diff --git a/sentry_sdk/integrations/anthropic.py b/sentry_sdk/integrations/anthropic.py
index 23bdbbb06e..2a34f74e3f 100644
--- a/sentry_sdk/integrations/anthropic.py
+++ b/sentry_sdk/integrations/anthropic.py
@@ -1,5 +1,6 @@
 import json
 import sys
+import warnings
 from collections.abc import Iterable
 from functools import wraps
 from typing import TYPE_CHECKING, cast
@@ -222,8 +223,20 @@ class AnthropicIntegration(Integration):
     identifier = "anthropic"
     origin = f"auto.ai.{identifier}"
 
-    def __init__(self: "AnthropicIntegration", include_prompts: bool = True) -> None:
-        self.include_prompts = include_prompts
+    def __init__(
+        self: "AnthropicIntegration", include_prompts: "Optional[bool]" = None
+    ) -> None:
+        if include_prompts is not None:
+            warnings.warn(
+                "`AnthropicIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
 
     @staticmethod
     def setup_once() -> None:
diff --git a/sentry_sdk/integrations/cohere.py b/sentry_sdk/integrations/cohere.py
index 9cac912a2b..012b7bae8d 100644
--- a/sentry_sdk/integrations/cohere.py
+++ b/sentry_sdk/integrations/cohere.py
@@ -1,4 +1,5 @@
 import sys
+import warnings
 from functools import wraps
 from typing import TYPE_CHECKING
 
@@ -10,7 +11,7 @@
 from sentry_sdk.tracing_utils import has_span_streaming_enabled
 
 if TYPE_CHECKING:
-    from typing import Any, Callable, Iterator, Union
+    from typing import Any, Callable, Iterator, Optional, Union
 
     from sentry_sdk.tracing import Span
 
@@ -78,8 +79,20 @@ class CohereIntegration(Integration):
     identifier = "cohere"
     origin = f"auto.ai.{identifier}"
 
-    def __init__(self: "CohereIntegration", include_prompts: bool = True) -> None:
-        self.include_prompts = include_prompts
+    def __init__(
+        self: "CohereIntegration", include_prompts: "Optional[bool]" = True
+    ) -> None:
+        if include_prompts is not None:
+            warnings.warn(
+                "`CohereIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
 
     @staticmethod
     def setup_once() -> None:
diff --git a/sentry_sdk/integrations/google_genai/__init__.py b/sentry_sdk/integrations/google_genai/__init__.py
index 8e3871595d..ae22917d6d 100644
--- a/sentry_sdk/integrations/google_genai/__init__.py
+++ b/sentry_sdk/integrations/google_genai/__init__.py
@@ -1,3 +1,4 @@
+import warnings
 from functools import wraps
 from typing import (
     Any,
@@ -5,6 +6,7 @@
     Callable,
     Iterator,
     List,
+    Optional,
 )
 
 import sentry_sdk
@@ -41,8 +43,20 @@ class GoogleGenAIIntegration(Integration):
     identifier = IDENTIFIER
     origin = ORIGIN
 
-    def __init__(self: "GoogleGenAIIntegration", include_prompts: bool = True) -> None:
-        self.include_prompts = include_prompts
+    def __init__(
+        self: "GoogleGenAIIntegration", include_prompts: "Optional[bool]" = None
+    ) -> None:
+        if include_prompts is not None:
+            warnings.warn(
+                "`GoogleGenAIIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
 
     @staticmethod
     def setup_once() -> None:
diff --git a/sentry_sdk/integrations/huggingface_hub.py b/sentry_sdk/integrations/huggingface_hub.py
index 5980c298c0..20eb4f4224 100644
--- a/sentry_sdk/integrations/huggingface_hub.py
+++ b/sentry_sdk/integrations/huggingface_hub.py
@@ -1,5 +1,6 @@
 import inspect
 import sys
+import warnings
 from functools import wraps
 from typing import TYPE_CHECKING, cast
 
@@ -23,7 +24,7 @@
 )
 
 if TYPE_CHECKING:
-    from typing import Any, Callable, Iterable, Union
+    from typing import Any, Callable, Iterable, Optional, Union
 
     from huggingface_hub import (
         ChatCompletionStreamOutput,
@@ -42,9 +43,19 @@ class HuggingfaceHubIntegration(Integration):
     origin = f"auto.ai.{identifier}"
 
     def __init__(
-        self: "HuggingfaceHubIntegration", include_prompts: bool = True
+        self: "HuggingfaceHubIntegration", include_prompts: "Optional[bool]" = None
     ) -> None:
-        self.include_prompts = include_prompts
+        if include_prompts is not None:
+            warnings.warn(
+                "`HuggingfaceHubIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
 
     @staticmethod
     def setup_once() -> None:
diff --git a/sentry_sdk/integrations/langchain.py b/sentry_sdk/integrations/langchain.py
index 78242ba92c..7bb2374d33 100644
--- a/sentry_sdk/integrations/langchain.py
+++ b/sentry_sdk/integrations/langchain.py
@@ -234,10 +234,20 @@ class LangchainIntegration(Integration):
 
     def __init__(
         self: "LangchainIntegration",
-        include_prompts: bool = True,
+        include_prompts: "Optional[bool]" = True,
         max_spans: "Optional[int]" = None,
     ) -> None:
-        self.include_prompts = include_prompts
+        if include_prompts is not None:
+            warnings.warn(
+                "`LangchainIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
         self.max_spans = max_spans
 
         if max_spans is not None:
diff --git a/sentry_sdk/integrations/langgraph.py b/sentry_sdk/integrations/langgraph.py
index af287b0fd4..4e5492f1c6 100644
--- a/sentry_sdk/integrations/langgraph.py
+++ b/sentry_sdk/integrations/langgraph.py
@@ -1,3 +1,4 @@
+import warnings
 from functools import wraps
 from typing import Any, Callable, List, Optional
 
@@ -33,8 +34,20 @@ class LanggraphIntegration(Integration):
     identifier = "langgraph"
     origin = f"auto.ai.{identifier}"
 
-    def __init__(self: "LanggraphIntegration", include_prompts: bool = True) -> None:
-        self.include_prompts = include_prompts
+    def __init__(
+        self: "LanggraphIntegration", include_prompts: "Optional[bool]" = None
+    ) -> None:
+        if include_prompts is not None:
+            warnings.warn(
+                "`LanggraphIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
 
     @staticmethod
     def setup_once() -> None:
diff --git a/sentry_sdk/integrations/litellm.py b/sentry_sdk/integrations/litellm.py
index 74adddb7ec..729ec39654 100644
--- a/sentry_sdk/integrations/litellm.py
+++ b/sentry_sdk/integrations/litellm.py
@@ -1,4 +1,5 @@
 import copy
+import warnings
 from typing import TYPE_CHECKING
 
 import sentry_sdk
@@ -22,7 +23,7 @@
 
 if TYPE_CHECKING:
     from datetime import datetime
-    from typing import Any, Dict, List
+    from typing import Any, Dict, List, Optional
 
 try:
     import litellm  # type: ignore[import-not-found]
@@ -364,8 +365,20 @@ class LiteLLMIntegration(Integration):
     identifier = "litellm"
     origin = f"auto.ai.{identifier}"
 
-    def __init__(self: "LiteLLMIntegration", include_prompts: bool = True) -> None:
-        self.include_prompts = include_prompts
+    def __init__(
+        self: "LiteLLMIntegration", include_prompts: "Optional[bool]" = None
+    ) -> None:
+        if include_prompts is not None:
+            warnings.warn(
+                "`LiteLLMIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
 
     @staticmethod
     def setup_once() -> None:
diff --git a/sentry_sdk/integrations/mcp.py b/sentry_sdk/integrations/mcp.py
index 5fc186f505..5bf5546d18 100644
--- a/sentry_sdk/integrations/mcp.py
+++ b/sentry_sdk/integrations/mcp.py
@@ -8,6 +8,7 @@
 """
 
 import inspect
+import warnings
 from collections.abc import Iterator
 from contextlib import contextmanager
 from functools import wraps
@@ -80,7 +81,7 @@ class MCPIntegration(Integration):
     identifier = "mcp"
     origin = "auto.ai.mcp"
 
-    def __init__(self, include_prompts: bool = True) -> None:
+    def __init__(self, include_prompts: "Optional[bool]" = None) -> None:
         """
         Initialize the MCP integration.
 
@@ -88,7 +89,17 @@ def __init__(self, include_prompts: bool = True) -> None:
             include_prompts: Whether to include prompts (tool results and prompt content)
                              in span data. Requires send_default_pii=True. Default is True.
         """
-        self.include_prompts = include_prompts
+        if include_prompts is not None:
+            warnings.warn(
+                "`MCPIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
 
     @staticmethod
     def setup_once() -> None:
diff --git a/sentry_sdk/integrations/openai.py b/sentry_sdk/integrations/openai.py
index 742b693245..d46eb854dc 100644
--- a/sentry_sdk/integrations/openai.py
+++ b/sentry_sdk/integrations/openai.py
@@ -1,6 +1,7 @@
 import json
 import sys
 import time
+import warnings
 from collections.abc import Iterable
 from functools import wraps
 from typing import TYPE_CHECKING, cast
@@ -123,10 +124,20 @@ class OpenAIIntegration(Integration):
 
     def __init__(
         self: "OpenAIIntegration",
-        include_prompts: bool = True,
+        include_prompts: "Optional[bool]" = None,
         tiktoken_encoding_name: "Optional[str]" = None,
     ) -> None:
-        self.include_prompts = include_prompts
+        if include_prompts is not None:
+            warnings.warn(
+                "`OpenAIIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
 
         self.tiktoken_encoding = None
         if tiktoken_encoding_name is not None:
diff --git a/sentry_sdk/integrations/pydantic_ai/__init__.py b/sentry_sdk/integrations/pydantic_ai/__init__.py
index a3215aa284..b8391ff55b 100644
--- a/sentry_sdk/integrations/pydantic_ai/__init__.py
+++ b/sentry_sdk/integrations/pydantic_ai/__init__.py
@@ -1,4 +1,5 @@
 import functools
+import warnings
 
 from sentry_sdk.integrations import DidNotEnable, Integration
 from sentry_sdk.utils import parse_version
@@ -21,7 +22,7 @@
 from .spans.ai_client import ai_client_span, update_ai_client_span
 
 if TYPE_CHECKING:
-    from typing import Any
+    from typing import Any, Optional
 
     from pydantic_ai import ModelRequestContext, RunContext
     from pydantic_ai.capabilities import Hooks, WrapModelRequestHandler
@@ -84,7 +85,9 @@ class PydanticAIIntegration(Integration):
     origin = f"auto.ai.{identifier}"
 
     def __init__(
-        self, include_prompts: bool = True, handled_tool_call_exceptions: bool = True
+        self,
+        include_prompts: "Optional[bool]" = None,
+        handled_tool_call_exceptions: bool = True,
     ) -> None:
         """
         Initialize the Pydantic AI integration.
@@ -95,7 +98,17 @@ def __init__(
             handled_tool_exceptions: Capture tool call exceptions that Pydantic AI
                 internally prevents from bubbling up.
         """
-        self.include_prompts = include_prompts
+        if include_prompts is not None:
+            warnings.warn(
+                "`PydanticAIIntegration.include_prompts` is deprecated and will be removed in version 3.0. "
+                "To disable capture of GenAI attributes, pass "
+                "`data_collection={'gen_ai': {'inputs': False, 'outputs': False}}` "
+                "to `sentry_sdk.init`.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
+        self.include_prompts = True if include_prompts is None else include_prompts
         self.handled_tool_call_exceptions = handled_tool_call_exceptions
 
     @staticmethod