> AI agents: this is one page from PostHog's docs. Full index of Markdown docs for LLMs: https://posthog.com/llms.txt # PostHog Python SDK **SDK Version:** 7.60.1 Integrate PostHog into any python application. ## Categories - Initialization - Identification - Capture - Error Tracking - Feature flags - Tracing - Contexts - Events - Client management ## PostHog This is the SDK reference for the PostHog Python SDK. You can learn more about example usage in the [Python SDK documentation](/docs/libraries/python). You can also follow [Flask](/docs/libraries/flask) and [Django](/docs/libraries/django) guides to integrate PostHog into your project. For long-running applications, create one client during application startup and reuse it for the lifetime of the process. This keeps background queues predictable and makes shutdown flushing straightforward. Multiple clients are still supported for intentional multi-project or multi-host setups. ### Initialization methods #### Client() **Release Tag:** public Initialize a new PostHog client instance. ### Parameters - **`project_api_key?`** (`str`) - PostHog project API key/token. - **`host`** (`any`) - PostHog host. Defaults to the US ingestion endpoint when not set. App hosts such as ``https://us.posthog.com`` are mapped to the corresponding ingestion host. - **`debug`** (`bool`) - Enable verbose SDK logging and re-raise errors from public API methods. - **`max_queue_size`** (`int`) - Maximum number of events buffered before upload. - **`send`** (`bool`) - If False, queueing succeeds but events are not sent. - **`on_error`** (`any`) - Optional callback invoked by background consumers when an upload fails. Keep it short and non-blocking. Calling lifecycle methods directly is safe and deferred, but do not start another thread or task that calls ``flush()``, ``join()``, or ``shutdown()`` and then wait for it from the callback. - **`flush_at`** (`int`) - Number of queued events that triggers a batch upload. - **`flush_interval`** (`float`) - Maximum seconds a background consumer waits before flushing a partial batch. - **`gzip`** (`bool`) - Whether to gzip event upload payloads. - **`max_retries`** (`int`) - Number of upload retries. Values below 0 are treated as 0. - **`sync_mode`** (`bool`) - If True, send each event synchronously instead of using background worker threads. This blocks the calling thread; in asyncio applications such as FastAPI, use ``AsyncPosthog`` instead. - **`timeout`** (`int`) - HTTP request timeout in seconds for event uploads. - **`thread`** (`int`) - Number of background consumer threads. - **`poll_interval`** (`int`) - Seconds between local feature flag definition refreshes. - **`personal_api_key`** (`any`) - Deprecated alias for ``secret_key``. Still honored for backwards compatibility; prefer ``secret_key``, which also accepts a Project Secret API Key. - **`disabled`** (`bool`) - If True, disable captures and API requests. Useful in tests. - **`disable_geoip`** (`bool`) - Whether to disable server-side GeoIP enrichment. Defaults to True. - **`is_server`** (`bool`) - Whether events are emitted from a server-side runtime. Defaults to True; set to False when using the SDK as a client/CLI so the device OS is attributed to the person normally. - **`historical_migration`** (`bool`) - Mark events as historical migration imports. - **`feature_flags_request_timeout_seconds`** (`int`) - Timeout in seconds for feature flag and remote config requests. - **`feature_flags_request_max_retries`** (`int`) - Number of retries for feature flag requests after network, transport, or timeout failures. Defaults to 1. Set to 0 to disable retries. - **`super_properties`** (`any`) - Properties merged into every captured event. - **`enable_exception_autocapture`** (`bool`) - Automatically capture uncaught exceptions. - **`log_captured_exceptions`** (`bool`) - Also log exceptions captured by error tracking. - **`project_root`** (`any`) - Root path used to determine in-app stack frames for captured exceptions. Defaults to the current working directory. - **`privacy_mode`** (`bool`) - For AI observability, capture usage metadata without prompt inputs or outputs. - **`before_send`** (`any`) - Optional callback that can modify or drop events before upload. Return ``None`` to drop an event. - **`flag_fallback_cache_url`** (`any`) - Optional feature flag fallback cache URL, such as ``memory://local/?ttl=300&size=10000`` or a Redis URL. - **`enable_local_evaluation`** (`bool`) - Whether to poll feature flag definitions for local evaluation when a personal API key is configured. - **`flag_definition_cache_provider?`** (`FlagDefinitionCacheProvider`) - Optional external cache provider for sharing feature flag definitions across workers. - **`capture_exception_code_variables`** (`bool`) - Capture local variable values on exception stack frames. - **`code_variables_mask_patterns`** (`any`) - Variable-name patterns to mask when capturing code variables. - **`code_variables_ignore_patterns`** (`any`) - Variable-name patterns to omit when capturing code variables. - **`code_variables_mask_url_credentials`** (`any`) - Scrub credentials embedded in URLs/DSNs (e.g. ``user:pass@host``) from captured code variables, regardless of the surrounding variable name. Defaults to True. - **`code_variables_detect_secrets`** (`any`) - Last-resort entropy-based detection that redacts high-entropy secret-looking values (API keys, tokens, strong passwords) sitting in innocuously-named variables, after the name and URL checks. Skips structured ids (UUIDs, ObjectIds, hashes). Defaults to True. - **`in_app_modules`** (`UnionType[list[str], any]`) - Module/package prefixes treated as in-app frames in captured exceptions. - **`enable_exception_autocapture_rate_limiting`** (`bool`) - Rate limit autocaptured exceptions client-side with a token bucket per exception type. Disabled by default. - **`exception_autocapture_bucket_size`** (`int`) - Maximum burst of autocaptured exceptions allowed per exception type (token bucket size, clamped to 0-100). - **`exception_autocapture_refill_rate`** (`int`) - Tokens restored per refill interval for each exception type's bucket. - **`exception_autocapture_refill_interval_seconds`** (`int`) - Seconds between token refills for autocaptured exception rate limiting. - **`capture_mode`** (`CaptureMode`) - Capture wire protocol to use. Defaults to ``CaptureMode.V0`` (legacy ``/batch/``). Set ``CaptureMode.V1`` (or pass the string ``"v1"``) to opt into ``/i/v1/analytics/events``. When omitted, the ``POSTHOG_CAPTURE_MODE`` env var is consulted, then ``V0``. - **`capture_compression`** (`CaptureCompression`) - Request-body compression for capture-v1 uploads (ignored in V0, which uses ``gzip``). ``CaptureCompression.GZIP`` or ``DEFLATE`` (or the strings ``"gzip"``/``"deflate"``). When omitted, the ``POSTHOG_CAPTURE_COMPRESSION`` env var is consulted, then the legacy ``gzip`` flag, then no compression. - **`secret_key`** (`any`) - A Personal API Key or Project Secret API Key, used to authenticate local feature flag evaluation, remote config payloads, and decrypted flag payloads. Example:: posthog.Client(project_api_key, secret_key="phx_...") - **`metrics?`** (`dict`) - **`enable_full_ai_capture`** (`bool`) - Route PostHog AI wrapper events through the dedicated AI capture endpoint and capture full AI content: skips string truncation and passes media (base64/data URIs) through unredacted. ``privacy_mode`` always wins. Defaults to False. - **`capture_trace_context`** (`bool`) - When OpenTelemetry is installed and a valid span is active at capture time, add its trace and span IDs as ``$trace_id`` and ``$span_id`` properties to events captured with ``capture()`` and ``capture_ai()``, so they can be correlated with backend traces. Explicit ``$trace_id``/``$span_id`` values passed in ``properties`` win. Exception events (``capture_exception``) always attach these IDs regardless of this setting. Defaults to False. - **`_use_ai_lane`** (`bool`) - **`_enable_multimodal_capture`** (`bool`) - **`traces?`** (`dict`) - Config dict for distributed tracing: ``service_name``, ``service_version``, ``environment``, ``resource_attributes``, ``flush_interval`` (5 s), ``max_queue_size`` (2048), ``max_export_batch_size`` (512), ``max_live_spans`` (10000), ``max_span_age`` (3600 s), ``max_attributes_per_span`` (128), ``max_events_per_span`` (128), ``max_attribute_value_length`` (8192). ``before_span_send`` is a callable, or a list run in order, that receives each finished span as a dict (``trace_id``, ``span_id`` and ``parent_span_id`` are read-only) and returns it, edited, or ``None`` to drop it; a hook that raises drops the span. Tracing is off until this is provided. Spans export on a background timer even with ``sync_mode``; serverless handlers should call ``flush()`` before returning. Defaults to None. ### Returns - `None` ### Examples ```python from posthog import Posthog posthog = Posthog('', host='') ``` --- ### Identification methods #### alias() **Release Tag:** public Create an alias between two distinct IDs. ### Parameters - **`previous_id?`** (`Number`) - The previous distinct ID. Required - the call is dropped with a warning if it is missing or empty. - **`distinct_id?`** (`str`) - The new distinct ID to alias to. Falls back to the context distinct ID; the call is dropped with a warning if neither is available. - **`timestamp`** (`datetime`) - The timestamp of the event. UTC is preferred; non-UTC datetimes and parseable ISO timestamp strings are converted to UTC. - **`uuid?`** (`str`) - A unique identifier for the event. If provided, it must be a valid UUID string or uuid.UUID instance; invalid values are ignored and replaced with a newly generated UUID. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this event. ### Returns - `Optional[str]` ### Examples ```python posthog.alias(previous_id='distinct_id', distinct_id='alias_id') ``` --- #### group_identify() **Release Tag:** public Identify a group and set its properties. ### Parameters - **`group_type?`** (`str`) - The type of group (e.g., 'company', 'team'). Required - the call is dropped with a warning if it is missing or empty. - **`group_key?`** (`str`) - The unique identifier for the group. Required - the call is dropped with a warning if it is missing or empty. - **`properties?`** (`dict[str, Any]`) - A dictionary of properties to set on the group. - **`timestamp`** (`datetime`) - The timestamp of the event. UTC is preferred; non-UTC datetimes and parseable ISO timestamp strings are converted to UTC. - **`uuid`** (`str`) - A unique identifier for the event. If provided, it must be a valid UUID string or uuid.UUID instance; invalid values are ignored and replaced with a newly generated UUID. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this event. - **`distinct_id`** (`Number`) - The distinct ID of the user performing the action. ### Returns - `Optional[str]` ### Examples ```python posthog.group_identify('company', 'company_id_in_your_db', { 'name': 'Awesome Inc.', 'employees': 11 }) ``` --- #### set() **Release Tag:** public Set properties on a person profile. ### Parameters - **`kwargs?`** (`Unpack[OptionalSetArgs]`) ### Returns - `Optional[str]` ### Examples ```python # Set with distinct id posthog.set(distinct_id='user123', properties={'name': 'Max Hedgehog'}) ``` --- #### set_once() **Release Tag:** public Set properties on a person profile only if they haven't been set before. ### Parameters - **`kwargs?`** (`Unpack[OptionalSetArgs]`) ### Returns - `Optional[str]` ### Examples ```python posthog.set_once(distinct_id='user123', properties={'initial_signup_date': '2024-01-01'}) ``` --- ### Capture methods #### capture() **Release Tag:** public Captures an event manually. [Learn about capture best practices](https://posthog.com/docs/product-analytics/capture-events) ### Parameters - **`event?`** (`str`) - The event name to capture. - **`kwargs?`** (`Unpack[OptionalCaptureArgs]`) ### Returns - `Optional[str]` ### Examples #### Anonymous event ```python # Anonymous event posthog.capture('some-anon-event') ``` #### Context usage ```python # Context usage from posthog import identify_context, new_context with new_context(): identify_context('distinct_id_of_the_user') posthog.capture('user_signed_up') posthog.capture('user_logged_in') posthog.capture('some-custom-action', distinct_id='distinct_id_of_the_user') ``` #### Set event properties ```python # Set event properties posthog.capture( "user_signed_up", distinct_id="distinct_id_of_the_user", properties={ "login_type": "email", "is_free_trial": "true" } ) ``` #### Page view event ```python # Page view event posthog.capture('$pageview', distinct_id="distinct_id_of_the_user", properties={'$current_url': 'https://example.com'}) ``` --- #### capture_ai() **Release Tag:** public Capture an AI event on the dedicated AI capture endpoint. Beta: the signature is stable; operational limits (per-event size cap, batching, endpoint) may change without notice. Takes the same arguments and returns the same value as `capture()`: the event UUID, or None when the event was not admitted (disabled client, or dropped by `before_send`). The event is queued on an isolated AI lane with its own consumer pool and a higher per-event size cap, posting to the dedicated AI ingestion endpoint. The payload is sent as given — no redaction or truncation is applied here. ### Parameters - **`event?`** (`str`) - **`kwargs?`** (`Unpack[OptionalCaptureArgs]`) ### Returns - `Optional[str]` --- ### Error Tracking methods #### capture_exception() **Release Tag:** public Capture an exception for error tracking. When OpenTelemetry is installed and a valid span is active, its trace and span IDs are added as ``$trace_id`` and ``$span_id`` event properties. ### Parameters - **`exception?`** (`BaseException`) - The exception to capture. - **`kwargs?`** (`Unpack[OptionalCaptureArgs]`) ### Returns - `Optional[str]` ### Examples ```python try: # Some code that might fail pass except Exception as e: posthog.capture_exception(e, 'user_distinct_id', properties=additional_properties) ``` --- ### Feature flags methods #### evaluate_flags() **Release Tag:** public Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to :meth:`capture` via the ``flags`` option so events carry the exact flag values the code branched on. Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` — it consolidates flag evaluation into a single ``/flags`` request per incoming request. Local evaluation is transparent: when the poller resolves a flag, the snapshot's ``$feature_flag_called`` events are tagged ``locally_evaluated=True`` and reason ``"Evaluated locally"``. ### Parameters - **`distinct_id`** (`Number`) - The user's distinct ID. If ``None``, falls back to the context distinct_id. If still unresolvable, returns an empty snapshot. - **`groups?`** (`Mapping[str, Union[str, int]]`) - Mapping of group type to group key. - **`person_properties?`** (`dict[str, Any]`) - Person properties to use for evaluation. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - Group properties keyed by group type. - **`only_evaluate_locally`** (`bool`) - If True, never fall back to remote evaluation — flags that can't be evaluated locally are simply omitted from the snapshot. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup. - **`flag_keys?`** (`list[str]`) - Optional list that scopes local evaluation, the underlying ``/flags`` request, and the returned snapshot. When omitted or ``None``, all flags are evaluated. An empty list returns an empty snapshot without evaluating flags. A requested key absent from loaded local definitions is included in one remote fallback per ``evaluate_flags`` call unless ``only_evaluate_locally`` is True. If the server also does not know the key, it is omitted from the snapshot. - **`device_id?`** (`str`) - Optional device ID override. If not provided, falls back to the context device_id (which may be set via tracing headers). Used by experience-continuity flags to match users across distinct_id changes. ### Returns - `FeatureFlagEvaluations` ### Examples ```python flags = posthog.evaluate_flags( "user_123", person_properties={"plan": "enterprise"}, ) if flags.is_enabled("new-dashboard"): render_new_dashboard() posthog.capture("page_viewed", distinct_id="user_123", flags=flags) ``` --- #### feature_enabled() **Release Tag:** public Check if a feature flag is enabled for a user. ### Parameters - **`key?`** (`str`) - The feature flag key. - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`only_evaluate_locally`** (`bool`) - Whether to only evaluate locally. - **`send_feature_flag_events`** (`bool`) - Whether to send feature flag events. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `Optional[bool]` ### Examples ```python is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user') if is_my_flag_enabled: # Do something differently for this user # Optional: fetch the payload matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user') ``` --- #### feature_flag_definitions() **Release Tag:** public Return feature flag definitions loaded for local evaluation. Returns: The currently loaded feature flag definitions, or ``None`` before local evaluation has loaded definitions. ### Returns - `None` --- #### get_all_flags() **Release Tag:** public Get all feature flags for a user. ### Parameters - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`only_evaluate_locally`** (`bool`) - Whether to only evaluate locally. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`flag_keys_to_evaluate?`** (`list[str]`) - A list of specific flag keys to evaluate. If provided, only these flags will be evaluated, improving performance. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `Optional[dict[str, Union[bool, str]]]` ### Examples ```python posthog.get_all_flags('distinct_id_of_your_user') ``` --- #### get_all_flags_and_payloads() **Release Tag:** public Get all feature flags and their payloads for a user. ### Parameters - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`only_evaluate_locally`** (`bool`) - Whether to only evaluate locally. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`flag_keys_to_evaluate?`** (`list[str]`) - A list of specific flag keys to evaluate. If provided, only these flags will be evaluated, improving performance. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `FlagsAndPayloads` ### Examples ```python posthog.get_all_flags_and_payloads('distinct_id_of_your_user') ``` --- #### get_feature_flag() **Release Tag:** public Get multivariate feature flag value for a user. ### Parameters - **`key?`** (`str`) - The feature flag key. - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`only_evaluate_locally`** (`bool`) - Whether to only evaluate locally. - **`send_feature_flag_events`** (`bool`) - Whether to send feature flag events. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `Union[bool, str, any]` ### Examples ```python enabled_variant = posthog.get_feature_flag('flag-key', 'distinct_id_of_your_user') if enabled_variant == 'variant-key': # replace 'variant-key' with the key of your variant # Do something differently for this user # Optional: fetch the payload matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user') ``` --- #### get_feature_flag_evaluation_runtime() **Release Tag:** public Return where a locally loaded feature flag is meant to be evaluated. ### Parameters - **`key?`** (`str`) - The feature flag key. ### Returns - `Optional[FeatureFlagEvaluationRuntime]` ### Examples ```python from posthog import FeatureFlagEvaluationRuntime runtime = posthog.get_feature_flag_evaluation_runtime("my-flag") if runtime is FeatureFlagEvaluationRuntime.SERVER: ... ``` --- #### get_feature_flag_keys_by_evaluation_runtime() **Release Tag:** public Return the keys of locally loaded flags that a runtime can evaluate. A flag set to ``FeatureFlagEvaluationRuntime.ALL`` suits either runtime, so it is returned for ``CLIENT`` and for ``SERVER``, and asking for ``ALL`` returns every loaded flag. Use this to decide which flags to hand to a browser when a backend serves flags to its own frontend. ### Parameters - **`evaluation_runtime?`** (`FeatureFlagEvaluationRuntime`) - The runtime to match, as a ``FeatureFlagEvaluationRuntime`` or its string value. ### Returns - `list[str]` ### Examples ```python from posthog import FeatureFlagEvaluationRuntime client_keys = posthog.get_feature_flag_keys_by_evaluation_runtime( FeatureFlagEvaluationRuntime.CLIENT ) ``` --- #### get_feature_flag_payload() **Release Tag:** public Get the payload for a feature flag. ### Parameters - **`key?`** (`str`) - The feature flag key. - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`match_value`** (`bool`) - The specific flag value to get payload for. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`only_evaluate_locally`** (`bool`) - Whether to only evaluate locally. - **`send_feature_flag_events`** (`bool`) - Deprecated. Use get_feature_flag() instead if you need events. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `Optional[object]` ### Examples ```python is_my_flag_enabled = posthog.feature_enabled('flag-key', 'distinct_id_of_your_user') if is_my_flag_enabled: # Do something differently for this user # Optional: fetch the payload matched_flag_payload = posthog.get_feature_flag_payload('flag-key', 'distinct_id_of_your_user') ``` --- #### get_feature_flags_and_payloads() **Release Tag:** public Get feature flags and payloads for a user. ### Parameters - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`flag_keys_to_evaluate?`** (`list[str]`) - A list of specific flag keys to evaluate. If provided, only these flags will be evaluated, improving performance. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `FlagsAndPayloads` ### Examples ```python result = posthog.get_feature_flags_and_payloads('') ``` --- #### get_feature_payloads() **Release Tag:** public Get feature flag payloads for a user, preserving valid serialized JSON. ### Parameters - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`flag_keys_to_evaluate?`** (`list[str]`) - A list of specific flag keys to evaluate. If provided, only these flags will be evaluated, improving performance. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `dict[str, Optional[str]]` ### Examples ```python payloads = posthog.get_feature_payloads('') ``` --- #### get_feature_variants() **Release Tag:** public Get feature flag variants for a user. ### Parameters - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`flag_keys_to_evaluate?`** (`list[str]`) - A list of specific flag keys to evaluate. If provided, only these flags will be evaluated, improving performance. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `dict[str, Union[bool, str]]` --- #### get_flags_decision() **Release Tag:** public Get feature flags decision. ### Parameters - **`distinct_id`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`flag_keys_to_evaluate?`** (`list[str]`) - A list of specific flag keys to evaluate. If provided, only these flags will be evaluated, improving performance. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `FlagsResponse` ### Examples ```python decision = posthog.get_flags_decision('user123') ``` --- #### get_remote_config_payload() **Release Tag:** public Get the payload for a remote config feature flag. ### Parameters - **`key?`** (`str`) - The remote config feature flag key. ### Returns - `None` --- #### load_feature_flags() **Release Tag:** public Load feature flags for local evaluation. ### Returns - `None` ### Examples ```python posthog.load_feature_flags() ``` --- ### Other methods #### flush() **Release Tag:** public Force a flush from the internal queue to the server. Do not use directly, call `shutdown()` instead. ### Parameters - **`timeout_seconds?`** (`float`) - Maximum seconds to wait for the queue to flush. Defaults to 10 seconds. Pass ``None`` to wait indefinitely. Queued spans are sent at the same time, within the same ### Returns - `any` ### Examples ```python posthog.capture('event_name') posthog.flush() # Ensures the event is sent immediately ``` --- #### get_feature_flag_result() **Release Tag:** public Get a FeatureFlagResult object which contains the flag result and payload for a key by evaluating locally or remotely depending on whether local evaluation is enabled and the flag can be locally evaluated. This also captures the `$feature_flag_called` event unless `send_feature_flag_events` is `False`. ### Parameters - **`key?`** (`str`) - The feature flag key. - **`distinct_id?`** (`Number`) - The distinct ID of the user. - **`groups?`** (`Mapping[str, Union[str, int]]`) - A dictionary of group information. - **`person_properties?`** (`dict[str, Any]`) - A dictionary of person properties. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - A dictionary of group properties. - **`only_evaluate_locally`** (`bool`) - Whether to only evaluate locally. - **`send_feature_flag_events`** (`bool`) - Whether to send feature flag events. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP for this request. - **`device_id?`** (`str`) - The device ID for this request. ### Returns - `Optional[FeatureFlagResult]` ### Examples ```python flag_result = posthog.get_feature_flag_result('flag-key', 'distinct_id_of_your_user') if flag_result and flag_result.get_value() == 'variant-key': # Do something differently for this user # Optional: fetch the payload matched_flag_payload = flag_result.payload ``` --- #### join() **Release Tag:** public Attempt to process queued events and end the consumer threads. Do not use directly, call `shutdown()` instead. Failed or undrainable events may be dropped and reported through logging or ``on_error``; returning does not guarantee server receipt. Lifecycle cleanup is attempted once, and cleanup failures are logged without retry. ### Returns - `any` ### Examples ```python posthog.join() ``` --- #### shutdown() **Release Tag:** public Flush all messages and cleanly shutdown the client. Call this before the process ends in serverless environments to avoid data loss. Normally this method blocks until queued events have been attempted and cleanup finishes. Failed or undrainable events may be dropped and reported through logging or ``on_error``; returning does not guarantee server receipt. Queued spans get one final flush of up to 30 s (plus a request already in flight); any it cannot send are discarded with a warning, as are spans still open. Lifecycle cleanup is attempted once, and cleanup failures are logged without retry. When called directly from an SDK callback such as ``on_error``, shutdown is deferred to avoid blocking the worker that invoked the callback. If the callback must coordinate a blocking shutdown, have it signal an application-owned thread and return before that thread calls shutdown. Do not wait inside the callback for another thread or task that calls a lifecycle method. ### Returns - `any` ### Examples ```python posthog.shutdown() ``` --- ### Tracing methods #### get_active_span() **Release Tag:** public The span that is active in the current context, or ``None``. Alpha. Only entering a span (``with posthog.start_span(...) as span:``) makes it active; a span started manually is not. Use it to propagate the trace to the next service: ``span.traceparent()`` is the header value. ### Returns - `Optional[Span]` ### Examples ```python span = posthog.get_active_span() if span is not None: headers["traceparent"] = span.traceparent() ``` --- #### start_span() **Release Tag:** public Start a span for distributed tracing. Alpha. Returns a span handle. Use it as a context manager to make it the active span for the block and end it on exit (recording a raised exception on the way out); or call ``end()`` yourself for a span that cannot wrap a block. Spans started inside the block nest under it automatically. Always returns a usable handle, even when tracing is off, so calling code never branches. ### Parameters - **`name?`** (`str`) - A low-cardinality operation name, e.g. ``GET /users/:id``. Variable values belong in attributes, not the name. - **`kind?`** (`str`) - ``internal`` (default), ``server``, ``client``, ``producer`` or ``consumer``. - **`attributes?`** (`Mapping[str, Any]`) - Initial attributes. - **`parent`** (`Span`) - A span handle, or an inbound W3C ``traceparent`` header value to continue a remote trace. Defaults to the active span. A forked child starts with no active span; pass the parent span to continue a trace across a fork. - **`tracestate?`** (`str`) - The inbound ``tracestate`` header accompanying a ``traceparent`` string ``parent``; preserved and propagated. - **`start_time`** (`datetime`) - A ``datetime`` or epoch seconds, to backdate the span. ### Returns - `Span` ### Examples ```python posthog = Posthog("", traces={"service_name": "checkout-api"}) with posthog.start_span("POST /checkout", parent=request.headers.get("traceparent")) as span: span.set_attribute("plan", user.plan) with posthog.start_span("db.query", kind="client"): ... outgoing_headers = {"traceparent": span.traceparent()} ``` --- ### Contexts methods #### get_tags() **Release Tag:** public Get all tags from the current context. Returns: Dict of all tags in the current context. ### Returns - `dict[str, Any]` --- #### identify_context() **Release Tag:** public Identify the current context with a distinct ID. ### Parameters - **`distinct_id?`** (`str`) - The distinct ID to associate with the current context and its children. ### Returns - `any` --- #### new_context() **Release Tag:** public Create a new context for managing shared state. Learn more about [contexts](/docs/libraries/python#contexts). ### Parameters - **`fresh`** (`bool`) - Whether to create a fresh context that doesn't inherit from parent. - **`capture_exceptions?`** (`bool`) - Whether to automatically capture exceptions in this context. If omitted, defaults to this client's exception autocapture setting. ### Returns - `None` ### Examples ```python with client.new_context(): client.identify_context('') client.capture('event_name') ``` --- #### scoped() **Release Tag:** public Decorator that creates a new context for the wrapped function using this client. ### Parameters - **`fresh`** (`bool`) - Whether to create a fresh context that doesn't inherit from parent. - **`capture_exceptions?`** (`bool`) - Whether to automatically capture exceptions in this context. If omitted, defaults to this client's exception autocapture setting. ### Returns - `None` --- #### set_context_device_id() **Release Tag:** public Set the device ID for the current context. ### Parameters - **`device_id?`** (`str`) - The device ID to associate with the current context and its children. ### Returns - `any` --- #### set_context_session() **Release Tag:** public Set the session ID for the current context. ### Parameters - **`session_id?`** (`str`) - The session ID to associate with the current context and its children. ### Returns - `any` --- #### tag() **Release Tag:** public Add a tag to the current context. ### Parameters - **`name?`** (`str`) - The tag key. - **`value?`** (`Any`) - The tag value. ### Returns - `any` --- ## PostHog Module Functions Global functions available in the PostHog module ### Identification methods #### alias() **Release Tag:** public Associate user behaviour before and after they e.g. register, login, or perform some other identifying action. **Notes:** To marry up whatever a user does before they sign up or log in with what they do after you need to make an alias call. This will allow you to answer questions like "Which marketing channels leads to users churning after a month?" or "What do users do on our website before signing up?". Particularly useful for associating user behaviour before and after they e.g. register, login, or perform some other identifying action. ### Parameters - **`previous_id?`** (`Number`) - The unique ID of the user before - **`distinct_id?`** (`str`) - The current unique id - **`timestamp`** (`datetime`) - Optional timestamp for the event. UTC is preferred; non-UTC datetimes and parseable ISO timestamp strings are converted to UTC. - **`uuid?`** (`str`) - Optional UUID for the event - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup ### Returns - `Optional[str]` ### Examples ```python # Alias user from posthog import alias alias(previous_id='distinct_id', distinct_id='alias_id') ``` --- #### group_identify() **Release Tag:** public Set properties on a group. ### Parameters - **`group_type?`** (`str`) - Type of your group. Required - the call is dropped with a warning if it is missing or empty. - **`group_key?`** (`str`) - Unique identifier of the group. Required - the call is dropped with a warning if it is missing or empty. - **`properties?`** (`dict[str, Any]`) - Properties to set on the group - **`timestamp`** (`datetime`) - Optional timestamp for the event. UTC is preferred; non-UTC datetimes and parseable ISO timestamp strings are converted to UTC. - **`uuid?`** (`str`) - Optional UUID for the event - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup - **`distinct_id`** (`Number`) - Optional distinct ID of the user performing the action ### Returns - `Optional[str]` ### Examples ```python # Group identify from posthog import group_identify group_identify('company', 'company_id_in_your_db', { 'name': 'Awesome Inc.', 'employees': 11 }) ``` --- #### identify_context() **Release Tag:** public Identify the current context with a distinct ID. ### Parameters - **`distinct_id?`** (`str`) - The distinct ID to associate with the current context and its children ### Returns - `None` ### Examples ```python from posthog import identify_context identify_context("user_123") ``` --- #### set() **Release Tag:** public Set properties on a user record. **Notes:** This will overwrite previous people property values. Generally operates similar to `capture`, with distinct_id being an optional argument, defaulting to the current context's distinct ID. If there is no context-level distinct ID, and no override distinct_id is passed, this function will do nothing. Context tags are folded into $set properties, so tagging the current context and then calling `set` will cause those tags to be set on the user (unlike capture, which causes them to just be set on the event). ### Parameters - **`kwargs?`** (`Unpack[OptionalSetArgs]`) ### Returns - `Optional[str]` ### Examples ```python # Set person properties from posthog import set set(distinct_id='distinct_id', properties={'name': 'Max Hedgehog'}) ``` --- #### set_once() **Release Tag:** public Set properties on a user record, only if they do not yet exist. **Notes:** This will not overwrite previous people property values, unlike `set`. Otherwise, operates in an identical manner to `set`. ### Parameters - **`kwargs?`** (`Unpack[OptionalSetArgs]`) ### Returns - `Optional[str]` ### Examples ```python # Set property once from posthog import set_once set_once(distinct_id='distinct_id', properties={'initial_url': '/blog'}) ``` --- ### Events methods #### capture() **Release Tag:** public Capture anything a user does within your system. **Notes:** Capture allows you to capture anything a user does within your system, which you can later use in PostHog to find patterns in usage, work out which features to improve or where people are giving up. A capture call requires an event name to specify the event. We recommend using [verb] [noun], like `movie played` or `movie updated` to easily identify what your events mean later on. Capture takes a number of optional arguments, which are defined by the `OptionalCaptureArgs` type. ### Parameters - **`event?`** (`str`) - The event name to specify the event **kwargs: Optional arguments including: - **`kwargs?`** (`Unpack[OptionalCaptureArgs]`) ### Returns - `Optional[str]` ### Examples #### Context and capture usage ```python # Context and capture usage from posthog import new_context, identify_context, tag_context, capture # Enter a new context (e.g. a request/response cycle, an instance of a background job, etc) with new_context(): # Associate this context with some user, by distinct_id identify_context('some user') # Capture an event, associated with the context-level distinct ID ('some user') capture('movie started') # Capture an event associated with some other user (overriding the context-level distinct ID) capture('movie joined', distinct_id='some-other-user') # Capture an event with some properties capture('movie played', properties={'movie_id': '123', 'category': 'romcom'}) # Capture an event with some properties capture('purchase', properties={'product_id': '123', 'category': 'romcom'}) # Capture an event with some associated group capture('purchase', groups={'company': 'id:5'}) # Adding a tag to the current context will cause it to appear on all subsequent events tag_context('some-tag', 'some-value') capture('another-event') # Will be captured with `'some-tag': 'some-value'` in the properties dict ``` #### Set event properties ```python # Set event properties from posthog import capture capture( "user_signed_up", distinct_id="distinct_id_of_the_user", properties={ "login_type": "email", "is_free_trial": "true" } ) ``` --- #### capture_ai() **Release Tag:** public Capture an AI event on the dedicated AI capture endpoint. Beta: the signature is stable; operational limits (per-event size cap, batching, endpoint) may change without notice. Takes the same arguments and returns the same value as `capture()`: the event UUID, or None when the event was not admitted (disabled client, or dropped by `before_send`). The event is delivered on an isolated queue with its own consumer pool and a higher per-event size cap, posting to the dedicated AI ingestion endpoint. The payload is sent as given — no redaction or truncation is applied here. ### Parameters - **`event?`** (`str`) - The event name, normally one of the `$ai_*` event names. **kwargs: Same optional arguments as `capture()`. - **`kwargs?`** (`Unpack[OptionalCaptureArgs]`) ### Returns - `Optional[str]` ### Examples ```python from posthog import capture_ai uuid = capture_ai( "$ai_generation", distinct_id="user_123", properties={"$ai_model": "gpt-5"}, ) ``` --- #### capture_exception() **Release Tag:** public Capture exceptions that happen in your code. **Notes:** Capture exception is idempotent - if it is called twice with the same exception instance, only a occurrence will be tracked in posthog. This is because, generally, contexts will cause exceptions to be captured automatically. However, to ensure you track an exception, if you catch and do not re-raise it, capturing it manually is recommended, unless you are certain it will have crossed a context boundary (e.g. by existing a `with posthog.new_context():` block already). If the passed exception was raised and caught, the captured stack trace will consist of every frame between where the exception was raised and the point at which it is captured (the "traceback"). If the passed exception was never raised, e.g. if you call `posthog.capture_exception(ValueError("Some Error"))`, the stack trace captured will be the full stack trace at the moment the exception was captured. Note that heavy use of contexts will lead to truncated stack traces, as the exception will be captured by the context entered most recently, which may not be the point you catch the exception for the final time in your code. It's recommended to use contexts sparingly, for this reason. `capture_exception` takes the same set of optional arguments as `capture`. ### Parameters - **`exception`** (`BaseException`) - The exception to capture. If not provided, the current exception is captured via `sys.exc_info()` **kwargs: Optional capture arguments including distinct_id, properties, timestamp, uuid, groups, flags, send_feature_flags, and disable_geoip. - **`kwargs?`** (`Unpack[OptionalCaptureArgs]`) ### Returns - `Optional[str]` ### Examples ```python # Capture exception from posthog import capture_exception try: risky_operation() except Exception as e: capture_exception(e) ``` --- ### Feature flags methods #### evaluate_flags() **Release Tag:** public Evaluate all feature flags for a user in a single call and return a :class:`FeatureFlagEvaluations` snapshot. Branch on ``.is_enabled()`` / ``.get_flag()`` and pass the same snapshot to ``capture()`` via the ``flags`` option so events carry the exact flag values the code branched on. Prefer this over repeated ``get_feature_flag()`` calls and over ``capture(send_feature_flags=True)`` — it consolidates flag evaluation into a single ``/flags`` request per incoming request. ### Parameters - **`distinct_id`** (`Number`) - The user's distinct ID. If ``None``, falls back to the context distinct_id. If still unresolvable, returns an empty snapshot. - **`groups?`** (`Mapping[str, Union[str, int]]`) - Mapping of group type to group key. - **`person_properties?`** (`dict[str, Any]`) - Person properties to use for evaluation. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - Group properties keyed by group type. - **`only_evaluate_locally`** (`bool`) - If ``True``, never fall back to remote evaluation and omit flags that cannot be evaluated locally. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup. - **`flag_keys?`** (`list[str]`) - Optional list that scopes local evaluation, the underlying ``/flags`` request, and the returned snapshot. When omitted or ``None``, all flags are evaluated. An empty list returns an empty snapshot without evaluating flags. A requested key absent from loaded local definitions is included in one remote fallback per ``evaluate_flags`` call unless ``only_evaluate_locally`` is ``True``. If the server also does not know the key, it is omitted from the snapshot. - **`device_id?`** (`str`) - Optional device ID override. If not provided, falls back to the context device_id (which may be set via tracing headers). Used by experience-continuity flags to match users across distinct_id changes. ### Returns - `FeatureFlagEvaluations` ### Examples ```python from posthog import evaluate_flags, capture flags = evaluate_flags("user_123", person_properties={"plan": "enterprise"}) if flags.is_enabled("new-dashboard"): render_new_dashboard() capture("page_viewed", distinct_id="user_123", flags=flags) ``` --- #### feature_enabled() **Release Tag:** public Use feature flags to enable or disable features for users. **Notes:** You can call `posthog.load_feature_flags()` before to make sure you're not doing unexpected requests. ### Parameters - **`key?`** (`str`) - The feature flag key - **`distinct_id?`** (`Number`) - The user's distinct ID - **`groups?`** (`Mapping[str, Union[str, int]]`) - Groups mapping - **`person_properties?`** (`dict[str, Any]`) - Person properties - **`group_properties?`** (`dict[str, dict[str, Any]]`) - Group properties - **`only_evaluate_locally`** (`bool`) - Whether to evaluate only locally - **`send_feature_flag_events`** (`bool`) - Whether to send feature flag events - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup - **`device_id?`** (`str`) - Optional device ID override for experience-continuity flags ### Returns - `Optional[bool]` ### Examples ```python # Boolean feature flag from posthog import feature_enabled, get_feature_flag_payload is_my_flag_enabled = feature_enabled('flag-key', 'distinct_id_of_your_user') if is_my_flag_enabled: matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user') ``` --- #### feature_flag_definitions() **Release Tag:** public Returns loaded feature flags. **Notes:** Returns loaded feature flags, if any. Helpful for debugging what flag information you have loaded. ### Returns - `None` ### Examples ```python from posthog import feature_flag_definitions definitions = feature_flag_definitions() ``` --- #### get_all_flags() **Release Tag:** public Get all flags for a given user. **Notes:** Flags are key-value pairs where the key is the flag key and the value is the flag variant, or True, or False. ### Parameters - **`distinct_id?`** (`Number`) - The user's distinct ID - **`groups?`** (`Mapping[str, Union[str, int]]`) - Groups mapping - **`person_properties?`** (`dict[str, Any]`) - Person properties - **`group_properties?`** (`dict[str, dict[str, Any]]`) - Group properties - **`only_evaluate_locally`** (`bool`) - Whether to evaluate only locally - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup - **`device_id?`** (`str`) - Optional device ID override for experience-continuity flags - **`flag_keys_to_evaluate?`** (`list[str]`) - Optional list of flag keys to evaluate (evaluates all if None) ### Returns - `Optional[dict[str, Union[bool, str]]]` ### Examples ```python # All flags for user from posthog import get_all_flags get_all_flags('distinct_id_of_your_user') ``` --- #### get_all_flags_and_payloads() **Release Tag:** public Get all feature flag values and payloads for a user. ### Parameters - **`distinct_id?`** (`Number`) - The user's distinct ID. - **`groups?`** (`Mapping[str, Union[str, int]]`) - Mapping of group type to group key. - **`person_properties?`** (`dict[str, Any]`) - Person properties to use for evaluation. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - Group properties keyed by group type. - **`only_evaluate_locally`** (`bool`) - Whether to evaluate only locally. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup. - **`device_id?`** (`str`) - Optional device ID override for experience-continuity flags. - **`flag_keys_to_evaluate?`** (`list[str]`) - Optional list of flag keys to evaluate. Evaluates all flags when omitted. ### Returns - `FlagsAndPayloads` --- #### get_feature_flag() **Release Tag:** public Get feature flag variant for users. Used with experiments. **Notes:** `groups` are a mapping from group type to group key. So, if you have a group type of "organization" and a group key of "5", you would pass groups={"organization": "5"}. `group_properties` take the format: { group_type_name: { group_properties } }. So, for example, if you have the group type "organization" and the group key "5", with the properties name, and employee count, you'll send these as: group_properties={"organization": {"name": "PostHog", "employees": 11}}. ### Parameters - **`key?`** (`str`) - The feature flag key - **`distinct_id?`** (`Number`) - The user's distinct ID - **`groups?`** (`Mapping[str, Union[str, int]]`) - Groups mapping from group type to group key - **`person_properties?`** (`dict[str, Any]`) - Person properties - **`group_properties?`** (`dict[str, dict[str, Any]]`) - Group properties in format { group_type_name: { group_properties } } - **`only_evaluate_locally`** (`bool`) - Whether to evaluate only locally - **`send_feature_flag_events`** (`bool`) - Whether to send feature flag events - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup - **`device_id?`** (`str`) - Optional device ID override for experience-continuity flags ### Returns - `Union[bool, str, any]` ### Examples ```python # Multivariate feature flag from posthog import get_feature_flag, get_feature_flag_payload enabled_variant = get_feature_flag('flag-key', 'distinct_id_of_your_user') if enabled_variant == 'variant-key': matched_flag_payload = get_feature_flag_payload('flag-key', 'distinct_id_of_your_user') ``` --- #### get_feature_flag_evaluation_runtime() **Release Tag:** public Return where a locally loaded feature flag is meant to be evaluated. **Notes:** Reads the `evaluation_runtime` each flag definition carries, so no extra request is made. Returns `None` when local evaluation has not loaded a definition for this key. A definition that carries no runtime reports `FeatureFlagEvaluationRuntime.ALL`, the default PostHog applies. ### Parameters - **`key?`** (`str`) ### Returns - `Optional[FeatureFlagEvaluationRuntime]` ### Examples ```python from posthog import FeatureFlagEvaluationRuntime, get_feature_flag_evaluation_runtime runtime = get_feature_flag_evaluation_runtime("my-flag") ``` --- #### get_feature_flag_keys_by_evaluation_runtime() **Release Tag:** public Return the keys of locally loaded flags that a runtime can evaluate. **Notes:** A flag set to `FeatureFlagEvaluationRuntime.ALL` suits either runtime, so it is returned for `CLIENT` and for `SERVER`. Use this to decide which flags to hand to a browser when a backend serves flags to its own frontend. ### Parameters - **`evaluation_runtime?`** (`FeatureFlagEvaluationRuntime`) ### Returns - `list[str]` ### Examples ```python from posthog import FeatureFlagEvaluationRuntime, get_feature_flag_keys_by_evaluation_runtime client_keys = get_feature_flag_keys_by_evaluation_runtime(FeatureFlagEvaluationRuntime.CLIENT) ``` --- #### get_feature_flag_payload() **Release Tag:** public Get the payload associated with a feature flag value. Deprecated for new code. Prefer ``evaluate_flags()`` and ``flags.get_flag_payload(key)`` so flag evaluation happens once per request. ### Parameters - **`key?`** (`str`) - The feature flag key. - **`distinct_id?`** (`Number`) - The user's distinct ID. - **`match_value`** (`bool`) - Optional flag value to use when selecting a payload. - **`groups?`** (`Mapping[str, Union[str, int]]`) - Mapping of group type to group key. - **`person_properties?`** (`dict[str, Any]`) - Person properties to use for evaluation. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - Group properties keyed by group type. - **`only_evaluate_locally`** (`bool`) - Whether to evaluate only locally. - **`send_feature_flag_events`** (`bool`) - Whether to send a $feature_flag_called event. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup. - **`device_id?`** (`str`) - Optional device ID override for experience-continuity flags. ### Returns - `Optional[object]` --- #### load_feature_flags() **Release Tag:** public Load feature flag definitions from PostHog. ### Returns - `None` ### Examples ```python from posthog import load_feature_flags load_feature_flags() ``` --- ### Client management methods #### flush() **Release Tag:** public Tell the client to flush all queued events. ### Parameters - **`timeout_seconds?`** (`float`) - Maximum seconds to wait for the queue to flush. Defaults to 10 seconds. Pass ``None`` to wait indefinitely. ### Returns - `any` ### Examples ```python from posthog import flush flush() ``` --- #### join() **Release Tag:** public Attempt to process queued events and stop the client's background workers. Use `shutdown()` directly in most cases. Failed or undrainable events may be dropped and reported through logging or ``on_error``; returning does not guarantee server receipt. Lifecycle cleanup is attempted once, and cleanup failures are logged without retry. ### Returns - `any` ### Examples ```python from posthog import join join() ``` --- #### shutdown() **Release Tag:** public Flush all messages and cleanly shutdown the client. This normally blocks until queued events have been attempted and cleanup finishes. Failed or undrainable events may be dropped and reported through logging or ``on_error``; returning does not guarantee server receipt. Lifecycle cleanup is attempted once, and cleanup failures are logged without retry. Calls made directly from SDK callbacks such as ``on_error`` are deferred to avoid deadlocking the worker. If blocking completion is required, signal an application-owned thread, return from the callback, and call ``shutdown()`` from that thread. Do not wait inside a callback for another thread or task calling a lifecycle method. ### Returns - `any` ### Examples ```python from posthog import shutdown shutdown() ``` --- ### Tracing methods #### get_active_span() **Release Tag:** public The span that is active in the current context, or ``None``. Alpha. Only entering a span (``with posthog.start_span(...) as span:``) makes it active; a span started manually is not. Use it to propagate the trace to the next service: ``span.traceparent()`` is the header value. ### Returns - `Optional[Span]` ### Examples ```python span = posthog.get_active_span() if span is not None: headers["traceparent"] = span.traceparent() ``` --- #### start_span() **Release Tag:** public Start a span for distributed tracing. Alpha. Returns a span handle. Use it as a context manager to make it the active span for the block and end it on exit (recording a raised exception on the way out); or call ``end()`` yourself for a span that cannot wrap a block. Spans started inside the block nest under it automatically. Always returns a usable handle, even when tracing is off, so calling code never branches. ### Parameters - **`name?`** (`str`) - A low-cardinality operation name, e.g. ``GET /users/:id``. Variable values belong in attributes, not the name. - **`kind?`** (`str`) - ``internal`` (default), ``server``, ``client``, ``producer`` or ``consumer``. - **`attributes?`** (`Mapping[str, Any]`) - Initial attributes. - **`parent`** (`Span`) - A span handle, or an inbound W3C ``traceparent`` header value to continue a remote trace. Defaults to the active span. - **`tracestate?`** (`str`) - The inbound ``tracestate`` header accompanying a ``traceparent`` string ``parent``; preserved and propagated. - **`start_time`** (`datetime`) - A ``datetime`` or epoch seconds, to backdate the span. ### Returns - `Span` ### Examples ```python import posthog posthog.traces = {"service_name": "checkout-api"} with posthog.start_span("POST /checkout", parent=request.headers.get("traceparent")) as span: span.set_attribute("plan", user.plan) with posthog.start_span("db.query", kind="client"): ... outgoing_headers = {"traceparent": span.traceparent()} ``` --- ### Other methods #### get_feature_flag_result() **Release Tag:** public Get a FeatureFlagResult object which contains the flag result and payload. This method evaluates a feature flag and returns a FeatureFlagResult object containing: - enabled: Whether the flag is enabled - variant: The variant value if the flag has variants - payload: The payload associated with the flag (automatically deserialized from JSON) - key: The flag key - reason: Why the flag was enabled/disabled ### Parameters - **`key?`** (`str`) - The feature flag key. - **`distinct_id?`** (`Number`) - The user's distinct ID. - **`groups?`** (`Mapping[str, Union[str, int]]`) - Mapping of group type to group key. - **`person_properties?`** (`dict[str, Any]`) - Person properties to use for evaluation. - **`group_properties?`** (`dict[str, dict[str, Any]]`) - Group properties keyed by group type. - **`only_evaluate_locally`** (`bool`) - Whether to evaluate only locally. - **`send_feature_flag_events`** (`bool`) - Whether to send a $feature_flag_called event. - **`disable_geoip?`** (`bool`) - Whether to disable GeoIP lookup. - **`device_id?`** (`str`) - Optional device ID override for experience-continuity flags. ### Returns - `Optional[FeatureFlagResult]` --- #### get_remote_config_payload() **Release Tag:** public Get the payload for a remote config feature flag. ### Parameters - **`key?`** (`str`) - The key of the feature flag ### Returns - `None` --- #### set_code_variables_mask_url_credentials_context() **Release Tag:** public Whether to scrub credentials embedded in URLs/DSNs (e.g. user:pass@host) from captured code variables for the current context. ### Parameters - **`enabled?`** (`bool`) ### Returns - `None` --- ### Contexts methods #### get_tags() **Release Tag:** public Get all tags from the current context. Returns: Dict of all tags in the current context ### Returns - `dict[str, Any]` --- #### new_context() **Release Tag:** public Create a new context scope that will be active for the duration of the with block. ### Parameters - **`fresh`** (`bool`) - Whether to start with a fresh context (default: False) - **`capture_exceptions?`** (`bool`) - Whether to capture exceptions raised within the context. If omitted, defaults to the relevant client's exception autocapture setting. - **`client?`** (`Client`) - Optional Posthog client instance to use for this context (default: None) ### Returns - `None` ### Examples ```python from posthog import new_context, tag, capture with new_context(): tag("request_id", "123") capture("event_name", properties={"property": "value"}) ``` --- #### scoped() **Release Tag:** public Decorator that creates a new context for the function. ### Parameters - **`fresh`** (`bool`) - Whether to start with a fresh context (default: False) - **`capture_exceptions?`** (`bool`) - Whether to capture and track exceptions with posthog error tracking. If omitted, defaults to the global exception autocapture setting. ### Returns - `None` ### Examples ```python from posthog import scoped, tag, capture @scoped() def process_payment(payment_id): tag("payment_id", payment_id) capture("payment_started") ``` --- #### set_capture_exception_code_variables_context() **Release Tag:** public Override code-variable capture for exceptions in the current context. ### Parameters - **`enabled?`** (`bool`) - Whether exceptions captured in this context should include local variable values from stack frames. ### Returns - `None` --- #### set_code_variables_detect_secrets_context() **Release Tag:** public Whether to apply entropy-based secret detection as a last-resort redaction of high-entropy values (API keys, tokens, strong passwords) in captured code variables for the current context. ### Parameters - **`enabled?`** (`bool`) ### Returns - `None` --- #### set_code_variables_ignore_patterns_context() **Release Tag:** public Override code-variable ignore patterns for exceptions in the current context. ### Parameters - **`ignore_patterns?`** (`list[str]`) - Variable-name patterns that should be omitted entirely when code variables are captured. ### Returns - `None` --- #### set_code_variables_mask_patterns_context() **Release Tag:** public Override code-variable mask patterns for exceptions in the current context. ### Parameters - **`mask_patterns?`** (`list[str]`) - Variable-name patterns whose values should be replaced with ``***`` when code variables are captured. ### Returns - `None` --- #### set_context_device_id() **Release Tag:** public Set the device ID for the current context, associating all feature flag requests in this or child contexts with the given device ID. ### Parameters - **`device_id?`** (`str`) - The device ID to associate with the current context and its children ### Returns - `None` ### Examples ```python from posthog import set_context_device_id set_context_device_id("device_123") ``` --- #### set_context_session() **Release Tag:** public Set the session ID for the current context. ### Parameters - **`session_id?`** (`str`) - The session ID to associate with the current context and its children ### Returns - `None` ### Examples ```python from posthog import set_context_session set_context_session("session_123") ``` --- #### tag() **Release Tag:** public Add a tag to the current context. ### Parameters - **`name?`** (`str`) - The tag key - **`value?`** (`Any`) - The tag value ### Returns - `None` ### Examples ```python from posthog import tag tag("user_id", "123") ``` --- ### Initialization methods #### setup() **Release Tag:** public Create or return the global PostHog client configured by module settings. Most applications should either instantiate ``Posthog`` directly or set ``posthog.api_key``/other module settings before calling top-level helpers. ``setup()`` is called automatically by global APIs such as ``capture()``. Returns: The global ``Client`` instance. If both ``api_key`` and ``project_api_key`` are missing or blank, the client is disabled and module-level calls become no-ops. ### Returns - `Client` ---