can you break up your migrations into smaller chunks that can be run incrementally? There is also: AWS Database Migration Service https://aws.amazon.com/dms/

can you break up your migrations into smaller chunks that can be run incrementally? There is also: AWS Database Migration Service https://aws.amazon.com/dms/ https://aws.amazon.com/dms/ Azure Database Migration Service https://azure.microsoft.com/en-au/products/database-migration/ https://azure.microsoft.com/en-au/products/database-migratio... Liquibase CI/CD for Databases https://resources.liquibase.com/ci-cd-database https://resources.liquibase.com/ci-cd-database In PostgreSQL, you can use the "CONCURRENTLY" keyword with the "ALTER TABLE" statement to perform certain operations without locking the table and without requiring downtime. ALTER TABLE table_name ADD INDEX CONCURRENTLY index_name (column_name); DynamoDB offers a feature called "Online Indexing" that allows you to create or delete a global secondary index (GSI) without any downtime to your application. This feature allows you to add, remove, or modify an index on a table without any impact on read or write traffic to the table. aws dynamodb update-table --table-name table_name --attribute-definitions AttributeName=attribute_name,AttributeType=S --global-secondary-index-updates '[{"Create":{"IndexName":"index_name","KeySchema":[{"AttributeName":"attribute_name","KeyType":"HASH"}],"Projection":{"ProjectionType":"ALL"},"ProvisionedThroughput":{"ReadCapacityUnits":5,"WriteCapacityUnits":5}}}]' --online-index-upgrade True aws dynamodb update-table --table-name table_name --global-secondary-index-updates '[{"Delete":{"IndexName":"index_name"}}]' --online-index-upgrade True Elasticsearch offers a feature called "Zero Downtime Indexing" that allows you to create, update or delete an index without any downtime or interruption to the search functionality of the index. To create an index with zero downtime in Elasticsearch, you can use the "alias" feature PUT /new_index { "aliases": { "my_search_alias": {} } } After indexing data into the new index, you can switch the alias to the new index: POST /_aliases { "actions": [ { "add": { "index": "new_index", "alias": "my_search_alias" } }, { "remove": { "index": "old_index", "alias": "my_search_alias" } } ] }