Vibrant Planet leverages Apache Airflow to tackle climate change, specifically wildfires, by creating advanced data pipelines that process extensive geospatial data and imagery to inform land management strategies. Their platform utilizes aerial and satellite data alongside machine learning to map wildfire risks and simulate fire spread scenarios, allowing local authorities to prioritize prevention efforts effectively. The company has engineered solutions to address out-of-memory challenges in their workflows by developing self-healing pipelines that automatically adjust memory allocations and implementing heuristics for smart initial memory recommendations. These innovations reduce manual intervention, operational overhead, and compute costs while ensuring pipeline reliability. Additionally, Vibrant Planet's use of Airflow's Kubernetes Executor facilitates dynamic scaling of processing tasks, enhancing the efficiency of their data-driven approach to climate resilience.