1. It happens if the transactions overlap and Postgres cannot process them fast enough before they timeout. This is typically due to overlapping relations 2. Have a bigger Postgres instance or perform less overlapping writes 3. No; its primarily Postgres and MySQL. CRDB and Spanner have their own (different) limits