What do you do to ensure the accuracy and reliability of your data?

We use a tag management system (TMS) to streamline collection and improve basic reliability.We use TMS plus server-side data collection and transformation to enrich data for more trustworthy insight.We layer in TMS QA features to ensure the accuracy, consistency, and reliability of data assets.We treat data quality as productized: governed data layers, schema management, automated QA, and feedback loops from AI and analytics back into how we instrument, validate, and correct data.

How are you ensuring the security and integrity of your data?

We rely on basic security controls and generic IT policies.We’ve added standard security protocols (e.g. encryption, access controls) for key systems.We’ve invested in advanced protections and integrity checks around our customer data.We apply enterprise-grade security, certifications, and integrity validation across our data fabric, including how data is exposed to partners, clouds, and AI models.