diff --git a/apps/python-sdk/example.py b/apps/python-sdk/example.py
index ae4258f7..705d2e0c 100644
--- a/apps/python-sdk/example.py
+++ b/apps/python-sdk/example.py
@@ -1,53 +1,45 @@
-import time
-import nest_asyncio
-import uuid
-from firecrawl.firecrawl import FirecrawlApp
+from firecrawl.firecrawl import ExtractConfig, FirecrawlApp
 from pydantic import BaseModel, Field
 from typing import List
+import time
+app = FirecrawlApp(api_url="https://api.firecrawl.dev")
 
-app = FirecrawlApp(api_key="fc-")
-
-# Scrape a website:
-scrape_result = app.scrape_url('firecrawl.dev')
-print(scrape_result['markdown'])
+# # Scrape a website:
+scrape_result = app.scrape_url('example.com', formats=["markdown", "html"])
+print(scrape_result.markdown)
 
 
-# Test batch scrape
+# # Test batch scrapeq
 urls = ['https://example.com', 'https://docs.firecrawl.dev']
-batch_scrape_params = {
-    'formats': ['markdown', 'html'],
-}
-
 # Synchronous batch scrape
-batch_result = app.batch_scrape_urls(urls, batch_scrape_params)
+batch_result = app.batch_scrape_urls(urls, formats=["markdown", "html"])
 print("Synchronous Batch Scrape Result:")
-print(batch_result['data'][0]['markdown'])
+print(batch_result.data[0].markdown)
 
-# Asynchronous batch scrape
-async_batch_result = app.async_batch_scrape_urls(urls, batch_scrape_params)
+# # Asynchronous batch scrape
+async_batch_result = app.async_batch_scrape_urls(urls, formats=["markdown", "html"])
 print("\nAsynchronous Batch Scrape Result:")
 print(async_batch_result)
 
 # Crawl a website:
-idempotency_key = str(uuid.uuid4()) # optional idempotency key
-crawl_result = app.crawl_url('firecrawl.dev', {'excludePaths': ['blog/*']}, 2, idempotency_key)
-print(crawl_result)
+crawl_result = app.crawl_url('firecrawl.dev', exclude_paths=['blog/*'])
+print(crawl_result.data[0].markdown)
 
-# Asynchronous Crawl a website:
-async_result = app.async_crawl_url('firecrawl.dev', {'excludePaths': ['blog/*']}, "")
+# # Asynchronous Crawl a website:
+async_result = app.async_crawl_url('firecrawl.dev', exclude_paths=['blog/*'])
 print(async_result)
 
-crawl_status = app.check_crawl_status(async_result['id'])
+crawl_status = app.check_crawl_status(async_result.id)
 print(crawl_status)
 
 attempts = 15
-while attempts > 0 and crawl_status['status'] != 'completed':
+while attempts > 0 and crawl_status.status != 'completed':
     print(crawl_status)
-    crawl_status = app.check_crawl_status(async_result['id'])
+    crawl_status = app.check_crawl_status(async_result.id)
     attempts -= 1
     time.sleep(1)
 
-crawl_status = app.check_crawl_status(async_result['id'])
+crawl_status = app.check_crawl_status(async_result.id)
 print(crawl_status)
 
 # LLM Extraction:
@@ -61,14 +53,11 @@ class ArticleSchema(BaseModel):
 class TopArticlesSchema(BaseModel):
     top: List[ArticleSchema] = Field(..., description="Top 5 stories")
 
-llm_extraction_result = app.scrape_url('https://news.ycombinator.com', {
-    'formats': ['extract'],
-    'extract': {
-        'schema': TopArticlesSchema.model_json_schema()
-    }
-})
+extract_config = ExtractConfig(schema=TopArticlesSchema.model_json_schema())
 
-print(llm_extraction_result['extract'])
+llm_extraction_result = app.scrape_url('https://news.ycombinator.com', formats=["extract"], extract=extract_config)
+
+print(llm_extraction_result.extract)
 
 # # Define schema to extract contents into using json schema
 json_schema = {
@@ -94,24 +83,16 @@ json_schema = {
   "required": ["top"]
 }
 
-app2 = FirecrawlApp(api_key="fc-", version="v0")
+extract_config = ExtractConfig(extractionSchema=json_schema, mode="llm-extraction", pageOptions={"onlyMainContent": True})
+llm_extraction_result = app.scrape_url('https://news.ycombinator.com', formats=["extract"], extract=extract_config)
 
-
-llm_extraction_result = app2.scrape_url('https://news.ycombinator.com', {
-    'extractorOptions': {
-        'extractionSchema': json_schema,
-        'mode': 'llm-extraction'
-    },
-    'pageOptions':{
-        'onlyMainContent': True
-    }
-})
+print(llm_extraction_result.extract)
 
 # print(llm_extraction_result['llm_extraction'])
 
 
 # Map a website:
-map_result = app.map_url('https://firecrawl.dev', { 'search': 'blog' })
+map_result = app.map_url('https://firecrawl.dev', search="blog")
 print(map_result)
 
 # Extract URLs:
@@ -124,14 +105,12 @@ class ExtractSchema(BaseModel):
 extract_schema = ExtractSchema.schema()
 
 # Perform the extraction
-extract_result = app.extract(['https://firecrawl.dev'], {
-    'prompt': "Extract the title, description, and links from the website",
-    'schema': extract_schema
-})
+extract_result = app.extract(['https://firecrawl.dev'], prompt="Extract the title, description, and links from the website", schema=extract_schema)
 print(extract_result)
 
 # Crawl a website with WebSockets:
 # inside an async function...
+import nest_asyncio
 nest_asyncio.apply()
 
 # Define event handlers