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Loading X Data to Azure Cloud Storage with dlt in Python

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This documentation covers the process of loading data from X, a social networking service formerly known as Twitter, into Azure Cloud Storage using the open-source python library dlt. The X API allows for programmatic access to various core elements such as Posts, Direct Messages, Spaces, Lists, users, and more. By leveraging dlt, users can efficiently upload data to Azure Cloud Storage, facilitating the creation of data lakes. Supported data formats include JSONL, Parquet, and CSV. For more details on the X API, visit https://www.x.com/.

dlt Key Features​

  • Pipeline Metadata: dlt pipelines leverage metadata to provide governance capabilities, including load IDs for incremental transformations and data vaulting. Read more about lineage.
  • Schema Enforcement and Curation: Ensure data consistency and quality by enforcing and curating schemas. This helps maintain data integrity and standardized data handling practices. Read more: Adjust a schema docs.
  • Schema Evolution: Get alerts for schema changes in source data, allowing stakeholders to review, validate, and update downstream processes or perform impact analysis. This promotes proactive governance.
  • Scaling and Finetuning: Offers several mechanisms and configuration options to scale up and finetune pipelines, such as running extraction, normalization, and load in parallel. Read more about performance.
  • Advanced Topics: dlt is a constantly growing library that supports many features and use cases needed by the community. Join our Slack to find recent releases or discuss what you can build with dlt. Build a pipeline tutorial.

Getting started with your pipeline locally​

OpenAPI Source Generator dlt-init-openapi

This walkthrough makes use of the dlt-init-openapi generator cli tool. You can read more about it here. The code generated by this tool uses the dlt rest_api verified source, docs for this are here.

0. Prerequisites​

dlt and dlt-init-openapi requires Python 3.9 or higher. Additionally, you need to have the pip package manager installed, and we recommend using a virtual environment to manage your dependencies. You can learn more about preparing your computer for dlt in our installation reference.

1. Install dlt and dlt-init-openapi​

First you need to install the dlt-init-openapi cli tool.

pip install dlt-init-openapi

The dlt-init-openapi cli is a powerful generator which you can use to turn any OpenAPI spec into a dlt source to ingest data from that api. The quality of the generator source is dependent on how well the API is designed and how accurate the OpenAPI spec you are using is. You may need to make tweaks to the generated code, you can learn more about this here.

# generate pipeline
# NOTE: add_limit adds a global limit, you can remove this later
# NOTE: you will need to select which endpoints to render, you 
# can just hit Enter and all will be rendered.
dlt-init-openapi x --url https://raw.githubusercontent.com/dlt-hub/openapi-specs/main/open_api_specs/Business/twitter.yaml --global-limit 2
cd x_pipeline
# install generated requirements
pip install -r requirements.txt

The last command will install the required dependencies for your pipeline. The dependencies are listed in the requirements.txt:

dlt>=0.4.12

You now have the following folder structure in your project:

x_pipeline/
├── .dlt/
│   ├── config.toml          # configs for your pipeline
│   └── secrets.toml         # secrets for your pipeline
├── rest_api/                # The rest api verified source
│   └── ...
├── x/                
│   └── __init__.py          # TODO: possibly tweak this file
├── x_pipeline.py        # your main pipeline script
├── requirements.txt         # dependencies for your pipeline
└── .gitignore               # ignore files for git (not required)

1.1. Tweak x/__init__.py​

This file contains the generated configuration of your rest_api. You can continue with the next steps and leave it as is, but you might want to come back here and make adjustments if you need your rest_api source set up in a different way. The generated file for the x source will look like this:

Click to view full file (1252 lines)

from typing import List

import dlt
from dlt.extract.source import DltResource
from rest_api import rest_api_source
from rest_api.typing import RESTAPIConfig


@dlt.source(name="x_source", max_table_nesting=2)
def x_source(
        token: str = dlt.secrets.value,
        base_url: str = dlt.config.value,
) -> List[DltResource]:

    # source configuration
    source_config: RESTAPIConfig = {
        "client": {
            "base_url": base_url,
            "auth": {
                
            "type": "bearer",
            "token": token,

            },
        },
        "resources": 
        [
        # Returns recent Compliance Jobs for a given job type and optional job status
        {
            "name": "list_batch_compliance_jobs",
            "table_name": "compliance_job",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/compliance/jobs",
                "params": {
                    "type": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "status": "OPTIONAL_CONFIG",
                    # "compliance_job.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns DM Events for a DM Conversation
        {
            "name": "get_dm_conversations_with_participant_id_dm_events",
            "table_name": "dm_event",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/dm_conversations/with/{participant_id}/dm_events",
                "params": {
                    "participant_id": "FILL_ME_IN", # TODO: fill in required path parameter
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "event_types": "['MessageCreate', 'ParticipantsLeave', 'ParticipantsJoin']",
                    # "dm_event.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns DM Events for a DM Conversation
        {
            "name": "get_dm_conversations_id_dm_events",
            "table_name": "dm_event",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/dm_conversations/{id}/dm_events",
                "params": {
                    "id": "FILL_ME_IN", # TODO: fill in required path parameter
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "event_types": "['MessageCreate', 'ParticipantsLeave', 'ParticipantsJoin']",
                    # "dm_event.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns recent DM Events across DM conversations
        {
            "name": "get_dm_events",
            "table_name": "dm_event",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/dm_events",
                "params": {
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "event_types": "['MessageCreate', 'ParticipantsLeave', 'ParticipantsJoin']",
                    # "dm_event.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a single Compliance Job by ID
        {
            "name": "get_batch_compliance_job",
            "table_name": "get_2_compliance_jobs_id_response",
            "endpoint": {
                "data_selector": "$",
                "path": "/2/compliance/jobs/{id}",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "list_batch_compliance_jobs",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "compliance_job.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a List.
        {
            "name": "list_id_get",
            "table_name": "get_2_lists_id_response",
            "endpoint": {
                "data_selector": "$",
                "path": "/2/lists/{id}",
                "params": {
                    "id": "FILL_ME_IN", # TODO: fill in required path parameter
                    # the parameters below can optionally be configured
                    # "list.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a variety of information about the Space specified by the requested ID
        {
            "name": "find_space_by_id",
            "table_name": "get_2_spaces_id_response",
            "endpoint": {
                "data_selector": "$",
                "path": "/2/spaces/{id}",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_spaces_by_ids",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "space.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "topic.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a variety of information about the Tweet specified by the requested ID.
        {
            "name": "find_tweet_by_id",
            "table_name": "get_2_tweets_id_response",
            "endpoint": {
                "data_selector": "$",
                "path": "/2/tweets/{id}",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_tweets_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # This endpoint returns information about a User. Specify User by username.
        {
            "name": "find_user_by_username",
            "table_name": "get_2_users_by_username_username_response",
            "endpoint": {
                "data_selector": "$",
                "path": "/2/users/by/username/{username}",
                "params": {
                    "username": {
                        "type": "resolve",
                        "resource": "find_users_by_username",
                        "field": "username",
                    },
                    # the parameters below can optionally be configured
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # This endpoint returns information about a User. Specify User by ID.
        {
            "name": "find_user_by_id",
            "table_name": "get_2_users_id_response",
            "endpoint": {
                "data_selector": "$",
                "path": "/2/users/{id}",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a User's followed Lists.
        {
            "name": "user_followed_lists",
            "table_name": "list",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/followed_lists",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "list.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Get a User's List Memberships.
        {
            "name": "get_user_list_memberships",
            "table_name": "list",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/list_memberships",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "list.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Get a User's Owned Lists.
        {
            "name": "list_user_owned_lists",
            "table_name": "list",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/owned_lists",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "list.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Get a User's Pinned Lists.
        {
            "name": "list_user_pinned_lists",
            "table_name": "list",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/pinned_lists",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "list.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Full OpenAPI Specification in JSON format. (See https://github.com/OAI/OpenAPI-Specification/blob/master/README.md)
        {
            "name": "get_open_api_spec",
            "table_name": "openapus",
            "endpoint": {
                "data_selector": "$",
                "path": "/2/openapi.json",
                "paginator": "auto",
            }
        },
        # Streams 100% of compliance data for Tweets
        {
            "name": "get_tweets_compliance_stream",
            "table_name": "problem",
            "endpoint": {
                "data_selector": "errors",
                "path": "/2/tweets/compliance/stream",
                "params": {
                    "partition": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "backfill_minutes": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Streams 100% of public Tweets.
        {
            "name": "get_tweets_firehose_stream",
            "table_name": "problem",
            "endpoint": {
                "data_selector": "errors",
                "path": "/2/tweets/firehose/stream",
                "params": {
                    "partition": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "backfill_minutes": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Streams 100% of labeling events applied to Tweets
        {
            "name": "get_tweets_label_stream",
            "table_name": "problem",
            "endpoint": {
                "data_selector": "errors",
                "path": "/2/tweets/label/stream",
                "params": {
                    # the parameters below can optionally be configured
                    # "backfill_minutes": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Streams a deterministic 1% of public Tweets.
        {
            "name": "sample_stream",
            "table_name": "problem",
            "endpoint": {
                "data_selector": "errors",
                "path": "/2/tweets/sample/stream",
                "params": {
                    # the parameters below can optionally be configured
                    # "backfill_minutes": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Streams a deterministic 10% of public Tweets.
        {
            "name": "get_tweets_sample_10_stream",
            "table_name": "problem",
            "endpoint": {
                "data_selector": "errors",
                "path": "/2/tweets/sample10/stream",
                "params": {
                    "partition": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "backfill_minutes": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Streams Tweets matching the stream's active rule set.
        {
            "name": "search_stream",
            "table_name": "problem",
            "endpoint": {
                "data_selector": "errors",
                "path": "/2/tweets/search/stream",
                "params": {
                    # the parameters below can optionally be configured
                    # "backfill_minutes": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Streams 100% of compliance data for Users
        {
            "name": "get_users_compliance_stream",
            "table_name": "problem",
            "endpoint": {
                "data_selector": "errors",
                "path": "/2/users/compliance/stream",
                "params": {
                    "partition": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "backfill_minutes": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # This endpoint returns information about the requesting User.
        {
            "name": "find_my_user",
            "table_name": "problem",
            "endpoint": {
                "data_selector": "errors",
                "path": "/2/users/me",
                "params": {
                    # the parameters below can optionally be configured
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns rules from a User's active rule set. Users can fetch all of their rules or a subset, specified by the provided rule ids.
        {
            "name": "get_rules",
            "table_name": "rule",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets/search/stream/rules",
                "params": {
                    # the parameters below can optionally be configured
                    # "ids": "OPTIONAL_CONFIG",
                    # "max_results": "1000",
                    # "pagination_token": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns Tweet Counts that match a search query.
        {
            "name": "tweet_counts_full_archive_search",
            "table_name": "search_count",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets/counts/all",
                "params": {
                    "query": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "since_id": "OPTIONAL_CONFIG",
                    # "until_id": "OPTIONAL_CONFIG",
                    # "next_token": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "granularity": "hour",
                    # "search_count.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns Tweet Counts from the last 7 days that match a search query.
        {
            "name": "tweet_counts_recent_search",
            "table_name": "search_count",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets/counts/recent",
                "params": {
                    "query": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "since_id": "OPTIONAL_CONFIG",
                    # "until_id": "OPTIONAL_CONFIG",
                    # "next_token": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "granularity": "hour",
                    # "search_count.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a variety of information about the Spaces specified by the requested IDs
        {
            "name": "find_spaces_by_ids",
            "table_name": "space",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/spaces",
                "params": {
                    "ids": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "space.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "topic.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a variety of information about the Spaces created by the provided User IDs
        {
            "name": "find_spaces_by_creator_ids",
            "table_name": "space",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/spaces/by/creator_ids",
                "params": {
                    "user_ids": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "space.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "topic.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns Spaces that match the provided query.
        {
            "name": "search_spaces",
            "table_name": "space",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/spaces/search",
                "params": {
                    "query": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "state": "all",
                    # "max_results": "100",
                    # "space.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "topic.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Tweets associated with the provided List ID.
        {
            "name": "lists_id_tweets",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/lists/{id}/tweets",
                "params": {
                    "id": "FILL_ME_IN", # TODO: fill in required path parameter
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Retrieves Tweets shared in the specified Space.
        {
            "name": "space_tweets",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/spaces/{id}/tweets",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_spaces_by_ids",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a variety of information about the Tweet specified by the requested ID.
        {
            "name": "find_tweets_by_id",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets",
                "params": {
                    "ids": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns Tweets that match a search query.
        {
            "name": "tweets_fullarchive_search",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets/search/all",
                "params": {
                    "query": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "since_id": "OPTIONAL_CONFIG",
                    # "until_id": "OPTIONAL_CONFIG",
                    # "max_results": "10",
                    # "next_token": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "sort_order": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns Tweets from the last 7 days that match a search query.
        {
            "name": "tweets_recent_search",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets/search/recent",
                "params": {
                    "query": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "since_id": "OPTIONAL_CONFIG",
                    # "until_id": "OPTIONAL_CONFIG",
                    # "max_results": "10",
                    # "next_token": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "sort_order": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a variety of information about each Tweet that quotes the Tweet specified by the requested ID.
        {
            "name": "find_tweets_that_quote_a_tweet",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets/{id}/quote_tweets",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_tweets_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "10",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "exclude": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns Tweet objects that have been bookmarked by the requesting User
        {
            "name": "get_users_id_bookmarks",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/bookmarks",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Tweets liked by the provided User ID
        {
            "name": "users_id_liked_tweets",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/liked_tweets",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns Tweet objects that mention username associated to the provided User ID
        {
            "name": "users_id_mentions",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/mentions",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "since_id": "OPTIONAL_CONFIG",
                    # "until_id": "OPTIONAL_CONFIG",
                    # "max_results": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns Tweet objects that appears in the provided User ID's home timeline
        {
            "name": "users_id_timeline",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/timelines/reverse_chronological",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "since_id": "OPTIONAL_CONFIG",
                    # "until_id": "OPTIONAL_CONFIG",
                    # "max_results": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "exclude": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Tweets authored by the provided User ID
        {
            "name": "users_id_tweets",
            "table_name": "tweet",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/tweets",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "since_id": "OPTIONAL_CONFIG",
                    # "until_id": "OPTIONAL_CONFIG",
                    # "max_results": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "exclude": "OPTIONAL_CONFIG",
                    # "start_time": "OPTIONAL_CONFIG",
                    # "end_time": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "media.fields": "OPTIONAL_CONFIG",
                    # "poll.fields": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "place.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Users that follow a List by the provided List ID
        {
            "name": "list_get_followers",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/lists/{id}/followers",
                "params": {
                    "id": "FILL_ME_IN", # TODO: fill in required path parameter
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Users that are members of a List by the provided List ID.
        {
            "name": "list_get_members",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/lists/{id}/members",
                "params": {
                    "id": "FILL_ME_IN", # TODO: fill in required path parameter
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Retrieves the list of Users who purchased a ticket to the given space
        {
            "name": "space_buyers",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/spaces/{id}/buyers",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_spaces_by_ids",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "max_results": "100",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Users that have liked the provided Tweet ID
        {
            "name": "tweets_id_liking_users",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets/{id}/liking_users",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_tweets_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Users that have retweeted the provided Tweet ID
        {
            "name": "tweets_id_retweeting_users",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/tweets/{id}/retweeted_by",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_tweets_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # This endpoint returns information about Users. Specify Users by their ID.
        {
            "name": "find_users_by_id",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users",
                "params": {
                    "ids": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # This endpoint returns information about Users. Specify Users by their username.
        {
            "name": "find_users_by_username",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/by",
                "params": {
                    "usernames": "FILL_ME_IN", # TODO: fill in required query parameter
                    # the parameters below can optionally be configured
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Users that are blocked by the provided User ID
        {
            "name": "users_id_blocking",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/blocking",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Users who are followers of the specified User ID.
        {
            "name": "users_id_followers",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/followers",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Users that are being followed by the provided User ID
        {
            "name": "users_id_following",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/following",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "OPTIONAL_CONFIG",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        # Returns a list of Users that are muted by the provided User ID
        {
            "name": "users_id_muting",
            "table_name": "user",
            "primary_key": "id",
            "write_disposition": "merge",
            "endpoint": {
                "data_selector": "data",
                "path": "/2/users/{id}/muting",
                "params": {
                    "id": {
                        "type": "resolve",
                        "resource": "find_users_by_id",
                        "field": "id",
                    },
                    # the parameters below can optionally be configured
                    # "max_results": "100",
                    # "pagination_token": "OPTIONAL_CONFIG",
                    # "user.fields": "OPTIONAL_CONFIG",
                    # "expansions": "OPTIONAL_CONFIG",
                    # "tweet.fields": "OPTIONAL_CONFIG",

                },
                "paginator": "auto",
            }
        },
        ]
    }

    return rest_api_source(source_config)

2. Configuring your source and destination credentials​

info

dlt-init-openapi will try to detect which authentication mechanism (if any) is used by the API in question and add a placeholder in your secrets.toml.

  • If you know your API needs authentication, but none was detected, you can learn more about adding authentication to the rest_api here.
  • OAuth detection currently is not supported, but you can supply your own authentication mechanism as outlined here.

The dlt cli will have created a .dlt directory in your project folder. This directory contains a config.toml file and a secrets.toml file that you can use to configure your pipeline. The automatically created version of these files look like this:

generated config.toml​


[runtime]
log_level="INFO"

[sources.x]
# Base URL for the API
# Twitter API
base_url = "https://api.twitter.com"

generated secrets.toml​


[sources.x]
# secrets for your x source
token = "FILL ME OUT"  # TODO: fill in your credentials

2.1. Adjust the generated code to your usecase​

Further help setting up your source and destinations

At this time, the dlt-init-openapi cli tool will always create pipelines that load to a local duckdb instance. Switching to a different destination is trivial, all you need to do is change the destination parameter in x_pipeline.py to filesystem and supply the credentials as outlined in the destination doc linked below.

  • Read more about setting up the rest_api source in our docs.
  • Read more about setting up the Azure Cloud Storage destination in our docs.

The default filesystem destination is configured to connect to AWS S3. To load to Azure Cloud Storage, update the [destination.filesystem.credentials] section in your secrets.toml.

[destination.filesystem.credentials]
azure_storage_account_name="Please set me up!"
azure_storage_account_key="Please set me up!"

By default, the filesystem destination will store your files as JSONL. You can tell your pipeline to choose a different format with the loader_file_format property that you can set directly on the pipeline or via your config.toml. Available values are jsonl, parquet and csv:

[pipeline] # in ./dlt/config.toml
loader_file_format="parquet"

3. Running your pipeline for the first time​

The dlt cli has also created a main pipeline script for you at x_pipeline.py, as well as a folder x that contains additional python files for your source. These files are your local copies which you can modify to fit your needs. In some cases you may find that you only need to do small changes to your pipelines or add some configurations, in other cases these files can serve as a working starting point for your code, but will need to be adjusted to do what you need them to do.

The main pipeline script will look something like this:


import dlt

from x import x_source


if __name__ == "__main__":
    pipeline = dlt.pipeline(
        pipeline_name="x_pipeline",
        destination='duckdb',
        dataset_name="x_data",
        progress="log",
        export_schema_path="schemas/export"
    )
    source = x_source()
    info = pipeline.run(source)
    print(info)

Provided you have set up your credentials, you can run your pipeline like a regular python script with the following command:

python x_pipeline.py

4. Inspecting your load result​

You can now inspect the state of your pipeline with the dlt cli:

dlt pipeline x_pipeline info

You can also use streamlit to inspect the contents of your Azure Cloud Storage destination for this:

# install streamlit
pip install streamlit
# run the streamlit app for your pipeline with the dlt cli:
dlt pipeline x_pipeline show

5. Next steps to get your pipeline running in production​

One of the beauties of dlt is, that we are just a plain Python library, so you can run your pipeline in any environment that supports Python >= 3.8. We have a couple of helpers and guides in our docs to get you there:

The Deploy section will show you how to deploy your pipeline to​

  • Deploy with GitHub Actions: Learn how to deploy a pipeline using GitHub Actions, a free CI/CD runner. Follow the step-by-step guide here.
  • Deploy with Airflow and Google Composer: Discover how to deploy a pipeline with Airflow and Google Composer, a managed Airflow environment provided by Google. Follow the instructions here.
  • Deploy with Google Cloud Functions: Explore how to deploy a pipeline using Google Cloud Functions for a serverless deployment. Detailed guide available here.
  • Other Deployment Options: Find out more about various other deployment options for your pipeline here.

The running in production section will teach you about:​

  • How to Monitor your pipeline: Learn how to keep an eye on your pipeline's performance and health by following the guide on how to monitor your pipeline.
  • Set up alerts: Ensure you're immediately informed of any issues or anomalies in your pipeline by setting up alerts. Follow the instructions here.
  • Set up tracing: Gain detailed insights into your pipeline's execution by setting up tracing. Learn more about it here.

Available Sources and Resources​

For this verified source the following sources and resources are available

Source X​

Source X for service X provides user, tweet, list, compliance, and space data.

Resource NameWrite DispositionDescription
get_2_compliance_jobs_id_responseappendRetrieves details of a specific compliance job
get_2_users_id_responseappendRetrieves details of a specific user by ID
userappendContains information about a user
ruleappendContains information about a rule
get_2_tweets_id_responseappendRetrieves details of a specific tweet by ID
search_countappendContains search count data
dm_eventappendContains information about a direct message event
problemappendContains information about a problem
listappendContains information about a list
get_2_users_by_username_username_responseappendRetrieves details of a specific user by username
tweetappendContains information about a tweet
openapusappendContains information about open API usage
compliance_jobappendContains information about compliance jobs
get_2_spaces_id_responseappendRetrieves details of a specific space by ID
get_2_lists_id_responseappendRetrieves details of a specific list by ID
spaceappendContains information about a space

Additional pipeline guides​

This demo works on codespaces. Codespaces is a development environment available for free to anyone with a Github account. You'll be asked to fork the demo repository and from there the README guides you with further steps.
The demo uses the Continue VSCode extension.

Off to codespaces!

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