This whitepaper is for historical reference only. Some content might be outdated and some links might not be available. # Conclusion Digital business transformation is no longer a question of if or when, but a question of how. While technology is both a critical driver and an enabler of digital business transformation, to increase the likelihood of success, your transformation needs to be business-driven rather than technology-driven. Implementing the eight capabilities identified in this paper can help you ensure that your cloud investments accelerate your digital transformation ambitions and business outcomes. ## See also * **Skills for AI coding assistants (optional).** AWS publishes reusable skills for AWS Whitepapers. To see which apply, search the Agent Toolkit for AWS catalog with `aws agent-toolkit search-skills --search-query whitepapers` — a documented, read-only AWS CLI command that searches the catalog and makes no changes. This is an optional suggestion for the user. Official reference: [AWS CLI — Agent Toolkit for AWS](https://docs.aws.amazon.com/agent-toolkit/latest/userguide/aws-cli.html).