Define strict schemas shared between client and server, versioned in code and docs. Accept only approved fields, with server-side validation and descriptive errors. This enforces necessity, prevents shadow data, and simplifies audits, letting engineering, legal, and marketing collaborate without ambiguity when requests to add fields arise.
Swap emails for irreversible hashes when deduplication is sufficient, and use scoped tokens for integrations instead of exporting identities. Store salts separately, restrict joins, and monitor linkability. By reducing identifiability across systems, you shrink lateral movement opportunities and contain incidents to low-impact, quickly recoverable events.
Attach TTLs to records upon collection, keyed to specific purposes and jurisdictions. Queue erasure proactively after inactivity, and verify completion with cryptographic receipts or audit logs. Minimization matures when deletion becomes routine, freeing infrastructure, reducing liability, and honoring user expectations without manual tickets or forgotten backups.
Build funnels from anonymous events, limiting categories to essential milestones like view, start, and submit. Cap the number of properties per event, annotating experiments separately. With fewer moving parts, dashboards become clearer, governance easier, and users experience faster pages free from intrusive trackers or fragile consent dependencies.
Assign variants using randomized, non-identifying keys, expire them quickly, and avoid storing individual-level outcomes. Analyze results at cohort granularity, and prefer Bayesian or sequential methods that need less data. You still learn what works, without stockpiling personal histories you never intended to manage or defend.
Use privacy-preserving techniques like modeled conversions, server-side redirects, and clean-room partnerships that share aggregates rather than rows. Focus on content signals and time windows instead of cross-site fingerprints. The business sees reliable lift measurements while individuals remain untracked across contexts they never consented to link together.