diff --git a/integrations/amazon_bedrock/pyproject.toml b/integrations/amazon_bedrock/pyproject.toml
index df968c34f..1298abfab 100644
--- a/integrations/amazon_bedrock/pyproject.toml
+++ b/integrations/amazon_bedrock/pyproject.toml
@@ -79,6 +79,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/amazon_sagemaker/pyproject.toml b/integrations/amazon_sagemaker/pyproject.toml
index e0bc39eae..a25b806f6 100644
--- a/integrations/amazon_sagemaker/pyproject.toml
+++ b/integrations/amazon_sagemaker/pyproject.toml
@@ -81,6 +81,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/anthropic/pyproject.toml b/integrations/anthropic/pyproject.toml
index 4a0a3ad3a..987f017be 100644
--- a/integrations/anthropic/pyproject.toml
+++ b/integrations/anthropic/pyproject.toml
@@ -79,6 +79,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/astra/pyproject.toml b/integrations/astra/pyproject.toml
index 7d543ddc9..9ecbd43df 100644
--- a/integrations/astra/pyproject.toml
+++ b/integrations/astra/pyproject.toml
@@ -78,7 +78,9 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
-lint.select = [
+
+[tool.ruff.lint]
+select = [
   "A",
   "ARG",
   "B",
@@ -105,7 +107,7 @@ lint.select = [
   "W",
   "YTT",
 ]
-lint.ignore = [
+ignore = [
   # Allow non-abstract empty methods in abstract base classes
   "B027",
   # Allow boolean positional values in function calls, like `dict.get(... True)`
@@ -121,11 +123,11 @@ lint.ignore = [
   "PLR0913",
   "PLR0915",
 ]
-lint.unfixable = [
+unfixable = [
   # Don't touch unused imports
   "F401",
 ]
-lint.exclude = ["example"]
+exclude = ["example"]
 
 [tool.ruff.lint.isort]
 known-first-party = ["haystack_integrations"]
diff --git a/integrations/chroma/pyproject.toml b/integrations/chroma/pyproject.toml
index fc462a62d..5c7662fd2 100644
--- a/integrations/chroma/pyproject.toml
+++ b/integrations/chroma/pyproject.toml
@@ -85,7 +85,9 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
-lint.select = [
+
+[tool.ruff.lint]
+select = [
   "A",
   "ARG",
   "B",
@@ -112,7 +114,7 @@ lint.select = [
   "W",
   "YTT",
 ]
-lint.ignore = [
+ignore = [
   # Allow non-abstract empty methods in abstract base classes
   "B027",
   # Allow boolean positional values in function calls, like `dict.get(... True)`
@@ -130,7 +132,7 @@ lint.ignore = [
   # Ignore unused params
   "ARG002",
 ]
-lint.unfixable = [
+unfixable = [
   # Don't touch unused imports
   "F401",
 ]
diff --git a/integrations/cohere/examples/cohere_embedding.py b/integrations/cohere/examples/cohere_embedding.py
index 75131de86..e6fe3cc35 100644
--- a/integrations/cohere/examples/cohere_embedding.py
+++ b/integrations/cohere/examples/cohere_embedding.py
@@ -1,7 +1,6 @@
 from haystack import Document, Pipeline
 from haystack.components.retrievers.in_memory import InMemoryEmbeddingRetriever
 from haystack.document_stores.in_memory import InMemoryDocumentStore
-
 from haystack_integrations.components.embedders.cohere.document_embedder import CohereDocumentEmbedder
 from haystack_integrations.components.embedders.cohere.text_embedder import CohereTextEmbedder
 
diff --git a/integrations/cohere/examples/cohere_generation.py b/integrations/cohere/examples/cohere_generation.py
index 3baec6327..cd79e37d3 100644
--- a/integrations/cohere/examples/cohere_generation.py
+++ b/integrations/cohere/examples/cohere_generation.py
@@ -20,7 +20,6 @@
 from haystack.components.joiners import BranchJoiner
 from haystack.components.validators import JsonSchemaValidator
 from haystack.dataclasses import ChatMessage
-
 from haystack_integrations.components.generators.cohere import CohereChatGenerator
 
 # Defines a JSON schema for validating a person's data. The schema specifies that a valid object must
diff --git a/integrations/cohere/examples/cohere_ranker.py b/integrations/cohere/examples/cohere_ranker.py
index b66ca1aae..79a3d346d 100644
--- a/integrations/cohere/examples/cohere_ranker.py
+++ b/integrations/cohere/examples/cohere_ranker.py
@@ -1,7 +1,6 @@
 from haystack import Document, Pipeline
 from haystack.components.retrievers.in_memory import InMemoryBM25Retriever
 from haystack.document_stores.in_memory import InMemoryDocumentStore
-
 from haystack_integrations.components.rankers.cohere import CohereRanker
 
 # Note set your API key by running the below command in your terminal
diff --git a/integrations/cohere/pyproject.toml b/integrations/cohere/pyproject.toml
index 0f17cb281..0a79c2765 100644
--- a/integrations/cohere/pyproject.toml
+++ b/integrations/cohere/pyproject.toml
@@ -79,6 +79,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/cohere/src/haystack_integrations/components/embedders/cohere/document_embedder.py b/integrations/cohere/src/haystack_integrations/components/embedders/cohere/document_embedder.py
index 3201168a8..59a04cf3c 100644
--- a/integrations/cohere/src/haystack_integrations/components/embedders/cohere/document_embedder.py
+++ b/integrations/cohere/src/haystack_integrations/components/embedders/cohere/document_embedder.py
@@ -6,9 +6,9 @@
 
 from haystack import Document, component, default_from_dict, default_to_dict
 from haystack.utils import Secret, deserialize_secrets_inplace
+from haystack_integrations.components.embedders.cohere.utils import get_async_response, get_response
 
 from cohere import AsyncClient, Client
-from haystack_integrations.components.embedders.cohere.utils import get_async_response, get_response
 
 
 @component
diff --git a/integrations/cohere/src/haystack_integrations/components/embedders/cohere/text_embedder.py b/integrations/cohere/src/haystack_integrations/components/embedders/cohere/text_embedder.py
index c1e9bd613..80ede51bf 100644
--- a/integrations/cohere/src/haystack_integrations/components/embedders/cohere/text_embedder.py
+++ b/integrations/cohere/src/haystack_integrations/components/embedders/cohere/text_embedder.py
@@ -6,9 +6,9 @@
 
 from haystack import component, default_from_dict, default_to_dict
 from haystack.utils import Secret, deserialize_secrets_inplace
+from haystack_integrations.components.embedders.cohere.utils import get_async_response, get_response
 
 from cohere import AsyncClient, Client
-from haystack_integrations.components.embedders.cohere.utils import get_async_response, get_response
 
 
 @component
diff --git a/integrations/cohere/tests/test_cohere_chat_generator.py b/integrations/cohere/tests/test_cohere_chat_generator.py
index fe9b7f43e..175a6d14b 100644
--- a/integrations/cohere/tests/test_cohere_chat_generator.py
+++ b/integrations/cohere/tests/test_cohere_chat_generator.py
@@ -7,6 +7,7 @@
 from haystack.components.generators.utils import print_streaming_chunk
 from haystack.dataclasses import ChatMessage, ChatRole, StreamingChunk
 from haystack.utils import Secret
+
 from haystack_integrations.components.generators.cohere import CohereChatGenerator
 
 pytestmark = pytest.mark.chat_generators
diff --git a/integrations/cohere/tests/test_cohere_generator.py b/integrations/cohere/tests/test_cohere_generator.py
index 736b6bfbf..60ee6ac93 100644
--- a/integrations/cohere/tests/test_cohere_generator.py
+++ b/integrations/cohere/tests/test_cohere_generator.py
@@ -7,6 +7,7 @@
 from cohere.core import ApiError
 from haystack.components.generators.utils import print_streaming_chunk
 from haystack.utils import Secret
+
 from haystack_integrations.components.generators.cohere import CohereGenerator
 
 pytestmark = pytest.mark.generators
diff --git a/integrations/cohere/tests/test_cohere_ranker.py b/integrations/cohere/tests/test_cohere_ranker.py
index 670e662d4..ff861b39d 100644
--- a/integrations/cohere/tests/test_cohere_ranker.py
+++ b/integrations/cohere/tests/test_cohere_ranker.py
@@ -4,6 +4,7 @@
 import pytest
 from haystack import Document
 from haystack.utils.auth import Secret
+
 from haystack_integrations.components.rankers.cohere import CohereRanker
 
 pytestmark = pytest.mark.ranker
diff --git a/integrations/cohere/tests/test_document_embedder.py b/integrations/cohere/tests/test_document_embedder.py
index ffbf280e9..d69e1a5a2 100644
--- a/integrations/cohere/tests/test_document_embedder.py
+++ b/integrations/cohere/tests/test_document_embedder.py
@@ -6,6 +6,7 @@
 import pytest
 from haystack import Document
 from haystack.utils import Secret
+
 from haystack_integrations.components.embedders.cohere import CohereDocumentEmbedder
 
 pytestmark = pytest.mark.embedders
diff --git a/integrations/cohere/tests/test_text_embedder.py b/integrations/cohere/tests/test_text_embedder.py
index b4f3e234c..80f7c1a3e 100644
--- a/integrations/cohere/tests/test_text_embedder.py
+++ b/integrations/cohere/tests/test_text_embedder.py
@@ -5,6 +5,7 @@
 
 import pytest
 from haystack.utils import Secret
+
 from haystack_integrations.components.embedders.cohere import CohereTextEmbedder
 
 pytestmark = pytest.mark.embedders
diff --git a/integrations/deepeval/pyproject.toml b/integrations/deepeval/pyproject.toml
index 9feb4f653..f421b514a 100644
--- a/integrations/deepeval/pyproject.toml
+++ b/integrations/deepeval/pyproject.toml
@@ -71,6 +71,9 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+extend-exclude = ["tests", "example"]
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
@@ -121,7 +124,6 @@ unfixable = [
   # Don't touch unused imports
   "F401",
 ]
-extend-exclude = ["tests", "example"]
 
 [tool.ruff.lint.isort]
 known-first-party = ["src"]
diff --git a/integrations/elasticsearch/pyproject.toml b/integrations/elasticsearch/pyproject.toml
index bb70d5bb9..325e7ee62 100644
--- a/integrations/elasticsearch/pyproject.toml
+++ b/integrations/elasticsearch/pyproject.toml
@@ -80,6 +80,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/elasticsearch/src/haystack_integrations/components/retrievers/elasticsearch/bm25_retriever.py b/integrations/elasticsearch/src/haystack_integrations/components/retrievers/elasticsearch/bm25_retriever.py
index c25bd1e81..f273c955b 100644
--- a/integrations/elasticsearch/src/haystack_integrations/components/retrievers/elasticsearch/bm25_retriever.py
+++ b/integrations/elasticsearch/src/haystack_integrations/components/retrievers/elasticsearch/bm25_retriever.py
@@ -7,7 +7,6 @@
 from haystack.dataclasses import Document
 from haystack.document_stores.types import FilterPolicy
 from haystack.document_stores.types.filter_policy import apply_filter_policy
-
 from haystack_integrations.document_stores.elasticsearch.document_store import ElasticsearchDocumentStore
 
 
diff --git a/integrations/elasticsearch/src/haystack_integrations/components/retrievers/elasticsearch/embedding_retriever.py b/integrations/elasticsearch/src/haystack_integrations/components/retrievers/elasticsearch/embedding_retriever.py
index b8cebc544..10e860ea4 100644
--- a/integrations/elasticsearch/src/haystack_integrations/components/retrievers/elasticsearch/embedding_retriever.py
+++ b/integrations/elasticsearch/src/haystack_integrations/components/retrievers/elasticsearch/embedding_retriever.py
@@ -7,7 +7,6 @@
 from haystack.dataclasses import Document
 from haystack.document_stores.types import FilterPolicy
 from haystack.document_stores.types.filter_policy import apply_filter_policy
-
 from haystack_integrations.document_stores.elasticsearch.document_store import ElasticsearchDocumentStore
 
 
diff --git a/integrations/fastembed/examples/example.py b/integrations/fastembed/examples/example.py
index 640abd33b..e4d328210 100644
--- a/integrations/fastembed/examples/example.py
+++ b/integrations/fastembed/examples/example.py
@@ -1,7 +1,6 @@
 from haystack import Document, Pipeline
 from haystack.components.retrievers.in_memory import InMemoryEmbeddingRetriever
 from haystack.document_stores.in_memory import InMemoryDocumentStore
-
 from haystack_integrations.components.embedders.fastembed import FastembedDocumentEmbedder, FastembedTextEmbedder
 
 document_store = InMemoryDocumentStore(embedding_similarity_function="cosine")
diff --git a/integrations/fastembed/examples/sparse_example.py b/integrations/fastembed/examples/sparse_example.py
index 206788f18..bce3b363d 100644
--- a/integrations/fastembed/examples/sparse_example.py
+++ b/integrations/fastembed/examples/sparse_example.py
@@ -4,7 +4,6 @@
 # involving indexing and retrieval of documents.
 
 from haystack import Document
-
 from haystack_integrations.components.embedders.fastembed import FastembedSparseDocumentEmbedder
 
 document_list = [
diff --git a/integrations/fastembed/pyproject.toml b/integrations/fastembed/pyproject.toml
index e3868507f..48294fdae 100644
--- a/integrations/fastembed/pyproject.toml
+++ b/integrations/fastembed/pyproject.toml
@@ -78,6 +78,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/google_ai/pyproject.toml b/integrations/google_ai/pyproject.toml
index f14ba4a34..d06e0a53f 100644
--- a/integrations/google_ai/pyproject.toml
+++ b/integrations/google_ai/pyproject.toml
@@ -75,6 +75,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/google_vertex/pyproject.toml b/integrations/google_vertex/pyproject.toml
index ff45c97e7..a0cefbcd4 100644
--- a/integrations/google_vertex/pyproject.toml
+++ b/integrations/google_vertex/pyproject.toml
@@ -75,6 +75,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/instructor_embedders/pyproject.toml b/integrations/instructor_embedders/pyproject.toml
index 4ace07ffc..5a904c812 100644
--- a/integrations/instructor_embedders/pyproject.toml
+++ b/integrations/instructor_embedders/pyproject.toml
@@ -105,6 +105,8 @@ exclude_lines = ["no cov", "if __name__ == .__main__.:", "if TYPE_CHECKING:"]
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/jina/pyproject.toml b/integrations/jina/pyproject.toml
index 74ce63a3c..259fc5fd2 100644
--- a/integrations/jina/pyproject.toml
+++ b/integrations/jina/pyproject.toml
@@ -74,6 +74,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/langfuse/pyproject.toml b/integrations/langfuse/pyproject.toml
index 04d85f740..b3d8c38d4 100644
--- a/integrations/langfuse/pyproject.toml
+++ b/integrations/langfuse/pyproject.toml
@@ -84,7 +84,10 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
-lint.select = [
+extend-exclude = ["tests", "example"]
+
+[tool.ruff.lint]
+select = [
   "A",
   "ARG",
   "B",
@@ -110,8 +113,7 @@ lint.select = [
   "W",
   "YTT",
 ]
-
-lint.ignore = [
+ignore = [
   # Allow non-abstract empty methods in abstract base classes
   "B027",
   # Ignore checks for possible passwords
@@ -127,11 +129,10 @@ lint.ignore = [
   # Asserts
   "S101",
 ]
-lint.unfixable = [
+unfixable = [
   # Don't touch unused imports
   "F401",
 ]
-extend-exclude = ["tests", "example"]
 
 [tool.ruff.lint.isort]
 known-first-party = ["src"]
diff --git a/integrations/llama_cpp/examples/rag_pipeline_example.py b/integrations/llama_cpp/examples/rag_pipeline_example.py
index 01ee11b98..dcab6dbd6 100644
--- a/integrations/llama_cpp/examples/rag_pipeline_example.py
+++ b/integrations/llama_cpp/examples/rag_pipeline_example.py
@@ -6,7 +6,6 @@
 from haystack.components.retrievers import InMemoryEmbeddingRetriever
 from haystack.components.writers import DocumentWriter
 from haystack.document_stores import InMemoryDocumentStore
-
 from haystack_integrations.components.generators.llama_cpp import LlamaCppGenerator
 
 # Load first 100 rows of the Simple Wikipedia Dataset from HuggingFace
diff --git a/integrations/llama_cpp/pyproject.toml b/integrations/llama_cpp/pyproject.toml
index b7498db5e..570042c62 100644
--- a/integrations/llama_cpp/pyproject.toml
+++ b/integrations/llama_cpp/pyproject.toml
@@ -88,6 +88,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
     "A",
     "ARG",
diff --git a/integrations/mistral/pyproject.toml b/integrations/mistral/pyproject.toml
index 32817d271..3949eb713 100644
--- a/integrations/mistral/pyproject.toml
+++ b/integrations/mistral/pyproject.toml
@@ -79,6 +79,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/mistral/tests/test_mistral_chat_generator.py b/integrations/mistral/tests/test_mistral_chat_generator.py
index 181397c00..3c95f19db 100644
--- a/integrations/mistral/tests/test_mistral_chat_generator.py
+++ b/integrations/mistral/tests/test_mistral_chat_generator.py
@@ -7,11 +7,12 @@
 from haystack.components.generators.utils import print_streaming_chunk
 from haystack.dataclasses import ChatMessage, StreamingChunk
 from haystack.utils.auth import Secret
-from haystack_integrations.components.generators.mistral.chat.chat_generator import MistralChatGenerator
 from openai import OpenAIError
 from openai.types.chat import ChatCompletion, ChatCompletionMessage
 from openai.types.chat.chat_completion import Choice
 
+from haystack_integrations.components.generators.mistral.chat.chat_generator import MistralChatGenerator
+
 
 @pytest.fixture
 def chat_messages():
diff --git a/integrations/mistral/tests/test_mistral_document_embedder.py b/integrations/mistral/tests/test_mistral_document_embedder.py
index 6e5c11759..4e710e45d 100644
--- a/integrations/mistral/tests/test_mistral_document_embedder.py
+++ b/integrations/mistral/tests/test_mistral_document_embedder.py
@@ -6,6 +6,7 @@
 import pytest
 from haystack import Document
 from haystack.utils import Secret
+
 from haystack_integrations.components.embedders.mistral.document_embedder import MistralDocumentEmbedder
 
 pytestmark = pytest.mark.embedders
diff --git a/integrations/mistral/tests/test_mistral_text_embedder.py b/integrations/mistral/tests/test_mistral_text_embedder.py
index af004b022..175a96e0f 100644
--- a/integrations/mistral/tests/test_mistral_text_embedder.py
+++ b/integrations/mistral/tests/test_mistral_text_embedder.py
@@ -5,6 +5,7 @@
 
 import pytest
 from haystack.utils import Secret
+
 from haystack_integrations.components.embedders.mistral.text_embedder import MistralTextEmbedder
 
 pytestmark = pytest.mark.embedders
diff --git a/integrations/mongodb_atlas/pyproject.toml b/integrations/mongodb_atlas/pyproject.toml
index 2f1cfe507..d177c0524 100644
--- a/integrations/mongodb_atlas/pyproject.toml
+++ b/integrations/mongodb_atlas/pyproject.toml
@@ -78,6 +78,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/nvidia/pyproject.toml b/integrations/nvidia/pyproject.toml
index 05aa642d8..9f4363eb4 100644
--- a/integrations/nvidia/pyproject.toml
+++ b/integrations/nvidia/pyproject.toml
@@ -81,6 +81,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/ollama/pyproject.toml b/integrations/ollama/pyproject.toml
index 37465dd8d..f16b4c261 100644
--- a/integrations/ollama/pyproject.toml
+++ b/integrations/ollama/pyproject.toml
@@ -89,6 +89,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
     "A",
     "ARG",
diff --git a/integrations/opensearch/pyproject.toml b/integrations/opensearch/pyproject.toml
index f707cd15a..bdf251a2e 100644
--- a/integrations/opensearch/pyproject.toml
+++ b/integrations/opensearch/pyproject.toml
@@ -82,6 +82,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/opensearch/src/haystack_integrations/components/retrievers/opensearch/bm25_retriever.py b/integrations/opensearch/src/haystack_integrations/components/retrievers/opensearch/bm25_retriever.py
index 4a8478e2c..f09799e85 100644
--- a/integrations/opensearch/src/haystack_integrations/components/retrievers/opensearch/bm25_retriever.py
+++ b/integrations/opensearch/src/haystack_integrations/components/retrievers/opensearch/bm25_retriever.py
@@ -8,7 +8,6 @@
 from haystack.dataclasses import Document
 from haystack.document_stores.types import FilterPolicy
 from haystack.document_stores.types.filter_policy import apply_filter_policy
-
 from haystack_integrations.document_stores.opensearch import OpenSearchDocumentStore
 
 logger = logging.getLogger(__name__)
diff --git a/integrations/opensearch/src/haystack_integrations/components/retrievers/opensearch/embedding_retriever.py b/integrations/opensearch/src/haystack_integrations/components/retrievers/opensearch/embedding_retriever.py
index e159634cf..6e2287da3 100644
--- a/integrations/opensearch/src/haystack_integrations/components/retrievers/opensearch/embedding_retriever.py
+++ b/integrations/opensearch/src/haystack_integrations/components/retrievers/opensearch/embedding_retriever.py
@@ -8,7 +8,6 @@
 from haystack.dataclasses import Document
 from haystack.document_stores.types import FilterPolicy
 from haystack.document_stores.types.filter_policy import apply_filter_policy
-
 from haystack_integrations.document_stores.opensearch import OpenSearchDocumentStore
 
 logger = logging.getLogger(__name__)
diff --git a/integrations/opensearch/src/haystack_integrations/document_stores/opensearch/document_store.py b/integrations/opensearch/src/haystack_integrations/document_stores/opensearch/document_store.py
index 6f7a6c96e..44bfe65b8 100644
--- a/integrations/opensearch/src/haystack_integrations/document_stores/opensearch/document_store.py
+++ b/integrations/opensearch/src/haystack_integrations/document_stores/opensearch/document_store.py
@@ -9,11 +9,10 @@
 from haystack.dataclasses import Document
 from haystack.document_stores.errors import DocumentStoreError, DuplicateDocumentError
 from haystack.document_stores.types import DuplicatePolicy
-from opensearchpy import OpenSearch
-from opensearchpy.helpers import bulk
-
 from haystack_integrations.document_stores.opensearch.auth import AWSAuth
 from haystack_integrations.document_stores.opensearch.filters import normalize_filters
+from opensearchpy import OpenSearch
+from opensearchpy.helpers import bulk
 
 logger = logging.getLogger(__name__)
 
diff --git a/integrations/optimum/pyproject.toml b/integrations/optimum/pyproject.toml
index fe028204d..342878bb8 100644
--- a/integrations/optimum/pyproject.toml
+++ b/integrations/optimum/pyproject.toml
@@ -99,6 +99,9 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+extend-exclude = ["tests", "example"]
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
@@ -145,7 +148,6 @@ unfixable = [
   # Don't touch unused imports
   "F401",
 ]
-extend-exclude = ["tests", "example"]
 
 [tool.ruff.lint.flake8-tidy-imports]
 ban-relative-imports = "parents"
diff --git a/integrations/pgvector/examples/embedding_retrieval.py b/integrations/pgvector/examples/embedding_retrieval.py
index b20a7a143..37ea88929 100644
--- a/integrations/pgvector/examples/embedding_retrieval.py
+++ b/integrations/pgvector/examples/embedding_retrieval.py
@@ -17,7 +17,6 @@
 from haystack.components.embedders import SentenceTransformersDocumentEmbedder, SentenceTransformersTextEmbedder
 from haystack.components.preprocessors import DocumentSplitter
 from haystack.components.writers import DocumentWriter
-
 from haystack_integrations.components.retrievers.pgvector import PgvectorEmbeddingRetriever
 from haystack_integrations.document_stores.pgvector import PgvectorDocumentStore
 
diff --git a/integrations/pgvector/examples/hybrid_retrieval.py b/integrations/pgvector/examples/hybrid_retrieval.py
index 7d110f60e..cee98fe08 100644
--- a/integrations/pgvector/examples/hybrid_retrieval.py
+++ b/integrations/pgvector/examples/hybrid_retrieval.py
@@ -18,7 +18,6 @@
 from haystack.components.joiners import DocumentJoiner
 from haystack.components.preprocessors import DocumentSplitter
 from haystack.components.writers import DocumentWriter
-
 from haystack_integrations.components.retrievers.pgvector import PgvectorEmbeddingRetriever, PgvectorKeywordRetriever
 from haystack_integrations.document_stores.pgvector import PgvectorDocumentStore
 
diff --git a/integrations/pgvector/pyproject.toml b/integrations/pgvector/pyproject.toml
index a2234f936..a9c47d3bd 100644
--- a/integrations/pgvector/pyproject.toml
+++ b/integrations/pgvector/pyproject.toml
@@ -78,6 +78,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/pgvector/src/haystack_integrations/components/retrievers/pgvector/embedding_retriever.py b/integrations/pgvector/src/haystack_integrations/components/retrievers/pgvector/embedding_retriever.py
index 3df5261c6..22aab1a73 100644
--- a/integrations/pgvector/src/haystack_integrations/components/retrievers/pgvector/embedding_retriever.py
+++ b/integrations/pgvector/src/haystack_integrations/components/retrievers/pgvector/embedding_retriever.py
@@ -7,7 +7,6 @@
 from haystack.dataclasses import Document
 from haystack.document_stores.types import FilterPolicy
 from haystack.document_stores.types.filter_policy import apply_filter_policy
-
 from haystack_integrations.document_stores.pgvector import PgvectorDocumentStore
 from haystack_integrations.document_stores.pgvector.document_store import VALID_VECTOR_FUNCTIONS
 
diff --git a/integrations/pgvector/src/haystack_integrations/components/retrievers/pgvector/keyword_retriever.py b/integrations/pgvector/src/haystack_integrations/components/retrievers/pgvector/keyword_retriever.py
index 32f95da64..636471c31 100644
--- a/integrations/pgvector/src/haystack_integrations/components/retrievers/pgvector/keyword_retriever.py
+++ b/integrations/pgvector/src/haystack_integrations/components/retrievers/pgvector/keyword_retriever.py
@@ -7,7 +7,6 @@
 from haystack.dataclasses import Document
 from haystack.document_stores.types import FilterPolicy
 from haystack.document_stores.types.filter_policy import apply_filter_policy
-
 from haystack_integrations.document_stores.pgvector import PgvectorDocumentStore
 
 
diff --git a/integrations/pinecone/pyproject.toml b/integrations/pinecone/pyproject.toml
index 7895cfb83..3f2e4d6bd 100644
--- a/integrations/pinecone/pyproject.toml
+++ b/integrations/pinecone/pyproject.toml
@@ -85,6 +85,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/qdrant/examples/embedding_retrieval.py b/integrations/qdrant/examples/embedding_retrieval.py
index 84f12f4fe..f009191e7 100644
--- a/integrations/qdrant/examples/embedding_retrieval.py
+++ b/integrations/qdrant/examples/embedding_retrieval.py
@@ -12,7 +12,6 @@
 from haystack.components.embedders import SentenceTransformersDocumentEmbedder, SentenceTransformersTextEmbedder
 from haystack.components.preprocessors import DocumentSplitter
 from haystack.components.writers import DocumentWriter
-
 from haystack_integrations.components.retrievers.qdrant import QdrantEmbeddingRetriever
 from haystack_integrations.document_stores.qdrant import QdrantDocumentStore
 
diff --git a/integrations/qdrant/pyproject.toml b/integrations/qdrant/pyproject.toml
index 1bfba3cac..59dacc36c 100644
--- a/integrations/qdrant/pyproject.toml
+++ b/integrations/qdrant/pyproject.toml
@@ -74,6 +74,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/qdrant/src/haystack_integrations/components/retrievers/qdrant/retriever.py b/integrations/qdrant/src/haystack_integrations/components/retrievers/qdrant/retriever.py
index fee9a6182..334df9bb8 100644
--- a/integrations/qdrant/src/haystack_integrations/components/retrievers/qdrant/retriever.py
+++ b/integrations/qdrant/src/haystack_integrations/components/retrievers/qdrant/retriever.py
@@ -4,9 +4,8 @@
 from haystack.dataclasses.sparse_embedding import SparseEmbedding
 from haystack.document_stores.types import FilterPolicy
 from haystack.document_stores.types.filter_policy import apply_filter_policy
-from qdrant_client.http import models
-
 from haystack_integrations.document_stores.qdrant import QdrantDocumentStore
+from qdrant_client.http import models
 
 
 @component
diff --git a/integrations/qdrant/src/haystack_integrations/document_stores/qdrant/migrate_to_sparse.py b/integrations/qdrant/src/haystack_integrations/document_stores/qdrant/migrate_to_sparse.py
index 9eb4ca088..1fabbfd9c 100644
--- a/integrations/qdrant/src/haystack_integrations/document_stores/qdrant/migrate_to_sparse.py
+++ b/integrations/qdrant/src/haystack_integrations/document_stores/qdrant/migrate_to_sparse.py
@@ -1,9 +1,8 @@
 import logging
 import time
 
-from qdrant_client.http import models
-
 from haystack_integrations.document_stores.qdrant import QdrantDocumentStore
+from qdrant_client.http import models
 
 logger = logging.getLogger(__name__)
 logger.addHandler(logging.StreamHandler())
diff --git a/integrations/ragas/pyproject.toml b/integrations/ragas/pyproject.toml
index 898e1ad10..cc129931a 100644
--- a/integrations/ragas/pyproject.toml
+++ b/integrations/ragas/pyproject.toml
@@ -77,6 +77,9 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+extend-exclude = ["tests", "example"]
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
@@ -128,7 +131,6 @@ unfixable = [
   # Don't touch unused imports
   "F401",
 ]
-extend-exclude = ["tests", "example"]
 
 [tool.ruff.lint.isort]
 known-first-party = ["src"]
diff --git a/integrations/snowflake/pyproject.toml b/integrations/snowflake/pyproject.toml
index 388c87158..f5e87e334 100644
--- a/integrations/snowflake/pyproject.toml
+++ b/integrations/snowflake/pyproject.toml
@@ -74,6 +74,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/snowflake/tests/test_snowflake_table_retriever.py b/integrations/snowflake/tests/test_snowflake_table_retriever.py
index 547f7e1b1..c68e96c1f 100644
--- a/integrations/snowflake/tests/test_snowflake_table_retriever.py
+++ b/integrations/snowflake/tests/test_snowflake_table_retriever.py
@@ -10,9 +10,9 @@
 import pytest
 from dateutil.tz import tzlocal
 from haystack import Pipeline
+from haystack.components.builders import PromptBuilder
 from haystack.components.converters import OutputAdapter
 from haystack.components.generators import OpenAIGenerator
-from haystack.components.builders import PromptBuilder
 from haystack.utils import Secret
 from openai.types.chat import ChatCompletion, ChatCompletionMessage
 from openai.types.chat.chat_completion import Choice
diff --git a/integrations/unstructured/pyproject.toml b/integrations/unstructured/pyproject.toml
index fd668db44..ba4d700c6 100644
--- a/integrations/unstructured/pyproject.toml
+++ b/integrations/unstructured/pyproject.toml
@@ -82,6 +82,8 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
+
+[tool.ruff.lint]
 select = [
   "A",
   "ARG",
diff --git a/integrations/unstructured/tests/test_converter.py b/integrations/unstructured/tests/test_converter.py
index 5d1a6c091..063289b07 100644
--- a/integrations/unstructured/tests/test_converter.py
+++ b/integrations/unstructured/tests/test_converter.py
@@ -2,6 +2,7 @@
 #
 # SPDX-License-Identifier: Apache-2.0
 import pytest
+
 from haystack_integrations.components.converters.unstructured import UnstructuredFileConverter
 
 
diff --git a/integrations/weaviate/pyproject.toml b/integrations/weaviate/pyproject.toml
index 9598abd94..06546492e 100644
--- a/integrations/weaviate/pyproject.toml
+++ b/integrations/weaviate/pyproject.toml
@@ -77,7 +77,9 @@ skip-string-normalization = true
 [tool.ruff]
 target-version = "py38"
 line-length = 120
-lint.select = [
+
+[tool.ruff.lint]
+select = [
   "A",
   "ARG",
   "B",
@@ -104,7 +106,7 @@ lint.select = [
   "W",
   "YTT",
 ]
-lint.ignore = [
+ignore = [
   # Allow non-abstract empty methods in abstract base classes
   "B027",
   # Allow boolean positional values in function calls, like `dict.get(... True)`
@@ -120,7 +122,7 @@ lint.ignore = [
   "PLR0913",
   "PLR0915",
 ]
-lint.unfixable = [
+unfixable = [
   # Don't touch unused imports
   "F401",
 ]