<ul data-eligibleForWebStory="true">Ed Crewe is set to speak at PyConLT 2025, focusing on Cloud Pricing.As a member of the EDB team, he works on the Postgres AI product, operating across AWS, Azure, and GCP.The talk delves into the complexity of cloud pricing, dealing with vast SKU lists.Development of a data pipeline to manage and update service SKUs is discussed.The extraction process aims to efficiently handle the 5 million service SKUs.Implementation details including data scraping, tools like Airflow, and Python code are presented.The scraper class uses abstract base methods for fetching and inserting prices.Use of Postgres Embedded with Go for temporary databases and data retrievals is highlighted.A Click wrapper facilitates tasks like scraping, dumping Postgres files, and running tests.Soda data validation is employed to ensure accuracy and integrity of the scraped data in the pipeline.