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You should definitely use AWS WAF with API Gateway to protect you against well known vulnerabilities such as OWASP - https://docs.aws.amazon.com/apigateway/latest/developerguide/apigateway-control-access-aws-waf.html
As regards using a Network Firewall for IDS/IPS capabilities, some patterns are discussed here - https://docs.aws.amazon.com/whitepapers/latest/building-scalable-secure-multi-vpc-network-infrastructure/centralized-inbound-inspection.html
You should be able to adapt the API Gateway architecture to fit into these patterns.