Visualizing Data Timeliness at Airbnb
Imagine you are a business leader ready to start your day, but you wake up to find that your daily business report is empty — the data is late, so now you are blind. Over the last year, multiple teams came together to build SLA Tracker, a visual analytics tool to facilitate a culture of data timeliness at Airbnb. This data product enabled us to address and systematize the following challenges of d
DataOps Is Here To Stay
Photo by Stephen Dawson on UnsplashWhat Is DataOps?DataOps is a discipline that has become a necessity in a market where the demand for access to data assets and data products is skyrocketing. The inability of data platform teams and data management platforms to keep pace with the demands placed on them by DevOps-enabled teams led to the development of DataOps.[i] In a nutshell, DataOps brings tog
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Data Management Challenges in Production Machine Learning
DEEM: Workshop on Data Management for End-to-End Machine Learning @ SIGMOD'18
