Slack migrated most of the critical user-facing services from a monolithic to a cell-based architecture over the last 1.5 years. The move was triggered by the impact of networking outages affecting a single availability zone, causing user-impacting service degradation. The new architecture allows incrementally draining all the traffic away from the affected availability zone within 5 minutes.