Pinterest revamped its Android end-to-end testing by implementing a time-based sharding mechanism, which reduced build times by 36%. This new system balances the workload across testing shards, mitigating delays caused by slower tests. The switch to an in-house testing platform also improved reliability and developer efficiency.