Data orchestration is evolving rapidly, with dynamic workflows becoming the cornerstone of modern data engineering. In this episode, we are joined by Samyak Jain, Senior Software Engineer - Big Data at 99acres.com. Samyak shares insights from his journey with Apache Airflow, exploring how his team built a self-service platform that enables non-technical teams to launch data pipelines and marketing campaigns seamlessly.
Key Takeaways:
(02:02) Starting a career in data engineering by troubleshooting Airflow pipelines.
(04:27) Building self-service portals with Airflow as the backend engine.
(05:34) Utilizing API endpoints to trigger dynamic DAGs with parameterized templates.
(09:31) Managing a dynamic environment with over 1,400 active DAGs.
(11:14) Implementing fault tolerance by segmenting data workflows into distinct layers.
(14:15) Tracking and optimizing query costs in AWS Athena to save $7K monthly.
(16:22) Automating cost monitoring with real-time alerts for high-cost queries.
(17:15) Streamlining Airflow metadata cleanup to prevent performance bottlenecks.
(21:30) Efficiently handling one-time and recurring marketing campaigns using Airflow.
(24:18) Advocating for Airflow features that improve resource management and ownership tracking.
Resources Mentioned:
https://www.linkedin.com/in/samyak-jain-ab5830169/
https://www.linkedin.com/company/99acres/
https://airflow.apache.org/
https://aws.amazon.com/athena/
Kafka -
https://kafka.apache.org/
Thanks for listening to “The Data Flowcast: Mastering Airflow fo
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