diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..a8a9830 --- /dev/null +++ b/.env.example @@ -0,0 +1,13 @@ +# Postgres +POSTGRES_USER= +POSTGRES_PASSWORD= +POSTGRES_DB= +POSTGRES_EXTERNAL_PORT=5433 + +# Airflow +AIRFLOW_ADMIN_USERNAME= +AIRFLOW_ADMIN_PASSWORD= +AIRFLOW_PORT=8080 + +#API links +BETTINGPROS_API_URL= \ No newline at end of file diff --git a/model_state.pt b/model_state.pt new file mode 100644 index 0000000..066bf07 Binary files /dev/null and b/model_state.pt differ diff --git a/preproc.joblib b/preproc.joblib new file mode 100644 index 0000000..4a8c01e Binary files /dev/null and b/preproc.joblib differ diff --git a/pyproject.toml b/pyproject.toml index 3291969..ae11747 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,11 +7,17 @@ requires-python = ">=3.12" dependencies = [ "nba-api>=1.10.2", "scikit-learn>=1.7.2", + "requests>=2.32.3", + "pandas>=2.2.0", + "psycopg2-binary==2.9.9", + "SQLAlchemy==1.4.52", + "python-dotenv==1.0.1", + "python-dateutil==2.8.2", "gdown", "torch>=2.9.0", + "urllib3>=2.6.0", ] - [tool.poe.tasks] # Python linting and formatting lint = "ruff check ." diff --git a/src/sportsbook_webscraper_pipeline/Dockerfile b/src/sportsbook_webscraper_pipeline/Dockerfile new file mode 100644 index 0000000..b4a262b --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/Dockerfile @@ -0,0 +1,19 @@ +FROM apache/airflow:3.0.0-python3.10 + +USER root +RUN apt-get update && apt-get install -y git curl && rm -rf /var/lib/apt/lists/* + +USER airflow +WORKDIR /opt/airflow + +COPY pyproject.toml . +COPY uv.lock . +RUN pip install uv && uv pip install --system . + +COPY airflow/dags /opt/airflow/dags +COPY airflow_pipeline /opt/airflow/airflow_pipeline + +ENV PYTHONPATH="/opt/airflow/airflow_pipeline:${PYTHONPATH}" +ENV AIRFLOW_HOME=/opt/airflow + +CMD ["airflow", "standalone"] diff --git a/src/sportsbook_webscraper_pipeline/README.md b/src/sportsbook_webscraper_pipeline/README.md new file mode 100644 index 0000000..389cf7f --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/README.md @@ -0,0 +1,73 @@ +# webscrape +Dockerized Airflow pipeline that scrapes NBA player prop lines using scripts under airflow_pipeline/api_scripts, normalizes and appends the results into Postgres on docker +itself. Airflow scheduled to run the nba_props_dag daily. + +--- + +## Prerequisites +- Docker Desktop (or Docker Engine) with Compose v2 +- Optional: Python 3.10+ if you want to run the scraper scripts locally + +--- + +## Quick start (Docker) + +1. **Configure** + ```bash + git clone + cd webscrape + ``` + The Airflow container reads DB credentials from the environment (`DB_USERNAME`, `DB_PASSWORD`, `DB_HOST`, `DB_PORT`, `DB_NAME`). Defaults target the Postgres service defined in `docker-compose.yml` (`line_dancer / sportsbook_data @ postgres:5432 / nba_deeplearning`). Update either `.env` or the compose file if you need different values. + +2. **Build and launch** + ```bash + docker compose down # don't dompose down -v: will wipe old containers/volumes, as + # well as the postgres database + docker compose up -d # no need to build + + docker ps # check container status + + ``` + This starts: + - `postgres`: stores the scraped data (volume `postgres_data` keeps rows between runs, exposed on `localhost:5433`) + - `airflow`: runs Airflow 3 with SequentialExecutor + SQLite metadata, but connects to the Postgres service for ETL output + +3. **Access Airflow** + - UI: http://localhost:8080 + - Credentials: `admin` and {password} (set in `docker-compose.yml`; rotate before sharing externally) + +4. **Trigger the DAG** + - In the UI, unpause `nba_sportsbook_pipeline` and click “Trigger DAG” + - Or via CLI: + ```bash + docker compose exec airflow airflow dags test nba_sportsbook_pipeline $(date +%Y-%m-%d) + ``` + The DAG imports `migrate_to_postgres.py`, which runs the BettingPros, PrizePicks, and DraftEdge scrapers, validates the schema, and appends rows into the `player_lines` table inside Postgres. + +5. **Inspect the database** + ```bash + psql -h localhost -p 5433 -U line_dancer -d nba_deeplearning + \dt + SELECT COUNT(*) FROM player_lines; + + + docker exec -it webscrape-postgres-1 psql -U line_dancer -d nba_deeplearning; + ``` + +6. **Stop / clean up** + ```bash + docker compose down # keep scraped data + docker compose down -v # remove containers + Postgres volume // DON'T DO THIS + ``` + +--- + +## Local development (optional) +- Install dependencies: `pip install -r requirements.txt` +- Export the same `DB_*` vars as the container and run `python airflow/dags/migrate_to_postgres.py` to append data without Airflow. + +--- + +## Notes +- Airflow metadata stays on SQLite (default) so Postgres holds only the scraper output. +- Update secrets (`DB_PASSWORD`, Airflow admin password) before committing or sharing the project. diff --git a/src/sportsbook_webscraper_pipeline/airflow/airflow.cfg b/src/sportsbook_webscraper_pipeline/airflow/airflow.cfg new file mode 100644 index 0000000..97fc37f --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/airflow/airflow.cfg @@ -0,0 +1,2609 @@ +[core] +# The folder where your airflow pipelines live, most likely a +# subfolder in a code repository. This path must be absolute. +# +# Variable: AIRFLOW__CORE__DAGS_FOLDER +# +dags_folder = /Users/omkar/CursorProjects/webscrape/airflow/dags + +# Hostname by providing a path to a callable, which will resolve the hostname. +# The format is "package.function". +# +# For example, default value ``airflow.utils.net.getfqdn`` means that result from patched +# version of `socket.getfqdn() `__, +# see related `CPython Issue `__. +# +# No argument should be required in the function specified. +# If using IP address as hostname is preferred, use value ``airflow.utils.net.get_host_ip_address`` +# +# Variable: AIRFLOW__CORE__HOSTNAME_CALLABLE +# +hostname_callable = airflow.utils.net.getfqdn + +# A callable to check if a python file has airflow dags defined or not and should +# return ``True`` if it has dags otherwise ``False``. +# If this is not provided, Airflow uses its own heuristic rules. +# +# The function should have the following signature +# +# .. code-block:: python +# +# def func_name(file_path: str, zip_file: zipfile.ZipFile | None = None) -> bool: ... +# +# Variable: AIRFLOW__CORE__MIGHT_CONTAIN_DAG_CALLABLE +# +might_contain_dag_callable = airflow.utils.file.might_contain_dag_via_default_heuristic + +# Default timezone in case supplied date times are naive +# can be `UTC` (default), `system`, or any `IANA ` +# timezone string (e.g. Europe/Amsterdam) +# +# Variable: AIRFLOW__CORE__DEFAULT_TIMEZONE +# +default_timezone = utc + +# The executor class that airflow should use. Choices include +# ``LocalExecutor``, ``CeleryExecutor``, +# ``KubernetesExecutor`` or the full import path to the class when using a custom executor. +# +# Variable: AIRFLOW__CORE__EXECUTOR +# +executor = LocalExecutor + +# The auth manager class that airflow should use. Full import path to the auth manager class. +# +# Variable: AIRFLOW__CORE__AUTH_MANAGER +# +auth_manager = airflow.api_fastapi.auth.managers.simple.simple_auth_manager.SimpleAuthManager + +# The list of users and their associated role in simple auth manager. If the simple auth manager is +# used in your environment, this list controls who can access the environment. +# +# List of user-role delimited with a comma. Each user-role is a colon delimited couple of username and +# role. Roles are predefined in simple auth managers: viewer, user, op, admin. +# +# Example: simple_auth_manager_users = bob:admin,peter:viewer +# +# Variable: AIRFLOW__CORE__SIMPLE_AUTH_MANAGER_USERS +# +simple_auth_manager_users = admin:admin + +# Whether to disable authentication and allow everyone as admin in the environment. +# +# Variable: AIRFLOW__CORE__SIMPLE_AUTH_MANAGER_ALL_ADMINS +# +simple_auth_manager_all_admins = False + +# The json file where the simple auth manager stores passwords for the configured users. +# By default this is ``AIRFLOW_HOME/simple_auth_manager_passwords.json.generated``. +# +# Example: simple_auth_manager_passwords_file = /path/to/passwords.json +# +# Variable: AIRFLOW__CORE__SIMPLE_AUTH_MANAGER_PASSWORDS_FILE +# +# simple_auth_manager_passwords_file = + +# This defines the maximum number of task instances that can run concurrently per scheduler in +# Airflow, regardless of the worker count. Generally this value, multiplied by the number of +# schedulers in your cluster, is the maximum number of task instances with the running +# state in the metadata database. The value must be larger or equal 1. +# +# Variable: AIRFLOW__CORE__PARALLELISM +# +parallelism = 32 + +# The maximum number of task instances allowed to run concurrently in each DAG. To calculate +# the number of tasks that is running concurrently for a DAG, add up the number of running +# tasks for all DAG runs of the DAG. This is configurable at the DAG level with ``max_active_tasks``, +# which is defaulted as ``[core] max_active_tasks_per_dag``. +# +# An example scenario when this would be useful is when you want to stop a new dag with an early +# start date from stealing all the executor slots in a cluster. +# +# Variable: AIRFLOW__CORE__MAX_ACTIVE_TASKS_PER_DAG +# +max_active_tasks_per_dag = 16 + +# Are DAGs paused by default at creation +# +# Variable: AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION +# +dags_are_paused_at_creation = True + +# The maximum number of active DAG runs per DAG. The scheduler will not create more DAG runs +# if it reaches the limit. This is configurable at the DAG level with ``max_active_runs``, +# which is defaulted as ``[core] max_active_runs_per_dag``. +# +# Variable: AIRFLOW__CORE__MAX_ACTIVE_RUNS_PER_DAG +# +max_active_runs_per_dag = 16 + +# (experimental) The maximum number of consecutive DAG failures before DAG is automatically paused. +# This is also configurable per DAG level with ``max_consecutive_failed_dag_runs``, +# which is defaulted as ``[core] max_consecutive_failed_dag_runs_per_dag``. +# If not specified, then the value is considered as 0, +# meaning that the dags are never paused out by default. +# +# Variable: AIRFLOW__CORE__MAX_CONSECUTIVE_FAILED_DAG_RUNS_PER_DAG +# +max_consecutive_failed_dag_runs_per_dag = 0 + +# The name of the method used in order to start Python processes via the multiprocessing module. +# This corresponds directly with the options available in the Python docs: +# `multiprocessing.set_start_method +# `__ +# must be one of the values returned by `multiprocessing.get_all_start_methods() +# `__. +# +# Example: mp_start_method = fork +# +# Variable: AIRFLOW__CORE__MP_START_METHOD +# +# mp_start_method = + +# Whether to load the DAG examples that ship with Airflow. It's good to +# get started, but you probably want to set this to ``False`` in a production +# environment +# +# Variable: AIRFLOW__CORE__LOAD_EXAMPLES +# +load_examples = True + +# Path to the folder containing Airflow plugins +# +# Variable: AIRFLOW__CORE__PLUGINS_FOLDER +# +plugins_folder = /Users/omkar/CursorProjects/webscrape/airflow/plugins + +# Should tasks be executed via forking of the parent process +# +# * ``False``: Execute via forking of the parent process +# * ``True``: Spawning a new python process, slower than fork, but means plugin changes picked +# up by tasks straight away +# +# Variable: AIRFLOW__CORE__EXECUTE_TASKS_NEW_PYTHON_INTERPRETER +# +execute_tasks_new_python_interpreter = False + +# Secret key to save connection passwords in the db +# +# Variable: AIRFLOW__CORE__FERNET_KEY +# +fernet_key = slaA8QEKoU47l7d4DJ9soz43MBMdge7UhnA9m-Jzr2k= + +# Whether to disable pickling dags +# +# Variable: AIRFLOW__CORE__DONOT_PICKLE +# +donot_pickle = True + +# How long before timing out a python file import +# +# Variable: AIRFLOW__CORE__DAGBAG_IMPORT_TIMEOUT +# +dagbag_import_timeout = 30.0 + +# Should a traceback be shown in the UI for dagbag import errors, +# instead of just the exception message +# +# Variable: AIRFLOW__CORE__DAGBAG_IMPORT_ERROR_TRACEBACKS +# +dagbag_import_error_tracebacks = True + +# If tracebacks are shown, how many entries from the traceback should be shown +# +# Variable: AIRFLOW__CORE__DAGBAG_IMPORT_ERROR_TRACEBACK_DEPTH +# +dagbag_import_error_traceback_depth = 2 + +# If set, tasks without a ``run_as_user`` argument will be run with this user +# Can be used to de-elevate a sudo user running Airflow when executing tasks +# +# Variable: AIRFLOW__CORE__DEFAULT_IMPERSONATION +# +default_impersonation = + +# What security module to use (for example kerberos) +# +# Variable: AIRFLOW__CORE__SECURITY +# +security = + +# Turn unit test mode on (overwrites many configuration options with test +# values at runtime) +# +# Variable: AIRFLOW__CORE__UNIT_TEST_MODE +# +unit_test_mode = False + +# Space-separated list of classes that may be imported during deserialization. Items can be glob +# expressions. Python built-in classes (like dict) are always allowed. +# +# Example: allowed_deserialization_classes = airflow.* my_mod.my_other_mod.TheseClasses* +# +# Variable: AIRFLOW__CORE__ALLOWED_DESERIALIZATION_CLASSES +# +allowed_deserialization_classes = airflow.* + +# Space-separated list of classes that may be imported during deserialization. Items are processed +# as regex expressions. Python built-in classes (like dict) are always allowed. +# This is a secondary option to ``[core] allowed_deserialization_classes``. +# +# Variable: AIRFLOW__CORE__ALLOWED_DESERIALIZATION_CLASSES_REGEXP +# +allowed_deserialization_classes_regexp = + +# When a task is killed forcefully, this is the amount of time in seconds that +# it has to cleanup after it is sent a SIGTERM, before it is SIGKILLED +# +# Variable: AIRFLOW__CORE__KILLED_TASK_CLEANUP_TIME +# +killed_task_cleanup_time = 60 + +# Whether to override params with dag_run.conf. If you pass some key-value pairs +# through ``airflow dags backfill -c`` or +# ``airflow dags trigger -c``, the key-value pairs will override the existing ones in params. +# +# Variable: AIRFLOW__CORE__DAG_RUN_CONF_OVERRIDES_PARAMS +# +dag_run_conf_overrides_params = True + +# If enabled, Airflow will only scan files containing both ``DAG`` and ``airflow`` (case-insensitive). +# +# Variable: AIRFLOW__CORE__DAG_DISCOVERY_SAFE_MODE +# +dag_discovery_safe_mode = True + +# The pattern syntax used in the +# `.airflowignore +# `__ +# files in the DAG directories. Valid values are ``regexp`` or ``glob``. +# +# Variable: AIRFLOW__CORE__DAG_IGNORE_FILE_SYNTAX +# +dag_ignore_file_syntax = glob + +# The number of retries each task is going to have by default. Can be overridden at dag or task level. +# +# Variable: AIRFLOW__CORE__DEFAULT_TASK_RETRIES +# +default_task_retries = 0 + +# The number of seconds each task is going to wait by default between retries. Can be overridden at +# dag or task level. +# +# Variable: AIRFLOW__CORE__DEFAULT_TASK_RETRY_DELAY +# +default_task_retry_delay = 300 + +# The maximum delay (in seconds) each task is going to wait by default between retries. +# This is a global setting and cannot be overridden at task or DAG level. +# +# Variable: AIRFLOW__CORE__MAX_TASK_RETRY_DELAY +# +max_task_retry_delay = 86400 + +# The weighting method used for the effective total priority weight of the task +# +# Variable: AIRFLOW__CORE__DEFAULT_TASK_WEIGHT_RULE +# +default_task_weight_rule = downstream + +# Maximum possible time (in seconds) that task will have for execution of auxiliary processes +# (like listeners, mini scheduler...) after task is marked as success.. +# +# Variable: AIRFLOW__CORE__TASK_SUCCESS_OVERTIME +# +task_success_overtime = 20 + +# The default task execution_timeout value for the operators. Expected an integer value to +# be passed into timedelta as seconds. If not specified, then the value is considered as None, +# meaning that the operators are never timed out by default. +# +# Variable: AIRFLOW__CORE__DEFAULT_TASK_EXECUTION_TIMEOUT +# +default_task_execution_timeout = + +# Updating serialized DAG can not be faster than a minimum interval to reduce database write rate. +# +# Variable: AIRFLOW__CORE__MIN_SERIALIZED_DAG_UPDATE_INTERVAL +# +min_serialized_dag_update_interval = 30 + +# If ``True``, serialized DAGs are compressed before writing to DB. +# +# .. note:: +# +# This will disable the DAG dependencies view +# +# Variable: AIRFLOW__CORE__COMPRESS_SERIALIZED_DAGS +# +compress_serialized_dags = False + +# Fetching serialized DAG can not be faster than a minimum interval to reduce database +# read rate. This config controls when your DAGs are updated in the Webserver +# +# Variable: AIRFLOW__CORE__MIN_SERIALIZED_DAG_FETCH_INTERVAL +# +min_serialized_dag_fetch_interval = 10 + +# Maximum number of Rendered Task Instance Fields (Template Fields) per task to store +# in the Database. +# All the template_fields for each of Task Instance are stored in the Database. +# Keeping this number small may cause an error when you try to view ``Rendered`` tab in +# TaskInstance view for older tasks. +# +# Variable: AIRFLOW__CORE__MAX_NUM_RENDERED_TI_FIELDS_PER_TASK +# +max_num_rendered_ti_fields_per_task = 30 + +# Path to custom XCom class that will be used to store and resolve operators results +# +# Example: xcom_backend = path.to.CustomXCom +# +# Variable: AIRFLOW__CORE__XCOM_BACKEND +# +xcom_backend = airflow.sdk.execution_time.xcom.BaseXCom + +# By default Airflow plugins are lazily-loaded (only loaded when required). Set it to ``False``, +# if you want to load plugins whenever 'airflow' is invoked via cli or loaded from module. +# +# Variable: AIRFLOW__CORE__LAZY_LOAD_PLUGINS +# +lazy_load_plugins = True + +# By default Airflow providers are lazily-discovered (discovery and imports happen only when required). +# Set it to ``False``, if you want to discover providers whenever 'airflow' is invoked via cli or +# loaded from module. +# +# Variable: AIRFLOW__CORE__LAZY_DISCOVER_PROVIDERS +# +lazy_discover_providers = True + +# Hide sensitive **Variables** or **Connection extra json keys** from UI +# and task logs when set to ``True`` +# +# .. note:: +# +# Connection passwords are always hidden in logs +# +# Variable: AIRFLOW__CORE__HIDE_SENSITIVE_VAR_CONN_FIELDS +# +hide_sensitive_var_conn_fields = True + +# A comma-separated list of extra sensitive keywords to look for in variables names or connection's +# extra JSON. +# +# Variable: AIRFLOW__CORE__SENSITIVE_VAR_CONN_NAMES +# +sensitive_var_conn_names = + +# Task Slot counts for ``default_pool``. This setting would not have any effect in an existing +# deployment where the ``default_pool`` is already created. For existing deployments, users can +# change the number of slots using Webserver, API or the CLI +# +# Variable: AIRFLOW__CORE__DEFAULT_POOL_TASK_SLOT_COUNT +# +default_pool_task_slot_count = 128 + +# The maximum list/dict length an XCom can push to trigger task mapping. If the pushed list/dict has a +# length exceeding this value, the task pushing the XCom will be failed automatically to prevent the +# mapped tasks from clogging the scheduler. +# +# Variable: AIRFLOW__CORE__MAX_MAP_LENGTH +# +max_map_length = 1024 + +# The default umask to use for process when run in daemon mode (scheduler, worker, etc.) +# +# This controls the file-creation mode mask which determines the initial value of file permission bits +# for newly created files. +# +# This value is treated as an octal-integer. +# +# Variable: AIRFLOW__CORE__DAEMON_UMASK +# +daemon_umask = 0o077 + +# Class to use as asset manager. +# +# Example: asset_manager_class = airflow.assets.manager.AssetManager +# +# Variable: AIRFLOW__CORE__ASSET_MANAGER_CLASS +# +# asset_manager_class = + +# Kwargs to supply to asset manager. +# +# Example: asset_manager_kwargs = {"some_param": "some_value"} +# +# Variable: AIRFLOW__CORE__ASSET_MANAGER_KWARGS +# +# asset_manager_kwargs = + +# (experimental) Whether components should use Airflow Internal API for DB connectivity. +# +# Variable: AIRFLOW__CORE__DATABASE_ACCESS_ISOLATION +# +database_access_isolation = False + +# (experimental) Airflow Internal API url. +# Only used if ``[core] database_access_isolation`` is ``True``. +# +# Example: internal_api_url = http://localhost:8080 +# +# Variable: AIRFLOW__CORE__INTERNAL_API_URL +# +# internal_api_url = + +# Secret key used to authenticate internal API clients to core. It should be as random as possible. +# However, when running more than 1 instances of webserver / internal API services, make sure all +# of them use the same ``secret_key`` otherwise calls will fail on authentication. +# The authentication token generated using the secret key has a short expiry time though - make +# sure that time on ALL the machines that you run airflow components on is synchronized +# (for example using ntpd) otherwise you might get "forbidden" errors when the logs are accessed. +# +# Variable: AIRFLOW__CORE__INTERNAL_API_SECRET_KEY +# +internal_api_secret_key = PSKPtsKJdhE+HVzGrxSQBA== + +# The ability to allow testing connections across Airflow UI, API and CLI. +# Supported options: ``Disabled``, ``Enabled``, ``Hidden``. Default: Disabled +# Disabled - Disables the test connection functionality and disables the Test Connection button in UI. +# Enabled - Enables the test connection functionality and shows the Test Connection button in UI. +# Hidden - Disables the test connection functionality and hides the Test Connection button in UI. +# Before setting this to Enabled, make sure that you review the users who are able to add/edit +# connections and ensure they are trusted. Connection testing can be done maliciously leading to +# undesired and insecure outcomes. +# See `Airflow Security Model: Capabilities of authenticated UI users +# `__ +# for more details. +# +# Variable: AIRFLOW__CORE__TEST_CONNECTION +# +test_connection = Disabled + +# The maximum length of the rendered template field. If the value to be stored in the +# rendered template field exceeds this size, it's redacted. +# +# Variable: AIRFLOW__CORE__MAX_TEMPLATED_FIELD_LENGTH +# +max_templated_field_length = 4096 + +# The url of the execution api server. +# +# Variable: AIRFLOW__CORE__EXECUTION_API_SERVER_URL +# +execution_api_server_url = http://localhost:8080/execution/ + +[database] +# Path to the ``alembic.ini`` file. You can either provide the file path relative +# to the Airflow home directory or the absolute path if it is located elsewhere. +# +# Variable: AIRFLOW__DATABASE__ALEMBIC_INI_FILE_PATH +# +alembic_ini_file_path = alembic.ini + +# The SQLAlchemy connection string to the metadata database. +# SQLAlchemy supports many different database engines. +# See: `Set up a Database Backend: Database URI +# `__ +# for more details. +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_CONN +# +sql_alchemy_conn = sqlite:////Users/omkar/CursorProjects/webscrape/airflow/airflow.db + +# Extra engine specific keyword args passed to SQLAlchemy's create_engine, as a JSON-encoded value +# +# Example: sql_alchemy_engine_args = {"arg1": true} +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_ENGINE_ARGS +# +# sql_alchemy_engine_args = + +# The encoding for the databases +# +# Variable: AIRFLOW__DATABASE__SQL_ENGINE_ENCODING +# +sql_engine_encoding = utf-8 + +# Collation for ``dag_id``, ``task_id``, ``key``, ``external_executor_id`` columns +# in case they have different encoding. +# By default this collation is the same as the database collation, however for ``mysql`` and ``mariadb`` +# the default is ``utf8mb3_bin`` so that the index sizes of our index keys will not exceed +# the maximum size of allowed index when collation is set to ``utf8mb4`` variant, see +# `GitHub Issue Comment `__ +# for more details. +# +# Variable: AIRFLOW__DATABASE__SQL_ENGINE_COLLATION_FOR_IDS +# +# sql_engine_collation_for_ids = + +# If SQLAlchemy should pool database connections. +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_POOL_ENABLED +# +sql_alchemy_pool_enabled = True + +# The SQLAlchemy pool size is the maximum number of database connections +# in the pool. 0 indicates no limit. +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_POOL_SIZE +# +sql_alchemy_pool_size = 5 + +# The maximum overflow size of the pool. +# When the number of checked-out connections reaches the size set in pool_size, +# additional connections will be returned up to this limit. +# When those additional connections are returned to the pool, they are disconnected and discarded. +# It follows then that the total number of simultaneous connections the pool will allow +# is **pool_size** + **max_overflow**, +# and the total number of "sleeping" connections the pool will allow is pool_size. +# max_overflow can be set to ``-1`` to indicate no overflow limit; +# no limit will be placed on the total number of concurrent connections. Defaults to ``10``. +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_MAX_OVERFLOW +# +sql_alchemy_max_overflow = 10 + +# The SQLAlchemy pool recycle is the number of seconds a connection +# can be idle in the pool before it is invalidated. This config does +# not apply to sqlite. If the number of DB connections is ever exceeded, +# a lower config value will allow the system to recover faster. +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_POOL_RECYCLE +# +sql_alchemy_pool_recycle = 1800 + +# Check connection at the start of each connection pool checkout. +# Typically, this is a simple statement like "SELECT 1". +# See `SQLAlchemy Pooling: Disconnect Handling - Pessimistic +# `__ +# for more details. +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_POOL_PRE_PING +# +sql_alchemy_pool_pre_ping = True + +# The schema to use for the metadata database. +# SQLAlchemy supports databases with the concept of multiple schemas. +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_SCHEMA +# +sql_alchemy_schema = + +# Import path for connect args in SQLAlchemy. Defaults to an empty dict. +# This is useful when you want to configure db engine args that SQLAlchemy won't parse +# in connection string. This can be set by passing a dictionary containing the create engine parameters. +# For more details about passing create engine parameters (keepalives variables, timeout etc) +# in Postgres DB Backend see `Setting up a PostgreSQL Database +# `__ +# e.g ``connect_args={"timeout":30}`` can be defined in ``airflow_local_settings.py`` and +# can be imported as shown below +# +# Example: sql_alchemy_connect_args = airflow_local_settings.connect_args +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_CONNECT_ARGS +# +# sql_alchemy_connect_args = + +# Important Warning: Use of sql_alchemy_session_maker Highly Discouraged +# Import path for function which returns 'sqlalchemy.orm.sessionmaker'. +# Improper configuration of sql_alchemy_session_maker can lead to serious issues, +# including data corruption, unrecoverable application crashes. Please review the SQLAlchemy +# documentation for detailed guidance on proper configuration and best practices. +# +# Example: sql_alchemy_session_maker = airflow_local_settings._sessionmaker +# +# Variable: AIRFLOW__DATABASE__SQL_ALCHEMY_SESSION_MAKER +# +# sql_alchemy_session_maker = + +# Number of times the code should be retried in case of DB Operational Errors. +# Not all transactions will be retried as it can cause undesired state. +# Currently it is only used in ``DagFileProcessor.process_file`` to retry ``dagbag.sync_to_db``. +# +# Variable: AIRFLOW__DATABASE__MAX_DB_RETRIES +# +max_db_retries = 3 + +# Whether to run alembic migrations during Airflow start up. Sometimes this operation can be expensive, +# and the users can assert the correct version through other means (e.g. through a Helm chart). +# Accepts ``True`` or ``False``. +# +# Variable: AIRFLOW__DATABASE__CHECK_MIGRATIONS +# +check_migrations = True + +# List of DB managers to use to migrate external tables in airflow database. The managers must inherit +# from BaseDBManager. If ``FabAuthManager`` is configured in the environment, +# ``airflow.providers.fab.auth_manager.models.db.FABDBManager`` is automatically added. +# +# Example: external_db_managers = airflow.providers.fab.auth_manager.models.db.FABDBManager +# +# Variable: AIRFLOW__DATABASE__EXTERNAL_DB_MANAGERS +# +# external_db_managers = + +# The number of rows to process in each batch when performing a migration. +# This is useful for large tables to avoid locking and failure due to query timeouts. +# +# Variable: AIRFLOW__DATABASE__MIGRATION_BATCH_SIZE +# +migration_batch_size = 10000 + +[logging] +# The folder where airflow should store its log files. +# This path must be absolute. +# There are a few existing configurations that assume this is set to the default. +# If you choose to override this you may need to update the +# ``[logging] dag_processor_manager_log_location`` and +# ``[logging] dag_processor_child_process_log_directory settings`` as well. +# +# Variable: AIRFLOW__LOGGING__BASE_LOG_FOLDER +# +base_log_folder = /Users/omkar/CursorProjects/webscrape/airflow/logs + +# Airflow can store logs remotely in AWS S3, Google Cloud Storage or Elastic Search. +# Set this to ``True`` if you want to enable remote logging. +# +# Variable: AIRFLOW__LOGGING__REMOTE_LOGGING +# +remote_logging = False + +# Users must supply an Airflow connection id that provides access to the storage +# location. Depending on your remote logging service, this may only be used for +# reading logs, not writing them. +# +# Variable: AIRFLOW__LOGGING__REMOTE_LOG_CONN_ID +# +remote_log_conn_id = + +# Whether the local log files for GCS, S3, WASB, HDFS and OSS remote logging should be deleted after +# they are uploaded to the remote location. +# +# Variable: AIRFLOW__LOGGING__DELETE_LOCAL_LOGS +# +delete_local_logs = False + +# Path to Google Credential JSON file. If omitted, authorization based on `the Application Default +# Credentials +# `__ will +# be used. +# +# Variable: AIRFLOW__LOGGING__GOOGLE_KEY_PATH +# +google_key_path = + +# Storage bucket URL for remote logging +# S3 buckets should start with **s3://** +# Cloudwatch log groups should start with **cloudwatch://** +# GCS buckets should start with **gs://** +# WASB buckets should start with **wasb** just to help Airflow select correct handler +# Stackdriver logs should start with **stackdriver://** +# +# Variable: AIRFLOW__LOGGING__REMOTE_BASE_LOG_FOLDER +# +remote_base_log_folder = + +# The remote_task_handler_kwargs param is loaded into a dictionary and passed to the ``__init__`` +# of remote task handler and it overrides the values provided by Airflow config. For example if you set +# ``delete_local_logs=False`` and you provide ``{"delete_local_copy": true}``, then the local +# log files will be deleted after they are uploaded to remote location. +# +# Example: remote_task_handler_kwargs = {"delete_local_copy": true} +# +# Variable: AIRFLOW__LOGGING__REMOTE_TASK_HANDLER_KWARGS +# +remote_task_handler_kwargs = + +# Use server-side encryption for logs stored in S3 +# +# Variable: AIRFLOW__LOGGING__ENCRYPT_S3_LOGS +# +encrypt_s3_logs = False + +# Logging level. +# +# Supported values: ``CRITICAL``, ``ERROR``, ``WARNING``, ``INFO``, ``DEBUG``. +# +# Variable: AIRFLOW__LOGGING__LOGGING_LEVEL +# +logging_level = INFO + +# Logging level for celery. If not set, it uses the value of logging_level +# +# Supported values: ``CRITICAL``, ``ERROR``, ``WARNING``, ``INFO``, ``DEBUG``. +# +# Variable: AIRFLOW__LOGGING__CELERY_LOGGING_LEVEL +# +celery_logging_level = + +# Logging level for Flask-appbuilder UI. +# +# Supported values: ``CRITICAL``, ``ERROR``, ``WARNING``, ``INFO``, ``DEBUG``. +# +# Variable: AIRFLOW__LOGGING__FAB_LOGGING_LEVEL +# +fab_logging_level = WARNING + +# Logging class +# Specify the class that will specify the logging configuration +# This class has to be on the python classpath +# +# Example: logging_config_class = my.path.default_local_settings.LOGGING_CONFIG +# +# Variable: AIRFLOW__LOGGING__LOGGING_CONFIG_CLASS +# +logging_config_class = + +# Flag to enable/disable Colored logs in Console +# Colour the logs when the controlling terminal is a TTY. +# +# Variable: AIRFLOW__LOGGING__COLORED_CONSOLE_LOG +# +colored_console_log = True + +# Log format for when Colored logs is enabled +# +# Variable: AIRFLOW__LOGGING__COLORED_LOG_FORMAT +# +colored_log_format = [%%(blue)s%%(asctime)s%%(reset)s] {%%(blue)s%%(filename)s:%%(reset)s%%(lineno)d} %%(log_color)s%%(levelname)s%%(reset)s - %%(log_color)s%%(message)s%%(reset)s + +# Specifies the class utilized by Airflow to implement colored logging +# +# Variable: AIRFLOW__LOGGING__COLORED_FORMATTER_CLASS +# +colored_formatter_class = airflow.utils.log.colored_log.CustomTTYColoredFormatter + +# Format of Log line +# +# Variable: AIRFLOW__LOGGING__LOG_FORMAT +# +log_format = [%%(asctime)s] {%%(filename)s:%%(lineno)d} %%(levelname)s - %%(message)s + +# Defines the format of log messages for simple logging configuration +# +# Variable: AIRFLOW__LOGGING__SIMPLE_LOG_FORMAT +# +simple_log_format = %%(asctime)s %%(levelname)s - %%(message)s + +# Where to send dag parser logs. If "file", logs are sent to log files defined by child_process_log_directory. +# +# Variable: AIRFLOW__LOGGING__DAG_PROCESSOR_LOG_TARGET +# +dag_processor_log_target = file + +# Format of Dag Processor Log line +# +# Variable: AIRFLOW__LOGGING__DAG_PROCESSOR_LOG_FORMAT +# +dag_processor_log_format = [%%(asctime)s] [SOURCE:DAG_PROCESSOR] {%%(filename)s:%%(lineno)d} %%(levelname)s - %%(message)s + +# Determines the directory where logs for the child processes of the dag processor will be stored +# +# Variable: AIRFLOW__LOGGING__DAG_PROCESSOR_CHILD_PROCESS_LOG_DIRECTORY +# +dag_processor_child_process_log_directory = /Users/omkar/CursorProjects/webscrape/airflow/logs/dag_processor + +# Determines the formatter class used by Airflow for structuring its log messages +# The default formatter class is timezone-aware, which means that timestamps attached to log entries +# will be adjusted to reflect the local timezone of the Airflow instance +# +# Variable: AIRFLOW__LOGGING__LOG_FORMATTER_CLASS +# +log_formatter_class = airflow.utils.log.timezone_aware.TimezoneAware + +# An import path to a function to add adaptations of each secret added with +# ``airflow.sdk.execution_time.secrets_masker.mask_secret`` to be masked in log messages. +# The given function is expected to require a single parameter: the secret to be adapted. +# It may return a single adaptation of the secret or an iterable of adaptations to each be +# masked as secrets. The original secret will be masked as well as any adaptations returned. +# +# Example: secret_mask_adapter = urllib.parse.quote +# +# Variable: AIRFLOW__LOGGING__SECRET_MASK_ADAPTER +# +secret_mask_adapter = + +# The minimum length of a secret to be masked in log messages. +# Secrets shorter than this length will not be masked. +# +# Variable: AIRFLOW__LOGGING__MIN_LENGTH_MASKED_SECRET +# +min_length_masked_secret = 5 + +# Specify prefix pattern like mentioned below with stream handler ``TaskHandlerWithCustomFormatter`` +# +# Example: task_log_prefix_template = {{ti.dag_id}}-{{ti.task_id}}-{{logical_date}}-{{ti.try_number}} +# +# Variable: AIRFLOW__LOGGING__TASK_LOG_PREFIX_TEMPLATE +# +task_log_prefix_template = + +# Formatting for how airflow generates file names/paths for each task run. +# +# Variable: AIRFLOW__LOGGING__LOG_FILENAME_TEMPLATE +# +log_filename_template = dag_id={{ ti.dag_id }}/run_id={{ ti.run_id }}/task_id={{ ti.task_id }}/{%% if ti.map_index >= 0 %%}map_index={{ ti.map_index }}/{%% endif %%}attempt={{ try_number|default(ti.try_number) }}.log + +# Name of handler to read task instance logs. +# Defaults to use ``task`` handler. +# +# Variable: AIRFLOW__LOGGING__TASK_LOG_READER +# +task_log_reader = task + +# A comma\-separated list of third-party logger names that will be configured to print messages to +# consoles\. +# +# Example: extra_logger_names = fastapi,sqlalchemy +# +# Variable: AIRFLOW__LOGGING__EXTRA_LOGGER_NAMES +# +extra_logger_names = + +# When you start an Airflow worker, Airflow starts a tiny web server +# subprocess to serve the workers local log files to the airflow main +# web server, who then builds pages and sends them to users. This defines +# the port on which the logs are served. It needs to be unused, and open +# visible from the main web server to connect into the workers. +# +# Variable: AIRFLOW__LOGGING__WORKER_LOG_SERVER_PORT +# +worker_log_server_port = 8793 + +# Port to serve logs from for triggerer. +# See ``[logging] worker_log_server_port`` description for more info. +# +# Variable: AIRFLOW__LOGGING__TRIGGER_LOG_SERVER_PORT +# +trigger_log_server_port = 8794 + +# We must parse timestamps to interleave logs between trigger and task. To do so, +# we need to parse timestamps in log files. In case your log format is non-standard, +# you may provide import path to callable which takes a string log line and returns +# the timestamp (datetime.datetime compatible). +# +# Example: interleave_timestamp_parser = path.to.my_func +# +# Variable: AIRFLOW__LOGGING__INTERLEAVE_TIMESTAMP_PARSER +# +# interleave_timestamp_parser = + +# Permissions in the form or of octal string as understood by chmod. The permissions are important +# when you use impersonation, when logs are written by a different user than airflow. The most secure +# way of configuring it in this case is to add both users to the same group and make it the default +# group of both users. Group-writeable logs are default in airflow, but you might decide that you are +# OK with having the logs other-writeable, in which case you should set it to ``0o777``. You might +# decide to add more security if you do not use impersonation and change it to ``0o755`` to make it +# only owner-writeable. You can also make it just readable only for owner by changing it to ``0o700`` +# if all the access (read/write) for your logs happens from the same user. +# +# Example: file_task_handler_new_folder_permissions = 0o775 +# +# Variable: AIRFLOW__LOGGING__FILE_TASK_HANDLER_NEW_FOLDER_PERMISSIONS +# +file_task_handler_new_folder_permissions = 0o775 + +# Permissions in the form or of octal string as understood by chmod. The permissions are important +# when you use impersonation, when logs are written by a different user than airflow. The most secure +# way of configuring it in this case is to add both users to the same group and make it the default +# group of both users. Group-writeable logs are default in airflow, but you might decide that you are +# OK with having the logs other-writeable, in which case you should set it to ``0o666``. You might +# decide to add more security if you do not use impersonation and change it to ``0o644`` to make it +# only owner-writeable. You can also make it just readable only for owner by changing it to ``0o600`` +# if all the access (read/write) for your logs happens from the same user. +# +# Example: file_task_handler_new_file_permissions = 0o664 +# +# Variable: AIRFLOW__LOGGING__FILE_TASK_HANDLER_NEW_FILE_PERMISSIONS +# +file_task_handler_new_file_permissions = 0o664 + +# By default Celery sends all logs into stderr. +# If enabled any previous logging handlers will get *removed*. +# With this option AirFlow will create new handlers +# and send low level logs like INFO and WARNING to stdout, +# while sending higher severity logs to stderr. +# +# Variable: AIRFLOW__LOGGING__CELERY_STDOUT_STDERR_SEPARATION +# +celery_stdout_stderr_separation = False + +# A comma separated list of keywords related to errors whose presence should display the line in red +# color in UI +# +# Variable: AIRFLOW__LOGGING__COLOR_LOG_ERROR_KEYWORDS +# +color_log_error_keywords = error,exception + +# A comma separated list of keywords related to warning whose presence should display the line in yellow +# color in UI +# +# Variable: AIRFLOW__LOGGING__COLOR_LOG_WARNING_KEYWORDS +# +color_log_warning_keywords = warn + +[metrics] +# `StatsD `__ integration settings. + +# Configure an allow list (comma separated regex patterns to match) to send only certain metrics. +# +# Example: metrics_allow_list = "scheduler,executor,dagrun,pool,triggerer,celery" or "^scheduler,^executor,heartbeat|timeout" +# +# Variable: AIRFLOW__METRICS__METRICS_ALLOW_LIST +# +metrics_allow_list = + +# Configure a block list (comma separated regex patterns to match) to block certain metrics +# from being emitted. +# If ``[metrics] metrics_allow_list`` and ``[metrics] metrics_block_list`` are both configured, +# ``[metrics] metrics_block_list`` is ignored. +# +# Example: metrics_block_list = "scheduler,executor,dagrun,pool,triggerer,celery" or "^scheduler,^executor,heartbeat|timeout" +# +# Variable: AIRFLOW__METRICS__METRICS_BLOCK_LIST +# +metrics_block_list = + +# Enables sending metrics to StatsD. +# +# Variable: AIRFLOW__METRICS__STATSD_ON +# +statsd_on = False + +# Specifies the host address where the StatsD daemon (or server) is running +# +# Variable: AIRFLOW__METRICS__STATSD_HOST +# +statsd_host = localhost + +# Enables the statsd host to be resolved into IPv6 address +# +# Variable: AIRFLOW__METRICS__STATSD_IPV6 +# +statsd_ipv6 = False + +# Specifies the port on which the StatsD daemon (or server) is listening to +# +# Variable: AIRFLOW__METRICS__STATSD_PORT +# +statsd_port = 8125 + +# Defines the namespace for all metrics sent from Airflow to StatsD +# +# Variable: AIRFLOW__METRICS__STATSD_PREFIX +# +statsd_prefix = airflow + +# A function that validate the StatsD stat name, apply changes to the stat name if necessary and return +# the transformed stat name. +# +# The function should have the following signature +# +# .. code-block:: python +# +# def func_name(stat_name: str) -> str: ... +# +# Variable: AIRFLOW__METRICS__STAT_NAME_HANDLER +# +stat_name_handler = + +# To enable datadog integration to send airflow metrics. +# +# Variable: AIRFLOW__METRICS__STATSD_DATADOG_ENABLED +# +statsd_datadog_enabled = False + +# List of datadog tags attached to all metrics(e.g: ``key1:value1,key2:value2``) +# +# Variable: AIRFLOW__METRICS__STATSD_DATADOG_TAGS +# +statsd_datadog_tags = + +# Set to ``False`` to disable metadata tags for some of the emitted metrics +# +# Variable: AIRFLOW__METRICS__STATSD_DATADOG_METRICS_TAGS +# +statsd_datadog_metrics_tags = True + +# If you want to utilise your own custom StatsD client set the relevant +# module path below. +# Note: The module path must exist on your +# `PYTHONPATH ` +# for Airflow to pick it up +# +# Variable: AIRFLOW__METRICS__STATSD_CUSTOM_CLIENT_PATH +# +# statsd_custom_client_path = + +# If you want to avoid sending all the available metrics tags to StatsD, +# you can configure a block list of prefixes (comma separated) to filter out metric tags +# that start with the elements of the list (e.g: ``job_id,run_id``) +# +# Example: statsd_disabled_tags = job_id,run_id,dag_id,task_id +# +# Variable: AIRFLOW__METRICS__STATSD_DISABLED_TAGS +# +statsd_disabled_tags = job_id,run_id + +# To enable sending Airflow metrics with StatsD-Influxdb tagging convention. +# +# Variable: AIRFLOW__METRICS__STATSD_INFLUXDB_ENABLED +# +statsd_influxdb_enabled = False + +# Enables sending metrics to OpenTelemetry. +# +# Variable: AIRFLOW__METRICS__OTEL_ON +# +otel_on = False + +# Specifies the hostname or IP address of the OpenTelemetry Collector to which Airflow sends +# metrics and traces. +# +# Variable: AIRFLOW__METRICS__OTEL_HOST +# +otel_host = localhost + +# Specifies the port of the OpenTelemetry Collector that is listening to. +# +# Variable: AIRFLOW__METRICS__OTEL_PORT +# +otel_port = 8889 + +# The prefix for the Airflow metrics. +# +# Variable: AIRFLOW__METRICS__OTEL_PREFIX +# +otel_prefix = airflow + +# Defines the interval, in milliseconds, at which Airflow sends batches of metrics and traces +# to the configured OpenTelemetry Collector. +# +# Variable: AIRFLOW__METRICS__OTEL_INTERVAL_MILLISECONDS +# +otel_interval_milliseconds = 60000 + +# If ``True``, all metrics are also emitted to the console. Defaults to ``False``. +# +# Variable: AIRFLOW__METRICS__OTEL_DEBUGGING_ON +# +otel_debugging_on = False + +# The default service name of traces. +# +# Variable: AIRFLOW__METRICS__OTEL_SERVICE +# +otel_service = Airflow + +# If ``True``, SSL will be enabled. Defaults to ``False``. +# To establish an HTTPS connection to the OpenTelemetry collector, +# you need to configure the SSL certificate and key within the OpenTelemetry collector's +# ``config.yml`` file. +# +# Variable: AIRFLOW__METRICS__OTEL_SSL_ACTIVE +# +otel_ssl_active = False + +[traces] +# Distributed traces integration settings. + +# Enables sending traces to OpenTelemetry. +# +# Variable: AIRFLOW__TRACES__OTEL_ON +# +otel_on = False + +# Specifies the hostname or IP address of the OpenTelemetry Collector to which Airflow sends +# traces. +# +# Variable: AIRFLOW__TRACES__OTEL_HOST +# +otel_host = localhost + +# Specifies the port of the OpenTelemetry Collector that is listening to. +# +# Variable: AIRFLOW__TRACES__OTEL_PORT +# +otel_port = 8889 + +# The default service name of traces. +# +# Variable: AIRFLOW__TRACES__OTEL_SERVICE +# +otel_service = Airflow + +# If True, all traces are also emitted to the console. Defaults to False. +# +# Variable: AIRFLOW__TRACES__OTEL_DEBUGGING_ON +# +otel_debugging_on = False + +# If True, SSL will be enabled. Defaults to False. +# To establish an HTTPS connection to the OpenTelemetry collector, +# you need to configure the SSL certificate and key within the OpenTelemetry collector's +# config.yml file. +# +# Variable: AIRFLOW__TRACES__OTEL_SSL_ACTIVE +# +otel_ssl_active = False + +[secrets] +# Full class name of secrets backend to enable (will precede env vars and metastore in search path) +# +# Example: backend = airflow.providers.amazon.aws.secrets.systems_manager.SystemsManagerParameterStoreBackend +# +# Variable: AIRFLOW__SECRETS__BACKEND +# +backend = + +# The backend_kwargs param is loaded into a dictionary and passed to ``__init__`` +# of secrets backend class. See documentation for the secrets backend you are using. +# JSON is expected. +# +# Example for AWS Systems Manager ParameterStore: +# ``{"connections_prefix": "/airflow/connections", "profile_name": "default"}`` +# +# Variable: AIRFLOW__SECRETS__BACKEND_KWARGS +# +backend_kwargs = + +# .. note:: |experimental| +# +# Enables local caching of Variables, when parsing DAGs only. +# Using this option can make dag parsing faster if Variables are used in top level code, at the expense +# of longer propagation time for changes. +# Please note that this cache concerns only the DAG parsing step. There is no caching in place when DAG +# tasks are run. +# +# Variable: AIRFLOW__SECRETS__USE_CACHE +# +use_cache = False + +# .. note:: |experimental| +# +# When the cache is enabled, this is the duration for which we consider an entry in the cache to be +# valid. Entries are refreshed if they are older than this many seconds. +# It means that when the cache is enabled, this is the maximum amount of time you need to wait to see a +# Variable change take effect. +# +# Variable: AIRFLOW__SECRETS__CACHE_TTL_SECONDS +# +cache_ttl_seconds = 900 + +[api] +# The base url of the API server. Airflow cannot guess what domain or CNAME you are using. +# If the Airflow console (the front-end) and the API server are on a different domain, this config +# should contain the API server endpoint. +# +# Example: base_url = https://my-airflow.company.com +# +# Variable: AIRFLOW__API__BASE_URL +# +# base_url = + +# The ip specified when starting the api server +# +# Variable: AIRFLOW__API__HOST +# +host = 0.0.0.0 + +# The port on which to run the api server +# +# Variable: AIRFLOW__API__PORT +# +port = 8080 + +# Number of workers to run on the API server +# +# Variable: AIRFLOW__API__WORKERS +# +workers = 4 + +# Number of seconds the API server waits before timing out on a worker +# +# Variable: AIRFLOW__API__WORKER_TIMEOUT +# +worker_timeout = 120 + +# Log files for the api server. '-' means log to stderr. +# +# Variable: AIRFLOW__API__ACCESS_LOGFILE +# +access_logfile = - + +# Paths to the SSL certificate and key for the api server. When both are +# provided SSL will be enabled. This does not change the api server port. +# +# Variable: AIRFLOW__API__SSL_CERT +# +ssl_cert = + +# Paths to the SSL certificate and key for the api server. When both are +# provided SSL will be enabled. This does not change the api server port. +# +# Variable: AIRFLOW__API__SSL_KEY +# +ssl_key = + +# Used to set the maximum page limit for API requests. If limit passed as param +# is greater than maximum page limit, it will be ignored and maximum page limit value +# will be set as the limit +# +# Variable: AIRFLOW__API__MAXIMUM_PAGE_LIMIT +# +maximum_page_limit = 100 + +# Used to set the default page limit when limit param is zero or not provided in API +# requests. Otherwise if positive integer is passed in the API requests as limit, the +# smallest number of user given limit or maximum page limit is taken as limit. +# +# Variable: AIRFLOW__API__FALLBACK_PAGE_LIMIT +# +fallback_page_limit = 50 + +# Used in response to a preflight request to indicate which HTTP +# headers can be used when making the actual request. This header is +# the server side response to the browser's +# Access-Control-Request-Headers header. +# +# Variable: AIRFLOW__API__ACCESS_CONTROL_ALLOW_HEADERS +# +access_control_allow_headers = + +# Specifies the method or methods allowed when accessing the resource. +# +# Variable: AIRFLOW__API__ACCESS_CONTROL_ALLOW_METHODS +# +access_control_allow_methods = + +# Indicates whether the response can be shared with requesting code from the given origins. +# Separate URLs with space. +# +# Variable: AIRFLOW__API__ACCESS_CONTROL_ALLOW_ORIGINS +# +access_control_allow_origins = + +# Indicates whether the **xcomEntries** endpoint supports the **deserialize** +# flag. If set to ``False``, setting this flag in a request would result in a +# 400 Bad Request error. +# +# Variable: AIRFLOW__API__ENABLE_XCOM_DESERIALIZE_SUPPORT +# +enable_xcom_deserialize_support = False + +[workers] +# Configuration related to workers that run Airflow tasks. + +# Full class name of secrets backend to enable for workers (will precede env vars backend) +# +# Example: secrets_backend = airflow.providers.amazon.aws.secrets.systems_manager.SystemsManagerParameterStoreBackend +# +# Variable: AIRFLOW__WORKERS__SECRETS_BACKEND +# +secrets_backend = + +# The secrets_backend_kwargs param is loaded into a dictionary and passed to ``__init__`` +# of secrets backend class. See documentation for the secrets backend you are using. +# JSON is expected. +# +# Example for AWS Systems Manager ParameterStore: +# ``{"connections_prefix": "/airflow/connections", "profile_name": "default"}`` +# +# Variable: AIRFLOW__WORKERS__SECRETS_BACKEND_KWARGS +# +secrets_backend_kwargs = + +# The minimum interval (in seconds) at which the worker checks the task instance's +# heartbeat status with the API server to confirm it is still alive. +# +# Variable: AIRFLOW__WORKERS__MIN_HEARTBEAT_INTERVAL +# +min_heartbeat_interval = 5 + +# The maximum number of consecutive failed heartbeats before terminating the task instance process. +# +# Variable: AIRFLOW__WORKERS__MAX_FAILED_HEARTBEATS +# +max_failed_heartbeats = 3 + +# The maximum number of retry attempts to the execution API server. +# +# Variable: AIRFLOW__WORKERS__EXECUTION_API_RETRIES +# +execution_api_retries = 5 + +# The minimum amount of time (in seconds) to wait before retrying a failed API request. +# +# Variable: AIRFLOW__WORKERS__EXECUTION_API_RETRY_WAIT_MIN +# +execution_api_retry_wait_min = 1.0 + +# The maximum amount of time (in seconds) to wait before retrying a failed API request. +# +# Variable: AIRFLOW__WORKERS__EXECUTION_API_RETRY_WAIT_MAX +# +execution_api_retry_wait_max = 90.0 + +[api_auth] +# Settings relating to authentication on the Airflow APIs + +# The audience claim to use when generating and validating JWTs for the API. +# +# This variable can be a single value, or a comma-separated string, in which case the first value is the +# one that will be used when generating, and the others are accepted at validation time. +# +# Not required, but strongly encouraged. +# +# See also :ref:`config:execution_api__jwt_audience` +# +# Example: jwt_audience = my-unique-airflow-id +# +# Variable: AIRFLOW__API_AUTH__JWT_AUDIENCE +# +# jwt_audience = + +# Number in seconds until the JWTs used for authentication expires. When the token expires, +# all API calls using this token will fail on authentication. +# +# Make sure that time on ALL the machines that you run airflow components on is synchronized +# (for example using ntpd) otherwise you might get "forbidden" errors. +# +# See also :ref:`config:execution_api__jwt_expiration_time` +# +# Variable: AIRFLOW__API_AUTH__JWT_EXPIRATION_TIME +# +jwt_expiration_time = 86400 + +# Number in seconds until the JWTs used for authentication expires for CLI commands. +# When the token expires, all CLI calls using this token will fail on authentication. +# +# Make sure that time on ALL the machines that you run airflow components on is synchronized +# (for example using ntpd) otherwise you might get "forbidden" errors. +# +# Variable: AIRFLOW__API_AUTH__JWT_CLI_EXPIRATION_TIME +# +jwt_cli_expiration_time = 3600 + +# Secret key used to encode and decode JWTs to authenticate to public and private APIs. +# +# It should be as random as possible. However, when running more than 1 instances of API services, +# make sure all of them use the same ``jwt_secret`` otherwise calls will fail on authentication. +# +# Mutually exclusive with ``jwt_private_key_path``. +# +# Variable: AIRFLOW__API_AUTH__JWT_SECRET +# +jwt_secret = uJJX8wavge83TqtgJa+9eA== + +# The path to a file containing a PEM-encoded private key use when generating Task Identity tokens in +# the executor. +# +# Mutually exclusive with ``jwt_secret``. +# +# Example: jwt_private_key_path = /path/to/private_key.pem +# +# Variable: AIRFLOW__API_AUTH__JWT_PRIVATE_KEY_PATH +# +# jwt_private_key_path = + +# The algorithm name use when generating and validating JWT Task Identities. +# +# This value must be appropriate for the given private key type. +# +# If this is not specified Airflow makes some guesses as what algorithm is best based on the key type. +# +# ("HS512" if ``jwt_secret`` is set, otherwise a key-type specific guess) +# +# Example: jwt_algorithm = "EdDSA" or "HS512" +# +# Variable: AIRFLOW__API_AUTH__JWT_ALGORITHM +# +# jwt_algorithm = + +# The Key ID to place in header when generating JWTs. Not used in the validation path. +# +# If this is not specified the RFC7638 thumbprint of the private key will be used. +# +# Ignored when ``jwt_secret`` is used. +# +# Example: jwt_kid = my-key-id +# +# Variable: AIRFLOW__API_AUTH__JWT_KID +# +# jwt_kid = + +# The public signing keys of Task Execution token issuers to trust. It must contain the public key +# related to ``jwt_private_key_path`` else tasks will be unlikely to execute successfully. +# +# Can be a local file path (without the ``file://`` prefix) or an http or https URL. +# +# If a remote URL is given it will be polled periodically for changes. +# +# Mutually exclusive with ``jwt_secret``. +# +# If a ``jwt_private_key_path`` is given but this settings is not set then the private key will be +# trusted. If this is provided it is your responsibility to ensure that the private key used for +# generation is in this list. +# +# Example: trusted_jwks_url = "/path/to/public-jwks.json" or "https://my-issuer/.well-known/jwks.json" +# +# Variable: AIRFLOW__API_AUTH__TRUSTED_JWKS_URL +# +# trusted_jwks_url = + +# Issuer of the JWT. This becomes the ``iss`` claim of generated tokens, and is validated on incoming +# requests. +# +# Ideally this should be unique per individual airflow deployment +# +# Not required, but strongly recommended to be set. +# +# See also :ref:`config:api_auth__jwt_audience` +# +# Example: jwt_issuer = http://my-airflow.mycompany.com +# +# Variable: AIRFLOW__API_AUTH__JWT_ISSUER +# +# jwt_issuer = + +# Number of seconds leeway in validating expiry time of JWTs to account for clock skew between +# client and server +# +# Variable: AIRFLOW__API_AUTH__JWT_LEEWAY +# +jwt_leeway = 10 + +[execution_api] +# Settings related to the Execution API server. +# +# The ExecutionAPI also uses a lot of settings from the :ref:`config:api_auth` section. + +# Number in seconds until the JWT used for authentication expires. When the token expires, +# all API calls using this token will fail on authentication. +# +# Make sure that time on ALL the machines that you run airflow components on is synchronized +# (for example using ntpd) otherwise you might get "forbidden" errors. +# +# Variable: AIRFLOW__EXECUTION_API__JWT_EXPIRATION_TIME +# +jwt_expiration_time = 600 + +# The audience claim to use when generating and validating JWTs for the Execution API. +# +# This variable can be a single value, or a comma-separated string, in which case the first value is the +# one that will be used when generating, and the others are accepted at validation time. +# +# Not required, but strongly encouraged +# +# See also :ref:`config:api_auth__jwt_audience` +# +# Variable: AIRFLOW__EXECUTION_API__JWT_AUDIENCE +# +jwt_audience = urn:airflow.apache.org:task + +[lineage] +# what lineage backend to use +# +# Variable: AIRFLOW__LINEAGE__BACKEND +# +backend = + +[operators] +# The default owner assigned to each new operator, unless +# provided explicitly or passed via ``default_args`` +# +# Variable: AIRFLOW__OPERATORS__DEFAULT_OWNER +# +default_owner = airflow + +# The default value of attribute "deferrable" in operators and sensors. +# +# Variable: AIRFLOW__OPERATORS__DEFAULT_DEFERRABLE +# +default_deferrable = false + +# Indicates the default number of CPU units allocated to each operator when no specific CPU request +# is specified in the operator's configuration +# +# Variable: AIRFLOW__OPERATORS__DEFAULT_CPUS +# +default_cpus = 1 + +# Indicates the default number of RAM allocated to each operator when no specific RAM request +# is specified in the operator's configuration +# +# Variable: AIRFLOW__OPERATORS__DEFAULT_RAM +# +default_ram = 512 + +# Indicates the default number of disk storage allocated to each operator when no specific disk request +# is specified in the operator's configuration +# +# Variable: AIRFLOW__OPERATORS__DEFAULT_DISK +# +default_disk = 512 + +# Indicates the default number of GPUs allocated to each operator when no specific GPUs request +# is specified in the operator's configuration +# +# Variable: AIRFLOW__OPERATORS__DEFAULT_GPUS +# +default_gpus = 0 + +# Default queue that tasks get assigned to and that worker listen on. +# +# Variable: AIRFLOW__OPERATORS__DEFAULT_QUEUE +# +default_queue = default + +[webserver] +# The message displayed when a user attempts to execute actions beyond their authorised privileges. +# +# Variable: AIRFLOW__WEBSERVER__ACCESS_DENIED_MESSAGE +# +access_denied_message = Access is Denied + +# Secret key used to run your api server. It should be as random as possible. However, when running +# more than 1 instances of webserver, make sure all of them use the same ``secret_key`` otherwise +# one of them will error with "CSRF session token is missing". +# The webserver key is also used to authorize requests to Celery workers when logs are retrieved. +# The token generated using the secret key has a short expiry time though - make sure that time on +# ALL the machines that you run airflow components on is synchronized (for example using ntpd) +# otherwise you might get "forbidden" errors when the logs are accessed. +# +# Variable: AIRFLOW__WEBSERVER__SECRET_KEY +# +secret_key = PSKPtsKJdhE+HVzGrxSQBA== + +# Expose the configuration file in the web server. Set to ``non-sensitive-only`` to show all values +# except those that have security implications. ``True`` shows all values. ``False`` hides the +# configuration completely. +# +# Variable: AIRFLOW__WEBSERVER__EXPOSE_CONFIG +# +expose_config = False + +# Expose hostname in the web server +# +# Variable: AIRFLOW__WEBSERVER__EXPOSE_HOSTNAME +# +expose_hostname = False + +# Sorting order in grid view. Valid values are: ``topological``, ``hierarchical_alphabetical`` +# +# Variable: AIRFLOW__WEBSERVER__GRID_VIEW_SORTING_ORDER +# +grid_view_sorting_order = topological + +# The amount of time (in secs) webserver will wait for initial handshake +# while fetching logs from other worker machine +# +# Variable: AIRFLOW__WEBSERVER__LOG_FETCH_TIMEOUT_SEC +# +log_fetch_timeout_sec = 5 + +# By default, the webserver shows paused DAGs. Flip this to hide paused +# DAGs by default +# +# Variable: AIRFLOW__WEBSERVER__HIDE_PAUSED_DAGS_BY_DEFAULT +# +hide_paused_dags_by_default = False + +# Consistent page size across all listing views in the UI +# +# Variable: AIRFLOW__WEBSERVER__PAGE_SIZE +# +page_size = 50 + +# Define the color of navigation bar +# +# Variable: AIRFLOW__WEBSERVER__NAVBAR_COLOR +# +navbar_color = #fff + +# Define the color of text in the navigation bar +# +# Variable: AIRFLOW__WEBSERVER__NAVBAR_TEXT_COLOR +# +navbar_text_color = #51504f + +# Define the color of navigation bar links when hovered +# +# Variable: AIRFLOW__WEBSERVER__NAVBAR_HOVER_COLOR +# +navbar_hover_color = #eee + +# Define the color of text in the navigation bar when hovered +# +# Variable: AIRFLOW__WEBSERVER__NAVBAR_TEXT_HOVER_COLOR +# +navbar_text_hover_color = #51504f + +# Default setting for wrap toggle on DAG code and TI log views. +# +# Variable: AIRFLOW__WEBSERVER__DEFAULT_WRAP +# +default_wrap = False + +# Allow the UI to be rendered in a frame +# +# Variable: AIRFLOW__WEBSERVER__X_FRAME_ENABLED +# +x_frame_enabled = True + +# Sets a custom page title for the DAGs overview page and site title for all pages +# +# Variable: AIRFLOW__WEBSERVER__INSTANCE_NAME +# +# instance_name = + +# Whether the custom page title for the DAGs overview page contains any Markup language +# +# Variable: AIRFLOW__WEBSERVER__INSTANCE_NAME_HAS_MARKUP +# +instance_name_has_markup = False + +# How frequently, in seconds, the DAG data will auto-refresh in graph or grid view +# when auto-refresh is turned on +# +# Variable: AIRFLOW__WEBSERVER__AUTO_REFRESH_INTERVAL +# +auto_refresh_interval = 3 + +# Boolean for displaying warning for publicly viewable deployment +# +# Variable: AIRFLOW__WEBSERVER__WARN_DEPLOYMENT_EXPOSURE +# +warn_deployment_exposure = True + +# Comma separated string of view events to exclude from dag audit view. +# All other events will be added minus the ones passed here. +# The audit logs in the db will not be affected by this parameter. +# +# Example: audit_view_excluded_events = cli_task_run,running,success +# +# Variable: AIRFLOW__WEBSERVER__AUDIT_VIEW_EXCLUDED_EVENTS +# +# audit_view_excluded_events = + +# Comma separated string of view events to include in dag audit view. +# If passed, only these events will populate the dag audit view. +# The audit logs in the db will not be affected by this parameter. +# +# Example: audit_view_included_events = dagrun_cleared,failed +# +# Variable: AIRFLOW__WEBSERVER__AUDIT_VIEW_INCLUDED_EVENTS +# +# audit_view_included_events = + +# Boolean for running SwaggerUI in the webserver. +# +# Variable: AIRFLOW__WEBSERVER__ENABLE_SWAGGER_UI +# +enable_swagger_ui = True + +# Require confirmation when changing a DAG in the web UI. This is to prevent accidental changes +# to a DAG that may be running on sensitive environments like production. +# When set to ``True``, confirmation dialog will be shown when a user tries to Pause/Unpause, +# Trigger a DAG +# +# Variable: AIRFLOW__WEBSERVER__REQUIRE_CONFIRMATION_DAG_CHANGE +# +require_confirmation_dag_change = False + +[email] +# Configuration email backend and whether to +# send email alerts on retry or failure + +# Email backend to use +# +# Variable: AIRFLOW__EMAIL__EMAIL_BACKEND +# +email_backend = airflow.utils.email.send_email_smtp + +# Email connection to use +# +# Variable: AIRFLOW__EMAIL__EMAIL_CONN_ID +# +email_conn_id = smtp_default + +# Whether email alerts should be sent when a task is retried +# +# Variable: AIRFLOW__EMAIL__DEFAULT_EMAIL_ON_RETRY +# +default_email_on_retry = True + +# Whether email alerts should be sent when a task failed +# +# Variable: AIRFLOW__EMAIL__DEFAULT_EMAIL_ON_FAILURE +# +default_email_on_failure = True + +# File that will be used as the template for Email subject (which will be rendered using Jinja2). +# If not set, Airflow uses a base template. +# +# Example: subject_template = /path/to/my_subject_template_file +# +# Variable: AIRFLOW__EMAIL__SUBJECT_TEMPLATE +# +# subject_template = + +# File that will be used as the template for Email content (which will be rendered using Jinja2). +# If not set, Airflow uses a base template. +# +# Example: html_content_template = /path/to/my_html_content_template_file +# +# Variable: AIRFLOW__EMAIL__HTML_CONTENT_TEMPLATE +# +# html_content_template = + +# Email address that will be used as sender address. +# It can either be raw email or the complete address in a format ``Sender Name `` +# +# Example: from_email = Airflow +# +# Variable: AIRFLOW__EMAIL__FROM_EMAIL +# +# from_email = + +# ssl context to use when using SMTP and IMAP SSL connections. By default, the context is "default" +# which sets it to ``ssl.create_default_context()`` which provides the right balance between +# compatibility and security, it however requires that certificates in your operating system are +# updated and that SMTP/IMAP servers of yours have valid certificates that have corresponding public +# keys installed on your machines. You can switch it to "none" if you want to disable checking +# of the certificates, but it is not recommended as it allows MITM (man-in-the-middle) attacks +# if your infrastructure is not sufficiently secured. It should only be set temporarily while you +# are fixing your certificate configuration. This can be typically done by upgrading to newer +# version of the operating system you run Airflow components on,by upgrading/refreshing proper +# certificates in the OS or by updating certificates for your mail servers. +# +# Example: ssl_context = default +# +# Variable: AIRFLOW__EMAIL__SSL_CONTEXT +# +ssl_context = default + +[smtp] +# If you want airflow to send emails on retries, failure, and you want to use +# the airflow.utils.email.send_email_smtp function, you have to configure an +# smtp server here + +# Specifies the host server address used by Airflow when sending out email notifications via SMTP. +# +# Variable: AIRFLOW__SMTP__SMTP_HOST +# +smtp_host = localhost + +# Determines whether to use the STARTTLS command when connecting to the SMTP server. +# +# Variable: AIRFLOW__SMTP__SMTP_STARTTLS +# +smtp_starttls = True + +# Determines whether to use an SSL connection when talking to the SMTP server. +# +# Variable: AIRFLOW__SMTP__SMTP_SSL +# +smtp_ssl = False + +# Defines the port number on which Airflow connects to the SMTP server to send email notifications. +# +# Variable: AIRFLOW__SMTP__SMTP_PORT +# +smtp_port = 25 + +# Specifies the default **from** email address used when Airflow sends email notifications. +# +# Variable: AIRFLOW__SMTP__SMTP_MAIL_FROM +# +smtp_mail_from = airflow@example.com + +# Determines the maximum time (in seconds) the Apache Airflow system will wait for a +# connection to the SMTP server to be established. +# +# Variable: AIRFLOW__SMTP__SMTP_TIMEOUT +# +smtp_timeout = 30 + +# Defines the maximum number of times Airflow will attempt to connect to the SMTP server. +# +# Variable: AIRFLOW__SMTP__SMTP_RETRY_LIMIT +# +smtp_retry_limit = 5 + +[sentry] +# `Sentry `__ integration. Here you can supply +# additional configuration options based on the Python platform. +# See `Python / Configuration / Basic Options +# `__ for more details. +# Unsupported options: ``integrations``, ``in_app_include``, ``in_app_exclude``, +# ``ignore_errors``, ``before_breadcrumb``, ``transport``. + +# Enable error reporting to Sentry +# +# Variable: AIRFLOW__SENTRY__SENTRY_ON +# +sentry_on = false + +# +# Variable: AIRFLOW__SENTRY__SENTRY_DSN +# +sentry_dsn = + +# Dotted path to a before_send function that the sentry SDK should be configured to use. +# +# Variable: AIRFLOW__SENTRY__BEFORE_SEND +# +# before_send = + +[scheduler] +# Task instances listen for external kill signal (when you clear tasks +# from the CLI or the UI), this defines the frequency at which they should +# listen (in seconds). +# +# Variable: AIRFLOW__SCHEDULER__JOB_HEARTBEAT_SEC +# +job_heartbeat_sec = 5 + +# The scheduler constantly tries to trigger new tasks (look at the +# scheduler section in the docs for more information). This defines +# how often the scheduler should run (in seconds). +# +# Variable: AIRFLOW__SCHEDULER__SCHEDULER_HEARTBEAT_SEC +# +scheduler_heartbeat_sec = 5 + +# The frequency (in seconds) at which the LocalTaskJob should send heartbeat signals to the +# scheduler to notify it's still alive. If this value is set to 0, the heartbeat interval will default +# to the value of ``[scheduler] task_instance_heartbeat_timeout``. +# +# Variable: AIRFLOW__SCHEDULER__TASK_INSTANCE_HEARTBEAT_SEC +# +task_instance_heartbeat_sec = 0 + +# The number of times to try to schedule each DAG file +# -1 indicates unlimited number +# +# Variable: AIRFLOW__SCHEDULER__NUM_RUNS +# +num_runs = -1 + +# Controls how long the scheduler will sleep between loops, but if there was nothing to do +# in the loop. i.e. if it scheduled something then it will start the next loop +# iteration straight away. +# +# Variable: AIRFLOW__SCHEDULER__SCHEDULER_IDLE_SLEEP_TIME +# +scheduler_idle_sleep_time = 1 + +# How often (in seconds) to check for stale DAGs (DAGs which are no longer present in +# the expected files) which should be deactivated, as well as assets that are no longer +# referenced and should be marked as orphaned. +# +# Variable: AIRFLOW__SCHEDULER__PARSING_CLEANUP_INTERVAL +# +parsing_cleanup_interval = 60 + +# How often (in seconds) should pool usage stats be sent to StatsD (if statsd_on is enabled) +# +# Variable: AIRFLOW__SCHEDULER__POOL_METRICS_INTERVAL +# +pool_metrics_interval = 5.0 + +# How often (in seconds) should running task instance stats be sent to StatsD (if statsd_on is enabled) +# +# Variable: AIRFLOW__SCHEDULER__RUNNING_METRICS_INTERVAL +# +running_metrics_interval = 30.0 + +# If the last scheduler heartbeat happened more than ``[scheduler] scheduler_health_check_threshold`` +# ago (in seconds), scheduler is considered unhealthy. +# This is used by the health check in the **/health** endpoint and in ``airflow jobs check`` CLI +# for SchedulerJob. +# +# Variable: AIRFLOW__SCHEDULER__SCHEDULER_HEALTH_CHECK_THRESHOLD +# +scheduler_health_check_threshold = 30 + +# When you start a scheduler, airflow starts a tiny web server +# subprocess to serve a health check if this is set to ``True`` +# +# Variable: AIRFLOW__SCHEDULER__ENABLE_HEALTH_CHECK +# +enable_health_check = False + +# When you start a scheduler, airflow starts a tiny web server +# subprocess to serve a health check on this host +# +# Variable: AIRFLOW__SCHEDULER__SCHEDULER_HEALTH_CHECK_SERVER_HOST +# +scheduler_health_check_server_host = 0.0.0.0 + +# When you start a scheduler, airflow starts a tiny web server +# subprocess to serve a health check on this port +# +# Variable: AIRFLOW__SCHEDULER__SCHEDULER_HEALTH_CHECK_SERVER_PORT +# +scheduler_health_check_server_port = 8974 + +# How often (in seconds) should the scheduler check for orphaned tasks and SchedulerJobs +# +# Variable: AIRFLOW__SCHEDULER__ORPHANED_TASKS_CHECK_INTERVAL +# +orphaned_tasks_check_interval = 300.0 + +# Local task jobs periodically heartbeat to the DB. If the job has +# not heartbeat in this many seconds, the scheduler will mark the +# associated task instance as failed and will re-schedule the task. +# +# Variable: AIRFLOW__SCHEDULER__TASK_INSTANCE_HEARTBEAT_TIMEOUT +# +task_instance_heartbeat_timeout = 300 + +# How often (in seconds) should the scheduler check for task instances whose heartbeats have timed out. +# +# Variable: AIRFLOW__SCHEDULER__TASK_INSTANCE_HEARTBEAT_TIMEOUT_DETECTION_INTERVAL +# +task_instance_heartbeat_timeout_detection_interval = 10.0 + +# Turn on scheduler catchup by setting this to ``True``. +# Default behavior is unchanged and +# Command Line Backfills still work, but the scheduler +# will not do scheduler catchup if this is ``False``, +# however it can be set on a per DAG basis in the +# DAG definition (catchup) +# +# Variable: AIRFLOW__SCHEDULER__CATCHUP_BY_DEFAULT +# +catchup_by_default = False + +# Setting this to ``True`` will make first task instance of a task +# ignore depends_on_past setting. A task instance will be considered +# as the first task instance of a task when there is no task instance +# in the DB with a logical_date earlier than it., i.e. no manual marking +# success will be needed for a newly added task to be scheduled. +# +# Variable: AIRFLOW__SCHEDULER__IGNORE_FIRST_DEPENDS_ON_PAST_BY_DEFAULT +# +ignore_first_depends_on_past_by_default = True + +# This determines the number of task instances to be evaluated for scheduling +# during each scheduler loop. +# Set this to 0 to use the value of ``[core] parallelism`` +# +# Variable: AIRFLOW__SCHEDULER__MAX_TIS_PER_QUERY +# +max_tis_per_query = 16 + +# Should the scheduler issue ``SELECT ... FOR UPDATE`` in relevant queries. +# If this is set to ``False`` then you should not run more than a single +# scheduler at once +# +# Variable: AIRFLOW__SCHEDULER__USE_ROW_LEVEL_LOCKING +# +use_row_level_locking = True + +# Max number of DAGs to create DagRuns for per scheduler loop. +# +# Variable: AIRFLOW__SCHEDULER__MAX_DAGRUNS_TO_CREATE_PER_LOOP +# +max_dagruns_to_create_per_loop = 10 + +# How many DagRuns should a scheduler examine (and lock) when scheduling +# and queuing tasks. +# +# Variable: AIRFLOW__SCHEDULER__MAX_DAGRUNS_PER_LOOP_TO_SCHEDULE +# +max_dagruns_per_loop_to_schedule = 20 + +# The scheduler reads dag files to extract the airflow modules that are going to be used, +# and imports them ahead of time to avoid having to re-do it for each parsing process. +# This flag can be set to ``False`` to disable this behavior in case an airflow module needs +# to be freshly imported each time (at the cost of increased DAG parsing time). +# +# Variable: AIRFLOW__SCHEDULER__PARSING_PRE_IMPORT_MODULES +# +parsing_pre_import_modules = True + +# Time in seconds after which dags, which were not updated by Dag Processor are deactivated. +# +# Variable: AIRFLOW__SCHEDULER__DAG_STALE_NOT_SEEN_DURATION +# +dag_stale_not_seen_duration = 600 + +# Turn off scheduler use of cron intervals by setting this to ``False``. +# DAGs submitted manually in the web UI or with trigger_dag will still run. +# +# Variable: AIRFLOW__SCHEDULER__USE_JOB_SCHEDULE +# +use_job_schedule = True + +# How often to check for expired trigger requests that have not run yet. +# +# Variable: AIRFLOW__SCHEDULER__TRIGGER_TIMEOUT_CHECK_INTERVAL +# +trigger_timeout_check_interval = 15 + +# Amount of time a task can be in the queued state before being retried or set to failed. +# +# Variable: AIRFLOW__SCHEDULER__TASK_QUEUED_TIMEOUT +# +task_queued_timeout = 600.0 + +# How often to check for tasks that have been in the queued state for +# longer than ``[scheduler] task_queued_timeout``. +# +# Variable: AIRFLOW__SCHEDULER__TASK_QUEUED_TIMEOUT_CHECK_INTERVAL +# +task_queued_timeout_check_interval = 120.0 + +# The run_id pattern used to verify the validity of user input to the run_id parameter when +# triggering a DAG. This pattern cannot change the pattern used by scheduler to generate run_id +# for scheduled DAG runs or DAG runs triggered without changing the run_id parameter. +# +# Variable: AIRFLOW__SCHEDULER__ALLOWED_RUN_ID_PATTERN +# +allowed_run_id_pattern = ^[A-Za-z0-9_.~:+-]+$ + +# Whether to create DAG runs that span an interval or one single point in time for cron schedules, when +# a cron string is provided to ``schedule`` argument of a DAG. +# +# * ``True``: **CronDataIntervalTimetable** is used, which is suitable +# for DAGs with well-defined data interval. You get contiguous intervals from the end of the previous +# interval up to the scheduled datetime. +# * ``False``: **CronTriggerTimetable** is used, which is closer to the behavior of cron itself. +# +# Notably, for **CronTriggerTimetable**, the logical date is the same as the time the DAG Run will +# try to schedule, while for **CronDataIntervalTimetable**, the logical date is the beginning of +# the data interval, but the DAG Run will try to schedule at the end of the data interval. +# +# Variable: AIRFLOW__SCHEDULER__CREATE_CRON_DATA_INTERVALS +# +create_cron_data_intervals = False + +# Whether to create DAG runs that span an interval or one single point in time when a timedelta or +# relativedelta is provided to ``schedule`` argument of a DAG. +# +# * ``True``: **DeltaDataIntervalTimetable** is used, which is suitable for DAGs with well-defined data +# interval. You get contiguous intervals from the end of the previous interval up to the scheduled +# datetime. +# * ``False``: **DeltaTriggerTimetable** is used, which is suitable for DAGs that simply want to say +# e.g. "run this every day" and do not care about the data interval. +# +# Notably, for **DeltaTriggerTimetable**, the logical date is the same as the time the DAG Run will +# try to schedule, while for **DeltaDataIntervalTimetable**, the logical date is the beginning of +# the data interval, but the DAG Run will try to schedule at the end of the data interval. +# +# Variable: AIRFLOW__SCHEDULER__CREATE_DELTA_DATA_INTERVALS +# +create_delta_data_intervals = False + +# Whether to enable memory allocation tracing in the scheduler. If enabled, Airflow will start +# tracing memory allocation and log the top 10 memory usages at the error level upon receiving the +# signal SIGUSR1. +# This is an expensive operation and generally should not be used except for debugging purposes. +# +# Variable: AIRFLOW__SCHEDULER__ENABLE_TRACEMALLOC +# +enable_tracemalloc = False + +[triggerer] +# How many triggers a single Triggerer will run at once, by default. +# +# Variable: AIRFLOW__TRIGGERER__CAPACITY +# +capacity = 1000 + +# How often to heartbeat the Triggerer job to ensure it hasn't been killed. +# +# Variable: AIRFLOW__TRIGGERER__JOB_HEARTBEAT_SEC +# +job_heartbeat_sec = 5 + +# If the last triggerer heartbeat happened more than ``[triggerer] triggerer_health_check_threshold`` +# ago (in seconds), triggerer is considered unhealthy. +# This is used by the health check in the **/health** endpoint and in ``airflow jobs check`` CLI +# for TriggererJob. +# +# Variable: AIRFLOW__TRIGGERER__TRIGGERER_HEALTH_CHECK_THRESHOLD +# +triggerer_health_check_threshold = 30 + +[kerberos] +# Location of your ccache file once kinit has been performed. +# +# Variable: AIRFLOW__KERBEROS__CCACHE +# +ccache = /tmp/airflow_krb5_ccache + +# gets augmented with fqdn +# +# Variable: AIRFLOW__KERBEROS__PRINCIPAL +# +principal = airflow + +# Determines the frequency at which initialization or re-initialization processes occur. +# +# Variable: AIRFLOW__KERBEROS__REINIT_FREQUENCY +# +reinit_frequency = 3600 + +# Path to the kinit executable +# +# Variable: AIRFLOW__KERBEROS__KINIT_PATH +# +kinit_path = kinit + +# Designates the path to the Kerberos keytab file for the Airflow user +# +# Variable: AIRFLOW__KERBEROS__KEYTAB +# +keytab = airflow.keytab + +# Allow to disable ticket forwardability. +# +# Variable: AIRFLOW__KERBEROS__FORWARDABLE +# +forwardable = True + +# Allow to remove source IP from token, useful when using token behind NATted Docker host. +# +# Variable: AIRFLOW__KERBEROS__INCLUDE_IP +# +include_ip = True + +[sensors] +# Sensor default timeout, 7 days by default (7 * 24 * 60 * 60). +# +# Variable: AIRFLOW__SENSORS__DEFAULT_TIMEOUT +# +default_timeout = 604800 + +[dag_processor] +# Configuration for the Airflow DAG processor. This includes, for example: +# - DAG bundles, which allows Airflow to load DAGs from different sources +# - Parsing configuration, like: +# - how often to refresh DAGs from those sources +# - how many files to parse concurrently + +# String path to folder where Airflow bundles can store files locally. Not templated. +# If no path is provided, Airflow will use ``Path(tempfile.gettempdir()) / "airflow"``. +# This path must be absolute. +# +# Example: dag_bundle_storage_path = /tmp/some-place +# +# Variable: AIRFLOW__DAG_PROCESSOR__DAG_BUNDLE_STORAGE_PATH +# +# dag_bundle_storage_path = + +# List of backend configs. Must supply name, classpath, and kwargs for each backend. +# +# By default, ``refresh_interval`` is set to ``[dag_processor] refresh_interval``, but that can +# also be overridden in kwargs if desired. +# +# The default is the dags folder dag bundle. +# +# Note: As shown below, you can split your json config over multiple lines by indenting. +# See configparser documentation for an example: +# https://docs.python.org/3/library/configparser.html#supported-ini-file-structure. +# +# Example: dag_bundle_config_list = [ +# { +# "name": "my-git-repo", +# "classpath": "airflow.providers.git.bundles.git.GitDagBundle", +# "kwargs": { +# "subdir": "dags", +# "tracking_ref": "main", +# "refresh_interval": 0 +# } +# } +# ] +# +# Variable: AIRFLOW__DAG_PROCESSOR__DAG_BUNDLE_CONFIG_LIST +# +dag_bundle_config_list = [ + { + "name": "dags-folder", + "classpath": "airflow.dag_processing.bundles.local.LocalDagBundle", + "kwargs": {} + } + ] + + +# How often (in seconds) to refresh, or look for new files, in a DAG bundle. +# +# Variable: AIRFLOW__DAG_PROCESSOR__REFRESH_INTERVAL +# +refresh_interval = 300 + +# The DAG processor can run multiple processes in parallel to parse dags. +# This defines how many processes will run. +# +# Variable: AIRFLOW__DAG_PROCESSOR__PARSING_PROCESSES +# +parsing_processes = 2 + +# One of ``modified_time``, ``random_seeded_by_host`` and ``alphabetical``. +# The DAG processor will list and sort the dag files to decide the parsing order. +# +# * ``modified_time``: Sort by modified time of the files. This is useful on large scale to parse the +# recently modified DAGs first. +# * ``random_seeded_by_host``: Sort randomly across multiple DAG processors but with same order on the +# same host, allowing each processor to parse the files in a different order. +# * ``alphabetical``: Sort by filename +# +# Variable: AIRFLOW__DAG_PROCESSOR__FILE_PARSING_SORT_MODE +# +file_parsing_sort_mode = modified_time + +# The maximum number of callbacks that are fetched during a single loop. +# +# Variable: AIRFLOW__DAG_PROCESSOR__MAX_CALLBACKS_PER_LOOP +# +max_callbacks_per_loop = 20 + +# Number of seconds after which a DAG file is parsed. The DAG file is parsed every +# ``[dag_processor] min_file_process_interval`` number of seconds. Updates to DAGs are reflected after +# this interval. Keeping this number low will increase CPU usage. +# +# Variable: AIRFLOW__DAG_PROCESSOR__MIN_FILE_PROCESS_INTERVAL +# +min_file_process_interval = 30 + +# How long (in seconds) to wait after we have re-parsed a DAG file before deactivating stale +# DAGs (DAGs which are no longer present in the expected files). The reason why we need +# this threshold is to account for the time between when the file is parsed and when the +# DAG is loaded. The absolute maximum that this could take is +# ``[dag_processor] dag_file_processor_timeout``, but when you have a long timeout configured, +# it results in a significant delay in the deactivation of stale dags. +# +# Variable: AIRFLOW__DAG_PROCESSOR__STALE_DAG_THRESHOLD +# +stale_dag_threshold = 50 + +# How long before timing out a DagFileProcessor, which processes a dag file +# +# Variable: AIRFLOW__DAG_PROCESSOR__DAG_FILE_PROCESSOR_TIMEOUT +# +dag_file_processor_timeout = 50 + +# How often should DAG processor stats be printed to the logs. Setting to 0 will disable printing stats +# +# Variable: AIRFLOW__DAG_PROCESSOR__PRINT_STATS_INTERVAL +# +print_stats_interval = 30 + +# Always run tasks with the latest code. If set to True, the bundle version will not +# be stored on the dag run and therefore, the latest code will always be used. +# +# Variable: AIRFLOW__DAG_PROCESSOR__DISABLE_BUNDLE_VERSIONING +# +disable_bundle_versioning = False + +# How often the DAG processor should check if any DAG bundles are ready for a refresh, either by hitting +# the bundles refresh_interval or because another DAG processor has seen a newer version of the bundle. +# A low value means we check more frequently, and have a smaller window of time where DAG processors are +# out of sync with each other, parsing different versions of the same bundle. +# +# Variable: AIRFLOW__DAG_PROCESSOR__BUNDLE_REFRESH_CHECK_INTERVAL +# +bundle_refresh_check_interval = 5 + +# On shared workers, bundle copies accumulate in local storage as tasks run +# and version of the bundle changes. +# This setting represents the delta in seconds between checks for these stale bundles. +# Bundles which are older than `stale_bundle_cleanup_age_threshold` may be removed. But +# we always keep `stale_bundle_cleanup_min_versions` versions locally. +# Set to 0 or negative to disable. +# +# Variable: AIRFLOW__DAG_PROCESSOR__STALE_BUNDLE_CLEANUP_INTERVAL +# +stale_bundle_cleanup_interval = 1800 + +# Bundle versions used more recently than this threshold will not be removed. +# Recency of use is determined by when the task began running on the worker, +# that age is compared with this setting, given as time delta in seconds. +# +# Variable: AIRFLOW__DAG_PROCESSOR__STALE_BUNDLE_CLEANUP_AGE_THRESHOLD +# +stale_bundle_cleanup_age_threshold = 21600 + +# Minimum number of local bundle versions to retain on disk. +# Local bundle versions older than `stale_bundle_cleanup_age_threshold` will +# only be deleted we have more than `stale_bundle_cleanup_min_versions` versions +# accumulated on the worker. +# +# Variable: AIRFLOW__DAG_PROCESSOR__STALE_BUNDLE_CLEANUP_MIN_VERSIONS +# +stale_bundle_cleanup_min_versions = 10 + +[celery_kubernetes_executor] +# This section only applies if you are using the ``CeleryKubernetesExecutor`` in +# ``[core]`` section above + +# Define when to send a task to ``KubernetesExecutor`` when using ``CeleryKubernetesExecutor``. +# When the queue of a task is the value of ``kubernetes_queue`` (default ``kubernetes``), +# the task is executed via ``KubernetesExecutor``, +# otherwise via ``CeleryExecutor`` +# +# Variable: AIRFLOW__CELERY_KUBERNETES_EXECUTOR__KUBERNETES_QUEUE +# +kubernetes_queue = kubernetes + +[celery] +# This section only applies if you are using the CeleryExecutor in +# ``[core]`` section above + +# The app name that will be used by celery +# +# Variable: AIRFLOW__CELERY__CELERY_APP_NAME +# +celery_app_name = airflow.providers.celery.executors.celery_executor + +# The concurrency that will be used when starting workers with the +# ``airflow celery worker`` command. This defines the number of task instances that +# a worker will take, so size up your workers based on the resources on +# your worker box and the nature of your tasks +# +# Variable: AIRFLOW__CELERY__WORKER_CONCURRENCY +# +worker_concurrency = 16 + +# The maximum and minimum number of pool processes that will be used to dynamically resize +# the pool based on load.Enable autoscaling by providing max_concurrency,min_concurrency +# with the ``airflow celery worker`` command (always keep minimum processes, +# but grow to maximum if necessary). +# Pick these numbers based on resources on worker box and the nature of the task. +# If autoscale option is available, worker_concurrency will be ignored. +# https://docs.celeryq.dev/en/latest/reference/celery.bin.worker.html#cmdoption-celery-worker-autoscale +# +# Example: worker_autoscale = 16,12 +# +# Variable: AIRFLOW__CELERY__WORKER_AUTOSCALE +# +# worker_autoscale = + +# Used to increase the number of tasks that a worker prefetches which can improve performance. +# The number of processes multiplied by worker_prefetch_multiplier is the number of tasks +# that are prefetched by a worker. A value greater than 1 can result in tasks being unnecessarily +# blocked if there are multiple workers and one worker prefetches tasks that sit behind long +# running tasks while another worker has unutilized processes that are unable to process the already +# claimed blocked tasks. +# https://docs.celeryq.dev/en/stable/userguide/optimizing.html#prefetch-limits +# +# Variable: AIRFLOW__CELERY__WORKER_PREFETCH_MULTIPLIER +# +worker_prefetch_multiplier = 1 + +# Specify if remote control of the workers is enabled. +# In some cases when the broker does not support remote control, Celery creates lots of +# ``.*reply-celery-pidbox`` queues. You can prevent this by setting this to false. +# However, with this disabled Flower won't work. +# https://docs.celeryq.dev/en/stable/getting-started/backends-and-brokers/index.html#broker-overview +# +# Variable: AIRFLOW__CELERY__WORKER_ENABLE_REMOTE_CONTROL +# +worker_enable_remote_control = true + +# The Celery broker URL. Celery supports RabbitMQ, Redis and experimentally +# a sqlalchemy database. Refer to the Celery documentation for more information. +# +# Variable: AIRFLOW__CELERY__BROKER_URL +# +broker_url = redis://redis:6379/0 + +# The Celery result_backend. When a job finishes, it needs to update the +# metadata of the job. Therefore it will post a message on a message bus, +# or insert it into a database (depending of the backend) +# This status is used by the scheduler to update the state of the task +# The use of a database is highly recommended +# When not specified, sql_alchemy_conn with a db+ scheme prefix will be used +# https://docs.celeryq.dev/en/latest/userguide/configuration.html#task-result-backend-settings +# +# Example: result_backend = db+postgresql://postgres:airflow@postgres/airflow +# +# Variable: AIRFLOW__CELERY__RESULT_BACKEND +# +# result_backend = + +# Optional configuration dictionary to pass to the Celery result backend SQLAlchemy engine. +# +# Example: result_backend_sqlalchemy_engine_options = {"pool_recycle": 1800} +# +# Variable: AIRFLOW__CELERY__RESULT_BACKEND_SQLALCHEMY_ENGINE_OPTIONS +# +result_backend_sqlalchemy_engine_options = + +# Celery Flower is a sweet UI for Celery. Airflow has a shortcut to start +# it ``airflow celery flower``. This defines the IP that Celery Flower runs on +# +# Variable: AIRFLOW__CELERY__FLOWER_HOST +# +flower_host = 0.0.0.0 + +# The root URL for Flower +# +# Example: flower_url_prefix = /flower +# +# Variable: AIRFLOW__CELERY__FLOWER_URL_PREFIX +# +flower_url_prefix = + +# This defines the port that Celery Flower runs on +# +# Variable: AIRFLOW__CELERY__FLOWER_PORT +# +flower_port = 5555 + +# Securing Flower with Basic Authentication +# Accepts user:password pairs separated by a comma +# +# Example: flower_basic_auth = user1:password1,user2:password2 +# +# Variable: AIRFLOW__CELERY__FLOWER_BASIC_AUTH +# +flower_basic_auth = + +# How many processes CeleryExecutor uses to sync task state. +# 0 means to use max(1, number of cores - 1) processes. +# +# Variable: AIRFLOW__CELERY__SYNC_PARALLELISM +# +sync_parallelism = 0 + +# Import path for celery configuration options +# +# Variable: AIRFLOW__CELERY__CELERY_CONFIG_OPTIONS +# +celery_config_options = airflow.providers.celery.executors.default_celery.DEFAULT_CELERY_CONFIG + +# +# Variable: AIRFLOW__CELERY__SSL_ACTIVE +# +ssl_active = False + +# Path to the client key. +# +# Variable: AIRFLOW__CELERY__SSL_KEY +# +ssl_key = + +# Path to the client certificate. +# +# Variable: AIRFLOW__CELERY__SSL_CERT +# +ssl_cert = + +# Path to the CA certificate. +# +# Variable: AIRFLOW__CELERY__SSL_CACERT +# +ssl_cacert = + +# Celery Pool implementation. +# Choices include: ``prefork`` (default), ``eventlet``, ``gevent`` or ``solo``. +# See: +# https://docs.celeryq.dev/en/latest/userguide/workers.html#concurrency +# https://docs.celeryq.dev/en/latest/userguide/concurrency/eventlet.html +# +# Variable: AIRFLOW__CELERY__POOL +# +pool = prefork + +# The number of seconds to wait before timing out ``send_task_to_executor`` or +# ``fetch_celery_task_state`` operations. +# +# Variable: AIRFLOW__CELERY__OPERATION_TIMEOUT +# +operation_timeout = 1.0 + +task_acks_late = True +# Celery task will report its status as 'started' when the task is executed by a worker. +# This is used in Airflow to keep track of the running tasks and if a Scheduler is restarted +# or run in HA mode, it can adopt the orphan tasks launched by previous SchedulerJob. +# +# Variable: AIRFLOW__CELERY__TASK_TRACK_STARTED +# +task_track_started = True + +# The Maximum number of retries for publishing task messages to the broker when failing +# due to ``AirflowTaskTimeout`` error before giving up and marking Task as failed. +# +# Variable: AIRFLOW__CELERY__TASK_PUBLISH_MAX_RETRIES +# +task_publish_max_retries = 3 + +# Extra celery configs to include in the celery worker. +# Any of the celery config can be added to this config and it +# will be applied while starting the celery worker. e.g. {"worker_max_tasks_per_child": 10} +# See also: +# https://docs.celeryq.dev/en/stable/userguide/configuration.html#configuration-and-defaults +# +# Variable: AIRFLOW__CELERY__EXTRA_CELERY_CONFIG +# +extra_celery_config = {} + +[celery_broker_transport_options] +# This section is for specifying options which can be passed to the +# underlying celery broker transport. See: +# https://docs.celeryq.dev/en/latest/userguide/configuration.html#std:setting-broker_transport_options + +# The visibility timeout defines the number of seconds to wait for the worker +# to acknowledge the task before the message is redelivered to another worker. +# Make sure to increase the visibility timeout to match the time of the longest +# ETA you're planning to use. +# visibility_timeout is only supported for Redis and SQS celery brokers. +# See: +# https://docs.celeryq.dev/en/stable/getting-started/backends-and-brokers/redis.html#visibility-timeout +# +# Example: visibility_timeout = 21600 +# +# Variable: AIRFLOW__CELERY_BROKER_TRANSPORT_OPTIONS__VISIBILITY_TIMEOUT +# +# visibility_timeout = + +# The sentinel_kwargs parameter allows passing additional options to the Sentinel client. +# In a typical scenario where Redis Sentinel is used as the broker and Redis servers are +# password-protected, the password needs to be passed through this parameter. Although its +# type is string, it is required to pass a string that conforms to the dictionary format. +# See: +# https://docs.celeryq.dev/en/stable/getting-started/backends-and-brokers/redis.html#configuration +# +# Example: sentinel_kwargs = {"password": "password_for_redis_server"} +# +# Variable: AIRFLOW__CELERY_BROKER_TRANSPORT_OPTIONS__SENTINEL_KWARGS +# +# sentinel_kwargs = + +[common.io] +# Common IO configuration section + +# Path to a location on object storage where XComs can be stored in url format. +# +# Example: xcom_objectstorage_path = s3://conn_id@bucket/path +# +# Variable: AIRFLOW__COMMON.IO__XCOM_OBJECTSTORAGE_PATH +# +xcom_objectstorage_path = + +# Threshold in bytes for storing XComs in object storage. -1 means always store in the +# database. 0 means always store in object storage. Any positive number means +# it will be stored in object storage if the size of the value is greater than the threshold. +# +# Example: xcom_objectstorage_threshold = 1000000 +# +# Variable: AIRFLOW__COMMON.IO__XCOM_OBJECTSTORAGE_THRESHOLD +# +xcom_objectstorage_threshold = -1 + +# Compression algorithm to use when storing XComs in object storage. Supported algorithms +# are a.o.: snappy, zip, gzip, bz2, and lzma. If not specified, no compression will be used. +# Note that the compression algorithm must be available in the Python installation (e.g. +# python-snappy for snappy). Zip, gz, bz2 are available by default. +# +# Example: xcom_objectstorage_compression = gz +# +# Variable: AIRFLOW__COMMON.IO__XCOM_OBJECTSTORAGE_COMPRESSION +# +xcom_objectstorage_compression = + +[standard] +# Options for the standard provider operators. + +# Which python tooling should be used to install the virtual environment. +# +# The following options are available: +# - ``auto``: Automatically select, use ``uv`` if available, otherwise use ``pip``. +# - ``pip``: Use pip to install the virtual environment. +# - ``uv``: Use uv to install the virtual environment. Must be available in environment PATH. +# +# Example: venv_install_method = uv +# +# Variable: AIRFLOW__STANDARD__VENV_INSTALL_METHOD +# +venv_install_method = auto + diff --git a/src/sportsbook_webscraper_pipeline/airflow/airflow.db b/src/sportsbook_webscraper_pipeline/airflow/airflow.db new file mode 100644 index 0000000..e3f1ccb Binary files /dev/null and b/src/sportsbook_webscraper_pipeline/airflow/airflow.db differ diff --git a/src/sportsbook_webscraper_pipeline/airflow/dags/migrate_to_postgres.py b/src/sportsbook_webscraper_pipeline/airflow/dags/migrate_to_postgres.py new file mode 100644 index 0000000..f6c39ad --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/airflow/dags/migrate_to_postgres.py @@ -0,0 +1,88 @@ +from sqlalchemy import create_engine, text as sql_text, Table, MetaData +from sqlalchemy.engine import URL +import os +import sys +from dotenv import load_dotenv +from airflow_pipeline.api_scripts.fetch_bettingpros import get_bettingpros_df +from airflow_pipeline.api_scripts.fetch_prizepicks import get_prizepicks_df +from airflow_pipeline.api_scripts.fetch_draftedge import get_draftedge_df + +PROJECT_ROOT = os.path.abspath(os.path.join(os.path.dirname(__file__), '../..')) +if PROJECT_ROOT not in sys.path: + sys.path.insert(0, PROJECT_ROOT) + +load_dotenv() + +db_username = os.getenv("POSTGRES_USER") +db_password = os.getenv("POSTGRES_PASSWORD") +db_host = os.getenv("DB_HOST", "localhost") +db_port = os.getenv("POSTGRES_EXTERNAL_PORT", "5432") +db_name = os.getenv("POSTGRES_DB") + +url = URL.create( + drivername="postgresql+psycopg2", + username=db_username, + password=db_password, + host=db_host, + port=db_port, + database=db_name, +) + +db_eng = create_engine(url) +print("Successfully created DB engine.") + +def append_to_postgres(df, table_name): + metadata = MetaData() + table = Table(table_name, metadata, autoload_with=db_eng) + + records = df.to_dict(orient='records') + expected_count = len(records) + + with db_eng.begin() as conn: + result = conn.execute(table.insert(), records) + if result.rowcount != -1: + if result.rowcount != expected_count: + raise Exception( + f"DB Verification Failed: Expected to write {expected_count} rows, " + f"but DB reported {result.rowcount} rows affected." + ) + + return expected_count + +def check_if_table_exists(table_name): + query = sql_text( + "SELECT EXISTS (SELECT 1 FROM information_schema.tables WHERE table_name=:table)" + ) + with db_eng.connect() as conn: + result = conn.execute(query, {"table": table_name}) + return result.scalar() + + +def check_df_columns(df): + table_columns = ['player_name', 'team', 'sportsbook', 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type'] + df_columns = df.columns.tolist() + return all(col in df_columns for col in table_columns) and len(df_columns) == len(table_columns) + +def __main__(table_name): + if not check_if_table_exists(table_name): + raise Exception(f"Table {table_name} does not exist.") + + dfs = [get_bettingpros_df(), get_prizepicks_df(), get_draftedge_df()] + for df in dfs: + if df.empty: + print("Skipping empty DataFrame...") + continue + if not check_df_columns(df): + raise Exception(f"df columns do not match WITH {table_name} attributes.") + + rows_inserted = append_to_postgres(df, table_name) + + if rows_inserted != len(df): + raise Exception(f"Verification Mismatch: DataFrame had {len(df)} rows but function reported {rows_inserted}.") + + print(f"Successfully appended {rows_inserted} records to {table_name} in postgres.") + + + +if __name__ == "__main__": + __main__('player_lines') diff --git a/src/sportsbook_webscraper_pipeline/airflow/dags/nba_props_dag.py b/src/sportsbook_webscraper_pipeline/airflow/dags/nba_props_dag.py new file mode 100644 index 0000000..3aa238a --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/airflow/dags/nba_props_dag.py @@ -0,0 +1,49 @@ +from airflow.models.dag import DAG +from airflow.providers.standard.operators.python import PythonOperator +from datetime import datetime, timedelta +import sys +import os +import logging + +API_SCRIPTS_PATH = os.path.abspath( + os.path.join(os.path.dirname(__file__), "../../airflow_pipeline/api_scripts") +) +if API_SCRIPTS_PATH not in sys.path: + sys.path.insert(0, API_SCRIPTS_PATH) + +# `# noqa: E402` tells the linter to ignore this specific rule here (need API_SCRIPTS_PATH before importing) +from migrate_to_postgres import __main__ as migrate_to_postgres_main # noqa: E402 + +default_args = { + 'owner': 'LineDancers', + 'depends_on_past': False, + 'start_date': datetime(2025, 11, 1), + 'email_on_failure': True, + 'email_on_retry': False, + 'retries': 3, + 'retry_delay': timedelta(minutes=5), +} + +dag = DAG( + dag_id='nba_sportsbook_pipeline', + default_args=default_args, + description='Daily NBA sportsbook data scraping and collection pipeline', + schedule="0 22 * * *", + catchup=False, + tags=['nba', 'betting', 'data-pipeline'], +) + +def migrate_to_postgres_task(): + table_name = 'player_lines' + migrate_to_postgres_main(table_name) + +task_migrate_to_postgres = PythonOperator( + task_id='migrate_to_postgres', + python_callable=migrate_to_postgres_task, + dag=dag, +) + +check = logging.getLogger(__name__) + +check.info("NBA props DAG initialized.") +check.debug("DAG file loaded successfully.") \ No newline at end of file diff --git a/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_bettingpros.py b/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_bettingpros.py new file mode 100644 index 0000000..8827a42 --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_bettingpros.py @@ -0,0 +1,241 @@ +import requests +import pandas as pd +from datetime import datetime +import sys +import time +import os + +BETTINGPROS_API_URL = os.getenv("BETTINGPROS_API_URL") +API_LIMIT = int(os.getenv("BETTINGPROS_LIMIT", 2000)) +API_TIMEOUT = int(os.getenv("API_TIMEOUT", 30)) +MAX_RETRIES = int(os.getenv("API_RETRIES", 5)) +RETRY_DELAY_MULT = int(os.getenv("API_RETRY_DELAY_MULTIPLIER", 2)) + +def fetch_nba_props(): + """Fetch NBA props from BettingPros API""" + url = BETTINGPROS_API_URL + + params = { + 'limit': API_LIMIT, + 'sport': 'NBA', + 'market_id': '', + 'event_id': '', + 'location': 'ALL', + 'sort': 'bet_rating', + 'include_events': 'true', + 'include_selections': 'false', + 'include_markets': 'true', + 'include_books': 'true' + } + + RETRIES = 5 + + for attempt in range(1, RETRIES + 1): + try: + response = requests.get(url, params=params, timeout=API_TIMEOUT) + response.raise_for_status() + return response.json() + except requests.exceptions.RequestException as e: + print(f"Attempt {attempt} failed: {e}", file=sys.stderr) + if attempt == RETRIES: + print("All retries failed.", file=sys.stderr) + return None + time.sleep(attempt * RETRY_DELAY_MULT) + +def parse_props(data): + """ + Parse BettingPros API response and extract standardized prop data. + Only includes base lines for single-player stats. + """ + if not data or 'props' not in data: + return [] + + parsed_props = [] + time_scraped = datetime.now().isoformat() + + # Create lookup dictionaries for events and markets + events_dict = {event['id']: event for event in data.get('events', [])} + markets_dict = {market['id']: market for market in data.get('markets', [])} + books_dict = {book['id']: book for book in data.get('books', [])} + + + for prop in data['props']: + try: + prop_type = prop.get('type', '') + if any(keyword in prop_type.lower() for keyword in ['combo', 'parlay', 'sgp', 'same game']): + continue + + market_id = prop.get('market_id') + market = markets_dict.get(market_id) + line_type = market.get('meta', {}).get('short_label') + line_type = line_type.replace(' + ', '+') + + participants = prop.get('participants', []) + if isinstance(participants, list) and len(participants) > 1: + continue + + # FILTER 3: Skip alternate lines (only keep main/standard lines) + is_alternate = prop.get('is_alternate', False) + is_main = prop.get('is_main', True) + + if is_alternate or not is_main: + continue + + # FILTER 4: Skip boosted or promotional lines + is_boosted = prop.get('is_boosted', False) + is_promo = prop.get('is_promotional', False) + + if is_boosted or is_promo: + continue + + # Get player info from participant + participant = prop.get('participant', {}) + player_info = participant.get('player', {}) + player_name = participant.get('name', '') + + # FILTER 5: Ensure we have a single player name + if not player_name: + continue + + # Check if player_name contains multiple players + if any(separator in player_name for separator in [' & ', ' and ', ' + ', ',']): + continue + + # Get team info + team = player_info.get('team', '') + + # Get event info + event_id = prop.get('event_id') + event = events_dict.get(event_id) + game_start = None + opponent_team = None + + if event: + game_start = event.get('scheduled', '') + + # Get home and away teams + visitor_id = event.get('visitor') + home_id = event.get('home') + participants_list = event.get('participants', []) + + visitor = next((p for p in participants_list if p['id'] == visitor_id), None) + home = next((p for p in participants_list if p['id'] == home_id), None) + + if visitor and home: + visitor_team = visitor.get('team', {}).get('abbreviation', '') + home_team = home.get('team', {}).get('abbreviation', '') + + # Determine opponent based on player's team + if team and visitor_team and home_team: + opponent_team = home_team if team == visitor_team else visitor_team + + # Get line info from consensus (base line) + over_info = prop.get('over', {}) + line_score = over_info.get('consensus_line') + + # Get book-specific lines if available + book_lines = prop.get('books', []) + + if book_lines: + # Process each sportsbook separately + for book_data in book_lines: + # FILTER 6: Skip books with promotional or alternate lines + book_is_alternate = book_data.get('is_alternate', False) + book_is_promo = book_data.get('is_promo', False) + + if book_is_alternate or book_is_promo: + continue + + book_id = book_data.get('book_id') + book_info = books_dict.get(book_id, {}) + sportsbook = book_info.get('name', 'Unknown') + + book_line = book_data.get('line') + + parsed_prop = { + 'player_name': player_name, + 'team': team, + 'sportsbook': sportsbook, + 'line_score': float(book_line) if book_line is not None else None, + 'game_start': game_start, + 'time_scraped': time_scraped, + 'opponent_team': opponent_team, + 'line_type': line_type, + } + + parsed_props.append(parsed_prop) + else: + # Use consensus line if no book-specific lines + parsed_prop = { + 'player_name': player_name, + 'team': team, + 'sportsbook': 'BettingPros', + 'line_score': float(line_score) if line_score is not None else None, + 'game_start': game_start, + 'time_scraped': time_scraped, + 'opponent_team': opponent_team, + 'line_type': line_type + } + + parsed_props.append(parsed_prop) + + except Exception as e: + print(f"Error processing prop: {e}", file=sys.stderr) + continue + + return parsed_props + +def get_bettingpros_df(): + """ + Fetch BettingPros data and return as DataFrame with standardized schema. + + Returns: + pd.DataFrame: DataFrame with columns ['player_name', 'team', 'sportsbook', + 'line_score', 'game_start', 'time_scraped', 'opponent_team'] + """ + try: + data = fetch_nba_props() + + if not data: + print("Warning: No data retrieved from BettingPros") + return pd.DataFrame(columns=['player_name', 'team', 'sportsbook', + 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type']) + + parsed_props = parse_props(data) + + if not parsed_props: + print("Warning: No props found after filtering") + return pd.DataFrame(columns=['player_name', 'team', 'sportsbook', + 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type']) + + # Convert to DataFrame with explicit column order + df = pd.DataFrame(parsed_props) + df = df[['player_name', 'team', 'sportsbook', 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type']] + + print(f"BettingPros: Successfully retrieved {len(df)} records") + return df + + except Exception as e: + print(f"Error fetching BettingPros data: {e}", file=sys.stderr) + return pd.DataFrame(columns=['player_name', 'team', 'sportsbook', + 'line_score', 'game_start', 'time_scraped', 'opponent_team','line_type']) + + + +def main(): + """ + Main execution function + """ + print("Fetching NBA player props from BettingPros...") + + # Fetch and parse data + df = get_bettingpros_df() + + print(df) + if df.empty: + print("No props found in response") + sys.exit(1) + + +if __name__ == "__main__": + main() diff --git a/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_draftedge.py b/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_draftedge.py new file mode 100644 index 0000000..527b579 --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_draftedge.py @@ -0,0 +1,192 @@ +import requests +import pandas as pd +from datetime import datetime +import sys +import os + +DRAFTEDGE_API = "https://draftedge.com/draftedge-data/nbaprops1.json" +API_TIMEOUT = int(os.getenv("API_TIMEOUT", 30)) + +def fetch_draftedge_data(): + """Fetch NBA props from DraftEdge API""" + try: + response = requests.get(DRAFTEDGE_API, timeout=API_TIMEOUT) + response.raise_for_status() + return response.json() + except requests.exceptions.RequestException as e: + print(f"Error fetching DraftEdge data: {e}", file=sys.stderr) + return None + +def parse_draftedge_props(data): + """ + Parse DraftEdge API response and extract standardized prop data. + Extracts all prop types (points, rebounds, assists, combos, etc.). + + Returns: + list: List of dictionaries with standardized schema + """ + if not data: + return [] + + parsed_props = [] + time_scraped = datetime.now().isoformat() + + for player_id, player_data in data.items(): + try: + # Get basic player info + player_name = player_data.get('Player') + team = player_data.get('DFS_Team') + opponent_team = player_data.get('Opp') + game_time = player_data.get('GameTime') + + # Skip if missing essential info + if not player_name or not team: + continue + + # Convert game time to ISO format if possible + game_start = None + if game_time: + try: + # Normalize spaces and remove any timezone abbreviation + clean_time = game_time.replace("EDT", "").replace("EST", "").strip() + # Expect format like "11-03 19:00" + current_year = datetime.now().year + parsed_dt = datetime.strptime(f"{current_year}-{clean_time}", "%Y-%m-%d %H:%M") + game_start = parsed_dt.isoformat() + except Exception: + # fallback: keep original string so we can inspect later + game_start = game_time + + # Get prop data + prop_data = player_data.get('PropData', {}) + + if not prop_data: + continue + + # Define sportsbooks that typically provide main lines only + # These books usually have 1-2 lines max and don't clutter with alternates + MAIN_LINE_BOOKS = { + 'fanduel', 'draftkings', 'betmgm', 'fanatics', + 'williamhill_us', 'betonlineag' + } + + # Map DraftEdge prop types to standardized line_type names + PROP_TYPE_MAPPING = { + 'PropPts': 'points', + 'PropReb': 'rebounds', + 'PropAst': 'assists', + 'PropFG3PM': '3-pointers', + 'PropPtsReb': 'points+rebounds', + 'PropPtsAst': 'points+assists', + 'PropPtsRebAst': 'points+rebounds+assists' + } + + # Process each prop type (points, rebounds, assists, etc.) + for prop_type_key, line_type in PROP_TYPE_MAPPING.items(): + props_list = prop_data.get(prop_type_key, []) + + if not props_list: + continue + + # Track unique lines per bookmaker for this stat type + bookmaker_lines = {} + + # Process each sportsbook's line for this stat + for prop in props_list: + bet_type = prop.get('BetType') + + # Only process "Over" lines (the line score is the same for Over/Under) + if bet_type != 'Over': + continue + + line_score = prop.get('Line') + bookmaker = prop.get('Bookmaker') + + # Skip if missing essential prop info + if line_score is None or not bookmaker: + continue + + # FILTER: Only include main line sportsbooks + if bookmaker.lower() not in MAIN_LINE_BOOKS: + continue + + # Track lines by bookmaker (use dict to avoid duplicates) + if bookmaker not in bookmaker_lines: + bookmaker_lines[bookmaker] = line_score + + # Create one row per bookmaker with their line for this stat type + for bookmaker, line_score in bookmaker_lines.items(): + # Format bookmaker name (capitalize first letter) + sportsbook = bookmaker.replace('_', ' ').title() + + parsed_prop = { + 'player_name': player_name, + 'team': team, + 'sportsbook': sportsbook, + 'line_score': float(line_score), + 'game_start': game_start, + 'time_scraped': time_scraped, + 'opponent_team': opponent_team, + 'line_type': line_type + } + + parsed_props.append(parsed_prop) + + except Exception as e: + print(f"Error processing player {player_id}: {e}", file=sys.stderr) + continue + + return parsed_props + +def get_draftedge_df(): + """ + Fetch DraftEdge data and return as DataFrame with standardized schema. + + Returns: + pd.DataFrame: DataFrame with columns ['player_name', 'team', 'sportsbook', + 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type'] + """ + try: + data = fetch_draftedge_data() + + if not data: + print("Warning: No data retrieved from DraftEdge") + return pd.DataFrame(columns=['player_name', 'team', 'sportsbook', + 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type']) + + parsed_props = parse_draftedge_props(data) + + if not parsed_props: + print("Warning: No props found after filtering") + return pd.DataFrame(columns=['player_name', 'team', 'sportsbook', + 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type']) + + # Convert to DataFrame with explicit column order + df = pd.DataFrame(parsed_props) + df = df[['player_name', 'team', 'sportsbook', 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type']] + + print(f"DraftEdge: Successfully retrieved {len(df)} records from {df['sportsbook'].nunique()} sportsbooks") + return df + + except Exception as e: + print(f"Error fetching DraftEdge data: {e}", file=sys.stderr) + return pd.DataFrame(columns=['player_name', 'team', 'sportsbook', + 'line_score', 'game_start', 'time_scraped', 'opponent_team', 'line_type']) + +def main(): + """ + Main execution function + """ + print("Fetching NBA player props from DraftEdge...") + + # Fetch and parse data + df = get_draftedge_df() + + print(df.head(20)) + + if df.empty: + print("No props found in response") + sys.exit(1) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_prizepicks.py b/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_prizepicks.py new file mode 100644 index 0000000..d1e26b1 --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/airflow_pipeline/api_scripts/fetch_prizepicks.py @@ -0,0 +1,143 @@ +import requests +import pandas as pd +from datetime import datetime +import sys +import os + +PRIZEPICKS_API = "https://api.prizepicks.com/projections" +API_TIMEOUT = int(os.getenv("API_TIMEOUT", 30)) + +NBA_TEAMS = { + 'ATL', 'BOS', 'BKN', 'BRK', 'CHA', 'CHI', 'CLE', 'DAL', 'DEN', 'DET', 'GSW', + 'HOU', 'IND', 'LAC', 'LAL', 'MEM', 'MIA', 'MIL', 'MIN', 'NOP', 'NYK', + 'OKC', 'ORL', 'PHI', 'PHX', 'POR', 'SAC', 'SAS', 'TOR', 'UTA', 'WAS' +} + +def get_prizepicks_data(): + """Fetch data from PrizePicks API""" + headers = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/118.0.0.0 Safari/537.36', + 'Accept': 'application/json', + 'Referer': 'https://app.prizepicks.com/', + 'Origin': 'https://app.prizepicks.com', + 'Host': 'api.prizepicks.com', + 'Sec-Fetch-Dest': 'empty', + 'Sec-Fetch-Mode': 'cors', + 'Sec-Fetch-Site': 'same-site', + } + + try: + response = requests.get(PRIZEPICKS_API, headers=headers, timeout=API_TIMEOUT) + response.raise_for_status() + return response.json() + except requests.exceptions.RequestException as e: + print(f"Error: {e}", file=sys.stderr) + return None + + +def filter_projections(data): + """Filter and standardize PrizePicks projections""" + if not data: + return [] + + projections = data.get('data', []) + included = data.get('included', []) + + players = {player['id']: player for player in included if player['type'] == 'new_player'} + leagues = {league["id"]: league for league in included if league["type"] == "league"} + + time_scraped = datetime.now().isoformat() + results = [] + + for proj in projections: + try: + attrs = proj.get('attributes', {}) + rels = proj.get('relationships', {}) + + # Check NBA league + league_id = rels.get('league', {}).get('data', {}).get('id') + if league_id: + league = leagues.get(league_id, {}) + if 'NBA' not in league.get('attributes', {}).get('name', '').upper(): + continue + + # Filter out special modes and non-base lines + if any([ + attrs.get('projection_type', '').lower() in ['goblin', 'demon', 'special', 'multiplier'], + any(k in attrs.get('board_name', '').lower() for k in ['goblin', 'demon', 'multiplier', 'combo', 'parlay']), + attrs.get('odds_type', '').lower() != 'standard', + attrs.get('is_promo', False), + attrs.get('is_boosted', False), + attrs.get('is_alternate', False) + ]): + continue + + # Get player info + player_id = rels.get('new_player', {}).get('data', {}).get('id') + if not player_id: + continue + + player_attrs = players.get(player_id, {}).get('attributes', {}) + player_name = player_attrs.get('name') or player_attrs.get('display_name') + team = player_attrs.get('team') + + # Validate single NBA player + if not player_name or team not in NBA_TEAMS: + continue + + if any(sep in player_name for sep in [' & ', ' and ', ' + ', ',']): + continue + + results.append({ + 'player_name': player_name, + 'team': team, + 'sportsbook': 'PrizePicks', + 'line_score': attrs.get('line_score'), + 'game_start': attrs.get('start_time'), + 'time_scraped': time_scraped, + 'opponent_team': attrs.get('description'), + 'line_type': attrs.get('stat_type') + }) + + except Exception: + continue + + return results + +def get_prizepicks_df(): + """ + Fetch PrizePicks NBA projections and return as DataFrame. + + Returns: + pd.DataFrame: Columns ['player_name', 'team', 'sportsbook', 'line_score', + 'line_type', 'game_start', 'time_scraped', 'opponent_team'] + """ + columns = ['player_name', 'team', 'sportsbook', 'line_score', + 'game_start', 'time_scraped', 'opponent_team', 'line_type'] + + try: + data = get_prizepicks_data() + if not data: + return pd.DataFrame(columns=columns) + + filtered = filter_projections(data) + if not filtered: + print("Warning: No NBA projections found") + return pd.DataFrame(columns=columns) + + df = pd.DataFrame(filtered)[columns] + print(f"PrizePicks: Retrieved {len(df)} NBA projections") + return df + + except Exception as e: + print(f"Error: {e}", file=sys.stderr) + return pd.DataFrame(columns=columns) + +def main(): + """Main execution""" + df = get_prizepicks_df() + if df.empty: + sys.exit(1) + +if __name__ == "__main__": + main() diff --git a/src/sportsbook_webscraper_pipeline/docker-compose.yml b/src/sportsbook_webscraper_pipeline/docker-compose.yml new file mode 100644 index 0000000..8bee6f0 --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/docker-compose.yml @@ -0,0 +1,64 @@ +version: "3.9" + +services: + postgres: + image: postgres:15 + restart: always + environment: + POSTGRES_USER: ${POSTGRES_USER} + POSTGRES_PASSWORD: ${POSTGRES_PASSWORD} + POSTGRES_DB: ${POSTGRES_DB} + volumes: + - postgres_data:/var/lib/postgresql/data + ports: + - "${POSTGRES_EXTERNAL_PORT}:5432" + + airflow: + build: . + depends_on: + - postgres + restart: always + environment: + DB_USERNAME=${POSTGRES_USER} + DB_PASSWORD=${POSTGRES_PASSWORD} + DB_HOST=postgres + DB_PORT=5432 + DB_NAME=${POSTGRES_DB} + + AIRFLOW__CORE__EXECUTOR=SequentialExecutor + AIRFLOW__CORE__LOAD_EXAMPLES=False + AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION=False + + AIRFLOW__WEBSERVER__AUTHENTICATE=True + AIRFLOW__SIMPLE_AUTH_MANAGER__ADMIN_USERNAME=${AIRFLOW_ADMIN_USERNAME} + AIRFLOW__SIMPLE_AUTH_MANAGER__ADMIN_PASSWORD=${AIRFLOW_ADMIN_PASSWORD} + + BETTINGPROS_API_URL= ${BETTINGPROS_API_URL} + BETTINGPROS_LIMIT= 2000 + API_TIMEOUT= 30 + API_RETRIES= 5 + API_RETRY_DELAY_MULTIPLIER= 2 + + ports: + - "${AIRFLOW_PORT}:8080" + volumes: + - ./airflow/dags:/opt/airflow/dags:ro + - ./airflow_pipeline:/opt/airflow/airflow_pipeline:ro + + db-migrate: + image: postgres:15 + depends_on: + - postgres + restart: "no" + environment: + PGPASSWORD: ${POSTGRES_PASSWORD} + volumes: + - ./sql:/sql:ro + entrypoint: ["/bin/bash","-lc"] + command: > + psql -h postgres -U ${POSTGRES_USER} -d ${POSTGRES_DB} -f /sql/up.sql + profiles: ["migrate"] + + +volumes: + postgres_data: diff --git a/src/sportsbook_webscraper_pipeline/sql/down.sql b/src/sportsbook_webscraper_pipeline/sql/down.sql new file mode 100644 index 0000000..d27e1bd --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/sql/down.sql @@ -0,0 +1,2 @@ +/* don't really need this, but just in case (don't want to delete existing data) +DROP TABLE IF EXISTS player_lines; */ \ No newline at end of file diff --git a/src/sportsbook_webscraper_pipeline/sql/up.sql b/src/sportsbook_webscraper_pipeline/sql/up.sql new file mode 100644 index 0000000..0975715 --- /dev/null +++ b/src/sportsbook_webscraper_pipeline/sql/up.sql @@ -0,0 +1,16 @@ +/* docker compose --profile migrate run --rm db-migrate */ + +CREATE TABLE IF NOT EXISTS player_lines ( + id BIGSERIAL PRIMARY KEY, + + player_name TEXT NOT NULL, + team TEXT, + sportsbook TEXT NOT NULL, + + line_score DOUBLE PRECISION, + game_start TIMESTAMPTZ, + time_scraped TIMESTAMPTZ NOT NULL DEFAULT NOW(), + + opponent_team 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