Pinterest faced challenges with EC2 network throttling that affected application reliability and performance, particularly during user sequence serving and EC2 instance migrations. By enhancing network performance monitoring through AWS Elastic Network Adapter metrics and implementing techniques like fine-grained S3 rate limiting, Pinterest improved visibility and mitigated network issues, ensuring better performance for its online services.