This article provides a comprehensive guide on data lakes, including their analytical capabilities and how to build one using technologies such as Delta Lake, Iceberg, and Hudi. It also discusses when a data lake should not be used and presents alternatives. The article highlights the open-sourced full Delta Lake 2.0 and Snowflakes integrated Iceberg Table, which are currently capturing the market. The community and resources section showcase Airbytes connector offerings, API, and community events for seamless data integration, protection, and engineering. The section also features Airbytes free and paid product offerings, including Airbyte Open Source, Cloud, Enterprise, and free Connector Program. The resources section consists of Airbytes guides, API docs, CLI docs, changelog, roadmap, data protection report, blog, tutorials, success stories, newsletter, glossary, ebook, live demo, and more. Connect with Airbyte through Github, Slack, and Discourse, and get direct support from the team through troubleshooting, office hour, and community call w/ brainbridge. Join Airbytes 10,000+ data community, which includes 600+ contributors to help commoditize ELT and access the contributor program, writer program, and community events.