameter",
    "field_name": "authKey"
  }

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

AuthFlow object

Additional and optional specification object to describe what an 'advanced' Auth flow would need to function.

• A connector should be able to fully function with the configuration as described by the ConnectorSpecification in a 'basic' mode.
• The 'advanced' mode provides easier UX for the user with UI improvements and automations. However, this requires further setup on the server side by instance or workspace admins beforehand. The trade-off is that the user does not have to provide as many technical inputs anymore and the auth process is faster and easier to complete.

Properties:

• auth_flow_type string

  The type of auth to use

• predicate_key array

  JSON path to a field in the connectorSpecification that should exist for the advanced auth to be applicable.

  Example:

  [
    "credentials",
    "auth_type"
  ]

• predicate_value string

  Value of the predicate_key fields for the advanced auth to be applicable.

  Example:

  Oauth

• oauth_config_specification #/definitions/OAuthConfigSpecification

BasicHttpAuthenticator object

Authenticator for requests authenticated with the Basic HTTP authentication scheme, which encodes a username and an optional password in the Authorization request header.

Properties:

• username string

  The username that will be combined with the password, base64 encoded and used to make requests. Fill it in the user inputs.

  Available variables:
  • config
  
  Examples:

  {{ config['username'] }}

  {{ config['api_key'] }}

• password string

  The password that will be combined with the username, base64 encoded and used to make requests. Fill it in the user inputs.

  Available variables:
  • config
  
  Examples:

  {{ config['password'] }}

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

BearerAuthenticator object

Authenticator for requests authenticated with a bearer token injected as a request header of the form Authorization: Bearer <token>.

Properties:

• api_token string

  Token to inject as request header for authenticating with the API.

  Available variables:
  • config
  
  Examples:

  {{ config['api_key'] }}

  {{ config['token'] }}

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

SelectiveAuthenticator object

Authenticator that selects concrete authenticator based on config property.

Properties:

• authenticator_selection_path array

  Path of the field in config with selected authenticator name

  Examples:

  [
    "auth"
  ]

  [
    "auth",
    "type"
  ]

• authenticators object

  Authenticators to select from.

  Example:

  {
    "authenticators": {
      "token": "#/definitions/ApiKeyAuthenticator",
      "oauth": "#/definitions/OAuthAuthenticator",
      "jwt": "#/definitions/JwtAuthenticator"
    }
  }

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CheckStream object

Defines the streams to try reading when running a check operation.

Properties:

• stream_names array

  Names of the streams to try reading from when running a check operation.

  Examples:

  [
    "users"
  ]

  [
    "users",
    "contacts"
  ]

CompositeErrorHandler object

Error handler that sequentially iterates over a list of error handlers.

Properties:

• error_handlers array

  List of error handlers to iterate on to determine how to handle a failed response.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

ConstantBackoffStrategy object

Backoff strategy with a constant backoff interval.

Properties:

• backoff_time_in_seconds

  Backoff time in seconds.

  Type:
  • number
  • string
  
  Available variables:
  • config
  
  Examples:

  30

  30.5

  {{ config['backoff_time'] }}

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CursorPagination object

Pagination strategy that evaluates an interpolated string to define the next page to fetch.

Properties:

• cursor_value string

  Value of the cursor defining the next page to fetch.

  Available variables:
  • config
  • headers
  • last_page_size
  • last_record
  • response
  
  Examples:

  {{ headers.link.next.cursor }}

  {{ last_record['key'] }}

  {{ response['nextPage'] }}

• page_size integer

  The number of records to include in each pages.

  Example:

  100

• stop_condition string

  Template string evaluating when to stop paginating.

  Available variables:
  • config
  • headers
  • last_record
  • response
  
  Examples:

  {{ response.data.has_more is false }}

  {{ 'next' not in headers['link'] }}

• decoder #/definitions/JsonDecoder

  Component decoding the response so records can be extracted.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomAuthenticator object

Authenticator component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom authentication strategy. Has to be a sub class of DeclarativeAuthenticator. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.ShortLivedTokenAuthenticator

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomBackoffStrategy object

Backoff strategy component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom backoff strategy. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomBackoffStrategy

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomErrorHandler object

Error handler component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom error handler. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomErrorHandler

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomIncrementalSync object

Incremental component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom incremental sync. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomIncrementalSync

• cursor_field string

  The location of the value on a record that will be used as a bookmark during sync.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomPaginationStrategy object

Pagination strategy component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom pagination strategy. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomPaginationStrategy

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomRecordExtractor object

Record extractor component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom record extraction strategy. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomRecordExtractor

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomRecordFilter object

Record filter component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom record filter strategy. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomCustomRecordFilter

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomRequester object

Requester component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom requester strategy. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomRecordExtractor

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomRetriever object

Retriever component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom retriever strategy. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomRetriever

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomPartitionRouter object

Partition router component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom partition router. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomPartitionRouter

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomSchemaLoader object

Schema Loader component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom schema loader. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomSchemaLoader

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomStateMigration object

Apply a custom transformation on the input state.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom state migration. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomStateMigration

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

CustomTransformation object

Transformation component whose behavior is derived from a custom code implementation of the connector.

Properties:

• class_name string

  Fully-qualified name of the class that will be implementing the custom transformation. The format is source_<name>.<package>.<class_name>.

  Example:

  source_railz.components.MyCustomTransformation

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

LegacyToPerPartitionStateMigration object

Transforms the input state for per-partitioned streams from the legacy format to the low-code format. The cursor field and partition ID fields are automatically extracted from the stream's DatetimebasedCursor and SubstreamPartitionRouter. Example input state: { "13506132": { "last_changed": "2022-12-27T08:34:39+00:00" } Example output state: { "partition": {"id": "13506132"}, "cursor": {"last_changed": "2022-12-27T08:34:39+00:00"} }

Properties:

DatetimeBasedCursor object

Cursor to provide incremental capabilities over datetime.

Properties:

• cursor_field string

  The location of the value on a record that will be used as a bookmark during sync. To ensure no data loss, the API must return records in ascending order based on the cursor field. Nested fields are not supported, so the field must be at the top level of the record. You can use a combination of Add Field and Remove Field transformations to move the nested field to the top.

  Available variables:
  • config
  
  Examples:

  created_at

  {{ config['record_cursor'] }}

• datetime_format string

  The datetime format used to format the datetime values that are sent in outgoing requests to the API. Use placeholders starting with "%" to describe the format the API is using. The following placeholders are available:

  • %s: Epoch unix timestamp - 1686218963
  • %s_as_float: Epoch unix timestamp in seconds as float with microsecond precision - 1686218963.123456
  • %ms: Epoch unix timestamp (milliseconds) - 1686218963123
  • %a: Weekday (abbreviated) - Sun
  • %A: Weekday (full) - Sunday
  • %w: Weekday (decimal) - 0 (Sunday), 6 (Saturday)
  • %d: Day of the month (zero-padded) - 01, 02, ..., 31
  • %b: Month (abbreviated) - Jan
  • %B: Month (full) - January
  • %m: Month (zero-padded) - 01, 02, ..., 12
  • %y: Year (without century, zero-padded) - 00, 01, ..., 99
  • %Y: Year (with century) - 0001, 0002, ..., 9999
  • %H: Hour (24-hour, zero-padded) - 00, 01, ..., 23
  • %I: Hour (12-hour, zero-padded) - 01, 02, ..., 12
  • %p: AM/PM indicator
  • %M: Minute (zero-padded) - 00, 01, ..., 59
  • %S: Second (zero-padded) - 00, 01, ..., 59
  • %f: Microsecond (zero-padded to 6 digits) - 000000
  • %z: UTC offset - (empty), +0000, -04:00
  • %Z: Time zone name - (empty), UTC, GMT
  • %j: Day of the year (zero-padded) - 001, 002, ..., 366
  • %U: Week number of the year (starting Sunday) - 00, ..., 53
  • %W: Week number of the year (starting Monday) - 00, ..., 53
  • %c: Date and time - Tue Aug 16 21:30:00 1988
  • %x: Date standard format - 08/16/1988
  • %X: Time standard format - 21:30:00
  • %%: Literal '%' character

  Some placeholders depend on the locale of the underlying system - in most cases this locale is configured as en/US. For more information see the Python documentation.

  Examples:

  %Y-%m-%dT%H:%M:%S.%f%z

  %Y-%m-%d

  %s

  %ms

  %s_as_float

• start_datetime

  The datetime that determines the earliest record that should be synced.

  Type:
  • string
  • #/definitions/MinMaxDatetime
  
  Available variables:
  • config
  
  Examples:

  2020-01-1T00:00:00Z

  {{ config['start_time'] }}

• cursor_datetime_formats array

  The possible formats for the cursor field, in order of preference. The first format that matches the cursor field value will be used to parse it. If not provided, the datetime_format will be used.

• cursor_granularity string

  Smallest increment the datetime_format has (ISO 8601 duration) that is used to ensure the start of a slice does not overlap with the end of the previous one, e.g. for %Y-%m-%d the granularity should be P1D, for %Y-%m-%dT%H:%M:%SZ the granularity should be PT1S. Given this field is provided, step needs to be provided as well.

  Example:

  PT1S

• end_datetime

  The datetime that determines the last record that should be synced. If not provided, {{ now_utc() }} will be used.

  Type:
  • string
  • #/definitions/MinMaxDatetime
  
  Available variables:
  • config
  
  Examples:

  2021-01-1T00:00:00Z

  {{ now_utc() }}

  {{ day_delta(-1) }}

• end_time_option #/definitions/RequestOption

  Optionally configures how the end datetime will be sent in requests to the source API.

• is_data_feed boolean

  A data feed API is an API that does not allow filtering and paginates the content from the most recent to the least recent. Given this, the CDK needs to know when to stop paginating and this field will generate a stop condition for pagination.

• is_client_side_incremental boolean

  If the target API endpoint does not take cursor values to filter records and returns all records anyway, the connector with this cursor will filter out records locally, and only emit new records from the last sync, hence incremental. This means that all records would be read from the API, but only new records will be emitted to the destination.

• is_compare_strictly boolean

  Set to True if the target API does not accept queries where the start time equal the end time.

• lookback_window string

  Time interval before the start_datetime to read data for, e.g. P1M for looking back one month.

  Available variables:
  • config
  
  Examples:

  P1D

  P{{ config['lookback_days'] }}D

• partition_field_end string

  Name of the partition start time field.

  Example:

  ending_time

• partition_field_start string

  Name of the partition end time field.

  Example:

  starting_time

• start_time_option #/definitions/RequestOption

  Optionally configures how the start datetime will be sent in requests to the source API.

• step string

  The size of the time window (ISO8601 duration). Given this field is provided, cursor_granularity needs to be provided as well.

  Examples:

  P1W

  {{ config['step_increment'] }}

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

JwtAuthenticator object

Authenticator for requests using JWT authentication flow.

Properties:

• secret_key string

  Secret used to sign the JSON web token.

  Example:

  {{ config['secret_key'] }}

• base64_encode_secret_key boolean

  When set to true, the secret key will be base64 encoded prior to being encoded as part of the JWT. Only set to "true" when required by the API.

• algorithm string

  Algorithm used to sign the JSON web token.

  Examples:

  ES256

  HS256

  RS256

  {{ config['algorithm'] }}

• token_duration integer

  The amount of time in seconds a JWT token can be valid after being issued.

  Examples:

  1200

  3600

• header_prefix string

  The prefix to be used within the Authentication header.

  Examples:

  Bearer

  Basic

• jwt_headers object

  JWT headers used when signing JSON web token.

• additional_jwt_headers object

  Additional headers to be included with the JWT headers object.

• jwt_payload object

  JWT Payload used when signing JSON web token.

• additional_jwt_payload object

  Additional properties to be added to the JWT payload.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

OAuthAuthenticator object

Authenticator for requests using OAuth 2.0 authorization flow.

Properties:

• client_id string

  The OAuth client ID. Fill it in the user inputs.

  Examples:

  {{ config['client_id }}

  {{ config['credentials']['client_id }}

• client_secret string

  The OAuth client secret. Fill it in the user inputs.

  Examples:

  {{ config['client_secret }}

  {{ config['credentials']['client_secret }}

• refresh_token string

  Credential artifact used to get a new access token.

  Examples:

  {{ config['refresh_token'] }}

  {{ config['credentials]['refresh_token'] }}

• token_refresh_endpoint string

  The full URL to call to obtain a new access token.

  Example:

  https://connect.squareup.com/oauth2/token

• access_token_name string

  The name of the property which contains the access token in the response from the token refresh endpoint.

  Example:

  access_token

• expires_in_name string

  The name of the property which contains the expiry date in the response from the token refresh endpoint.

  Example:

  expires_in

• grant_type string

  Specifies the OAuth2 grant type. If set to refresh_token, the refresh_token needs to be provided as well. For client_credentials, only client id and secret are required. Other grant types are not officially supported.

  Examples:

  refresh_token

  client_credentials

• refresh_request_body object

  Body of the request sent to get a new access token.

  Example:

  {
    "applicationId": "{{ config['application_id'] }}",
    "applicationSecret": "{{ config['application_secret'] }}",
    "token": "{{ config['token'] }}"
  }

• scopes array

  List of scopes that should be granted to the access token.

  Example:

  [
    "crm.list.read",
    "crm.objects.contacts.read",
    "crm.schema.contacts.read"
  ]

• token_expiry_date string

  The access token expiry date.

  Examples:

  2023-04-06T07:12:10.421833+00:00

  1680842386

• token_expiry_date_format string

  The format of the time to expiration datetime. Provide it if the time is returned as a date-time string instead of seconds.

  Example:

  %Y-%m-%d %H:%M:%S.%f+00:00

• refresh_token_updater

  When the token updater is defined, new refresh tokens, access tokens and the access token expiry date are written back from the authentication response to the config object. This is important if the refresh token can only used once.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

DeclarativeStream object

A stream whose behavior is described by a set of declarative low code components.

Properties:

• retriever

  Component used to coordinate how records are extracted across stream slices and request pages.

  Type:
  • #/definitions/CustomRetriever
  • #/definitions/SimpleRetriever
  
  

• incremental_sync

  Component used to fetch data incrementally based on a time field in the data.

  Type:
  • #/definitions/CustomIncrementalSync
  • #/definitions/DatetimeBasedCursor
  
  

• name string

  The stream name.

• primary_key #/definitions/PrimaryKey

  The primary key of the stream.

• schema_loader

  Component used to retrieve the schema for the current stream.

  Type:
  • #/definitions/InlineSchemaLoader
  • #/definitions/JsonFileSchemaLoader
  • #/definitions/CustomSchemaLoader
  
  

• transformations array

  A list of transformations to be applied to each output record.

• state_migrations array

  Array of state migrations to be applied on the input state

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

DefaultErrorHandler object

Component defining how to handle errors. Default behavior includes only retrying server errors (HTTP 5XX) and too many requests (HTTP 429) with an exponential backoff.

Properties:

• backoff_strategies array

  List of backoff strategies to use to determine how long to wait before retrying a retryable request.

• max_retries integer

  The maximum number of time to retry a retryable request before giving up and failing.

  Examples:

  5

  0

  10

• response_filters array #/definitions/HttpResponseFilter

  List of response filters to iterate on when deciding how to handle an error. When using an array of multiple filters, the filters will be applied sequentially and the response will be selected if it matches any of the filter's predicate.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

DefaultPaginator object

Default pagination implementation to request pages of results with a fixed size until the pagination strategy no longer returns a next_page_token.

Properties:

• pagination_strategy

  Strategy defining how records are paginated.

  Type:
  • #/definitions/CursorPagination
  • #/definitions/CustomPaginationStrategy
  • #/definitions/OffsetIncrement
  • #/definitions/PageIncrement
  
  

• decoder #/definitions/JsonDecoder

  Component decoding the response so records can be extracted.

• page_size_option #/definitions/RequestOption

• page_token_option

  Type:
  • #/definitions/RequestOption
  • #/definitions/RequestPath
  
  

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

DpathExtractor object

Record extractor that searches a decoded response over a path defined as an array of fields.

Properties:

• field_path array

  List of potentially nested fields describing the full path of the field to extract. Use "*" to extract all values from an array. See more info in the docs.

  Examples:

  [
    "data"
  ]

  [
    "data",
    "records"
  ]

  [
    "data",
    "{{ parameters.name }}"
  ]

  [
    "data",
    "*",
    "record"
  ]

• decoder

  Type:
  • #/definitions/JsonDecoder
  • #/definitions/JsonlDecoder
  • #/definitions/IterableDecoder
  
  

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

ExponentialBackoffStrategy object

Backoff strategy with an exponential backoff interval. The interval is defined as factor * 2^attempt_count.

Properties:

• factor

  Multiplicative constant applied on each retry.

  Type:
  • number
  • string
  
  Available variables:
  • config
  
  Examples:

  5

  5.5

  10

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

SessionTokenAuthenticator object

Properties:

• login_requester #/definitions/HttpRequester

  Description of the request to perform to obtain a session token to perform data requests. The response body is expected to be a JSON object with a session token property.

  Example:

  {
    "type": "HttpRequester",
    "url_base": "https://my_api.com",
    "path": "/login",
    "authenticator": {
      "type": "BasicHttpAuthenticator",
      "username": "{{ config.username }}",
      "password": "{{ config.password }}"
    }
  }

• session_token_path array

  The path in the response body returned from the login requester to the session token.

  Examples:

  [
    "access_token"
  ]

  [
    "result",
    "token"
  ]

• expiration_duration string

  The duration in ISO 8601 duration notation after which the session token expires, starting from the time it was obtained. Omitting it will result in the session token being refreshed for every request.

  Examples:

  PT1H

  P1D

• request_authentication

  Authentication method to use for requests sent to the API, specifying how to inject the session token.

  Type:
  • #/definitions/SessionTokenRequestApiKeyAuthenticator
  • #/definitions/SessionTokenRequestBearerAuthenticator
  
  

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

SessionTokenRequestApiKeyAuthenticator object

Authenticator for requests using the session token as an API key that's injected into the request.

Properties:

• inject_into #/definitions/RequestOption

  Configure how the API Key will be sent in requests to the source API.

  Examples:

  {
    "inject_into": "header",
    "field_name": "Authorization"
  }

  {
    "inject_into": "request_parameter",
    "field_name": "authKey"
  }

SessionTokenRequestBearerAuthenticator

Authenticator for requests using the session token as a standard bearer token.

Properties:

HttpRequester object

Requester submitting HTTP requests and extracting records from the response.

Properties:

• url_base string

  Base URL of the API source. Do not put sensitive information (e.g. API tokens) into this field - Use the Authentication component for this.

  Available variables:
  • config
  
  Examples:

  https://connect.squareup.com/v2

  {{ config['base_url'] or 'https://app.posthog.com'}}/api/

• path string

  Path the specific API endpoint that this stream represents. Do not put sensitive information (e.g. API tokens) into this field - Use the Authentication component for this.

  Available variables:
  • config
  • next_page_token
  • stream_interval
  • stream_partition
  • stream_slice
  • stream_state
  
  Examples:

  /products

  /quotes/{{ stream_partition['id'] }}/quote_line_groups

  /trades/{{ config['symbol_id'] }}/history

• authenticator

  Authentication method to use for requests sent to the API.

  Type:
  • #/definitions/ApiKeyAuthenticator
  • #/definitions/BasicHttpAuthenticator
  • #/definitions/BearerAuthenticator
  • #/definitions/CustomAuthenticator
  • #/definitions/OAuthAuthenticator
  • #/definitions/JwtAuthenticator
  • #/definitions/NoAuth
  • #/definitions/SessionTokenAuthenticator
  • #/definitions/LegacySessionTokenAuthenticator
  • #/definitions/SelectiveAuthenticator
  
  

• error_handler

  Error handler component that defines how to handle errors.

  Type:
  • #/definitions/DefaultErrorHandler
  • #/definitions/CustomErrorHandler
  • #/definitions/CompositeErrorHandler
  
  

• http_method string

  The HTTP method used to fetch data from the source (can be GET or POST).

  Examples:

  GET

  POST

• request_body_data

  Specifies how to populate the body of the request with a non-JSON payload. Plain text will be sent as is, whereas objects will be converted to a urlencoded form.

  Type:
  • string
  • object
  
  Available variables:
  • next_page_token
  • stream_interval
  • stream_partition
  • stream_slice
  • stream_state
  
  Example:

  [{"clause": {"type": "timestamp", "operator": 10, "parameters":
      [{"value": {{ stream_interval['start_time'] | int * 1000 }} }]
    }, "orderBy": 1, "columnName": "Timestamp"}]/
  

• request_body_json

  Specifies how to populate the body of the request with a JSON payload. Can contain nested objects.

  Type:
  • string
  • object
  
  Available variables:
  • next_page_token
  • stream_interval
  • stream_partition
  • stream_slice
  • stream_state
  
  Examples:

  {
    "sort_order": "ASC",
    "sort_field": "CREATED_AT"
  }

  {
    "key": "{{ config['value'] }}"
  }

  {
    "sort": {
      "field": "updated_at",
      "order": "ascending"
    }
  }

• request_headers

  Return any non-auth headers. Authentication headers will overwrite any overlapping headers returned from this method.

  Type:
  • string
  • object
  
  Available variables:
  • next_page_token
  • stream_interval
  • stream_partition
  • stream_slice
  • stream_state
  
  Examples:

  {
    "Output-Format": "JSON"
  }

  {
    "Version": "{{ config['version'] }}"
  }

• request_parameters

  Specifies the query parameters that should be set on an outgoing HTTP request given the inputs.

  Type:
  • string
  • object
  
  Available variables:
  • next_page_token
  • stream_interval
  • stream_partition
  • stream_slice
  • stream_state
  
  Examples:

  {
    "unit": "day"
  }

  {
    "query": "last_event_time BETWEEN TIMESTAMP \"{{ stream_interval.start_time }}\" AND TIMESTAMP \"{{ stream_interval.end_time }}\""
  }

  {
    "searchIn": "{{ ','.join(config.get('search_in', [])) }}"
  }

  {
    "sort_by[asc]": "updated_at"
  }

• use_cache boolean

  Enables stream requests caching. This field is automatically set by the CDK.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

HttpResponseFilter object

A filter that is used to select on properties of the HTTP response received. When used with additional filters, a response will be selected if it matches any of the filter's criteria.

Properties:

• action string

  Action to execute if a response matches the filter.

  Examples:

  SUCCESS

  FAIL

  RETRY

  IGNORE

  RATE_LIMITED

• failure_type string

  Failure type of traced exception if a response matches the filter.

  Examples:

  system_error

  config_error

  transient_error

• error_message string

  Error Message to display if the response matches the filter.

  Available variables:
  • config
  • response
  • headers
  
  

• error_message_contains string

  Match the response if its error message contains the substring.

• http_codes array

  Match the response if its HTTP code is included in this list.

  Examples:

  [
    420,
    429
  ]

  [
    500
  ]

• predicate string

  Match the response if the predicate evaluates to true.

  Available variables:
  • response
  • headers
  
  Examples:

  {{ 'Too much requests' in response }}

  {{ 'error_code' in response and response['error_code'] == 'ComplexityException' }}

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

InlineSchemaLoader object

Loads a schema that is defined directly in the manifest file.

Properties:

• schema object

  Describes a streams' schema. Refer to the <a href="https://docs.airbyte.com/understanding-airbyte/supported-data-types/">Data Types documentation</a> for more details on which types are valid.

JsonFileSchemaLoader object

Loads the schema from a json file.

Properties:

• file_path string

  Path to the JSON file defining the schema. The path is relative to the connector module's root.

  Available variables:
  • config
  
  

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

JsonDecoder object

Properties:

JsonlDecoder object

Use this if the response consists of JSON objects separated by new lines (\n) in JSONL format.

Properties:

IterableDecoder object

Use this if the response consists of strings separated by new lines (\n). The Decoder will wrap each row into a JSON object with the record key.

Properties:

ListPartitionRouter object

A Partition router that specifies a list of attributes where each attribute describes a portion of the complete data set for a stream. During a sync, each value is iterated over and can be used as input to outbound API requests.

Properties:

• cursor_field string

  While iterating over list values, the name of field used to reference a list value. The partition value can be accessed with string interpolation. e.g. "{{ stream_partition['my_key'] }}" where "my_key" is the value of the cursor_field.

  Available variables:
  • config
  
  Examples:

  section

  {{ config['section_key'] }}

• values

  The list of attributes being iterated over and used as input for the requests made to the source API.

  Type:
  • string
  • array
  
  Available variables:
  • config
  
  Examples:

  [
    "section_a",
    "section_b",
    "section_c"
  ]

  {{ config['sections'] }}

• request_option #/definitions/RequestOption

  A request option describing where the list value should be injected into and under what field name if applicable.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

MinMaxDatetime object

Compares the provided date against optional minimum or maximum times. The max_datetime serves as the ceiling and will be returned when datetime exceeds it. The min_datetime serves as the floor.

Properties:

• datetime string

  Datetime value.

  Available variables:
  • config
  
  Examples:

  2021-01-01

  2021-01-01T00:00:00Z

  {{ config['start_time'] }}

• datetime_format string

  Format of the datetime value. Defaults to "%Y-%m-%dT%H:%M:%S.%f%z" if left empty. Use placeholders starting with "%" to describe the format the API is using. The following placeholders are available:

  • %s: Epoch unix timestamp - 1686218963
  • %s_as_float: Epoch unix timestamp in seconds as float with microsecond precision - 1686218963.123456
  • %ms: Epoch unix timestamp - 1686218963123
  • %a: Weekday (abbreviated) - Sun
  • %A: Weekday (full) - Sunday
  • %w: Weekday (decimal) - 0 (Sunday), 6 (Saturday)
  • %d: Day of the month (zero-padded) - 01, 02, ..., 31
  • %b: Month (abbreviated) - Jan
  • %B: Month (full) - January
  • %m: Month (zero-padded) - 01, 02, ..., 12
  • %y: Year (without century, zero-padded) - 00, 01, ..., 99
  • %Y: Year (with century) - 0001, 0002, ..., 9999
  • %H: Hour (24-hour, zero-padded) - 00, 01, ..., 23
  • %I: Hour (12-hour, zero-padded) - 01, 02, ..., 12
  • %p: AM/PM indicator
  • %M: Minute (zero-padded) - 00, 01, ..., 59
  • %S: Second (zero-padded) - 00, 01, ..., 59
  • %f: Microsecond (zero-padded to 6 digits) - 000000, 000001, ..., 999999
  • %z: UTC offset - (empty), +0000, -04:00
  • %Z: Time zone name - (empty), UTC, GMT
  • %j: Day of the year (zero-padded) - 001, 002, ..., 366
  • %U: Week number of the year (Sunday as first day) - 00, 01, ..., 53
  • %W: Week number of the year (Monday as first day) - 00, 01, ..., 53
  • %c: Date and time representation - Tue Aug 16 21:30:00 1988
  • %x: Date representation - 08/16/1988
  • %X: Time representation - 21:30:00
  • %%: Literal '%' character

  Some placeholders depend on the locale of the underlying system - in most cases this locale is configured as en/US. For more information see the Python documentation.

  Examples:

  %Y-%m-%dT%H:%M:%S.%f%z

  %Y-%m-%d

  %s

• max_datetime string

  Ceiling applied on the datetime value. Must be formatted with the datetime_format field.

  Available variables:
  • config
  
  Examples:

  2021-01-01T00:00:00Z

  2021-01-01

• min_datetime string

  Floor applied on the datetime value. Must be formatted with the datetime_format field.

  Available variables:
  • config
  
  Examples:

  2010-01-01T00:00:00Z

  2010-01-01

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

NoAuth object

Authenticator for requests requiring no authentication.

Properties:

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

NoPagination object

Pagination implementation that never returns a next page.

Properties:

OAuthConfigSpecification object

Specification describing how an 'advanced' Auth flow would need to function.

Properties:

• oauth_user_input_from_connector_config_specification object

  OAuth specific blob. This is a Json Schema used to validate Json configurations used as input to OAuth. Must be a valid non-nested JSON that refers to properties from ConnectorSpecification.connectionSpecification using special annotation 'path_in_connector_config'. These are input values the user is entering through the UI to authenticate to the connector, that might also shared as inputs for syncing data via the connector. Examples: if no connector values is shared during oauth flow, oauth_user_input_from_connector_config_specification=[] if connector values such as 'app_id' inside the top level are used to generate the API url for the oauth flow, oauth_user_input_from_connector_config_specification={ app_id: { type: string path_in_connector_config: ['app_id'] } } if connector values such as 'info.app_id' nested inside another object are used to generate the API url for the oauth flow, oauth_user_input_from_connector_config_specification={ app_id: { type: string path_in_connector_config: ['info', 'app_id'] } }

  Examples:

  {
    "app_id": {
      "type": "string",
      "path_in_connector_config": [
        "app_id"
      ]
    }
  }

  {
    "app_id": {
      "type": "string",
      "path_in_connector_config": [
        "info",
        "app_id"
      ]
    }
  }

• complete_oauth_output_specification object

  OAuth specific blob. This is a Json Schema used to validate Json configurations produced by the OAuth flows as they are returned by the distant OAuth APIs. Must be a valid JSON describing the fields to merge back to ConnectorSpecification.connectionSpecification. For each field, a special annotation path_in_connector_config can be specified to determine where to merge it, Examples: complete_oauth_output_specification={ refresh_token: { type: string, path_in_connector_config: ['credentials', 'refresh_token'] } }

  Example:

  {
    "refresh_token": {
      "type": "string,",
      "path_in_connector_config": [
        "credentials",
        "refresh_token"
      ]
    }
  }

• complete_oauth_server_input_specification object

  OAuth specific blob. This is a Json Schema used to validate Json configurations persisted as Airbyte Server configurations. Must be a valid non-nested JSON describing additional fields configured by the Airbyte Instance or Workspace Admins to be used by the server when completing an OAuth flow (typically exchanging an auth code for refresh token). Examples: complete_oauth_server_input_specification={ client_id: { type: string }, client_secret: { type: string } }

  Example:

  {
    "client_id": {
      "type": "string"
    },
    "client_secret": {
      "type": "string"
    }
  }

• complete_oauth_server_output_specification object

  OAuth specific blob. This is a Json Schema used to validate Json configurations persisted as Airbyte Server configurations that also need to be merged back into the connector configuration at runtime. This is a subset configuration of complete_oauth_server_input_specification that filters fields out to retain only the ones that are necessary for the connector to function with OAuth. (some fields could be used during oauth flows but not needed afterwards, therefore they would be listed in the complete_oauth_server_input_specification but not complete_oauth_server_output_specification) Must be a valid non-nested JSON describing additional fields configured by the Airbyte Instance or Workspace Admins to be used by the connector when using OAuth flow APIs. These fields are to be merged back to ConnectorSpecification.connectionSpecification. For each field, a special annotation path_in_connector_config can be specified to determine where to merge it, Examples: complete_oauth_server_output_specification={ client_id: { type: string, path_in_connector_config: ['credentials', 'client_id'] }, client_secret: { type: string, path_in_connector_config: ['credentials', 'client_secret'] } }

  Example:

  {
    "client_id": {
      "type": "string,",
      "path_in_connector_config": [
        "credentials",
        "client_id"
      ]
    },
    "client_secret": {
      "type": "string,",
      "path_in_connector_config": [
        "credentials",
        "client_secret"
      ]
    }
  }

OffsetIncrement object

Pagination strategy that returns the number of records reads so far and returns it as the next page token.

Properties:

• page_size

  The number of records to include in each pages.

  Type:
  • integer
  • string
  
  Available variables:
  • config
  • response
  
  Examples:

  100

  {{ config['page_size'] }}

• inject_on_first_request boolean

  Using the offset with value 0 during the first request

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

PageIncrement object

Pagination strategy that returns the number of pages reads so far and returns it as the next page token.

Properties:

• page_size

  The number of records to include in each pages.

  Type:
  • integer
  • string
  
  Available variables:
  • config
  
  Examples:

  100

  100

  {{ config['page_size'] }}

• start_from_page integer

  Index of the first page to request.

  Examples:

  0

  1

• inject_on_first_request boolean

  Using the page number with value defined by start_from_page during the first request

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

ParentStreamConfig object

Describes how to construct partitions from the records retrieved from the parent stream..

Properties:

• parent_key string

  The primary key of records from the parent stream that will be used during the retrieval of records for the current substream. This parent identifier field is typically a characteristic of the child records being extracted from the source API.

  Examples:

  id

  {{ config['parent_record_id'] }}

• stream #/definitions/DeclarativeStream

  Reference to the parent stream.

• partition_field string

  While iterating over parent records during a sync, the parent_key value can be referenced by using this field.

  Examples:

  parent_id

  {{ config['parent_partition_field'] }}

• request_option #/definitions/RequestOption

  A request option describing where the parent key value should be injected into and under what field name if applicable.

• incremental_dependency boolean

  Indicates whether the parent stream should be read incrementally based on updates in the child stream.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

PrimaryKey

The stream field to be used to distinguish unique records. Can either be a single field, an array of fields representing a composite key, or an array of arrays representing a composite key where the fields are nested fields.

Examples:

id

[
  "code",
  "type"
]

RecordFilter object

Filter applied on a list of records.

Properties:

• condition string

  The predicate to filter a record. Records will be removed if evaluated to False.

  Available variables:
  • config
  • next_page_token
  • record
  • stream_interval
  • stream_partition
  • stream_slice
  • stream_state
  
  Examples:

  {{ record['created_at'] >= stream_interval['start_time'] }}

  {{ record.status in ['active', 'expired'] }}

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

RecordSelector object

Responsible for translating an HTTP response into a list of records by extracting records from the response and optionally filtering records based on a heuristic.

Properties:

• extractor

  Type:
  • #/definitions/CustomRecordExtractor
  • #/definitions/DpathExtractor
  
  

• record_filter

  Responsible for filtering records to be emitted by the Source.

  Type:
  • #/definitions/CustomRecordFilter
  • #/definitions/RecordFilter
  
  

• schema_normalization #/definitions/SchemaNormalization

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

SchemaNormalization string

Responsible for normalization according to the schema.

Examples:

None

Default

RemoveFields object

A transformation which removes fields from a record. The fields removed are designated using FieldPointers. During transformation, if a field or any of its parents does not exist in the record, no error is thrown.

Properties:

• condition string

  The predicate to filter a property by a property value. Property will be removed if it is empty OR expression is evaluated to True.,

  Available variables:
  • config
  • property
  • parameters
  
  Examples:

  {{ property|string == '' }}

  {{ property is integer }}

  {{ property|length > 5 }}

  {{ property == 'some_string_to_match' }}

• field_pointers array

  Array of paths defining the field to remove. Each item is an array whose field describe the path of a field to remove.

  Examples:

  [
    "tags"
  ]

  [
    [
      "content",
      "html"
    ],
    [
      "content",
      "plain_text"
    ]
  ]

RequestPath object

Specifies where in the request path a component's value should be inserted.

Properties:

RequestOption object

Specifies the key field and where in the request a component's value should be injected.

Properties:

• field_name string

  Configures which key should be used in the location that the descriptor is being injected into

  Available variables:
  • config
  • parameters
  
  Example:

  segment_id

• inject_into

  Configures where the descriptor should be set on the HTTP requests. Note that request parameters that are already encoded in the URL path will not be duplicated.

  Examples:

  request_parameter

  header

  body_data

  body_json

Schemas object

The stream schemas representing the shape of the data emitted by the stream.

LegacySessionTokenAuthenticator object

Deprecated - use SessionTokenAuthenticator instead. Authenticator for requests authenticated using session tokens. A session token is a random value generated by a server to identify a specific user for the duration of one interaction session.

Properties:

• header string

  The name of the session token header that will be injected in the request

  Example:

  X-Session

• login_url string

  Path of the login URL (do not include the base URL)

  Example:

  session

• session_token string

  Session token to use if using a pre-defined token. Not needed if authenticating with username + password pair

• session_token_response_key string

  Name of the key of the session token to be extracted from the response

  Example:

  id

• username string

  Username used to authenticate and obtain a session token

  Example:

   {{ config['username'] }}

• password string

  Password used to authenticate and obtain a session token

  Examples:

  {{ config['password'] }}

• validate_session_url string

  Path of the URL to use to validate that the session token is valid (do not include the base URL)

  Example:

  user/current

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

SimpleRetriever object

Retrieves records by synchronously sending requests to fetch records. The retriever acts as an orchestrator between the requester, the record selector, the paginator, and the partition router.

Properties:

• record_selector #/definitions/RecordSelector

  Component that describes how to extract records from a HTTP response.

• requester

  Requester component that describes how to prepare HTTP requests to send to the source API.

  Type:
  • #/definitions/CustomRequester
  • #/definitions/HttpRequester
  
  

• paginator

  Paginator component that describes how to navigate through the API's pages.

  Type:
  • #/definitions/DefaultPaginator
  • #/definitions/NoPagination
  
  

• ignore_stream_slicer_parameters_on_paginated_requests boolean

  If true, the partition router and incremental request options will be ignored when paginating requests. Request options set directly on the requester will not be ignored.

• partition_router

  PartitionRouter component that describes how to partition the stream, enabling incremental syncs and checkpointing.

  Type:
  • #/definitions/CustomPartitionRouter
  • #/definitions/ListPartitionRouter
  • #/definitions/SubstreamPartitionRouter
  • array
  
  

• decoder

  Component decoding the response so records can be extracted.

  Type:
  • #/definitions/JsonDecoder
  • #/definitions/JsonlDecoder
  • #/definitions/IterableDecoder
  
  

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

Spec object

A source specification made up of connector metadata and how it can be configured.

Properties:

• connection_specification object

  A connection specification describing how a the connector can be configured.

• documentation_url string

  URL of the connector's documentation page.

  Example:

  https://docs.airbyte.com/integrations/sources/dremio

• advanced_auth #/definitions/AuthFlow

  Advanced specification for configuring the authentication flow.

SubstreamPartitionRouter object

Partition router that is used to retrieve records that have been partitioned according to records from the specified parent streams. An example of a parent stream is automobile brands and the substream would be the various car models associated with each branch.

Properties:

• parent_stream_configs array #/definitions/ParentStreamConfig

  Specifies which parent streams are being iterated over and how parent records should be used to partition the child stream data set.

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

ValueType string

A schema type.

WaitTimeFromHeader object

Extract wait time from a HTTP header in the response.

Properties:

• header string

  The name of the response header defining how long to wait before retrying.

  Available variables:
  • config
  
  Example:

  Retry-After

• regex string

  Optional regex to apply on the header to extract its value. The regex should define a capture group defining the wait time.

  Example:

  ([-+]?\d+)

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

WaitUntilTimeFromHeader object

Extract time at which we can retry the request from response header and wait for the difference between now and that time.

Properties:

• header string

  The name of the response header defining how long to wait before retrying.

  Available variables:
  • config
  
  Example:

  wait_time

• min_wait

  Minimum time to wait before retrying.

  Type:
  • number
  • string
  
  Available variables:
  • config
  
  Examples:

  10

  60

• regex string

  Optional regex to apply on the header to extract its value. The regex should define a capture group defining the wait time.

  Available variables:
  • config
  
  Example:

  ([-+]?\d+)

• $parameters object

  Set parameters that are inherited to all children. See the section in the advanced topics for more details.

Interpolation variables

All string properties that list out available variables allow jinja expressions. They can be used by placing them in double curly braces: {{ config.property }}. The following variables are available

config object

The connector configuration. The object's keys are the same as the the keys defined in the connection specification.

Example:

{
  "start_date": "2010-01-01",
  "api_key": "*****"
}

parameters object

Additional runtime parameters, to be used for string interpolation. Parameters can be passed down from a parent component to its subcomponents using the $parameters key. This can be used to avoid repetitions.

Example:

{
  "path": "automations",
  "data_export_path": "automations",
  "cursor_field": "updated_at"
}

headers object

The HTTP headers from the last response received from the API. The object's keys are the header names from the response.

Example:

{
  "Server": "nginx",
  "Date": "Mon, 24 Apr 2023 20:17:21 GMT",
  "Content-Type": "application/json",
  "Content-Length": "420",
  "Connection": "keep-alive",
  "referrer-policy": "strict-origin-when-cross-origin",
  "x-content-type-options": "nosniff",
  "x-ratelimit-limit": "600",
  "x-ratelimit-remaining": "598",
  "x-ratelimit-reset": "39"
}

last_record object

Last record extracted from the response received from the API.

Example:

{
  "name": "Test List: 19",
  "id": "0236d6d2",
  "contact_count": 20,
  "_metadata": {
    "self": "https://api.sendgrid.com/v3/marketing/lists/0236d6d2"
  }
}

last_page_size object

Number of records extracted from the last response received from the API.

Example:

2

next_page_token object

Object describing the token to fetch the next page of records. The object has a single key "next_page_token".

Examples:

{
  "next_page_token": 3
}

{
  "next_page_token": "https://api.sendgrid.com/v3/marketing/lists/0236d6d2-75d2-42c5-962d-603e0deaf8d1"
}

record object

The record being processed. The object's keys are the same keys as the records produced by the RecordSelector.

response object

The body of the last response received from the API. The object's keys are the same keys as the response body's.

Example:

{
  "result": [
    {
      "name": "Test List: 19",
      "id": "0236d6d2-75d2-42c5-962d-603e0deaf8d1",
      "contact_count": 20,
      "_metadata": {
        "self": "https://api.sendgrid.com/v3/marketing/lists/0236d6d2"
      }
    }
  ],
  "_metadata": {
    "self": "https://api.sendgrid.com/v3/marketing/lists?page_size=1&page_token=",
    "next": "https://api.sendgrid.com/v3/marketing/lists?page_size=1&page_token=0236d6d2",
    "count": 82
  }
}

stream_interval object

The current stream interval being processed. The keys are defined by the incremental sync component. Default keys are start_time and end_time.

Example:

{
  "start_time": "2020-01-01 00:00:00.000+00:00",
  "end_time": "2020-01-02 00:00:00.000+00:00"
}

stream_partition object

The current stream partition being processed. The keys are defined by the partition router component.

Examples:

{
  "survey_id": 1234
}

{
  "strategy": "DESKTOP"
}

{
  "survey_id": 1234,
  "strategy": "MOBILE"
}

stream_slice object

This variable is deprecated. Use stream_interval or stream_partition instead.

stream_state object

The current state of the stream. The object's keys are defined by the incremental sync's cursor_field the and partition router's values.

Examples:

{
  "created_at": "2020-01-01 00:00:00.000+00:00"
}

{
  "updated_at": "2020-01-02 00:00:00.000+00:00"
}

Interpolation macros

Besides referencing variables, the following macros can be called as part of jinja expressions, for example like this: {{ now_utc() }}.

Now (UTC)

Returns the current date and time in the UTC timezone.

Examples:

'{{ now_utc() }}' -> '2021-09-01 00:00:00+00:00'

'{{ now_utc().strftime('%Y-%m-%d') }}' -> '2021-09-01'

Today (UTC)

Returns the current date in UTC timezone. The output is a date object.

Examples:

'{{ today_utc() }}' -> '2021-09-01'

'{{ today_utc().strftime('%Y/%m/%d')}}' -> '2021/09/01'

Timestamp

Converts a number or a string representing a datetime (formatted as ISO8601) to a timestamp. If the input is a number, it is converted to an int. If no timezone is specified, the string is interpreted as UTC.

Arguments:

• datetime: A string formatted as ISO8601 or an integer representing a unix timestamp

Examples:

'{{ timestamp(1646006400) }}' -> 1646006400

'{{ timestamp('2022-02-28') }}' -> 1646006400

'{{ timestamp('2022-02-28T00:00:00Z') }}' -> 1646006400

'{{ timestamp('2022-02-28 00:00:00Z') }}' -> 1646006400

'{{ timestamp('2022-02-28T00:00:00-08:00') }}' -> 1646035200

Max

Returns the largest object of a iterable, or or two or more arguments.

Arguments:

• args: iterable or a sequence of two or more arguments

Examples:

'{{ max(2, 3) }}' -> 3

'{{ max([2, 3]) }}' -> 3

Day Delta

Returns the datetime of now() + num_days.

Arguments:

• num_days: The number of days to add to now
• format: How to format the output string

Examples:

'{{ day_delta(1) }}' -> '2021-09-02T00:00:00.000000+0000'

'{{ day_delta(-1) }}' -> '2021-08-31:00:00.000000+0000'

'{{ day_delta(25, format='%Y-%m-%d') }}' -> '2021-09-02'

Duration

Converts an ISO8601 duratioin to datetime.timedelta.

Arguments:

• duration_string: A string representing an ISO8601 duration. See https://www.digi.com/resources/documentation/digidocs//90001488-13/reference/r_iso_8601_duration_format.htm for more details.

Examples:

'{{ duration('P1D') }}' -> '1 day, 0:00:00'

'{{ duration('P6DT23H') }}' -> '6 days, 23:00:00'

'{{ (now_utc() - duration('P1D')).strftime('%Y-%m-%dT%H:%M:%SZ') }}' -> '2021-08-31T00:00:00Z'

Format Datetime

Converts a datetime or a datetime-string to the specified format.

Arguments:

• datetime: The datetime object or a string to convert. If datetime is a string, it must be formatted as ISO8601.
• format: The datetime format.
• input_format: (optional) The datetime format in the case it is an string.

Examples:

{{ format_datetime(config['start_time'], '%Y-%m-%d') }}

{{ format_datetime(config['start_date'], '%Y-%m-%dT%H:%M:%S.%fZ') }}

{{ format_datetime(config['start_date'], '%Y-%m-%dT%H:%M:%S.%fZ', '%a, %d %b %Y %H:%M:%S %z') }}

Interpolation filters

The following filters can be called as part of jinja expressions, for example like this: {{ 1 | string }}.

Hash

Convert the specified value to a hashed string.

Arguments:

• hash_type: Valid hash type for converts ('md5' as default value).
• salt: An additional value to further protect sensitive data.

Examples:

{{ 'Test client_secret' | hash() }} -> '3032d57a12f76b61a820e47b9a5a0cbb'

{{ 'Test client_secret' | hash('md5') }} -> '3032d57a12f76b61a820e47b9a5a0cbb'

{{ 'Test client_secret' | hash('md5', salt='salt') }} -> '5011a0168579c2d94cbbe1c6ad14327c'

Base64 encoder

Convert the specified value to a string in the base64 format.

Example:

{{ 'Test client_secret' | base64encode }} -> 'VGVzdCBjbGllbnRfc2VjcmV0'

Base64 decoder

Decodes the specified base64 format value into a common string.

Example:

{{ 'ZmFrZSByZWZyZXNoX3Rva2VuIHZhbHVl' | base64decode }} -> 'fake refresh_token value'

String

Converts the specified value to a string.

Examples:

{{ 1 | string }} -> "1"

{{ ["hello", "world" | string }} -> "["hello", "world"]"

Regex Search

Match the input string against a regular expression and return the first match.

Arguments:

• regex: The regular expression to search for. It must include a capture group.

Example:

{{ "goodbye, cruel world" | regex_search("goodbye,\s(.*)$") }} -> "cruel world"