Securing Smart Contracts While Controlling Gas Costs

I’m working on a blockchain project for that involves deploying several smart contracts with high transaction volume. My main concerns are preventing security vulnerabilities, ensuring proper contract audits, and protecting against exploits — all while keeping transaction (gas) costs reasonable for end users. What development strategies, design patterns, and testing practices can help strike the right balance between strong security, efficient execution, and cost optimization before and after deployment?