diff --git a/Makefile b/Makefile
index cb1d7030..6bfc0cf5 100644
--- a/Makefile
+++ b/Makefile
@@ -7,11 +7,11 @@ build:
 	docker compose build transformer
 
 extract:
-	docker compose run extractors python main.py configs/eth_mainnet.yaml
-	docker compose run extractors python main.py configs/base_mainnet.yaml
-	docker compose run extractors python main.py configs/base_sepolia.yaml
-	docker compose run extractors python main.py configs/arbitrum_mainnet.yaml
-	docker compose run extractors python main.py configs/arbitrum_sepolia.yaml
+	docker compose run extractors uv run python main.py configs/eth_mainnet.yaml
+	docker compose run extractors uv run python main.py configs/base_mainnet.yaml
+	docker compose run extractors uv run python main.py configs/base_sepolia.yaml
+	docker compose run extractors uv run python main.py configs/arbitrum_mainnet.yaml
+	docker compose run extractors uv run python main.py configs/arbitrum_sepolia.yaml
 
 index:
 	docker compose run indexer --network_name base_mainnet --protocol_name synthetix
diff --git a/extractors/.python-version b/extractors/.python-version
new file mode 100644
index 00000000..e4fba218
--- /dev/null
+++ b/extractors/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/extractors/Dockerfile b/extractors/Dockerfile
index a6e2481b..514eeeb2 100644
--- a/extractors/Dockerfile
+++ b/extractors/Dockerfile
@@ -1,30 +1,25 @@
-# build rust package
-FROM rust:1.79.0 as builder
+# include rust
+FROM rust:1.79.0 AS builder
 
-RUN apt-get update && apt-get install -y python3-pip python3-venv
-
-RUN python3 -m venv venv
-ENV PATH="/venv/bin:$PATH"
+# install wheel package and run
+FROM python:3.12
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
-WORKDIR /usr/src
-RUN git clone https://github.com/paradigmxyz/cryo
-WORKDIR /usr/src/cryo/crates/python
+# Copy Rust and Cargo binaries from the builder stage
+COPY --from=builder /usr/local/cargo /usr/local/cargo
+COPY --from=builder /usr/local/rustup /usr/local/rustup
+COPY --from=builder /usr/local/bin /usr/local/bin
 
-RUN pip install maturin
-RUN maturin build --release
+# Ensure the copied binaries are in the PATH
+ENV PATH="/usr/local/cargo/bin:/usr/local/rustup/bin:${PATH}"
 
-# install wheel package and run
-FROM python:3.11-slim as runtime
+RUN rustup default 1.79.0
 
 WORKDIR /app
 
-COPY --from=builder /usr/src/cryo/target/wheels/*.whl /app/
-
-RUN pip install --no-cache-dir /app/*.whl
-
-COPY requirements.txt .
-RUN pip install --no-cache-dir -r requirements.txt
+COPY pyproject.toml uv.lock ./
+RUN uv sync --frozen
 
 COPY . .
 
-CMD ["python3", "main.py"]
+CMD ["uv", "run", "python", "main.py"]
diff --git a/extractors/configs/arbitrum_mainnet.yaml b/extractors/configs/arbitrum_mainnet.yaml
index a29f5be2..6c59a3cb 100644
--- a/extractors/configs/arbitrum_mainnet.yaml
+++ b/extractors/configs/arbitrum_mainnet.yaml
@@ -1,7 +1,8 @@
 network_id: 42161
+protocol: "synthetix"
 
 blocks:
-  min_block: "232500000"
+  min_block: "218M"
   requests_per_second: 25
   block_increment: 4000
   chunk_size: 80
diff --git a/extractors/configs/arbitrum_sepolia.yaml b/extractors/configs/arbitrum_sepolia.yaml
index 51748913..302b8ea0 100644
--- a/extractors/configs/arbitrum_sepolia.yaml
+++ b/extractors/configs/arbitrum_sepolia.yaml
@@ -1,4 +1,5 @@
 network_id: 421614
+protocol: "synthetix"
 
 blocks:
   min_block: "41M"
diff --git a/extractors/configs/base_mainnet.yaml b/extractors/configs/base_mainnet.yaml
index 5b5f8c22..83f55b99 100644
--- a/extractors/configs/base_mainnet.yaml
+++ b/extractors/configs/base_mainnet.yaml
@@ -1,8 +1,9 @@
 network_id: 8453
+protocol: "synthetix"
 
 blocks:
   min_block: "7.5M"
-  requests_per_second: 25
+  requests_per_second: 1000
   block_increment: 500
   chunk_size: 80
 
@@ -14,7 +15,7 @@ eth_calls:
       - [1, "0xC74eA762cF06c9151cE074E6a569a5945b6302E7"]
       - [1, "0x729Ef31D86d31440ecBF49f27F7cD7c16c6616d2"]
     min_block: "7.5M"
-    requests_per_second: 25
+    requests_per_second: 1000
     block_increment: 500
     chunk_size: 80
 
@@ -25,6 +26,6 @@ eth_calls:
       - [1, "0xC74eA762cF06c9151cE074E6a569a5945b6302E7"]
       - [1, "0x729Ef31D86d31440ecBF49f27F7cD7c16c6616d2"]
     min_block: "7.5M"
-    requests_per_second: 25
+    requests_per_second: 1000
     block_increment: 500
     chunk_size: 80
diff --git a/extractors/configs/base_sepolia.yaml b/extractors/configs/base_sepolia.yaml
index 174e222a..1a0af775 100644
--- a/extractors/configs/base_sepolia.yaml
+++ b/extractors/configs/base_sepolia.yaml
@@ -1,8 +1,9 @@
 network_id: 84532
+protocol: "synthetix"
 
 blocks:
   min_block: "8M"
-  requests_per_second: 25
+  requests_per_second: 1000
   block_increment: 500
   chunk_size: 80
 
@@ -13,7 +14,7 @@ eth_calls:
     inputs:
       - [1, "0x8069c44244e72443722cfb22DcE5492cba239d39"]
     min_block: "8M"
-    requests_per_second: 25
+    requests_per_second: 1000
     block_increment: 500
     chunk_size: 80
 
@@ -23,6 +24,6 @@ eth_calls:
     inputs:
       - [1, "0x8069c44244e72443722cfb22DcE5492cba239d39"]
     min_block: "8M"
-    requests_per_second: 25
+    requests_per_second: 1000
     block_increment: 500
     chunk_size: 80
diff --git a/extractors/configs/eth_mainnet.yaml b/extractors/configs/eth_mainnet.yaml
index 7684d391..7c5fd808 100644
--- a/extractors/configs/eth_mainnet.yaml
+++ b/extractors/configs/eth_mainnet.yaml
@@ -1,8 +1,9 @@
 network_id: 1
+protocol: "synthetix"
 
 blocks:
   min_block: "20000000"
-  requests_per_second: 25
+  requests_per_second: 1000
   block_increment: 150
   chunk_size: 50
 
@@ -13,7 +14,7 @@ eth_calls:
     inputs:
       - [1, "0xC011a73ee8576Fb46F5E1c5751cA3B9Fe0af2a6F"]
     min_block: "20000000"
-    requests_per_second: 25
+    requests_per_second: 1000
     block_increment: 150
     chunk_size: 50
 
@@ -23,6 +24,6 @@ eth_calls:
     inputs:
       - [1, "0xC011a73ee8576Fb46F5E1c5751cA3B9Fe0af2a6F"]
     min_block: "20000000"
-    requests_per_second: 25
+    requests_per_second: 1000
     block_increment: 150
     chunk_size: 50
diff --git a/extractors/main.py b/extractors/main.py
index 5e40236b..32b79958 100644
--- a/extractors/main.py
+++ b/extractors/main.py
@@ -1,4 +1,5 @@
-import os
+"""Main script to extract data from EVM nodes based on a provided configuration."""
+
 import yaml
 import argparse
 from dotenv import load_dotenv
@@ -8,8 +9,8 @@
 load_dotenv()
 
 # parse command-line arguments
-parser = argparse.ArgumentParser(description="Extract data from Ethereum nodes.")
-parser.add_argument("config", help="Path to the YAML configuration file")
+parser = argparse.ArgumentParser(description="Extract data from EVM nodes.")
+parser.add_argument("config", help="Path to a YAML configuration file")
 parser.add_argument("--name", help="Name of the configuration to use (optional)")
 args = parser.parse_args()
 
@@ -19,34 +20,35 @@
 
 network_id = config.get("network_id")
 block_config = config.get("blocks")
+protocol = config.get("protocol")
 eth_call_configs = config.get("eth_calls", [])
 
 # determine the flow based on the --name argument
 if args.name:
     if args.name == "blocks":
         # run blocks only
-        extract_blocks(network_id=network_id, **block_config)
+        extract_blocks(network_id=network_id, protocol=protocol, **block_config)
     else:
         # run the specified eth_call only
         eth_call_config = next(
             (ec for ec in eth_call_configs if ec["function_name"] == args.name), None
         )
         if eth_call_config:
-            extract_data(network_id=network_id, **eth_call_config)
+            extract_data(network_id=network_id, protocol=protocol, **eth_call_config)
         else:
             print(f"No configuration found with name {args.name}")
 else:
     # run everything
     exceptions = []
     try:
-        extract_blocks(network_id=network_id, **block_config)
+        extract_blocks(network_id=network_id, protocol=protocol, **block_config)
     except Exception as e:
         exceptions.append(e)
         print(f"Error extracting blocks: {e}")
 
     for eth_call_config in eth_call_configs:
         try:
-            extract_data(network_id=network_id, **eth_call_config)
+            extract_data(network_id=network_id, protocol=protocol, **eth_call_config)
         except Exception as e:
             exceptions.append(e)
             print(f"Error extracting eth_call {eth_call_config.get('name')}: {e}")
diff --git a/extractors/pyproject.toml b/extractors/pyproject.toml
new file mode 100644
index 00000000..b83cd141
--- /dev/null
+++ b/extractors/pyproject.toml
@@ -0,0 +1,18 @@
+[project]
+name = "extractors"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.12"
+dependencies = [
+    "cryo==0.3.0",
+    "duckdb>=1.1.3",
+    "maturin>=1.7.7",
+    "numpy>=2.1.3",
+    "pandas>=2.2.3",
+    "polars-lts-cpu>=1.16.0",
+    "pyarrow>=18.1.0",
+    "python-dotenv>=1.0.1",
+    "pyyaml>=6.0.2",
+    "synthetix>=0.1.21",
+]
diff --git a/extractors/requirements.txt b/extractors/requirements.txt
deleted file mode 100644
index 344a1aec..00000000
--- a/extractors/requirements.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-python-dotenv
-PyYAML
-pyarrow
-duckdb==0.10.2
-polars-lts-cpu==1.1.0
-pandas
-numpy
-synthetix==0.1.19
-web3==6.20.2
\ No newline at end of file
diff --git a/extractors/src/clean.py b/extractors/src/clean.py
index 468c41cb..7633fcb9 100644
--- a/extractors/src/clean.py
+++ b/extractors/src/clean.py
@@ -75,7 +75,7 @@ def get_labels(contract, function_name):
     return input_names, output_names
 
 
-def clean_data(chain_name, contract, function_name, write=True):
+def clean_data(chain_name, protocol, contract, function_name, write=True):
     input_labels, output_labels = get_labels(contract, function_name)
 
     # fix labels
@@ -86,7 +86,7 @@ def clean_data(chain_name, contract, function_name, write=True):
     df = duckdb.sql(
         f"""
         SELECT DISTINCT *
-        FROM '../parquet-data/raw/{chain_name}/{function_name}/*.parquet'
+        FROM '../parquet-data/extractors/raw/{chain_name}/{protocol}/{function_name}/*.parquet'
         WHERE
             call_data IS NOT NULL
             AND output_data IS NOT NULL
@@ -127,7 +127,7 @@ def clean_data(chain_name, contract, function_name, write=True):
 
     # write the data
     if write:
-        file_path = f"../parquet-data/clean/{chain_name}/{function_name}.parquet"
+        file_path = f"../parquet-data/extractors/clean/{chain_name}/{protocol}/{function_name}.parquet"
 
         ensure_directory_exists(file_path)
         # write the data
@@ -140,21 +140,23 @@ def clean_data(chain_name, contract, function_name, write=True):
     return df
 
 
-def clean_blocks(chain_name, write=True):
+def clean_blocks(chain_name, protocol, write=True):
     # read the data
     df = duckdb.sql(
         f"""
         SELECT DISTINCT
             CAST(timestamp as BIGINT) as timestamp,
             CAST(block_number as BIGINT) as block_number
-        FROM '/parquet-data/raw/{chain_name}/blocks/*.parquet'
+        FROM '/parquet-data/extractors/raw/{chain_name}/{protocol}/blocks/*.parquet'
         ORDER BY block_number
     """
     )
 
     # write the data
     if write:
-        file_path = f"/parquet-data/clean/{chain_name}/blocks.parquet"
+        file_path = (
+            f"/parquet-data/extractors/clean/{chain_name}/{protocol}/blocks.parquet"
+        )
 
         ensure_directory_exists(file_path)
 
diff --git a/extractors/src/extract.py b/extractors/src/extract.py
index d3b613e4..89d21d3e 100644
--- a/extractors/src/extract.py
+++ b/extractors/src/extract.py
@@ -21,6 +21,7 @@ def get_synthetix(chain_config):
 # generalize a function
 def extract_data(
     network_id,
+    protocol,
     contract_name,
     package_name,
     function_name,
@@ -37,7 +38,7 @@ def extract_data(
     # get synthetix
     chain_config = CHAIN_CONFIGS[network_id]
     snx = get_synthetix(chain_config)
-    output_dir = f"/parquet-data/raw/{chain_config['name']}/{function_name}"
+    output_dir = f"/parquet-data/extractors/raw/{chain_config['name']}/{protocol}/{function_name}"
 
     # encode the call data
     contract = snx.contracts[package_name][contract_name]["contract"]
@@ -60,11 +61,13 @@ def extract_data(
     )
 
     if clean:
-        df_clean = clean_data(chain_config["name"], contract, function_name)
+        df_clean = clean_data(chain_config["name"], protocol, contract, function_name)
+        return df_clean
 
 
 def extract_blocks(
     network_id,
+    protocol,
     clean=True,
     min_block=0,
     requests_per_second=25,
@@ -79,7 +82,9 @@ def extract_blocks(
     snx = get_synthetix(chain_config)
 
     # try reading and looking for latest block
-    output_dir = f"/parquet-data/raw/{chain_config['name']}/blocks"
+    output_dir = (
+        f"/parquet-data/extractors/raw/{chain_config['name']}/{protocol}/blocks"
+    )
 
     cryo.freeze(
         "blocks",
@@ -93,4 +98,5 @@ def extract_blocks(
     )
 
     if clean:
-        df_clean = clean_blocks(chain_config["name"])
+        df_clean = clean_blocks(chain_config["name"], protocol)
+        return df_clean
diff --git a/extractors/uv.lock b/extractors/uv.lock
new file mode 100644
index 00000000..9810fc50
--- /dev/null
+++ b/extractors/uv.lock
@@ -0,0 +1,1175 @@
+version = 1
+requires-python = ">=3.12"
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7f/55/e4373e888fdacb15563ef6fa9fa8c8252476ea071e96fb46defac9f18bf2/aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745", size = 21977 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b9/74/fbb6559de3607b3300b9be3cc64e97548d55678e44623db17820dbd20002/aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8", size = 14756 },
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.9"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohappyeyeballs" },
+    { name = "aiosignal" },
+    { name = "attrs" },
+    { name = "frozenlist" },
+    { name = "multidict" },
+    { name = "propcache" },
+    { name = "yarl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3f/24/d5c0aed3ed90896f8505786e3a1e348fd9c61284ef21f54ee9cdf8b92e4f/aiohttp-3.11.9.tar.gz", hash = "sha256:a9266644064779840feec0e34f10a89b3ff1d2d6b751fe90017abcad1864fa7c", size = 7668012 }
+wheels = [
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diff --git a/scheduler/dags/v3_etl.py b/scheduler/dags/v3_etl.py
index a16c3bb0..37fb2a0e 100644
--- a/scheduler/dags/v3_etl.py
+++ b/scheduler/dags/v3_etl.py
@@ -42,7 +42,7 @@ def create_docker_operator(
 ):
     return DockerOperator(
         task_id=task_id,
-        command=f"python main.py {config_file}" if command is None else command,
+        command=f"uv run python main.py {config_file}" if command is None else command,
         image=image,
         api_version="auto",
         auto_remove=True,